âčïž Skipped - page is already crawled
| Filter | Status | Condition | Details |
|---|---|---|---|
| HTTP status | PASS | download_http_code = 200 | HTTP 200 |
| Age cutoff | PASS | download_stamp > now() - 6 MONTH | 2.6 months ago |
| History drop | PASS | isNull(history_drop_reason) | No drop reason |
| Spam/ban | PASS | fh_dont_index != 1 AND ml_spam_score = 0 | ml_spam_score=0 |
| Canonical | PASS | meta_canonical IS NULL OR = '' OR = src_unparsed | Not set |
| Property | Value |
|---|---|
| URL | https://www.science.org/doi/10.1126/scitranslmed.adq1086 |
| Last Crawled | 2026-01-23 14:34:07 (2 months ago) |
| First Indexed | 2025-01-29 19:51:47 (1 year ago) |
| HTTP Status Code | 200 |
| Meta Title | Prior vaccination prevents overactivation of innate immune responses during COVID-19 breakthrough infection | Science Translational Medicine |
| Meta Description | At this stage in the COVID-19 pandemic, most infections are âbreakthroughâ infections that occur in individuals with prior severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) exposure. To ... |
| Meta Canonical | null |
| Boilerpipe Text | Editorâs summary
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) vaccines were instrumental in curbing the COVID-19 pandemic, with the benefit of vaccination primarily attributed to the adaptive immune response. Although it is well established that antibodies and T cells against SARS-CoV-2 prevent severe disease, the role of the innate immune system should not be disregarded. Here, Chan
et al.
demonstrated precisely why. The authors compared individuals infected with SARS-CoV-2 during the Delta wave with or without prior vaccination. They found that prior vaccination tamped down excessive inflammatory responses often associated with more severe disease, particularly in monocytes and natural killer cells. The authors further validated these findings in a separate cohort during a different wave of infection. These data suggest that vaccination may influence the innate immune response, and consequently disease severity, during a SARS-CoV-2 breakthrough infection. âCourtney Malo
Abstract
At this stage in the COVID-19 pandemic, most infections are âbreakthroughâ infections that occur in individuals with prior severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) exposure. To refine long-term vaccine strategies against emerging variants, we examined both innate and adaptive immunity in breakthrough infections. We performed single-cell transcriptomic, proteomic, and functional profiling of primary and breakthrough infections to compare immune responses from unvaccinated and vaccinated individuals during the SARS-CoV-2 Delta wave. Breakthrough infections were characterized by a less activated transcriptomic profile in monocytes and natural killer cells, with induction of pathways limiting monocyte migratory potential and natural killer cell proliferation. Furthermore, we observed a female-specific increase in transcriptomic and proteomic activation of multiple innate immune cell subsets during breakthrough infections. These insights suggest that prior SARS-CoV-2 vaccination prevents overactivation of innate immune responses during breakthrough infections with discernible sex-specific patterns and underscore the potential of harnessing vaccines in mitigating pathologic immune responses resulting from overactivation.
Access the full article
View all access options to continue reading this article.
Supplementary Materials
The PDF file includes:
Materials and methods
Figs. S1 to S13
Tables S1 to S5
References (
67
â
84
)
Download
7.59 MB
Other Supplementary Material for this manuscript includes the following:
MDAR Reproducibility Checklist
Download
459.58 KB
REFERENCES AND NOTES
1
Z. Al-Aly, B. Bowe, Y. Xie, Long COVID after breakthrough SARS-CoV-2 infection.
Nat. Med.
28
, 1461â1467 (2022).
2
Q. Fan, J. Shi, Y. Yang, G. Tang, M. Jiang, J. Li, J. Tang, L. Li, X. Wen, L. Zhang, X. Deng, Y. Wang, Y. Lan, L. Li, P. Peng, Y. Tong, H. Lu, L. Yan, Y. Liu, S. Cai, Y. Li, X. Mo, M. Li, X. Deng, Z. Hu, H. Yu, F. Hu, J. Liu, X. Tang, F. Li, Clinical characteristics and immune profile alterations in vaccinated individuals with breakthrough Delta SARS-CoV-2 infections.
Nat. Commun.
13
, 3979 (2022).
3
A.-R. Y. Collier, C. M. Brown, K. Mcmahan, J. Yu, J. Liu, C. Jacob-Dolan, A. Chandrashekar,D. Tierney, J. L. Ansel, M. Rowe, D. Sellers, K. Ahmad, R. Aguayo, T. Anioke, S. Gardner,M. Siamatu, L. Bermudez Rivera, M. R. Hacker, L. C. Madoff, D. H. Barouch, Immune responses in fully vaccinated individuals following breakthrough infection with the SARS-CoV-2 Delta variant in Provincetown, Massachusetts. medRxiv 21265113 [Preprint] (2021).
https://doi.org/10.1101/2021.10.18.21265113
.
4
M. Koutsakos, W. S. Lee, A. Reynaldi, H.-X. Tan, G. Gare, P. Kinsella, K. C. Liew, G. Taiaroa, D. A. Williamson, H. E. Kent, E. Stadler, D. Cromer, D. S. Khoury, A. K. Wheatley, J. A. Juno, M. P. Davenport, S. J. Kent, The magnitude and timing of recalled immunity after breakthrough infection is shaped by SARS-CoV-2 variants.
Immunity
55
, 1316â1326.e4 (2022).
5
J. PuĆĄnik, W. O. Monzon-Posadas, J. Zorn, K. Peters, M. Baum, H. Proksch, C. B. SchlĂŒter, G. Alter, T. Menting, H. Streeck, SARS-CoV-2 humoral and cellular immunity following different combinations of vaccination and breakthrough infection.
Nat. Commun.
14
, 572 (2023).
6
M. M. Painter, T. S. Johnston, K. A. Lundgreen, J. J. S. Santos, J. S. Qin, R. R. Goel, S. A. Apostolidis, D. Mathew, B. Fulmer, J. C. Williams, M. L. McKeague, A. Pattekar, A. Goode, S. Nasta, A. E. Baxter, J. R. Giles, A. N. Skelly, L. E. Felley, M. McLaughlin, J. Weaver, P. M. BioBank, O. Kuthuru, J. Dougherty, S. Adamski, S. Long, M. Kee, C. Clendenin, R. da Silva Antunes, A. Grifoni, D. Weiskopf, A. Sette, A. C. Huang, D. J. Rader, S. E. Hensley, P. Bates, A. R. Greenplate, E. J. Wherry, Prior vaccination promotes early activation of memory T cells and enhances immune responses during SARS-CoV-2 breakthrough infection.
Nat. Immunol.
24
, 1711â1724 (2023).
7
M. Koutsakos, A. Reynaldi, W. S. Lee, J. Nguyen, T. Amarasena, G. Taiaroa, P. Kinsella, K. C. Liew, T. Tran, H. E. Kent, H.-X. Tan, L. C. Rowntree, T. H. O. Nguyen, P. G. Thomas, K. Kedzierska, J. Petersen, J. Rossjohn, D. A. Williamson, D. Khoury, M. P. Davenport, S. J. Kent, A. K. Wheatley, J. A. Juno, SARS-CoV-2 breakthrough infection induces rapid memory and de novo T cell responses.
Immunity
56
, 879â892.e4 (2023).
8
K. Paniskaki, M. Anft, T. L. Meister, C. Marheinecke, S. Pfaender, S. Skrzypczyk, F. S. Seibert, C. J. Thieme, M. J. Konik, S. Dolff, O. Anastasiou, B. Holzer, U. Dittmer, C. Queren, L. Fricke, H. Rohn, T. H. Westhoff, O. Witzke, U. Stervbo, T. Roch, N. Babel, Immune response in moderate to critical breakthrough COVID-19 infection after mRNA vaccination.
Front. Immunol.
13
, 816220 (2022).
9
A. Sejdic, H. J. Hartling, J. G. Holler, L. Klingen GjĂŠrde, B. Lindegaard, A. M. Dungu, F. Gnesin, M. E. E. MĂžller, R. S. Teglgaard, C. U. Niemann, P. T. Brooks, C. S. JĂžrgensen, K. T. Franck, T. K. Fischer, H. V. Marquart, Z. B. Harboe, S. R. Ostrowski, Immune cell populations and induced immune responses at admission in patients hospitalized with vaccine breakthrough SARS-CoV-2 infections.
Front. Immunol.
15
, 1360843 (2024).
10
M. Z. Tay, A. Rouers, S.-W. Fong, Y. S. Goh, Y.-H. Chan, Z. W. Chang, W. Xu, C. W. Tan, W. N. Chia, A. Torres-Ruesta, S. N. Amrun, Y. Huang, P. X. Hor, C. Y. Loh, N. K.-W. Yeo, B. Wang, E. Z. X. Ngoh, S. N. M. Salleh, J.-M. Chavatte, A. J. Lim, S. Maurer-Stroh, L.-F. Wang, R. V. T. P. Lin, C.-I. Wang, S.-Y. Tan, B. E. Young, Y.-S. Leo, D. C. Lye, L. Renia, L. F. Ng, Decreased memory B cell frequencies in COVID-19 delta variant vaccine breakthrough infection.
EMBO Mol. Med.
14
, e15227 (2022).
11
R. Nikzad, L. S. Angelo, K. Aviles-Padilla, D. T. Le, V. K. Singh, L. Bimler, M. Vukmanovic-Stejic, E. Vendrame, T. Ranganath, L. Simpson, N. L. Haigwood, C. A. Blish, A. N. Akbar, S. Paust, Human natural killer cells mediate adaptive immunity to viral antigens.
Sci. Immunol.
4
, eaat8116 (2019).
12
E. Kaufmann, J. Sanz, J. L. Dunn, N. Khan, L. E. Mendonça, A. Pacis, F. Tzelepis, E. Pernet, A. Dumaine, J.-C. Grenier, F. Mailhot-Léonard, E. Ahmed, J. Belle, R. Besla, B. Mazer, I. L. King, A. Nijnik, C. S. Robbins, L. B. Barreiro, M. Divangahi, BCG educates hematopoietic stem cells to generate protective innate immunity against tuberculosis.
Cell
172
, 176â190.e19 (2018).
13
J. Kleinnijenhuis, J. Quintin, F. Preijers, L. A. B. Joosten, D. C. Ifrim, S. Saeed, C. Jacobs, J. van Loenhout, D. de Jong, H. G. Stunnenberg, R. J. Xavier, J. W. M. van der Meer, R. van Crevel, M. G. Netea, Bacille Calmette-Guerin induces NOD2-dependent nonspecific protection from reinfection via epigenetic reprogramming of monocytes.
Proc. Natl. Acad. Sci. U.S.A.
109
, 17537â17542 (2012).
14
S. Saeed, J. Quintin, H. H. D. Kerstens, N. A. Rao, A. Aghajanirefah, F. Matarese, S.-C. Cheng, J. Ratter, K. Berentsen, M. A. van der Ent, N. Sharifi, E. M. Janssen-Megens, M. Ter Huurne, A. Mandoli, T. van Schaik, A. Ng, F. Burden, K. Downes, M. Frontini, V. Kumar, E. J. Giamarellos-Bourboulis, W. H. Ouwehand, J. W. M. van der Meer, L. A. B. Joosten, C. Wijmenga, J. H. A. Martens, R. J. Xavier, C. Logie, M. G. Netea, H. G. Stunnenberg, Epigenetic programming of monocyte-to-macrophage differentiation and trained innate immunity.
Science
345
, 1251086 (2014).
15
F. Wimmers, M. Donato, A. Kuo, T. Ashuach, S. Gupta, C. Li, M. Dvorak, M. H. Foecke, S. E. Chang, T. Hagan, S. E. De Jong, H. T. Maecker, R. van der Most, P. Cheung, M. Cortese, S. E. Bosinger, M. Davis, N. Rouphael, S. Subramaniam, N. Yosef, P. J. Utz, P. Khatri, B. Pulendran, The single-cell epigenomic and transcriptional landscape of immunity to influenza vaccination.
Cell
184
, 3915â3935.e21 (2021).
16
J. C. Sun, J. N. Beilke, L. L. Lanier, Adaptive immune features of natural killer cells.
Nature
457
, 557â561 (2009).
17
H. Wang, C. Liu, X. Xie, M. Niu, Y. Wang, X. Cheng, B. Zhang, D. Zhang, M. Liu, R. Sun, Y. Ma, S. Ma, H. Wang, G. Zhu, Y. Lu, B. Huang, P. Su, X. Chen, J. Zhao, H. Wang, L. Shen, L. Fu, Q. Huang, Y. Yang, H. Wang, C. Wu, W. Ge, C. Chen, Q. Huo, Q. Wang, Y. Wang, L. Geng, Y. Xie, Y. Xie, L. Liu, J. Qi, H. Chen, J. Wu, E. Jiang, W. Jiang, X. Wang, Z. Shen, T. Guo, J. Zhou, P. Zhu, T. Cheng, Multi-omics blood atlas reveals unique features of immune and platelet responses to SARS-CoV-2 Omicron breakthrough infection.
Immunity
56
, 1410â1428.e8 (2023).
18
J. A. Huapaya, J. Higgins, S. Kanth, C. Y. Demirkale, S. Gairhe, E. A. Aboye, D. Regenold, S. J. Sahagun, G. Pastor, D. Swaim, R. Dewar, T. Rehman, H. C. Highbarger, P. Lallemand, S. Laverdure, J. Adelsberger, A. Rupert, W. Li, J. Krack, G. Teferi, J. Kuruppu, J. R. Strich, R. Davey, R. Childs, D. Chertow, J. A. Kovacs, C. Barnett, P. Torabi-Parizi, A. F. Suffredini, COVID-ARC Study Group, Vaccination ameliorates cellular inflammatory responses in SARS-CoV-2 breakthrough infections.
J. Infect. Dis.
228
, 46â58 (2023).
19
P. S. Arunachalam, M. K. D. Scott, T. Hagan, C. Li, Y. Feng, F. Wimmers, L. Grigoryan, M. Trisal, V. V. Edara, L. Lai, S. E. Chang, A. Feng, S. Dhingra, M. Shah, A. S. Lee, S. Chinthrajah, S. B. Sindher, V. Mallajosyula, F. Gao, N. Sigal, S. Kowli, S. Gupta, K. Pellegrini, G. Tharp, S. Maysel-Auslender, S. Hamilton, H. Aoued, K. Hrusovsky, M. Roskey, S. E. Bosinger, H. T. Maecker, S. D. Boyd, M. M. Davis, P. J. Utz, M. S. Suthar, P. Khatri, K. C. Nadeau, B. Pulendran, Systems vaccinology of the BNT162b2 mRNA vaccine in humans.
Nature
596
, 410â416 (2021).
20
M. Saresella, F. Piancone, I. Marventano, A. Hernis, D. Trabattoni, M. Invernizzi, F. La Rosa, M. Clerici, Innate immune responses to three doses of the BNT162b2 mRNA SARS-CoV-2 vaccine.
Front. Immunol.
13
, 947320 (2022).
21
C. Maucourant, I. Filipovic, A. Ponzetta, S. Aleman, M. Cornillet, L. Hertwig, B. Strunz, A. Lentini, B. Reinius, D. Brownlie, A. Cuapio, E. H. Ask, R. M. Hull, A. Haroun-Izquierdo, M. Schaffer, J. Klingström, E. Folkesson, M. Buggert, J. K. Sandberg, L. I. Eriksson, O. Rooyackers, H.-G. Ljunggren, K.-J. Malmberg, J. Michaëlsson, N. Marquardt, Q. Hammer, K. StrÄlin, N. K. Björkström, Karolinska COVID-19 Study Group, Natural killer cell immunotypes related to COVID-19 disease severity.
Sci. Immunol.
5
, eabd6832 (2020).
22
A. Alrubayyi, E. Touizer, D. Hameiri-Bowen, B. Charlton, E. Gea-MallorquĂ, N. Hussain, K. A. S. da Costa, R. Ford, C. Rees-Spear, T. A. Fox, I. Williams, L. Waters, T. J. Barber, F. Burns, S. Kinloch, E. Morris, S. Rowland-Jones, L. E. McCoy, D. Peppa, Natural killer cell responses during SARS-CoV-2 infection and vaccination in people living with HIV-1.
Sci. Rep.
13
, 18994 (2023).
23
M. Venet, M. S. Ribeiro, E. Décembre, A. Bellomo, G. Joshi, C. Nuovo, M. Villard, D. Cluet, M. Perret, R. Pescamona, H. Paidassi, T. Walzer, O. Allatif, A. Belot, S. Trouillet-Assant, E. P. Ricci, M. Dreux, Severe COVID-19 patients have impaired plasmacytoid dendritic cell-mediated control of SARS-CoV-2.
Nat. Commun.
14
, 694 (2023).
24
J. Schulte-Schrepping, N. Reusch, D. Paclik, K. BaĂler, S. Schlickeiser, B. Zhang, B. KrĂ€mer, T. Krammer, S. Brumhard, L. Bonaguro, E. De Domenico, D. Wendisch, M. Grasshoff, T. S. Kapellos, M. Beckstette, T. Pecht, A. Saglam, O. Dietrich, H. E. Mei, A. R. Schulz, C. Conrad, D. Kunkel, E. Vafadarnejad, C.-J. Xu, A. Horne, M. Herbert, A. Drews, C. Thibeault, M. Pfeiffer, S. Hippenstiel, A. Hocke, H. MĂŒller-Redetzky, K.-M. Heim, F. Machleidt, A. Uhrig, L. Bosquillon de Jarcy, L. JĂŒrgens, M. Stegemann, C. R. Glösenkamp, H.-D. Volk, C. Goffinet, M. Landthaler, E. Wyler, P. Georg, M. Schneider, C. Dang-Heine, N. Neuwinger, K. Kappert, R. Tauber, V. Corman, J. Raabe, K. M. Kaiser, M. T. Vinh, G. Rieke, C. Meisel, T. Ulas, M. Becker, R. Geffers, M. Witzenrath, C. Drosten, N. Suttorp, C. von Kalle, F. Kurth, K. HĂ€ndler, J. L. Schultze, A. C. Aschenbrenner, Y. Li, J. Nattermann, B. Sawitzki, A.-E. Saliba, L. E. Sander, A. Angelov, R. Bals, A. BartholomĂ€us, A. Becker, D. Bezdan, E. Bonifacio, P. Bork, T. Clavel, M. Colome-Tatche, A. Diefenbach, A. Dilthey, N. Fischer, K. Förstner, J.-S. Frick, J. Gagneur, A. Goesmann, T. Hain, M. Hummel, S. Janssen, J. Kalinowski, R. Kallies, B. Kehr, A. Keller, S. Kim-Hellmuth, C. Klein, O. Kohlbacher, J. O. Korbel, I. Kurth, M. Landthaler, Y. Li, K. Ludwig, O. Makarewicz, M. Marz, A. McHardy, C. Mertes, M. Nöthen, P. NĂŒrnberg, U. Ohler, S. Ossowski, J. Overmann, S. Peter, K. Pfeffer, A. R. Poetsch, A. PĂŒhler, N. Rajewsky, M. Ralser, O. RieĂ, S. Ripke, U. Nunes da Rocha, P. Rosenstiel, A.-E. Saliba, L. E. Sander, B. Sawitzki, P. Schiffer, E.-C. Schulte, J. L. Schultze, A. Sczyrba, O. Stegle, J. Stoye, F. Theis, J. Vehreschild, J. Vogel, M. von Kleist, A. Walker, J. Walter, D. Wieczorek, J. Ziebuhr, Severe COVID-19 is marked by a dysregulated myeloid cell compartment.
Cell
182
, 1419â1440.e23 (2020).
25
E. R. Mann, M. Menon, S. B. Knight, J. E. Konkel, C. Jagger, T. N. Shaw, S. Krishnan, M. Rattray, A. Ustianowski, N. D. Bakerly, P. Dark, G. Lord, A. Simpson, T. Felton, L.-P. Ho, NIHR Respiratory TRC, M. Feldmann, CIRCO, J. R. Grainger, T. Hussell, Longitudinal immune profiling reveals key myeloid signatures associated with COVID-19.
Sci. Immunol.
5
, eabd6197 (2020).
26
F. P. Veras, M. C. Pontelli, C. M. Silva, J. E. Toller-Kawahisa, M. de Lima, D. C. Nascimento, A. H. Schneider, D. Caetité, L. A. Tavares, I. M. Paiva, R. Rosales, D. Colón, R. Martins, I. A. Castro, G. M. Almeida, M. I. F. Lopes, M. N. Benatti, L. P. Bonjorno, M. C. Giannini, R. Luppino-Assad, S. L. Almeida, F. Vilar, R. Santana, V. R. Bollela, M. Auxiliadora-Martins, M. Borges, C. H. Miranda, A. Pazin-Filho, L. L. P. da Silva, L. D. Cunha, D. S. Zamboni, F. Dal-Pizzol, L. O. Leiria, L. Siyuan, S. Batah, A. Fabro, T. Mauad, M. Dolhnikoff, A. Duarte-Neto, P. Saldiva, T. M. Cunha, J. C. Alves-Filho, E. Arruda, P. Louzada-Junior, R. D. Oliveira, F. Q. Cunha, SARS-CoV-2-triggered neutrophil extracellular traps mediate COVID-19 pathology.
J. Exp. Med.
217
, e20201129 (2020).
27
A. J. Wilk, M. J. Lee, B. Wei, B. Parks, R. Pi, G. J. MartĂnez-ColĂłn, T. Ranganath, N. Q. Zhao, S. Taylor, W. Becker, Stanford COVID-19 Biobank, D. Jimenez-Morales, A. L. Blomkalns, R. OâHara, E. A. Ashley, K. C. Nadeau, S. Yang, S. Holmes, M. Rabinovitch, A. J. Rogers, W. J. Greenleaf, C. A. Blish, Multi-omic profiling reveals widespread dysregulation of innate immunity and hematopoiesis in COVID-19.
J. Exp. Med.
218
, e20210582 (2021).
28
J. Banchereau, R. M. Steinman, Dendritic cells and the control of immunity.
Nature
392
, 245â252 (1998).
29
I. S. Schuster, J. D. Coudert, C. E. Andoniou, M. A. Degli-Esposti, âNatural regulatorsâ: NK cells as modulators of T cell immunity.
Front. Immunol.
7
, 235 (2016).
30
I. E. Gyurova, A. Ali, S. N. Waggoner, Natural killer cell regulation of B cell responses in the context of viral infection.
Viral Immunol.
33
, 334â341 (2020).
31
M. Yazdani, Z. Gholizadeh, A. R. Nikpoor, M. Hatamipour, B. Alani, H. Nikzad, N. Mohamadian Roshan, J. Verdi, M. R. Jaafari, M. Noureddini, A. Badiee, Vaccination with dendritic cells pulsed ex vivo with gp100 peptide-decorated liposomes enhances the efficacy of anti PD-1 therapy in a mouse model of melanoma.
Vaccine
38
, 5665â5677 (2020).
32
Y. Gu, X. Zhao, X. Song, Ex vivo pulsed dendritic cell vaccination against cancer.
Acta Pharmacol. Sin.
41
, 959â969 (2020).
33
K. Boonnak, L. Vogel, M. Orandle, D. Zimmerman, E. Talor, K. Subbarao, Antigen-activated dendritic cells ameliorate influenza A infections.
J. Clin. Invest.
123
, 2850â2861 (2013).
34
F. GarcĂa, N. Climent, A. C. Guardo, C. Gil, A. LeĂłn, B. Autran, J. D. Lifson, J. MartĂnez-Picado, J. Dalmau, B. Clotet, J. M. Gatell, M. Plana, T. Gallart, DCV2/MANON07-ORVACS Study Group, A dendritic cellâbased vaccine elicits T cell responses associated with control of HIV-1 replication.
Sci. Transl. Med.
5
, 166ra2 (2013).
35
Y. Hao, S. Hao, E. Andersen-Nissen, W. M. Mauck, S. Zheng, A. Butler, M. J. Lee, A. J. Wilk, C. Darby, M. Zager, P. Hoffman, M. Stoeckius, E. Papalexi, E. P. Mimitou, J. Jain, A. Srivastava, T. Stuart, L. M. Fleming, B. Yeung, A. J. Rogers, J. M. McElrath, C. A. Blish, R. Gottardo, P. Smibert, R. Satija, Integrated analysis of multimodal single-cell data.
Cell
184
, 3573â3587.e29 (2021).
36
P. S. Arunachalam, F. Wimmers, C. K. P. Mok, R. A. P. M. Perera, M. Scott, T. Hagan, N. Sigal, Y. Feng, L. Bristow, O. Tak-Yin Tsang, D. Wagh, J. Coller, K. L. Pellegrini, D. Kazmin, G. Alaaeddine, W. S. Leung, J. M. C. Chan, T. S. H. Chik, C. Y. C. Choi, C. Huerta, M. Paine McCullough, H. Lv, E. Anderson, S. Edupuganti, A. A. Upadhyay, S. E. Bosinger, H. T. Maecker, P. Khatri, N. Rouphael, M. Peiris, B. Pulendran, Systems biological assessment of immunity to mild versus severe COVID-19 infection in humans.
Science
369
, 1210â1220 (2020).
37
A. J. Wilk, A. Rustagi, N. Q. Zhao, J. Roque, G. J. MartĂnez-ColĂłn, J. L. McKechnie, G. T. Ivison, T. Ranganath, R. Vergara, T. Hollis, L. J. Simpson, P. Grant, A. Subramanian, A. J. Rogers, C. A. Blish, A single-cell atlas of the peripheral immune response in patients with severe COVID-19.
Nat. Med.
26
, 1070â1076 (2020).
38
S. Li, N. Rouphael, S. Duraisingham, S. Romero-Steiner, S. Presnell, C. Davis, D. S. Schmidt, S. E. Johnson, A. Milton, G. Rajam, S. Kasturi, G. M. Carlone, C. Quinn, D. Chaussabel, A. K. Palucka, M. J. Mulligan, R. Ahmed, D. S. Stephens, H. I. Nakaya, B. Pulendran, Molecular signatures of antibody responses derived from a systems biology study of five human vaccines.
Nat. Immunol.
15
, 195â204 (2014).
39
A. Silvin, N. Chapuis, G. Dunsmore, A.-G. Goubet, A. Dubuisson, L. Derosa, C. Almire, C. Hénon, O. Kosmider, N. Droin, P. Rameau, C. Catelain, A. Alfaro, C. Dussiau, C. Friedrich, E. Sourdeau, N. Marin, T.-A. Szwebel, D. Cantin, L. Mouthon, D. Borderie, M. Deloger, D. Bredel, S. Mouraud, D. Drubay, M. Andrieu, A.-S. Lhonneur, V. Saada, A. Stoclin, C. Willekens, F. Pommeret, F. Griscelli, L. G. Ng, Z. Zhang, P. Bost, I. Amit, F. Barlesi, A. Marabelle, F. PÚne, B. Gachot, F. André, L. Zitvogel, F. Ginhoux, M. Fontenay, E. Solary, Elevated calprotectin and abnormal myeloid cell subsets discriminate severe from mild COVID-19.
Cell
182
, 1401â1418.e18 (2020).
40
S. Qin, Y. Jiang, X. Wei, X. Liu, J. Guan, Y. Chen, H. Lu, J. Qian, Z. Wang, X. Lin, Dynamic changes in monocytes subsets in COVID-19 patients.
Hum. Immunol.
82
, 170â176 (2021).
41
R. J. W. Arts, A. Carvalho, C. La Rocca, C. Palma, F. Rodrigues, R. Silvestre, J. Kleinnijenhuis, E. Lachmandas, L. G. Gonçalves, A. Belinha, C. Cunha, M. Oosting, L. A. B. Joosten, G. Matarese, R. Van Crevel, M. G. Netea, Immunometabolic pathways in BCG-induced trained immunity.
Cell Rep.
17
, 2562â2571 (2016).
42
S. Li, N. L. Sullivan, N. Rouphael, T. Yu, S. Banton, M. S. Maddur, M. McCausland, C. Chiu, J. Canniff, S. Dubey, K. Liu, V. Tran, T. Hagan, S. Duraisingham, A. Wieland, A. K. Mehta, J. A. Whitaker, S. Subramaniam, D. P. Jones, A. Sette, K. Vora, A. Weinberg, M. J. Mulligan, H. I. Nakaya, M. Levin, R. Ahmed, B. Pulendran, Metabolic phenotypes of response to vaccination in humans.
Cell
169
, 862â877.e17 (2017).
43
K. R. Chan, E. S. Gan, C. Y. Y. Chan, C. Liang, J. Z. H. Low, S. L.-X. Zhang, E. Z. Ong, A. Bhatta, L. Wijaya, Y. H. Lee, J. G.-H. Low, E. E. Ooi, Metabolic perturbations and cellular stress underpin susceptibility to symptomatic live-attenuated yellow fever infection.
Nat. Med.
25
, 1218â1224 (2019).
44
Greg. A. Timblin, Kevin. M. Tharp, J. Ten Hoeve, D. S. Kantner, I. Baydemir, E. A. Noel,C. Khantwal, P. K. Singh, J. N. Farahzad, J. DomĂnguez-AndrĂ©s, R. E. Vance, N. W. Snyder,V. M. Weaver, Coenzyme A governs proinflammatory macrophage metabolism. bioRxiv 505732 [Preprint] (2022).
https://doi.org/10.1101/2022.08.30.505732
.
45
G. F. Weber, B. G. Chousterman, S. He, A. M. Fenn, M. Nairz, A. Anzai, T. Brenner, F. Uhle, Y. Iwamoto, C. S. Robbins, L. Noiret, S. L. Maier, T. Zönnchen, N. N. Rahbari, S. Schölch, A. Klotzsche-von Ameln, T. Chavakis, J. Weitz, S. Hofer, M. A. Weigand, M. Nahrendorf, R. Weissleder, F. K. Swirski, Interleukin-3 amplifies acute inflammation and is a potential therapeutic target in sepsis.
Science
347
, 1260â1265 (2015).
46
R. S. McMahan, T. P. Birkland, K. S. Smigiel, T. C. Vandivort, M. G. Rohani, A. M. Manicone, J. K. McGuire, S. A. Gharib, W. C. Parks, Stromelysin-2 (MMP10) moderates inflammation by controlling macrophage activation.
J. Immunol.
197
, 899â909 (2016).
47
R. Browaeys, J. Gilis, C. Sang-Aram, P. De Bleser, L. Hoste, S. Tavernier, D. Lambrechts,R. Seurinck, Y. Saeys, MultiNicheNet: A flexible framework for differential cell-cell communication analysis from multi-sample multi-condition single-cell transcriptomics data. bioRxiv 544751 [Preprint] (2023);
https://doi.org/10.1101/2023.06.13.544751
.
48
B. Barleon, S. Sozzani, D. Zhou, H. A. Weich, A. Mantovani, D. Marmé, Migration of human monocytes in response to vascular endothelial growth factor (VEGF) is mediated via the VEGF receptor flt-1.
Blood
87
, 3336â3343 (1996).
49
T. D. Eubank, M. Galloway, C. M. Montague, W. J. Waldman, C. B. Marsh, M-CSF induces vascular endothelial growth factor production and angiogenic activity from human monocytes.
J. Immunol. Baltim. Md
171
, 2637â2643 (2003).
50
J. Zhou, J. Zhang, J. Chao,
Porphyromonas gingivalis
promotes monocyte migration by activating MMP-9.
J. Periodontal Res.
47
, 236â242 (2012).
51
R. Bertini, O. M. Zack Howard, H.-F. Dong, J. J. Oppenheim, C. Bizzarri, R. Sergi, G. Caselli, S. Pagliei, B. Romines, J. A. Wilshire, M. Mengozzi, H. Nakamura, J. Yodoi, K. Pekkari, R. Gurunath, A. Holmgren, L. A. Herzenberg, L. A. Herzenberg, P. Ghezzi, Thioredoxin, a redox enzyme released in infection and inflammation, is a unique chemoattractant for neutrophils, monocytes, and T cells.
J. Exp. Med.
189
, 1783â1789 (1999).
52
M. Witkowski, C. Tizian, M. Ferreira-Gomes, D. Niemeyer, T. C. Jones, F. Heinrich, S. Frischbutter, S. Angermair, T. Hohnstein, I. Mattiola, P. Nawrath, S. McEwen, S. Zocche, E. Viviano, G. A. Heinz, M. Maurer, U. Kölsch, R. L. Chua, T. Aschman, C. Meisel, J. Radke, B. Sawitzki, J. Roehmel, K. Allers, V. Moos, T. Schneider, L. Hanitsch, M. A. Mall, C. Conrad, H. Radbruch, C. U. Duerr, J. A. Trapani, E. Marcenaro, T. Kallinich, V. M. Corman, F. Kurth, L. E. Sander, C. Drosten, S. Treskatsch, P. Durek, A. Kruglov, A. Radbruch, M.-F. Mashreghi, A. Diefenbach, Untimely TGFÎČ responses in COVID-19 limit antiviral functions of NK cells.
Nature
600
, 295â301 (2021).
53
M. Ferreira-Gomes, A. Kruglov, P. Durek, F. Heinrich, C. Tizian, G. A. Heinz, A. Pascual-Reguant, W. Du, R. Mothes, C. Fan, S. Frischbutter, K. Habenicht, L. Budzinski, J. Ninnemann, P. K. Jani, G. M. Guerra, K. Lehmann, M. Matz, L. Ostendorf, L. Heiberger, H.-D. Chang, S. Bauherr, M. Maurer, G. Schönrich, M. Raftery, T. Kallinich, M. A. Mall, S. Angermair, S. Treskatsch, T. Dörner, V. M. Corman, A. Diefenbach, H.-D. Volk, S. Elezkurtaj, T. H. Winkler, J. Dong, A. E. Hauser, H. Radbruch, M. Witkowski, F. Melchers, A. Radbruch, M.-F. Mashreghi, SARS-CoV-2 in severe COVID-19 induces a TGF-ÎČ-dominated chronic immune response that does not target itself.
Nat. Commun.
12
, 1961 (2021).
54
J. M. Brenchley, N. J. Karandikar, M. R. Betts, D. R. Ambrozak, B. J. Hill, L. E. Crotty, J. P. Casazza, J. Kuruppu, S. A. Migueles, M. Connors, M. Roederer, D. C. Douek, R. A. Koup, Expression of CD57 defines replicative senescence and antigen-induced apoptotic death of CD8
+
T cells.
Blood
101
, 2711â2720 (2003).
55
Y. Meng, P. Wu, W. Lu, K. Liu, K. Ma, L. Huang, J. Cai, H. Zhang, Y. Qin, H. Sun, W. Ding, L. Gui, P. Wu, Sex-specific clinical characteristics and prognosis of coronavirus disease-19 infection in Wuhan, China: A retrospective study of 168 severe patients.
PLOS Pathog.
16
, e1008520 (2020).
56
H. Peckham, N. M. de Gruijter, C. Raine, A. Radziszewska, C. Ciurtin, L. R. Wedderburn, E. C. Rosser, K. Webb, C. T. Deakin, Male sex identified by global COVID-19 meta-analysis as a risk factor for death and ITU admission.
Nat. Commun.
11
, 6317 (2020).
57
T. Takahashi, M. K. Ellingson, P. Wong, B. Israelow, C. Lucas, J. Klein, J. Silva, T. Mao, J. E. Oh, M. Tokuyama, P. Lu, A. Venkataraman, A. Park, F. Liu, A. Meir, J. Sun, E. Y. Wang, A. Casanovas-Massana, A. L. Wyllie, C. B. F. Vogels, R. Earnest, S. Lapidus, I. M. Ott, A. J. Moore, Yale IMPACT Research Team, A. Shaw, J. B. Fournier, C. D. Odio, S. Farhadian, C. Dela Cruz, N. D. Grubaugh, W. L. Schulz, A. M. Ring, A. I. Ko, S. B. Omer, A. Iwasaki, Sex differences in immune responses that underlie COVID-19 disease outcomes.
Nature
588
, 315â320 (2020).
58
T. Aranami, S. Miyake, T. Yamamura, Differential expression of CD11c by peripheral blood NK cells reflects temporal activity of multiple sclerosis.
J. Immunol.
177
, 5659â5667 (2006).
59
R. Josien, H.-L. Li, E. Ingulli, S. Sarma, B. R. Wong, M. Vologodskaia, R. M. Steinman, Y. Choi, Trance, a tumor necrosis factor family member, enhances the longevity and adjuvant properties of dendritic cells in vivo.
J. Exp. Med.
191
, 495â502 (2000).
60
R. E. Drury, S. Camara, I. Chelysheva, S. Bibi, K. Sanders, S. Felle, K. Emary, D. Phillips, M. Voysey, D. M. Ferreira, P. Klenerman, S. C. Gilbert, T. Lambe, A. J. Pollard, D. OâConnor, Multi-omics analysis reveals COVID-19 vaccine induced attenuation of inflammatory responses during breakthrough disease.
Nat. Commun.
15
, 3402 (2024).
61
A. M. Newman, C. B. Steen, C. L. Liu, A. J. Gentles, A. A. Chaudhuri, F. Scherer, M. S. Khodadoust, M. S. Esfahani, B. A. Luca, D. Steiner, M. Diehn, A. A. Alizadeh, Determining cell type abundance and expression from bulk tissues with digital cytometry.
Nat. Biotechnol.
37
, 773â782 (2019).
62
I. Mitroulis, K. Ruppova, B. Wang, L.-S. Chen, M. Grzybek, T. Grinenko, A. Eugster, M. Troullinaki, A. Palladini, I. Kourtzelis, A. Chatzigeorgiou, A. Schlitzer, M. Beyer, L. A. B. Joosten, B. Isermann, M. Lesche, A. Petzold, K. Simons, I. Henry, A. Dahl, J. L. Schultze, B. Wielockx, N. Zamboni, P. Mirtschink, Ă. Coskun, G. Hajishengallis, M. G. Netea, T. Chavakis, Modulation of myelopoiesis progenitors is an integral component of trained immunity.
Cell
172
, 147â161.e12 (2018).
63
C. E. Olingy, C. L. San Emeterio, M. E. Ogle, J. R. Krieger, A. C. Bruce, D. D. Pfau, B. T. Jordan, S. M. Peirce, E. A. Botchwey, Non-classical monocytes are biased progenitors of wound healing macrophages during soft tissue injury.
Sci. Rep.
7
, 447 (2017).
64
L. B. Boyette, C. Macedo, K. Hadi, B. D. Elinoff, J. T. Walters, B. Ramaswami, G. Chalasani, J. M. Taboas, F. G. Lakkis, D. M. Metes, Phenotype, function, and differentiation potential of human monocyte subsets.
PLOS ONE
12
, e0176460 (2017).
65
S. Ghosh, R. S. Klein, Sex drives dimorphic immune responses to viral infections.
J. Immunol. Baltim. Md
198
, 1782â1790 (2017).
66
A. L. Fink, K. Engle, R. L. Ursin, W.-Y. Tang, S. L. Klein, Biological sex affects vaccine efficacy and protection against influenza in mice.
Proc. Natl. Acad. Sci. U.S.A.
115
, 12477â12482 (2018).
67
C. Hafemeister, R. Satija, Normalization and variance stabilization of single-cell RNA-seq data using regularized negative binomial regression.
Genome Biol.
20
, 296 (2019).
68
G. Finak, A. McDavid, M. Yajima, J. Deng, V. Gersuk, A. K. Shalek, C. K. Slichter, H. W. Miller, M. J. McElrath, M. Prlic, P. S. Linsley, R. Gottardo, MAST: A flexible statistical framework for assessing transcriptional changes and characterizing heterogeneity in single-cell RNA sequencing data.
Genome Biol.
16
, 278 (2015).
69
D. Beisser, G. W. Klau, T. Dandekar, T. MĂŒller, M. T. Dittrich, BioNet: An R-Package for the functional analysis of biological networks.
Bioinformatics
26
, 1129â1130 (2010).
70
Y. E. Liu, P. A. Darrah, J. J. Zeppa, M. Kamath, F. Laboune, D. C. Douek, P. Maiello, M. Roederer, J. L. Flynn, R. A. Seder, P. Khatri, Blood transcriptional correlates of BCG-induced protection against tuberculosis in rhesus macaques.
Cell Rep. Med.
4
, 101096 (2023).
71
E. G. Cerami, B. E. Gross, E. Demir, I. Rodchenkov, O. Babur, N. Anwar, N. Schultz, G. D. Bader, C. Sander, Pathway Commons, a web resource for biological pathway data.
Nucleic Acids Res.
39
, D685âD690 (2011).
72
F. Hammal, P. de Langen, A. Bergon, F. Lopez, B. Ballester, ReMap 2022: A database of Human, Mouse, Drosophila and Arabidopsis regulatory regions from an integrative analysis of DNA-binding sequencing experiments.
Nucleic Acids Res.
50
, D316âD325 (2022).
73
C. Feng, C. Song, Y. Liu, F. Qian, Y. Gao, Z. Ning, Q. Wang, Y. Jiang, Y. Li, M. Li, J. Chen, J. Zhang, C. Li, KnockTF: A comprehensive human gene expression profile database with knockdown/knockout of transcription factors.
Nucleic Acids Res.
48
, D93âD100 (2020).
74
L. Garcia-Alonso, C. H. Holland, M. M. Ibrahim, D. Turei, J. Saez-Rodriguez, Benchmark and integration of resources for the estimation of human transcription factor activities.
Genome Res.
29
, 1363â1375 (2019).
75
S. Hwang, C. Y. Kim, S. Yang, E. Kim, T. Hart, E. M. Marcotte, I. Lee, HumanNet v2: Human gene networks for disease research.
Nucleic Acids Res.
47
, D573âD580 (2019).
76
R. Browaeys, W. Saelens, Y. Saeys, NicheNet: Modeling intercellular communication by linking ligands to target genes.
Nat. Methods
17
, 159â162 (2020).
77
P. Jiang, Y. Zhang, B. Ru, Y. Yang, T. Vu, R. Paul, A. Mirza, G. Altan-Bonnet, L. Liu, E. Ruppin, L. Wakefield, K. W. Wucherpfennig, Systematic investigation of cytokine signaling activity at the tissue and single-cell levels.
Nat. Methods
18
, 1181â1191 (2021).
78
R. Finck, E. F. Simonds, A. Jager, S. Krishnaswamy, K. Sachs, W. Fantl, D. Peâer, G. P. Nolan, S. C. Bendall, Normalization of mass cytometry data with bead standards.
Cytometry A
83
, 483â494 (2013).
79
E. R. Zunder, R. Finck, G. K. Behbehani, E.-A. D. Amir, S. Krishnaswamy, V. D. Gonzalez, C. G. Lorang, Z. Bjornson, M. H. Spitzer, B. Bodenmiller, W. J. Fantl, D. Peâer, G. P. Nolan, Palladium-based mass tag cell barcoding with a doublet-filtering scheme and single-cell deconvolution algorithm.
Nat. Protoc.
10
, 316â333 (2015).
80
S. Van Gassen, B. Gaudilliere, M. S. Angst, Y. Saeys, N. Aghaeepour, CytoNorm: A normalization algorithm for cytometry data.
Cytometry A
97
, 268â278 (2020).
81
S. V. Stassen, D. M. D. Siu, K. C. M. Lee, J. W. K. Ho, H. K. H. So, K. K. Tsia, PARC: Ultrafast and accurate clustering of phenotypic data of millions of single cells.
Bioinformatics
36
, 2778â2786 (2020).
82
83
S. Van Gassen, B. Callebaut, M. J. Van Helden, B. N. Lambrecht, P. Demeester, T. Dhaene, Y. Saeys, FlowSOM: Using self-organizing maps for visualization and interpretation of cytometry data.
Cytometry A
87
, 636â645 (2015).
84
E. Assarsson, M. Lundberg, G. Holmquist, J. Björkesten, S. Bucht Thorsen, D. Ekman, A. Eriksson, E. Rennel Dickens, S. Ohlsson, G. Edfeldt, A.-C. Andersson, P. Lindstedt, J. Stenvang, M. Gullberg, S. Fredriksson, Homogenous 96-Plex PEA immunoassay exhibiting high sensitivity, specificity, and excellent scalability.
PLOS ONE
9
, e95192 (2014). |
| Markdown | [Skip to main content](https://www.science.org/doi/10.1126/scitranslmed.adq1086#main-content-focus)
- [news](https://www.science.org/news)
- [careers](https://www.science.org/careers)
- [commentary](https://www.science.org/commentary)
- [Journals](https://www.science.org/journals)
[ ](https://www.science.org/)
- [Log in](https://www.science.org/action/ssostart?redirectUri=%2Fdoi%2F10.1126%2Fscitranslmed.adq1086)
- [Become A Member](https://promo.aaas.org/science/join/?CTC=SMHPJN)
[science](https://www.science.org/journal/science "Science")
[science advances](https://www.science.org/journal/sciadv "Science")
[science immunology](https://www.science.org/journal/sciimmunol "Science")
[science robotics](https://www.science.org/journal/scirobotics "Science")
[science signaling](https://www.science.org/journal/signaling "Science")
[science translational medicine](https://www.science.org/journal/stm "Science")
[science partner journals](https://spj.science.org/ "Science Partner Journals")
Searching:
Anywhere
[Anywhere](https://www.science.org/doi/10.1126/scitranslmed.adq1086#quick-search-form-9ea9b667-c3ce-40d1-870b-f7e001bbac01-0)[Science](https://www.science.org/doi/10.1126/scitranslmed.adq1086#quick-search-form-9ea9b667-c3ce-40d1-870b-f7e001bbac01-1)[Science Advances](https://www.science.org/doi/10.1126/scitranslmed.adq1086#quick-search-form-9ea9b667-c3ce-40d1-870b-f7e001bbac01-2)[Science Immunology](https://www.science.org/doi/10.1126/scitranslmed.adq1086#quick-search-form-9ea9b667-c3ce-40d1-870b-f7e001bbac01-3)[Science Robotics](https://www.science.org/doi/10.1126/scitranslmed.adq1086#quick-search-form-9ea9b667-c3ce-40d1-870b-f7e001bbac01-4)[Science Signaling](https://www.science.org/doi/10.1126/scitranslmed.adq1086#quick-search-form-9ea9b667-c3ce-40d1-870b-f7e001bbac01-5)[Science Translational Medicine](https://www.science.org/doi/10.1126/scitranslmed.adq1086#quick-search-form-9ea9b667-c3ce-40d1-870b-f7e001bbac01-6)
[Advanced Search](https://www.science.org/search/advanced)
Search
###### Trending Terms:
- [cancer](https://www.science.org/action/doSearch?AllField=cancer)
- [climate](https://www.science.org/action/doSearch?AllField=climate)
- [artificial intelligence](https://www.science.org/action/doSearch?AllField=artificial%20intelligence)
- [postdoc](https://www.science.org/action/doSearch?AllField=postdoc)
- [aging](https://www.science.org/action/doSearch?AllField=aging)
- [Log In](https://www.science.org/action/ssostart?redirectUri=/doi/10.1126/scitranslmed.adq1086)
- [Become A Member](https://promo.aaas.org/science/join/?CTC=SMLDJN)
- [Donate](https://www.science.org/news/donate?intcmp=sitemenu-donate&utm_id=recB0g01G48yiGSBD)
[science.org](https://www.science.org/)
- [news](https://www.science.org/news)
- [careers](https://www.science.org/careers)
- [commentary](https://www.science.org/commentary)
- [Journals](https://www.science.org/journals)
- [science](https://www.science.org/journal/science)
- [science advances](https://www.science.org/journal/sciadv)
- [science immunology](https://www.science.org/journal/sciimmunol)
- [science robotics](https://www.science.org/journal/scirobotics)
- [science signaling](https://www.science.org/journal/signaling)
- [science translational medicine](https://www.science.org/journal/stm)
- [Current Issue](https://www.science.org/toc/stm/current)
- [First release papers](https://www.science.org/toc/stm/0/0)
- [Archive](https://www.science.org/loi/stm)
- [About](https://www.science.org/doi/10.1126/scitranslmed.adq1086)
- [About Science Translational Medicine](https://www.science.org/content/page/stm-information-authors)
- [Mission & Scope](https://www.science.org/content/page/stm-mission-and-scope)
- [Editors and Advisory Boards](https://www.science.org/content/page/stm-editors-and-advisory-boards)
- [Editorial Policies](https://www.science.org/content/page/stm-editorial-policies)
- [Information for Authors](https://www.science.org/content/page/stm-information-authors)
- [Information for Reviewers](https://www.science.org/content/page/stm-information-reviewers)
- [Journal Metrics](https://www.science.org/content/page/journal-metrics-overview)
- [Journal Webinars](https://www.science.org/journal-webinars)
- [Staff](https://www.science.org/content/page/stm-staff)
- [Contact Us](https://www.science.org/content/page/stm-contact-us)
- [Subscribe](https://purchase.aaas.org/order/184/1?dmc=P9XGH&_ga=2.137788661.457623658.1626096408-606534347.1625073307)
- [Free Sample Articles](https://www.science.org/content/page/free-sample-articles-science-translational-medicine)
- [TOC Alerts and RSS Feeds](https://www.science.org/content/page/email-alerts-and-rss-feeds)
- [science partner journals](https://spj.science.org/)
- [Custom publishing](https://www.science.org/custom-publishing)
- [prizes and awards](https://www.science.org/content/page/prizes-and-awards)
- [newsletters](https://www.science.org/topic/article-type/scienceadviser?intcmp=menu-adviserfeed&utm_id=recI11u4srAIiGNLZ)
- [collections](https://www.science.org/collections)
- [videos](https://www.science.org/videos)
- [podcasts](https://www.science.org/podcasts)
- [blogs](https://www.science.org/blogs)
- [visualizations](https://www.science.org/visualizations)
- [authors & reviewers](https://www.science.org/content/page/contributing-science-family-journals)
- [librarians](https://www.science.org/content/page/librarian-portal)
- [advertisers](https://advertising.sciencemag.org/)
- [about](https://www.science.org/content/page/aboutus)
- [help](https://www.science.org/content/page/help)

- [Terms of Service](https://www.science.org/content/page/terms-service)
- [Privacy Policy](https://www.science.org/content/page/privacy-policy)
- [Accessibility](https://www.science.org/content/page/accessibility)
[](https://www.science.org/journal/stm)
- [Current Issue](https://www.science.org/toc/stm/current)
- [First release papers](https://www.science.org/toc/stm/0/0)
- [Archive](https://www.science.org/loi/stm)
- [About](https://www.science.org/doi/10.1126/scitranslmed.adq1086)
[About Science Translational Medicine](https://www.science.org/content/page/stm-information-authors) [Mission & Scope](https://www.science.org/content/page/stm-mission-and-scope) [Editors and Advisory Boards](https://www.science.org/content/page/stm-editors-and-advisory-boards) [Editorial Policies](https://www.science.org/content/page/stm-editorial-policies) [Information for Authors](https://www.science.org/content/page/stm-information-authors) [Information for Reviewers](https://www.science.org/content/page/stm-information-reviewers) [Journal Metrics](https://www.science.org/content/page/journal-metrics-overview) [Journal Webinars](https://www.science.org/journal-webinars) [Staff](https://www.science.org/content/page/stm-staff) [Contact Us](https://www.science.org/content/page/stm-contact-us) [Subscribe](https://purchase.aaas.org/order/184/1?dmc=P9XGH&_ga=2.137788661.457623658.1626096408-606534347.1625073307) [Free Sample Articles](https://www.science.org/content/page/free-sample-articles-science-translational-medicine) [TOC Alerts and RSS Feeds](https://www.science.org/content/page/email-alerts-and-rss-feeds)
- [Submit manuscript](https://cts.sciencemag.org/)
- [More](https://www.science.org/doi/10.1126/About)
- [Current Issue](https://www.science.org/toc/stm/current)
- [First release papers](https://www.science.org/toc/stm/0/0)
- [Archive](https://www.science.org/loi/stm)
- [About](https://www.science.org/doi/10.1126/scitranslmed.adq1086)
[About Science Translational Medicine](https://www.science.org/content/page/stm-information-authors)[Mission & Scope](https://www.science.org/content/page/stm-mission-and-scope)[Editors and Advisory Boards](https://www.science.org/content/page/stm-editors-and-advisory-boards)[Editorial Policies](https://www.science.org/content/page/stm-editorial-policies)[Information for Authors](https://www.science.org/content/page/stm-information-authors)[Information for Reviewers](https://www.science.org/content/page/stm-information-reviewers)[Journal Metrics](https://www.science.org/content/page/journal-metrics-overview)[Journal Webinars](https://www.science.org/journal-webinars)[Staff](https://www.science.org/content/page/stm-staff)[Contact Us](https://www.science.org/content/page/stm-contact-us)[Subscribe](https://purchase.aaas.org/order/184/1?dmc=P9XGH&_ga=2.137788661.457623658.1626096408-606534347.1625073307)[Free Sample Articles](https://www.science.org/content/page/free-sample-articles-science-translational-medicine)[TOC Alerts and RSS Feeds](https://www.science.org/content/page/email-alerts-and-rss-feeds)
- [Submit manuscript](https://cts.sciencemag.org/)
[GET OUR E-ALERTS](https://www.science.org/action/showPreferences?menuTab=Alerts)
Main content starts here
[Home](https://www.science.org/)[Science Translational Medicine](https://www.science.org/journal/stm)[Vol. 17, No. 783](https://www.science.org/toc/stm/17/783)Prior vaccination prevents overactivation of innate immune responses during COVID-19 breakthrough infection
[Back To Vol. 17, No. 783](https://www.science.org/toc/stm/17/783)
No access
Research Article
CORONAVIRUS
Share on
# Prior vaccination prevents overactivation of innate immune responses during COVID-19 breakthrough infection
[Leslie Chan](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con1) <https://orcid.org/0000-0002-5064-140X>, [Kassandra Pinedo](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con2) <https://orcid.org/0009-0008-5356-6813>, \[...\] , [Mikayla A. Stabile](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con3), [Rebecca E. Hamlin](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con4) <https://orcid.org/0000-0001-7336-6028>, \[...\] , [Shaun M. Pienkos](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con5) <https://orcid.org/0009-0001-8409-4803>, [Kalani Ratnasiri](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con6) <https://orcid.org/0000-0001-5953-0004>, [Stanford COVID-19 Biobank](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con7), [Samuel Yang](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con8) <https://orcid.org/0000-0003-1123-9036>, [Andra L. Blomkalns](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con9) <https://orcid.org/0000-0001-5760-6351>, \[...\] , [Kari C. Nadeau](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con10) <https://orcid.org/0000-0002-2146-2955>, [Bali Pulendran](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con11) <https://orcid.org/0000-0001-6517-4333>, [Ruth OâHara](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con12) <https://orcid.org/0000-0001-6583-4995>, [Angela J. Rogers](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con13) <https://orcid.org/0000-0001-6969-6200>, [Susan P. Holmes](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con14) <https://orcid.org/0000-0002-2208-8168>, and [Catherine A. Blish](https://www.science.org/doi/10.1126/scitranslmed.adq1086#con15) <https://orcid.org/0000-0001-6946-7627>\+12 authors \+10 authors \+5 authors fewer[Authors Info & Affiliations](https://www.science.org/doi/10.1126/scitranslmed.adq1086#tab-contributors)
Science Translational Medicine
29 Jan 2025
Vol 17, Issue 783
[DOI: 10.1126/scitranslmed.adq1086](https://doi.org/10.1126/scitranslmed.adq1086)
[PREVIOUS ARTICLE Undocking of an extensive ciliary network induces proteostasis and cell fate switching resulting in severe primary ciliary dyskinesiaPrevious](https://www.science.org/doi/10.1126/scitranslmed.adp5173 "Undocking of an extensive ciliary network induces proteostasis and cell fate switching resulting in severe primary ciliary dyskinesia")
[NEXT ARTICLE Correcting a pathogenic mitochondrial DNA mutation by base editing in miceNext](https://www.science.org/doi/10.1126/scitranslmed.adr0792 "Correcting a pathogenic mitochondrial DNA mutation by base editing in mice")
[Notifications](https://www.science.org/action/addCitationAlert?doi=10.1126%2Fscitranslmed.adq1086)[Bookmark](https://www.science.org/personalize/addFavoritePublication?doi=10.1126%2Fscitranslmed.adq1086)
[CHECK ACCESS](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-purchase-access)
Contents
- [Editorâs summary](https://www.science.org/doi/10.1126/scitranslmed.adq1086#editor-abstract)
- [Abstract](https://www.science.org/doi/10.1126/scitranslmed.adq1086#abstract)
- [Supplementary Materials](https://www.science.org/doi/10.1126/scitranslmed.adq1086#supplementary-materials)
- [REFERENCES AND NOTES](https://www.science.org/doi/10.1126/scitranslmed.adq1086#bibliography)
- [Information & Authors](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-info)
- [Metrics & Citations](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-metrics)
- [Check Access](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-purchase-access)
- [References](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-references)
- [Figures](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-figures)
- [Tables](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-tables)
- [Media](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-media)
- [Share](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-share)
## Editorâs summary
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) vaccines were instrumental in curbing the COVID-19 pandemic, with the benefit of vaccination primarily attributed to the adaptive immune response. Although it is well established that antibodies and T cells against SARS-CoV-2 prevent severe disease, the role of the innate immune system should not be disregarded. Here, Chan *et al.* demonstrated precisely why. The authors compared individuals infected with SARS-CoV-2 during the Delta wave with or without prior vaccination. They found that prior vaccination tamped down excessive inflammatory responses often associated with more severe disease, particularly in monocytes and natural killer cells. The authors further validated these findings in a separate cohort during a different wave of infection. These data suggest that vaccination may influence the innate immune response, and consequently disease severity, during a SARS-CoV-2 breakthrough infection. âCourtney Malo
## Abstract
At this stage in the COVID-19 pandemic, most infections are âbreakthroughâ infections that occur in individuals with prior severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) exposure. To refine long-term vaccine strategies against emerging variants, we examined both innate and adaptive immunity in breakthrough infections. We performed single-cell transcriptomic, proteomic, and functional profiling of primary and breakthrough infections to compare immune responses from unvaccinated and vaccinated individuals during the SARS-CoV-2 Delta wave. Breakthrough infections were characterized by a less activated transcriptomic profile in monocytes and natural killer cells, with induction of pathways limiting monocyte migratory potential and natural killer cell proliferation. Furthermore, we observed a female-specific increase in transcriptomic and proteomic activation of multiple innate immune cell subsets during breakthrough infections. These insights suggest that prior SARS-CoV-2 vaccination prevents overactivation of innate immune responses during breakthrough infections with discernible sex-specific patterns and underscore the potential of harnessing vaccines in mitigating pathologic immune responses resulting from overactivation.
## Access the full article
View all access options to continue reading this article.
[CHECK ACCESS](https://www.science.org/doi/10.1126/scitranslmed.adq1086#core-collateral-purchase-access)
ALREADY A SUBSCRIBER OR AAAS MEMBER? Sign in as an [individual](https://www.science.org/action/showLogin?redirectUri=%2Fdoi%2F10.1126%2Fscitranslmed.adq1086) or via your [institution](https://www.science.org/action/ssostart?redirectUri=%2Fdoi%2F10.1126%2Fscitranslmed.adq1086)
## Supplementary Materials
### The PDF file includes:
Materials and methods
Figs. S1 to S13
Tables S1 to S5
References ([*67*](https://www.science.org/doi/10.1126/scitranslmed.adq1086#R67)â[*84*](https://www.science.org/doi/10.1126/scitranslmed.adq1086#R84))
- [Download](https://www.science.org/doi/suppl/10.1126/scitranslmed.adq1086/suppl_file/scitranslmed.adq1086_sm.pdf)
- 7\.59 MB
### Other Supplementary Material for this manuscript includes the following:
Data files S1 to S4
- [Download](https://www.science.org/doi/suppl/10.1126/scitranslmed.adq1086/suppl_file/scitranslmed.adq1086_data_files_s1_to_s4.zip)
- 1\.59 MB
MDAR Reproducibility Checklist
- [Download](https://www.science.org/doi/suppl/10.1126/scitranslmed.adq1086/suppl_file/scitranslmed.adq1086_mdar_reproducibility_checklist.pdf)
- 459\.58 KB
## REFERENCES AND NOTES
1
Z. Al-Aly, B. Bowe, Y. Xie, Long COVID after breakthrough SARS-CoV-2 infection. *Nat. Med.* **28**, 1461â1467 (2022).
[Crossref](https://doi.org/10.1038/s41591-022-01840-0)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/35614233/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000802311300001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Long+COVID+after+breakthrough+SARS-CoV-2+infection&author=Z.+Al-Aly&author=B.+Bowe&author=Y.+Xie&publication_year=2022&journal=Nat.+Med.&pages=1461-1467&doi=10.1038%2Fs41591-022-01840-0&pmid=35614233)
2
Q. Fan, J. Shi, Y. Yang, G. Tang, M. Jiang, J. Li, J. Tang, L. Li, X. Wen, L. Zhang, X. Deng, Y. Wang, Y. Lan, L. Li, P. Peng, Y. Tong, H. Lu, L. Yan, Y. Liu, S. Cai, Y. Li, X. Mo, M. Li, X. Deng, Z. Hu, H. Yu, F. Hu, J. Liu, X. Tang, F. Li, Clinical characteristics and immune profile alterations in vaccinated individuals with breakthrough Delta SARS-CoV-2 infections. *Nat. Commun.* **13**, 3979 (2022).
[Crossref](https://doi.org/10.1038/s41467-022-31693-7)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/35810174/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000822541400006)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Clinical+characteristics+and+immune+profile+alterations+in+vaccinated+individuals+with+breakthrough+Delta+SARS-CoV-2+infections&author=Q.+Fan&author=J.+Shi&author=Y.+Yang&author=G.+Tang&author=M.+Jiang&author=J.+Li&author=J.+Tang&author=L.+Li&author=X.+Wen&author=L.+Zhang&author=X.+Deng&author=Y.+Wang&publication_year=2022&journal=Nat.+Commun.&pages=3979&doi=10.1038%2Fs41467-022-31693-7&pmid=35810174)
3
A.-R. Y. Collier, C. M. Brown, K. Mcmahan, J. Yu, J. Liu, C. Jacob-Dolan, A. Chandrashekar,D. Tierney, J. L. Ansel, M. Rowe, D. Sellers, K. Ahmad, R. Aguayo, T. Anioke, S. Gardner,M. Siamatu, L. Bermudez Rivera, M. R. Hacker, L. C. Madoff, D. H. Barouch, Immune responses in fully vaccinated individuals following breakthrough infection with the SARS-CoV-2 Delta variant in Provincetown, Massachusetts. medRxiv 21265113 \[Preprint\] (2021). <https://doi.org/10.1101/2021.10.18.21265113>.
[Google Scholar](https://scholar.google.com/scholar_lookup?doi=10.1101%2F2021.10.18.21265113)
4
M. Koutsakos, W. S. Lee, A. Reynaldi, H.-X. Tan, G. Gare, P. Kinsella, K. C. Liew, G. Taiaroa, D. A. Williamson, H. E. Kent, E. Stadler, D. Cromer, D. S. Khoury, A. K. Wheatley, J. A. Juno, M. P. Davenport, S. J. Kent, The magnitude and timing of recalled immunity after breakthrough infection is shaped by SARS-CoV-2 variants. *Immunity* **55**, 1316â1326.e4 (2022).
[Crossref](https://doi.org/10.1016/j.immuni.2022.05.018)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/35690062/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000829177900006)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=The+magnitude+and+timing+of+recalled+immunity+after+breakthrough+infection+is+shaped+by+SARS-CoV-2+variants&author=M.+Koutsakos&author=W.+S.+Lee&author=A.+Reynaldi&author=H.-X.+Tan&author=G.+Gare&author=P.+Kinsella&author=K.+C.+Liew&author=G.+Taiaroa&author=D.+A.+Williamson&author=H.+E.+Kent&author=E.+Stadler&author=D.+Cromer&publication_year=2022&journal=Immunity&pages=1316-1326.e4&doi=10.1016%2Fj.immuni.2022.05.018&pmid=35690062)
5
J. PuĆĄnik, W. O. Monzon-Posadas, J. Zorn, K. Peters, M. Baum, H. Proksch, C. B. SchlĂŒter, G. Alter, T. Menting, H. Streeck, SARS-CoV-2 humoral and cellular immunity following different combinations of vaccination and breakthrough infection. *Nat. Commun.* **14**, 572 (2023).
[Crossref](https://doi.org/10.1038/s41467-023-36250-4)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/36732523/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001076389000016)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=SARS-CoV-2+humoral+and+cellular+immunity+following+different+combinations+of+vaccination+and+breakthrough+infection&author=J.+Pu%C5%A1nik&author=W.+O.+Monzon-Posadas&author=J.+Zorn&author=K.+Peters&author=M.+Baum&author=H.+Proksch&author=C.+B.+Schl%C3%BCter&author=G.+Alter&author=T.+Menting&author=H.+Streeck&publication_year=2023&journal=Nat.+Commun.&pages=572&doi=10.1038%2Fs41467-023-36250-4&pmid=36732523)
6
M. M. Painter, T. S. Johnston, K. A. Lundgreen, J. J. S. Santos, J. S. Qin, R. R. Goel, S. A. Apostolidis, D. Mathew, B. Fulmer, J. C. Williams, M. L. McKeague, A. Pattekar, A. Goode, S. Nasta, A. E. Baxter, J. R. Giles, A. N. Skelly, L. E. Felley, M. McLaughlin, J. Weaver, P. M. BioBank, O. Kuthuru, J. Dougherty, S. Adamski, S. Long, M. Kee, C. Clendenin, R. da Silva Antunes, A. Grifoni, D. Weiskopf, A. Sette, A. C. Huang, D. J. Rader, S. E. Hensley, P. Bates, A. R. Greenplate, E. J. Wherry, Prior vaccination promotes early activation of memory T cells and enhances immune responses during SARS-CoV-2 breakthrough infection. *Nat. Immunol.* **24**, 1711â1724 (2023).
[Crossref](https://doi.org/10.1038/s41590-023-01613-y)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/37735592/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001071123000005)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Prior+vaccination+promotes+early+activation+of+memory+T+cells+and+enhances+immune+responses+during+SARS-CoV-2+breakthrough+infection&author=M.+M.+Painter&author=T.+S.+Johnston&author=K.+A.+Lundgreen&author=J.+J.+S.+Santos&author=J.+S.+Qin&author=R.+R.+Goel&author=S.+A.+Apostolidis&author=D.+Mathew&author=B.+Fulmer&author=J.+C.+Williams&author=M.+L.+McKeague&author=A.+Pattekar&publication_year=2023&journal=Nat.+Immunol.&pages=1711-1724&doi=10.1038%2Fs41590-023-01613-y&pmid=37735592)
7
M. Koutsakos, A. Reynaldi, W. S. Lee, J. Nguyen, T. Amarasena, G. Taiaroa, P. Kinsella, K. C. Liew, T. Tran, H. E. Kent, H.-X. Tan, L. C. Rowntree, T. H. O. Nguyen, P. G. Thomas, K. Kedzierska, J. Petersen, J. Rossjohn, D. A. Williamson, D. Khoury, M. P. Davenport, S. J. Kent, A. K. Wheatley, J. A. Juno, SARS-CoV-2 breakthrough infection induces rapid memory and de novo T cell responses. *Immunity* **56**, 879â892.e4 (2023).
[Crossref](https://doi.org/10.1016/j.immuni.2023.02.017)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/36958334/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000981941600001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=SARS-CoV-2+breakthrough+infection+induces+rapid+memory+and+de+novo+T+cell+responses&author=M.+Koutsakos&author=A.+Reynaldi&author=W.+S.+Lee&author=J.+Nguyen&author=T.+Amarasena&author=G.+Taiaroa&author=P.+Kinsella&author=K.+C.+Liew&author=T.+Tran&author=H.+E.+Kent&author=H.-X.+Tan&author=L.+C.+Rowntree&publication_year=2023&journal=Immunity&pages=879-892.e4&doi=10.1016%2Fj.immuni.2023.02.017&pmid=36958334)
8
K. Paniskaki, M. Anft, T. L. Meister, C. Marheinecke, S. Pfaender, S. Skrzypczyk, F. S. Seibert, C. J. Thieme, M. J. Konik, S. Dolff, O. Anastasiou, B. Holzer, U. Dittmer, C. Queren, L. Fricke, H. Rohn, T. H. Westhoff, O. Witzke, U. Stervbo, T. Roch, N. Babel, Immune response in moderate to critical breakthrough COVID-19 infection after mRNA vaccination. *Front. Immunol.* **13**, 816220 (2022).
[Crossref](https://doi.org/10.3389/fimmu.2022.816220)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/35145522/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000752574600001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Immune+response+in+moderate+to+critical+breakthrough+COVID-19+infection+after+mRNA+vaccination&author=K.+Paniskaki&author=M.+Anft&author=T.+L.+Meister&author=C.+Marheinecke&author=S.+Pfaender&author=S.+Skrzypczyk&author=F.+S.+Seibert&author=C.+J.+Thieme&author=M.+J.+Konik&author=S.+Dolff&author=O.+Anastasiou&author=B.+Holzer&publication_year=2022&journal=Front.+Immunol.&pages=816220&doi=10.3389%2Ffimmu.2022.816220&pmid=35145522)
9
A. Sejdic, H. J. Hartling, J. G. Holler, L. Klingen GjĂŠrde, B. Lindegaard, A. M. Dungu, F. Gnesin, M. E. E. MĂžller, R. S. Teglgaard, C. U. Niemann, P. T. Brooks, C. S. JĂžrgensen, K. T. Franck, T. K. Fischer, H. V. Marquart, Z. B. Harboe, S. R. Ostrowski, Immune cell populations and induced immune responses at admission in patients hospitalized with vaccine breakthrough SARS-CoV-2 infections. *Front. Immunol.* **15**, 1360843 (2024).
[Crossref](https://doi.org/10.3389/fimmu.2024.1360843)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/38903511/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001249150200001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Immune+cell+populations+and+induced+immune+responses+at+admission+in+patients+hospitalized+with+vaccine+breakthrough+SARS-CoV-2+infections&author=A.+Sejdic&author=H.+J.+Hartling&author=J.+G.+Holler&author=L.+Klingen+Gj%C3%A6rde&author=B.+Lindegaard&author=A.+M.+Dungu&author=F.+Gnesin&author=M.+E.+E.+M%C3%B8ller&author=R.+S.+Teglgaard&author=C.+U.+Niemann&author=P.+T.+Brooks&author=C.+S.+J%C3%B8rgensen&publication_year=2024&journal=Front.+Immunol.&pages=1360843&doi=10.3389%2Ffimmu.2024.1360843&pmid=38903511)
10
M. Z. Tay, A. Rouers, S.-W. Fong, Y. S. Goh, Y.-H. Chan, Z. W. Chang, W. Xu, C. W. Tan, W. N. Chia, A. Torres-Ruesta, S. N. Amrun, Y. Huang, P. X. Hor, C. Y. Loh, N. K.-W. Yeo, B. Wang, E. Z. X. Ngoh, S. N. M. Salleh, J.-M. Chavatte, A. J. Lim, S. Maurer-Stroh, L.-F. Wang, R. V. T. P. Lin, C.-I. Wang, S.-Y. Tan, B. E. Young, Y.-S. Leo, D. C. Lye, L. Renia, L. F. Ng, Decreased memory B cell frequencies in COVID-19 delta variant vaccine breakthrough infection. *EMBO Mol. Med.* **14**, e15227 (2022).
[Crossref](https://doi.org/10.15252/emmm.202115227)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34994081/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000744892300001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Decreased+memory+B+cell+frequencies+in+COVID-19+delta+variant+vaccine+breakthrough+infection&author=M.+Z.+Tay&author=A.+Rouers&author=S.-W.+Fong&author=Y.+S.+Goh&author=Y.-H.+Chan&author=Z.+W.+Chang&author=W.+Xu&author=C.+W.+Tan&author=W.+N.+Chia&author=A.+Torres-Ruesta&author=S.+N.+Amrun&author=Y.+Huang&publication_year=2022&journal=EMBO+Mol.+Med.&pages=e15227&doi=10.15252%2Femmm.202115227&pmid=34994081)
11
R. Nikzad, L. S. Angelo, K. Aviles-Padilla, D. T. Le, V. K. Singh, L. Bimler, M. Vukmanovic-Stejic, E. Vendrame, T. Ranganath, L. Simpson, N. L. Haigwood, C. A. Blish, A. N. Akbar, S. Paust, Human natural killer cells mediate adaptive immunity to viral antigens. *Sci. Immunol.* **4**, eaat8116 (2019).
[Crossref](https://www.science.org/servlet/linkout?suffix=e_1_3_2_12_2&dbid=4&doi=10.1126%2Fscitranslmed.adq1086&key=10.1126%2Fsciimmunol.aat8116&site=aaas-site)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31076527/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000470767400001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Human+natural+killer+cells+mediate+adaptive+immunity+to+viral+antigens&author=R.+Nikzad&author=L.+S.+Angelo&author=K.+Aviles-Padilla&author=D.+T.+Le&author=V.+K.+Singh&author=L.+Bimler&author=M.+Vukmanovic-Stejic&author=E.+Vendrame&author=T.+Ranganath&author=L.+Simpson&author=N.+L.+Haigwood&author=C.+A.+Blish&publication_year=2019&journal=Sci.+Immunol.&pages=eaat8116&doi=10.1126%2Fsciimmunol.aat8116&pmid=31076527)
12
E. Kaufmann, J. Sanz, J. L. Dunn, N. Khan, L. E. Mendonça, A. Pacis, F. Tzelepis, E. Pernet, A. Dumaine, J.-C. Grenier, F. Mailhot-LĂ©onard, E. Ahmed, J. Belle, R. Besla, B. Mazer, I. L. King, A. Nijnik, C. S. Robbins, L. B. Barreiro, M. Divangahi, BCG educates hematopoietic stem cells to generate protective innate immunity against tuberculosis. *Cell* **172**, 176â190.e19 (2018).
[Crossref](https://doi.org/10.1016/j.cell.2017.12.031)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/29328912/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000419840100018)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=BCG+educates+hematopoietic+stem+cells+to+generate+protective+innate+immunity+against+tuberculosis&author=E.+Kaufmann&author=J.+Sanz&author=J.+L.+Dunn&author=N.+Khan&author=L.+E.+Mendon%C3%A7a&author=A.+Pacis&author=F.+Tzelepis&author=E.+Pernet&author=A.+Dumaine&author=J.-C.+Grenier&author=F.+Mailhot-L%C3%A9onard&author=E.+Ahmed&publication_year=2018&journal=Cell&pages=176-190.e19&doi=10.1016%2Fj.cell.2017.12.031&pmid=29328912)
13
J. Kleinnijenhuis, J. Quintin, F. Preijers, L. A. B. Joosten, D. C. Ifrim, S. Saeed, C. Jacobs, J. van Loenhout, D. de Jong, H. G. Stunnenberg, R. J. Xavier, J. W. M. van der Meer, R. van Crevel, M. G. Netea, Bacille Calmette-Guerin induces NOD2-dependent nonspecific protection from reinfection via epigenetic reprogramming of monocytes. *Proc. Natl. Acad. Sci. U.S.A.* **109**, 17537â17542 (2012).
[Crossref](https://doi.org/10.1073/pnas.1202870109)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/22988082/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000311147800049)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Bacille+Calmette-Guerin+induces+NOD2-dependent+nonspecific+protection+from+reinfection+via+epigenetic+reprogramming+of+monocytes&author=J.+Kleinnijenhuis&author=J.+Quintin&author=F.+Preijers&author=L.+A.+B.+Joosten&author=D.+C.+Ifrim&author=S.+Saeed&author=C.+Jacobs&author=J.+van+Loenhout&author=D.+de+Jong&author=H.+G.+Stunnenberg&author=R.+J.+Xavier&author=J.+W.+M.+van+der+Meer&publication_year=2012&journal=Proc.+Natl.+Acad.+Sci.+U.S.A.&pages=17537-17542&doi=10.1073%2Fpnas.1202870109&pmid=22988082)
14
S. Saeed, J. Quintin, H. H. D. Kerstens, N. A. Rao, A. Aghajanirefah, F. Matarese, S.-C. Cheng, J. Ratter, K. Berentsen, M. A. van der Ent, N. Sharifi, E. M. Janssen-Megens, M. Ter Huurne, A. Mandoli, T. van Schaik, A. Ng, F. Burden, K. Downes, M. Frontini, V. Kumar, E. J. Giamarellos-Bourboulis, W. H. Ouwehand, J. W. M. van der Meer, L. A. B. Joosten, C. Wijmenga, J. H. A. Martens, R. J. Xavier, C. Logie, M. G. Netea, H. G. Stunnenberg, Epigenetic programming of monocyte-to-macrophage differentiation and trained innate immunity. *Science* **345**, 1251086 (2014).
[Crossref](https://www.science.org/servlet/linkout?suffix=e_1_3_2_15_2&dbid=4&doi=10.1126%2Fscitranslmed.adq1086&key=10.1126%2Fscience.1251086&site=aaas-site)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/25258085/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000342164500033)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Epigenetic+programming+of+monocyte-to-macrophage+differentiation+and+trained+innate+immunity&author=S.+Saeed&author=J.+Quintin&author=H.+H.+D.+Kerstens&author=N.+A.+Rao&author=A.+Aghajanirefah&author=F.+Matarese&author=S.-C.+Cheng&author=J.+Ratter&author=K.+Berentsen&author=M.+A.+van+der+Ent&author=N.+Sharifi&author=E.+M.+Janssen-Megens&publication_year=2014&journal=Science&pages=1251086&doi=10.1126%2Fscience.1251086&pmid=25258085)
15
F. Wimmers, M. Donato, A. Kuo, T. Ashuach, S. Gupta, C. Li, M. Dvorak, M. H. Foecke, S. E. Chang, T. Hagan, S. E. De Jong, H. T. Maecker, R. van der Most, P. Cheung, M. Cortese, S. E. Bosinger, M. Davis, N. Rouphael, S. Subramaniam, N. Yosef, P. J. Utz, P. Khatri, B. Pulendran, The single-cell epigenomic and transcriptional landscape of immunity to influenza vaccination. *Cell* **184**, 3915â3935.e21 (2021).
[Crossref](https://doi.org/10.1016/j.cell.2021.05.039)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34174187/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000676120800009)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=The+single-cell+epigenomic+and+transcriptional+landscape+of+immunity+to+influenza+vaccination&author=F.+Wimmers&author=M.+Donato&author=A.+Kuo&author=T.+Ashuach&author=S.+Gupta&author=C.+Li&author=M.+Dvorak&author=M.+H.+Foecke&author=S.+E.+Chang&author=T.+Hagan&author=S.+E.+De+Jong&author=H.+T.+Maecker&publication_year=2021&journal=Cell&pages=3915-3935.e21&doi=10.1016%2Fj.cell.2021.05.039&pmid=34174187)
16
J. C. Sun, J. N. Beilke, L. L. Lanier, Adaptive immune features of natural killer cells. *Nature* **457**, 557â561 (2009).
[Crossref](https://doi.org/10.1038/nature07665)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/19136945/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000262852200035)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Adaptive+immune+features+of+natural+killer+cells&author=J.+C.+Sun&author=J.+N.+Beilke&author=L.+L.+Lanier&publication_year=2009&journal=Nature&pages=557-561&doi=10.1038%2Fnature07665&pmid=19136945)
17
H. Wang, C. Liu, X. Xie, M. Niu, Y. Wang, X. Cheng, B. Zhang, D. Zhang, M. Liu, R. Sun, Y. Ma, S. Ma, H. Wang, G. Zhu, Y. Lu, B. Huang, P. Su, X. Chen, J. Zhao, H. Wang, L. Shen, L. Fu, Q. Huang, Y. Yang, H. Wang, C. Wu, W. Ge, C. Chen, Q. Huo, Q. Wang, Y. Wang, L. Geng, Y. Xie, Y. Xie, L. Liu, J. Qi, H. Chen, J. Wu, E. Jiang, W. Jiang, X. Wang, Z. Shen, T. Guo, J. Zhou, P. Zhu, T. Cheng, Multi-omics blood atlas reveals unique features of immune and platelet responses to SARS-CoV-2 Omicron breakthrough infection. *Immunity* **56**, 1410â1428.e8 (2023).
[Crossref](https://doi.org/10.1016/j.immuni.2023.05.007)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/37257450/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001023936500001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Multi-omics+blood+atlas+reveals+unique+features+of+immune+and+platelet+responses+to+SARS-CoV-2+Omicron+breakthrough+infection&author=H.+Wang&author=C.+Liu&author=X.+Xie&author=M.+Niu&author=Y.+Wang&author=X.+Cheng&author=B.+Zhang&author=D.+Zhang&author=M.+Liu&author=R.+Sun&author=Y.+Ma&author=S.+Ma&publication_year=2023&journal=Immunity&pages=1410-1428.e8&doi=10.1016%2Fj.immuni.2023.05.007&pmid=37257450)
18
J. A. Huapaya, J. Higgins, S. Kanth, C. Y. Demirkale, S. Gairhe, E. A. Aboye, D. Regenold, S. J. Sahagun, G. Pastor, D. Swaim, R. Dewar, T. Rehman, H. C. Highbarger, P. Lallemand, S. Laverdure, J. Adelsberger, A. Rupert, W. Li, J. Krack, G. Teferi, J. Kuruppu, J. R. Strich, R. Davey, R. Childs, D. Chertow, J. A. Kovacs, C. Barnett, P. Torabi-Parizi, A. F. Suffredini, COVID-ARC Study Group, Vaccination ameliorates cellular inflammatory responses in SARS-CoV-2 breakthrough infections. *J. Infect. Dis.* **228**, 46â58 (2023).
[Crossref](https://doi.org/10.1093/infdis/jiad045)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/36801946/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000946124100001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Vaccination+ameliorates+cellular+inflammatory+responses+in+SARS-CoV-2+breakthrough+infections&author=J.+A.+Huapaya&author=J.+Higgins&author=S.+Kanth&author=C.+Y.+Demirkale&author=S.+Gairhe&author=E.+A.+Aboye&author=D.+Regenold&author=S.+J.+Sahagun&author=G.+Pastor&author=D.+Swaim&author=R.+Dewar&author=T.+Rehman&publication_year=2023&journal=J.+Infect.+Dis.&pages=46-58&doi=10.1093%2Finfdis%2Fjiad045&pmid=36801946)
19
P. S. Arunachalam, M. K. D. Scott, T. Hagan, C. Li, Y. Feng, F. Wimmers, L. Grigoryan, M. Trisal, V. V. Edara, L. Lai, S. E. Chang, A. Feng, S. Dhingra, M. Shah, A. S. Lee, S. Chinthrajah, S. B. Sindher, V. Mallajosyula, F. Gao, N. Sigal, S. Kowli, S. Gupta, K. Pellegrini, G. Tharp, S. Maysel-Auslender, S. Hamilton, H. Aoued, K. Hrusovsky, M. Roskey, S. E. Bosinger, H. T. Maecker, S. D. Boyd, M. M. Davis, P. J. Utz, M. S. Suthar, P. Khatri, K. C. Nadeau, B. Pulendran, Systems vaccinology of the BNT162b2 mRNA vaccine in humans. *Nature* **596**, 410â416 (2021).
[Crossref](https://doi.org/10.1038/s41586-021-03791-x)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34252919/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000681277800001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Systems+vaccinology+of+the+BNT162b2+mRNA+vaccine+in+humans&author=P.+S.+Arunachalam&author=M.+K.+D.+Scott&author=T.+Hagan&author=C.+Li&author=Y.+Feng&author=F.+Wimmers&author=L.+Grigoryan&author=M.+Trisal&author=V.+V.+Edara&author=L.+Lai&author=S.+E.+Chang&author=A.+Feng&publication_year=2021&journal=Nature&pages=410-416&doi=10.1038%2Fs41586-021-03791-x&pmid=34252919)
20
M. Saresella, F. Piancone, I. Marventano, A. Hernis, D. Trabattoni, M. Invernizzi, F. La Rosa, M. Clerici, Innate immune responses to three doses of the BNT162b2 mRNA SARS-CoV-2 vaccine. *Front. Immunol.* **13**, 947320 (2022).
[Crossref](https://doi.org/10.3389/fimmu.2022.947320)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/36072604/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000850055000001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Innate+immune+responses+to+three+doses+of+the+BNT162b2+mRNA+SARS-CoV-2+vaccine&author=M.+Saresella&author=F.+Piancone&author=I.+Marventano&author=A.+Hernis&author=D.+Trabattoni&author=M.+Invernizzi&author=F.+La+Rosa&author=M.+Clerici&publication_year=2022&journal=Front.+Immunol.&pages=947320&doi=10.3389%2Ffimmu.2022.947320&pmid=36072604)
21
C. Maucourant, I. Filipovic, A. Ponzetta, S. Aleman, M. Cornillet, L. Hertwig, B. Strunz, A. Lentini, B. Reinius, D. Brownlie, A. Cuapio, E. H. Ask, R. M. Hull, A. Haroun-Izquierdo, M. Schaffer, J. Klingström, E. Folkesson, M. Buggert, J. K. Sandberg, L. I. Eriksson, O. Rooyackers, H.-G. Ljunggren, K.-J. Malmberg, J. Michaëlsson, N. Marquardt, Q. Hammer, K. StrÄlin, N. K. Björkström, Karolinska COVID-19 Study Group, Natural killer cell immunotypes related to COVID-19 disease severity. *Sci. Immunol.* **5**, eabd6832 (2020).
[Crossref](https://www.science.org/servlet/linkout?suffix=e_1_3_2_22_2&dbid=4&doi=10.1126%2Fscitranslmed.adq1086&key=10.1126%2Fsciimmunol.abd6832&site=aaas-site)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32826343/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000596035200006)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Natural+killer+cell+immunotypes+related+to+COVID-19+disease+severity&author=C.+Maucourant&author=I.+Filipovic&author=A.+Ponzetta&author=S.+Aleman&author=M.+Cornillet&author=L.+Hertwig&author=B.+Strunz&author=A.+Lentini&author=B.+Reinius&author=D.+Brownlie&author=A.+Cuapio&author=E.+H.+Ask&publication_year=2020&journal=Sci.+Immunol.&pages=eabd6832&doi=10.1126%2Fsciimmunol.abd6832&pmid=32826343)
22
A. Alrubayyi, E. Touizer, D. Hameiri-Bowen, B. Charlton, E. Gea-MallorquĂ, N. Hussain, K. A. S. da Costa, R. Ford, C. Rees-Spear, T. A. Fox, I. Williams, L. Waters, T. J. Barber, F. Burns, S. Kinloch, E. Morris, S. Rowland-Jones, L. E. McCoy, D. Peppa, Natural killer cell responses during SARS-CoV-2 infection and vaccination in people living with HIV-1. *Sci. Rep.* **13**, 18994 (2023).
[Crossref](https://doi.org/10.1038/s41598-023-45412-9)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/37923825/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001102763800017)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Natural+killer+cell+responses+during+SARS-CoV-2+infection+and+vaccination+in+people+living+with+HIV-1&author=A.+Alrubayyi&author=E.+Touizer&author=D.+Hameiri-Bowen&author=B.+Charlton&author=E.+Gea-Mallorqu%C3%AD&author=N.+Hussain&author=K.+A.+S.+da+Costa&author=R.+Ford&author=C.+Rees-Spear&author=T.+A.+Fox&author=I.+Williams&author=L.+Waters&publication_year=2023&journal=Sci.+Rep.&pages=18994&doi=10.1038%2Fs41598-023-45412-9&pmid=37923825)
23
M. Venet, M. S. Ribeiro, E. Décembre, A. Bellomo, G. Joshi, C. Nuovo, M. Villard, D. Cluet, M. Perret, R. Pescamona, H. Paidassi, T. Walzer, O. Allatif, A. Belot, S. Trouillet-Assant, E. P. Ricci, M. Dreux, Severe COVID-19 patients have impaired plasmacytoid dendritic cell-mediated control of SARS-CoV-2. *Nat. Commun.* **14**, 694 (2023).
[Crossref](https://doi.org/10.1038/s41467-023-36140-9)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/36755036/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001003115900002)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Severe+COVID-19+patients+have+impaired+plasmacytoid+dendritic+cell-mediated+control+of+SARS-CoV-2&author=M.+Venet&author=M.+S.+Ribeiro&author=E.+D%C3%A9cembre&author=A.+Bellomo&author=G.+Joshi&author=C.+Nuovo&author=M.+Villard&author=D.+Cluet&author=M.+Perret&author=R.+Pescamona&author=H.+Paidassi&author=T.+Walzer&publication_year=2023&journal=Nat.+Commun.&pages=694&doi=10.1038%2Fs41467-023-36140-9&pmid=36755036)
24
J. Schulte-Schrepping, N. Reusch, D. Paclik, K. BaĂler, S. Schlickeiser, B. Zhang, B. KrĂ€mer, T. Krammer, S. Brumhard, L. Bonaguro, E. De Domenico, D. Wendisch, M. Grasshoff, T. S. Kapellos, M. Beckstette, T. Pecht, A. Saglam, O. Dietrich, H. E. Mei, A. R. Schulz, C. Conrad, D. Kunkel, E. Vafadarnejad, C.-J. Xu, A. Horne, M. Herbert, A. Drews, C. Thibeault, M. Pfeiffer, S. Hippenstiel, A. Hocke, H. MĂŒller-Redetzky, K.-M. Heim, F. Machleidt, A. Uhrig, L. Bosquillon de Jarcy, L. JĂŒrgens, M. Stegemann, C. R. Glösenkamp, H.-D. Volk, C. Goffinet, M. Landthaler, E. Wyler, P. Georg, M. Schneider, C. Dang-Heine, N. Neuwinger, K. Kappert, R. Tauber, V. Corman, J. Raabe, K. M. Kaiser, M. T. Vinh, G. Rieke, C. Meisel, T. Ulas, M. Becker, R. Geffers, M. Witzenrath, C. Drosten, N. Suttorp, C. von Kalle, F. Kurth, K. HĂ€ndler, J. L. Schultze, A. C. Aschenbrenner, Y. Li, J. Nattermann, B. Sawitzki, A.-E. Saliba, L. E. Sander, A. Angelov, R. Bals, A. BartholomĂ€us, A. Becker, D. Bezdan, E. Bonifacio, P. Bork, T. Clavel, M. Colome-Tatche, A. Diefenbach, A. Dilthey, N. Fischer, K. Förstner, J.-S. Frick, J. Gagneur, A. Goesmann, T. Hain, M. Hummel, S. Janssen, J. Kalinowski, R. Kallies, B. Kehr, A. Keller, S. Kim-Hellmuth, C. Klein, O. Kohlbacher, J. O. Korbel, I. Kurth, M. Landthaler, Y. Li, K. Ludwig, O. Makarewicz, M. Marz, A. McHardy, C. Mertes, M. Nöthen, P. NĂŒrnberg, U. Ohler, S. Ossowski, J. Overmann, S. Peter, K. Pfeffer, A. R. Poetsch, A. PĂŒhler, N. Rajewsky, M. Ralser, O. RieĂ, S. Ripke, U. Nunes da Rocha, P. Rosenstiel, A.-E. Saliba, L. E. Sander, B. Sawitzki, P. Schiffer, E.-C. Schulte, J. L. Schultze, A. Sczyrba, O. Stegle, J. Stoye, F. Theis, J. Vehreschild, J. Vogel, M. von Kleist, A. Walker, J. Walter, D. Wieczorek, J. Ziebuhr, Severe COVID-19 is marked by a dysregulated myeloid cell compartment. *Cell* **182**, 1419â1440.e23 (2020).
[Crossref](https://doi.org/10.1016/j.cell.2020.08.001)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32810438/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000571443300009)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Severe+COVID-19+is+marked+by+a+dysregulated+myeloid+cell+compartment&author=J.+Schulte-Schrepping&author=N.+Reusch&author=D.+Paclik&author=K.+Ba%C3%9Fler&author=S.+Schlickeiser&author=B.+Zhang&author=B.+Kr%C3%A4mer&author=T.+Krammer&author=S.+Brumhard&author=L.+Bonaguro&author=E.+De+Domenico&author=D.+Wendisch&publication_year=2020&journal=Cell&pages=1419-1440.e23&doi=10.1016%2Fj.cell.2020.08.001&pmid=32810438)
25
E. R. Mann, M. Menon, S. B. Knight, J. E. Konkel, C. Jagger, T. N. Shaw, S. Krishnan, M. Rattray, A. Ustianowski, N. D. Bakerly, P. Dark, G. Lord, A. Simpson, T. Felton, L.-P. Ho, NIHR Respiratory TRC, M. Feldmann, CIRCO, J. R. Grainger, T. Hussell, Longitudinal immune profiling reveals key myeloid signatures associated with COVID-19. *Sci. Immunol.* **5**, eabd6197 (2020).
[Crossref](https://www.science.org/servlet/linkout?suffix=e_1_3_2_26_2&dbid=4&doi=10.1126%2Fscitranslmed.adq1086&key=10.1126%2Fsciimmunol.abd6197&site=aaas-site)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32943497/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000596036300006)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Longitudinal+immune+profiling+reveals+key+myeloid+signatures+associated+with+COVID-19&author=E.+R.+Mann&author=M.+Menon&author=S.+B.+Knight&author=J.+E.+Konkel&author=C.+Jagger&author=T.+N.+Shaw&author=S.+Krishnan&author=M.+Rattray&author=A.+Ustianowski&author=N.+D.+Bakerly&author=P.+Dark&author=G.+Lord&publication_year=2020&journal=Sci.+Immunol.&pages=eabd6197&doi=10.1126%2Fsciimmunol.abd6197&pmid=32943497)
26
F. P. Veras, M. C. Pontelli, C. M. Silva, J. E. Toller-Kawahisa, M. de Lima, D. C. Nascimento, A. H. Schneider, D. Caetité, L. A. Tavares, I. M. Paiva, R. Rosales, D. Colón, R. Martins, I. A. Castro, G. M. Almeida, M. I. F. Lopes, M. N. Benatti, L. P. Bonjorno, M. C. Giannini, R. Luppino-Assad, S. L. Almeida, F. Vilar, R. Santana, V. R. Bollela, M. Auxiliadora-Martins, M. Borges, C. H. Miranda, A. Pazin-Filho, L. L. P. da Silva, L. D. Cunha, D. S. Zamboni, F. Dal-Pizzol, L. O. Leiria, L. Siyuan, S. Batah, A. Fabro, T. Mauad, M. Dolhnikoff, A. Duarte-Neto, P. Saldiva, T. M. Cunha, J. C. Alves-Filho, E. Arruda, P. Louzada-Junior, R. D. Oliveira, F. Q. Cunha, SARS-CoV-2-triggered neutrophil extracellular traps mediate COVID-19 pathology. *J. Exp. Med.* **217**, e20201129 (2020).
[Crossref](https://doi.org/10.1084/jem.20201129)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32926098/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000602863700009)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=SARS-CoV-2-triggered+neutrophil+extracellular+traps+mediate+COVID-19+pathology&author=F.+P.+Veras&author=M.+C.+Pontelli&author=C.+M.+Silva&author=J.+E.+Toller-Kawahisa&author=M.+de+Lima&author=D.+C.+Nascimento&author=A.+H.+Schneider&author=D.+Caetit%C3%A9&author=L.+A.+Tavares&author=I.+M.+Paiva&author=R.+Rosales&author=D.+Col%C3%B3n&publication_year=2020&journal=J.+Exp.+Med.&pages=e20201129&doi=10.1084%2Fjem.20201129&pmid=32926098)
27
A. J. Wilk, M. J. Lee, B. Wei, B. Parks, R. Pi, G. J. MartĂnez-ColĂłn, T. Ranganath, N. Q. Zhao, S. Taylor, W. Becker, Stanford COVID-19 Biobank, D. Jimenez-Morales, A. L. Blomkalns, R. OâHara, E. A. Ashley, K. C. Nadeau, S. Yang, S. Holmes, M. Rabinovitch, A. J. Rogers, W. J. Greenleaf, C. A. Blish, Multi-omic profiling reveals widespread dysregulation of innate immunity and hematopoiesis in COVID-19. *J. Exp. Med.* **218**, e20210582 (2021).
[Crossref](https://doi.org/10.1084/jem.20210582)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34128959/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000701683800003)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Multi-omic+profiling+reveals+widespread+dysregulation+of+innate+immunity+and+hematopoiesis+in+COVID-19&author=A.+J.+Wilk&author=M.+J.+Lee&author=B.+Wei&author=B.+Parks&author=R.+Pi&author=G.+J.+Mart%C3%ADnez-Col%C3%B3n&author=T.+Ranganath&author=N.+Q.+Zhao&author=S.+Taylor&author=W.+Becker&author=Stanford+COVID-19+Biobank&author=D.+Jimenez-Morales&publication_year=2021&journal=J.+Exp.+Med.&pages=e20210582&doi=10.1084%2Fjem.20210582&pmid=34128959)
28
J. Banchereau, R. M. Steinman, Dendritic cells and the control of immunity. *Nature* **392**, 245â252 (1998).
[Crossref](https://doi.org/10.1038/32588)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/9521319/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000072612300037)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Dendritic+cells+and+the+control+of+immunity&author=J.+Banchereau&author=R.+M.+Steinman&publication_year=1998&journal=Nature&pages=245-252&doi=10.1038%2F32588&pmid=9521319)
29
I. S. Schuster, J. D. Coudert, C. E. Andoniou, M. A. Degli-Esposti, âNatural regulatorsâ: NK cells as modulators of T cell immunity. *Front. Immunol.* **7**, 235 (2016).
[Crossref](https://doi.org/10.3389/fimmu.2016.00235)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/27379097/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000377671600002)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=%E2%80%9CNatural+regulators%E2%80%9D%3A+NK+cells+as+modulators+of+T+cell+immunity&author=I.+S.+Schuster&author=J.+D.+Coudert&author=C.+E.+Andoniou&author=M.+A.+Degli-Esposti&publication_year=2016&journal=Front.+Immunol.&pages=235&doi=10.3389%2Ffimmu.2016.00235&pmid=27379097)
30
I. E. Gyurova, A. Ali, S. N. Waggoner, Natural killer cell regulation of B cell responses in the context of viral infection. *Viral Immunol.* **33**, 334â341 (2020).
[Crossref](https://doi.org/10.1089/vim.2019.0129)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31800366/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000500560800001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Natural+killer+cell+regulation+of+B+cell+responses+in+the+context+of+viral+infection&author=I.+E.+Gyurova&author=A.+Ali&author=S.+N.+Waggoner&publication_year=2020&journal=Viral+Immunol.&pages=334-341&doi=10.1089%2Fvim.2019.0129&pmid=31800366)
31
M. Yazdani, Z. Gholizadeh, A. R. Nikpoor, M. Hatamipour, B. Alani, H. Nikzad, N. Mohamadian Roshan, J. Verdi, M. R. Jaafari, M. Noureddini, A. Badiee, Vaccination with dendritic cells pulsed ex vivo with gp100 peptide-decorated liposomes enhances the efficacy of anti PD-1 therapy in a mouse model of melanoma. *Vaccine* **38**, 5665â5677 (2020).
[Crossref](https://doi.org/10.1016/j.vaccine.2020.06.055)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32653275/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000551631300018)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Vaccination+with+dendritic+cells+pulsed+ex+vivo+with+gp100+peptide-decorated+liposomes+enhances+the+efficacy+of+anti+PD-1+therapy+in+a+mouse+model+of+melanoma&author=M.+Yazdani&author=Z.+Gholizadeh&author=A.+R.+Nikpoor&author=M.+Hatamipour&author=B.+Alani&author=H.+Nikzad&author=N.+Mohamadian+Roshan&author=J.+Verdi&author=M.+R.+Jaafari&author=M.+Noureddini&author=A.+Badiee&publication_year=2020&journal=Vaccine&pages=5665-5677&doi=10.1016%2Fj.vaccine.2020.06.055&pmid=32653275)
32
Y. Gu, X. Zhao, X. Song, Ex vivo pulsed dendritic cell vaccination against cancer. *Acta Pharmacol. Sin.* **41**, 959â969 (2020).
[Crossref](https://doi.org/10.1038/s41401-020-0415-5)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32366940/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000530170200001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Ex+vivo+pulsed+dendritic+cell+vaccination+against+cancer&author=Y.+Gu&author=X.+Zhao&author=X.+Song&publication_year=2020&journal=Acta+Pharmacol.+Sin.&pages=959-969&doi=10.1038%2Fs41401-020-0415-5&pmid=32366940)
33
K. Boonnak, L. Vogel, M. Orandle, D. Zimmerman, E. Talor, K. Subbarao, Antigen-activated dendritic cells ameliorate influenza A infections. *J. Clin. Invest.* **123**, 2850â2861 (2013).
[Crossref](https://doi.org/10.1172/JCI67550)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/23934125/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000321316700015)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Antigen-activated+dendritic+cells+ameliorate+influenza+A+infections&author=K.+Boonnak&author=L.+Vogel&author=M.+Orandle&author=D.+Zimmerman&author=E.+Talor&author=K.+Subbarao&publication_year=2013&journal=J.+Clin.+Invest.&pages=2850-2861&doi=10.1172%2FJCI67550&pmid=23934125)
34
F. GarcĂa, N. Climent, A. C. Guardo, C. Gil, A. LeĂłn, B. Autran, J. D. Lifson, J. MartĂnez-Picado, J. Dalmau, B. Clotet, J. M. Gatell, M. Plana, T. Gallart, DCV2/MANON07-ORVACS Study Group, A dendritic cellâbased vaccine elicits T cell responses associated with control of HIV-1 replication. *Sci. Transl. Med.* **5**, 166ra2 (2013).
[Crossref](https://www.science.org/servlet/linkout?suffix=e_1_3_2_35_2&dbid=4&doi=10.1126%2Fscitranslmed.adq1086&key=10.1126%2Fscitranslmed.3004682&site=aaas-site)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/23283367/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000313047400003)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=A+dendritic+cell%E2%80%93based+vaccine+elicits+T+cell+responses+associated+with+control+of+HIV-1+replication&author=F.+Garc%C3%ADa&author=N.+Climent&author=A.+C.+Guardo&author=C.+Gil&author=A.+Le%C3%B3n&author=B.+Autran&author=J.+D.+Lifson&author=J.+Mart%C3%ADnez-Picado&author=J.+Dalmau&author=B.+Clotet&author=J.+M.+Gatell&author=M.+Plana&publication_year=2013&journal=Sci.+Transl.+Med.&pages=166ra2&doi=10.1126%2Fscitranslmed.3004682&pmid=23283367)
35
Y. Hao, S. Hao, E. Andersen-Nissen, W. M. Mauck, S. Zheng, A. Butler, M. J. Lee, A. J. Wilk, C. Darby, M. Zager, P. Hoffman, M. Stoeckius, E. Papalexi, E. P. Mimitou, J. Jain, A. Srivastava, T. Stuart, L. M. Fleming, B. Yeung, A. J. Rogers, J. M. McElrath, C. A. Blish, R. Gottardo, P. Smibert, R. Satija, Integrated analysis of multimodal single-cell data. *Cell* **184**, 3573â3587.e29 (2021).
[Crossref](https://doi.org/10.1016/j.cell.2021.04.048)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34062119/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000665547300020)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Integrated+analysis+of+multimodal+single-cell+data&author=Y.+Hao&author=S.+Hao&author=E.+Andersen-Nissen&author=W.+M.+Mauck&author=S.+Zheng&author=A.+Butler&author=M.+J.+Lee&author=A.+J.+Wilk&author=C.+Darby&author=M.+Zager&author=P.+Hoffman&author=M.+Stoeckius&publication_year=2021&journal=Cell&pages=3573-3587.e29&doi=10.1016%2Fj.cell.2021.04.048&pmid=34062119)
36
P. S. Arunachalam, F. Wimmers, C. K. P. Mok, R. A. P. M. Perera, M. Scott, T. Hagan, N. Sigal, Y. Feng, L. Bristow, O. Tak-Yin Tsang, D. Wagh, J. Coller, K. L. Pellegrini, D. Kazmin, G. Alaaeddine, W. S. Leung, J. M. C. Chan, T. S. H. Chik, C. Y. C. Choi, C. Huerta, M. Paine McCullough, H. Lv, E. Anderson, S. Edupuganti, A. A. Upadhyay, S. E. Bosinger, H. T. Maecker, P. Khatri, N. Rouphael, M. Peiris, B. Pulendran, Systems biological assessment of immunity to mild versus severe COVID-19 infection in humans. *Science* **369**, 1210â1220 (2020).
[Crossref](https://www.science.org/servlet/linkout?suffix=e_1_3_2_37_2&dbid=4&doi=10.1126%2Fscitranslmed.adq1086&key=10.1126%2Fscience.abc6261&site=aaas-site)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32788292/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000567525400047)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Systems+biological+assessment+of+immunity+to+mild+versus+severe+COVID-19+infection+in+humans&author=P.+S.+Arunachalam&author=F.+Wimmers&author=C.+K.+P.+Mok&author=R.+A.+P.+M.+Perera&author=M.+Scott&author=T.+Hagan&author=N.+Sigal&author=Y.+Feng&author=L.+Bristow&author=O.+Tak-Yin+Tsang&author=D.+Wagh&author=J.+Coller&publication_year=2020&journal=Science&pages=1210-1220&doi=10.1126%2Fscience.abc6261&pmid=32788292)
37
A. J. Wilk, A. Rustagi, N. Q. Zhao, J. Roque, G. J. MartĂnez-ColĂłn, J. L. McKechnie, G. T. Ivison, T. Ranganath, R. Vergara, T. Hollis, L. J. Simpson, P. Grant, A. Subramanian, A. J. Rogers, C. A. Blish, A single-cell atlas of the peripheral immune response in patients with severe COVID-19. *Nat. Med.* **26**, 1070â1076 (2020).
[Crossref](https://doi.org/10.1038/s41591-020-0944-y)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32514174/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000538976400003)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=A+single-cell+atlas+of+the+peripheral+immune+response+in+patients+with+severe+COVID-19&author=A.+J.+Wilk&author=A.+Rustagi&author=N.+Q.+Zhao&author=J.+Roque&author=G.+J.+Mart%C3%ADnez-Col%C3%B3n&author=J.+L.+McKechnie&author=G.+T.+Ivison&author=T.+Ranganath&author=R.+Vergara&author=T.+Hollis&author=L.+J.+Simpson&author=P.+Grant&publication_year=2020&journal=Nat.+Med.&pages=1070-1076&doi=10.1038%2Fs41591-020-0944-y&pmid=32514174)
38
S. Li, N. Rouphael, S. Duraisingham, S. Romero-Steiner, S. Presnell, C. Davis, D. S. Schmidt, S. E. Johnson, A. Milton, G. Rajam, S. Kasturi, G. M. Carlone, C. Quinn, D. Chaussabel, A. K. Palucka, M. J. Mulligan, R. Ahmed, D. S. Stephens, H. I. Nakaya, B. Pulendran, Molecular signatures of antibody responses derived from a systems biology study of five human vaccines. *Nat. Immunol.* **15**, 195â204 (2014).
[Crossref](https://doi.org/10.1038/ni.2789)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/24336226/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000330150600014)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Molecular+signatures+of+antibody+responses+derived+from+a+systems+biology+study+of+five+human+vaccines&author=S.+Li&author=N.+Rouphael&author=S.+Duraisingham&author=S.+Romero-Steiner&author=S.+Presnell&author=C.+Davis&author=D.+S.+Schmidt&author=S.+E.+Johnson&author=A.+Milton&author=G.+Rajam&author=S.+Kasturi&author=G.+M.+Carlone&publication_year=2014&journal=Nat.+Immunol.&pages=195-204&doi=10.1038%2Fni.2789&pmid=24336226)
39
A. Silvin, N. Chapuis, G. Dunsmore, A.-G. Goubet, A. Dubuisson, L. Derosa, C. Almire, C. HĂ©non, O. Kosmider, N. Droin, P. Rameau, C. Catelain, A. Alfaro, C. Dussiau, C. Friedrich, E. Sourdeau, N. Marin, T.-A. Szwebel, D. Cantin, L. Mouthon, D. Borderie, M. Deloger, D. Bredel, S. Mouraud, D. Drubay, M. Andrieu, A.-S. Lhonneur, V. Saada, A. Stoclin, C. Willekens, F. Pommeret, F. Griscelli, L. G. Ng, Z. Zhang, P. Bost, I. Amit, F. Barlesi, A. Marabelle, F. PĂšne, B. Gachot, F. AndrĂ©, L. Zitvogel, F. Ginhoux, M. Fontenay, E. Solary, Elevated calprotectin and abnormal myeloid cell subsets discriminate severe from mild COVID-19. *Cell* **182**, 1401â1418.e18 (2020).
[Crossref](https://doi.org/10.1016/j.cell.2020.08.002)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32810439/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000571443300008)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Elevated+calprotectin+and+abnormal+myeloid+cell+subsets+discriminate+severe+from+mild+COVID-19&author=A.+Silvin&author=N.+Chapuis&author=G.+Dunsmore&author=A.-G.+Goubet&author=A.+Dubuisson&author=L.+Derosa&author=C.+Almire&author=C.+H%C3%A9non&author=O.+Kosmider&author=N.+Droin&author=P.+Rameau&author=C.+Catelain&publication_year=2020&journal=Cell&pages=1401-1418.e18&doi=10.1016%2Fj.cell.2020.08.002&pmid=32810439)
40
S. Qin, Y. Jiang, X. Wei, X. Liu, J. Guan, Y. Chen, H. Lu, J. Qian, Z. Wang, X. Lin, Dynamic changes in monocytes subsets in COVID-19 patients. *Hum. Immunol.* **82**, 170â176 (2021).
[Crossref](https://doi.org/10.1016/j.humimm.2020.12.010)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/33531264/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000621423600005)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Dynamic+changes+in+monocytes+subsets+in+COVID-19+patients&author=S.+Qin&author=Y.+Jiang&author=X.+Wei&author=X.+Liu&author=J.+Guan&author=Y.+Chen&author=H.+Lu&author=J.+Qian&author=Z.+Wang&author=X.+Lin&publication_year=2021&journal=Hum.+Immunol.&pages=170-176&doi=10.1016%2Fj.humimm.2020.12.010&pmid=33531264)
41
R. J. W. Arts, A. Carvalho, C. La Rocca, C. Palma, F. Rodrigues, R. Silvestre, J. Kleinnijenhuis, E. Lachmandas, L. G. Gonçalves, A. Belinha, C. Cunha, M. Oosting, L. A. B. Joosten, G. Matarese, R. Van Crevel, M. G. Netea, Immunometabolic pathways in BCG-induced trained immunity. *Cell Rep.* **17**, 2562â2571 (2016).
[Crossref](https://doi.org/10.1016/j.celrep.2016.11.011)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/27926861/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000390894200007)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Immunometabolic+pathways+in+BCG-induced+trained+immunity&author=R.+J.+W.+Arts&author=A.+Carvalho&author=C.+La+Rocca&author=C.+Palma&author=F.+Rodrigues&author=R.+Silvestre&author=J.+Kleinnijenhuis&author=E.+Lachmandas&author=L.+G.+Gon%C3%A7alves&author=A.+Belinha&author=C.+Cunha&author=M.+Oosting&publication_year=2016&journal=Cell+Rep.&pages=2562-2571&doi=10.1016%2Fj.celrep.2016.11.011&pmid=27926861)
42
S. Li, N. L. Sullivan, N. Rouphael, T. Yu, S. Banton, M. S. Maddur, M. McCausland, C. Chiu, J. Canniff, S. Dubey, K. Liu, V. Tran, T. Hagan, S. Duraisingham, A. Wieland, A. K. Mehta, J. A. Whitaker, S. Subramaniam, D. P. Jones, A. Sette, K. Vora, A. Weinberg, M. J. Mulligan, H. I. Nakaya, M. Levin, R. Ahmed, B. Pulendran, Metabolic phenotypes of response to vaccination in humans. *Cell* **169**, 862â877.e17 (2017).
[Crossref](https://doi.org/10.1016/j.cell.2017.04.026)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/28502771/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000401515900012)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Metabolic+phenotypes+of+response+to+vaccination+in+humans&author=S.+Li&author=N.+L.+Sullivan&author=N.+Rouphael&author=T.+Yu&author=S.+Banton&author=M.+S.+Maddur&author=M.+McCausland&author=C.+Chiu&author=J.+Canniff&author=S.+Dubey&author=K.+Liu&author=V.+Tran&publication_year=2017&journal=Cell&pages=862-877.e17&doi=10.1016%2Fj.cell.2017.04.026&pmid=28502771)
43
K. R. Chan, E. S. Gan, C. Y. Y. Chan, C. Liang, J. Z. H. Low, S. L.-X. Zhang, E. Z. Ong, A. Bhatta, L. Wijaya, Y. H. Lee, J. G.-H. Low, E. E. Ooi, Metabolic perturbations and cellular stress underpin susceptibility to symptomatic live-attenuated yellow fever infection. *Nat. Med.* **25**, 1218â1224 (2019).
[Crossref](https://doi.org/10.1038/s41591-019-0510-7)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31308506/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000480414600019)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Metabolic+perturbations+and+cellular+stress+underpin+susceptibility+to+symptomatic+live-attenuated+yellow+fever+infection&author=K.+R.+Chan&author=E.+S.+Gan&author=C.+Y.+Y.+Chan&author=C.+Liang&author=J.+Z.+H.+Low&author=S.+L.-X.+Zhang&author=E.+Z.+Ong&author=A.+Bhatta&author=L.+Wijaya&author=Y.+H.+Lee&author=J.+G.-H.+Low&author=E.+E.+Ooi&publication_year=2019&journal=Nat.+Med.&pages=1218-1224&doi=10.1038%2Fs41591-019-0510-7&pmid=31308506)
44
Greg. A. Timblin, Kevin. M. Tharp, J. Ten Hoeve, D. S. Kantner, I. Baydemir, E. A. Noel,C. Khantwal, P. K. Singh, J. N. Farahzad, J. DomĂnguez-AndrĂ©s, R. E. Vance, N. W. Snyder,V. M. Weaver, Coenzyme A governs proinflammatory macrophage metabolism. bioRxiv 505732 \[Preprint\] (2022). <https://doi.org/10.1101/2022.08.30.505732>.
[Google Scholar](https://scholar.google.com/scholar_lookup?doi=10.1101%2F2022.08.30.505732)
45
G. F. Weber, B. G. Chousterman, S. He, A. M. Fenn, M. Nairz, A. Anzai, T. Brenner, F. Uhle, Y. Iwamoto, C. S. Robbins, L. Noiret, S. L. Maier, T. Zönnchen, N. N. Rahbari, S. Schölch, A. Klotzsche-von Ameln, T. Chavakis, J. Weitz, S. Hofer, M. A. Weigand, M. Nahrendorf, R. Weissleder, F. K. Swirski, Interleukin-3 amplifies acute inflammation and is a potential therapeutic target in sepsis. *Science* **347**, 1260â1265 (2015).
[Crossref](https://www.science.org/servlet/linkout?suffix=e_1_3_2_46_2&dbid=4&doi=10.1126%2Fscitranslmed.adq1086&key=10.1126%2Fscience.aaa4268&site=aaas-site)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/25766237/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000350824300041)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Interleukin-3+amplifies+acute+inflammation+and+is+a+potential+therapeutic+target+in+sepsis&author=G.+F.+Weber&author=B.+G.+Chousterman&author=S.+He&author=A.+M.+Fenn&author=M.+Nairz&author=A.+Anzai&author=T.+Brenner&author=F.+Uhle&author=Y.+Iwamoto&author=C.+S.+Robbins&author=L.+Noiret&author=S.+L.+Maier&publication_year=2015&journal=Science&pages=1260-1265&doi=10.1126%2Fscience.aaa4268&pmid=25766237)
46
R. S. McMahan, T. P. Birkland, K. S. Smigiel, T. C. Vandivort, M. G. Rohani, A. M. Manicone, J. K. McGuire, S. A. Gharib, W. C. Parks, Stromelysin-2 (MMP10) moderates inflammation by controlling macrophage activation. *J. Immunol.* **197**, 899â909 (2016).
[Crossref](https://doi.org/10.4049/jimmunol.1600502)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/27316687/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000380338600022)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Stromelysin-2+%28MMP10%29+moderates+inflammation+by+controlling+macrophage+activation&author=R.+S.+McMahan&author=T.+P.+Birkland&author=K.+S.+Smigiel&author=T.+C.+Vandivort&author=M.+G.+Rohani&author=A.+M.+Manicone&author=J.+K.+McGuire&author=S.+A.+Gharib&author=W.+C.+Parks&publication_year=2016&journal=J.+Immunol.&pages=899-909&doi=10.4049%2Fjimmunol.1600502&pmid=27316687)
47
R. Browaeys, J. Gilis, C. Sang-Aram, P. De Bleser, L. Hoste, S. Tavernier, D. Lambrechts,R. Seurinck, Y. Saeys, MultiNicheNet: A flexible framework for differential cell-cell communication analysis from multi-sample multi-condition single-cell transcriptomics data. bioRxiv 544751 \[Preprint\] (2023); <https://doi.org/10.1101/2023.06.13.544751>.
[Google Scholar](https://scholar.google.com/scholar_lookup?doi=10.1101%2F2023.06.13.544751)
48
B. Barleon, S. Sozzani, D. Zhou, H. A. Weich, A. Mantovani, D. MarmĂ©, Migration of human monocytes in response to vascular endothelial growth factor (VEGF) is mediated via the VEGF receptor flt-1. *Blood* **87**, 3336â3343 (1996).
[Crossref](https://doi.org/10.1182/blood.V87.8.3336.bloodjournal8783336)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/8605350/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3AA1996UF38100032)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Migration+of+human+monocytes+in+response+to+vascular+endothelial+growth+factor+%28VEGF%29+is+mediated+via+the+VEGF+receptor+flt-1&author=B.+Barleon&author=S.+Sozzani&author=D.+Zhou&author=H.+A.+Weich&author=A.+Mantovani&author=D.+Marm%C3%A9&publication_year=1996&journal=Blood&pages=3336-3343&doi=10.1182%2Fblood.V87.8.3336.bloodjournal8783336&pmid=8605350)
49
T. D. Eubank, M. Galloway, C. M. Montague, W. J. Waldman, C. B. Marsh, M-CSF induces vascular endothelial growth factor production and angiogenic activity from human monocytes. *J. Immunol. Baltim. Md* **171**, 2637â2643 (2003).
[PubMed](https://pubmed.ncbi.nlm.nih.gov/12928417/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000184970900058)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=M-CSF+induces+vascular+endothelial+growth+factor+production+and+angiogenic+activity+from+human+monocytes&author=T.+D.+Eubank&author=M.+Galloway&author=C.+M.+Montague&author=W.+J.+Waldman&author=C.+B.+Marsh&publication_year=2003&journal=J.+Immunol.+Baltim.+Md&pages=2637-2643&pmid=12928417)
50
J. Zhou, J. Zhang, J. Chao, *Porphyromonas gingivalis* promotes monocyte migration by activating MMP-9. *J. Periodontal Res.* **47**, 236â242 (2012).
[Crossref](https://doi.org/10.1111/j.1600-0765.2011.01427.x)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/22035412/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000300696300013)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Porphyromonas+gingivalis+promotes+monocyte+migration+by+activating+MMP-9&author=J.+Zhou&author=J.+Zhang&author=J.+Chao&publication_year=2012&journal=J.+Periodontal+Res.&pages=236-242&doi=10.1111%2Fj.1600-0765.2011.01427.x&pmid=22035412)
51
R. Bertini, O. M. Zack Howard, H.-F. Dong, J. J. Oppenheim, C. Bizzarri, R. Sergi, G. Caselli, S. Pagliei, B. Romines, J. A. Wilshire, M. Mengozzi, H. Nakamura, J. Yodoi, K. Pekkari, R. Gurunath, A. Holmgren, L. A. Herzenberg, L. A. Herzenberg, P. Ghezzi, Thioredoxin, a redox enzyme released in infection and inflammation, is a unique chemoattractant for neutrophils, monocytes, and T cells. *J. Exp. Med.* **189**, 1783â1789 (1999).
[Crossref](https://doi.org/10.1084/jem.189.11.1783)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/10359582/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000080855200012)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Thioredoxin%2C+a+redox+enzyme+released+in+infection+and+inflammation%2C+is+a+unique+chemoattractant+for+neutrophils%2C+monocytes%2C+and+T+cells&author=R.+Bertini&author=O.+M.+Zack+Howard&author=H.-F.+Dong&author=J.+J.+Oppenheim&author=C.+Bizzarri&author=R.+Sergi&author=G.+Caselli&author=S.+Pagliei&author=B.+Romines&author=J.+A.+Wilshire&author=M.+Mengozzi&author=H.+Nakamura&publication_year=1999&journal=J.+Exp.+Med.&pages=1783-1789&doi=10.1084%2Fjem.189.11.1783&pmid=10359582)
52
M. Witkowski, C. Tizian, M. Ferreira-Gomes, D. Niemeyer, T. C. Jones, F. Heinrich, S. Frischbutter, S. Angermair, T. Hohnstein, I. Mattiola, P. Nawrath, S. McEwen, S. Zocche, E. Viviano, G. A. Heinz, M. Maurer, U. Kölsch, R. L. Chua, T. Aschman, C. Meisel, J. Radke, B. Sawitzki, J. Roehmel, K. Allers, V. Moos, T. Schneider, L. Hanitsch, M. A. Mall, C. Conrad, H. Radbruch, C. U. Duerr, J. A. Trapani, E. Marcenaro, T. Kallinich, V. M. Corman, F. Kurth, L. E. Sander, C. Drosten, S. Treskatsch, P. Durek, A. Kruglov, A. Radbruch, M.-F. Mashreghi, A. Diefenbach, Untimely TGFÎČ responses in COVID-19 limit antiviral functions of NK cells. *Nature* **600**, 295â301 (2021).
[Crossref](https://doi.org/10.1038/s41586-021-04142-6)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34695836/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000722839200001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Untimely+TGF%CE%B2+responses+in+COVID-19+limit+antiviral+functions+of+NK+cells&author=M.+Witkowski&author=C.+Tizian&author=M.+Ferreira-Gomes&author=D.+Niemeyer&author=T.+C.+Jones&author=F.+Heinrich&author=S.+Frischbutter&author=S.+Angermair&author=T.+Hohnstein&author=I.+Mattiola&author=P.+Nawrath&author=S.+McEwen&publication_year=2021&journal=Nature&pages=295-301&doi=10.1038%2Fs41586-021-04142-6&pmid=34695836)
53
M. Ferreira-Gomes, A. Kruglov, P. Durek, F. Heinrich, C. Tizian, G. A. Heinz, A. Pascual-Reguant, W. Du, R. Mothes, C. Fan, S. Frischbutter, K. Habenicht, L. Budzinski, J. Ninnemann, P. K. Jani, G. M. Guerra, K. Lehmann, M. Matz, L. Ostendorf, L. Heiberger, H.-D. Chang, S. Bauherr, M. Maurer, G. Schönrich, M. Raftery, T. Kallinich, M. A. Mall, S. Angermair, S. Treskatsch, T. Dörner, V. M. Corman, A. Diefenbach, H.-D. Volk, S. Elezkurtaj, T. H. Winkler, J. Dong, A. E. Hauser, H. Radbruch, M. Witkowski, F. Melchers, A. Radbruch, M.-F. Mashreghi, SARS-CoV-2 in severe COVID-19 induces a TGF-ÎČ-dominated chronic immune response that does not target itself. *Nat. Commun.* **12**, 1961 (2021).
[Crossref](https://doi.org/10.1038/s41467-021-22210-3)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/33785765/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000637938500005)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=SARS-CoV-2+in+severe+COVID-19+induces+a+TGF-%CE%B2-dominated+chronic+immune+response+that+does+not+target+itself&author=M.+Ferreira-Gomes&author=A.+Kruglov&author=P.+Durek&author=F.+Heinrich&author=C.+Tizian&author=G.+A.+Heinz&author=A.+Pascual-Reguant&author=W.+Du&author=R.+Mothes&author=C.+Fan&author=S.+Frischbutter&author=K.+Habenicht&publication_year=2021&journal=Nat.+Commun.&pages=1961&doi=10.1038%2Fs41467-021-22210-3&pmid=33785765)
54
J. M. Brenchley, N. J. Karandikar, M. R. Betts, D. R. Ambrozak, B. J. Hill, L. E. Crotty, J. P. Casazza, J. Kuruppu, S. A. Migueles, M. Connors, M. Roederer, D. C. Douek, R. A. Koup, Expression of CD57 defines replicative senescence and antigen-induced apoptotic death of CD8\+ T cells. *Blood* **101**, 2711â2720 (2003).
[Crossref](https://doi.org/10.1182/blood-2002-07-2103)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/12433688/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000181823600046)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Expression+of+CD57+defines+replicative+senescence+and+antigen-induced+apoptotic+death+of+CD8%2B+T+cells&author=J.+M.+Brenchley&author=N.+J.+Karandikar&author=M.+R.+Betts&author=D.+R.+Ambrozak&author=B.+J.+Hill&author=L.+E.+Crotty&author=J.+P.+Casazza&author=J.+Kuruppu&author=S.+A.+Migueles&author=M.+Connors&author=M.+Roederer&author=D.+C.+Douek&publication_year=2003&journal=Blood&pages=2711-2720&doi=10.1182%2Fblood-2002-07-2103&pmid=12433688)
55
Y. Meng, P. Wu, W. Lu, K. Liu, K. Ma, L. Huang, J. Cai, H. Zhang, Y. Qin, H. Sun, W. Ding, L. Gui, P. Wu, Sex-specific clinical characteristics and prognosis of coronavirus disease-19 infection in Wuhan, China: A retrospective study of 168 severe patients. *PLOS Pathog.* **16**, e1008520 (2020).
[Crossref](https://doi.org/10.1371/journal.ppat.1008520)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32343745/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000531365400051)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Sex-specific+clinical+characteristics+and+prognosis+of+coronavirus+disease-19+infection+in+Wuhan%2C+China%3A+A+retrospective+study+of+168+severe+patients&author=Y.+Meng&author=P.+Wu&author=W.+Lu&author=K.+Liu&author=K.+Ma&author=L.+Huang&author=J.+Cai&author=H.+Zhang&author=Y.+Qin&author=H.+Sun&author=W.+Ding&author=L.+Gui&publication_year=2020&journal=PLOS+Pathog.&pages=e1008520&doi=10.1371%2Fjournal.ppat.1008520&pmid=32343745)
56
H. Peckham, N. M. de Gruijter, C. Raine, A. Radziszewska, C. Ciurtin, L. R. Wedderburn, E. C. Rosser, K. Webb, C. T. Deakin, Male sex identified by global COVID-19 meta-analysis as a risk factor for death and ITU admission. *Nat. Commun.* **11**, 6317 (2020).
[Crossref](https://doi.org/10.1038/s41467-020-19741-6)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/33298944/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000600149200010)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Male+sex+identified+by+global+COVID-19+meta-analysis+as+a+risk+factor+for+death+and+ITU+admission&author=H.+Peckham&author=N.+M.+de+Gruijter&author=C.+Raine&author=A.+Radziszewska&author=C.+Ciurtin&author=L.+R.+Wedderburn&author=E.+C.+Rosser&author=K.+Webb&author=C.+T.+Deakin&publication_year=2020&journal=Nat.+Commun.&pages=6317&doi=10.1038%2Fs41467-020-19741-6&pmid=33298944)
57
T. Takahashi, M. K. Ellingson, P. Wong, B. Israelow, C. Lucas, J. Klein, J. Silva, T. Mao, J. E. Oh, M. Tokuyama, P. Lu, A. Venkataraman, A. Park, F. Liu, A. Meir, J. Sun, E. Y. Wang, A. Casanovas-Massana, A. L. Wyllie, C. B. F. Vogels, R. Earnest, S. Lapidus, I. M. Ott, A. J. Moore, Yale IMPACT Research Team, A. Shaw, J. B. Fournier, C. D. Odio, S. Farhadian, C. Dela Cruz, N. D. Grubaugh, W. L. Schulz, A. M. Ring, A. I. Ko, S. B. Omer, A. Iwasaki, Sex differences in immune responses that underlie COVID-19 disease outcomes. *Nature* **588**, 315â320 (2020).
[Crossref](https://doi.org/10.1038/s41586-020-2700-3)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/32846427/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000576136200001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Sex+differences+in+immune+responses+that+underlie+COVID-19+disease+outcomes&author=T.+Takahashi&author=M.+K.+Ellingson&author=P.+Wong&author=B.+Israelow&author=C.+Lucas&author=J.+Klein&author=J.+Silva&author=T.+Mao&author=J.+E.+Oh&author=M.+Tokuyama&author=P.+Lu&author=A.+Venkataraman&publication_year=2020&journal=Nature&pages=315-320&doi=10.1038%2Fs41586-020-2700-3&pmid=32846427)
58
T. Aranami, S. Miyake, T. Yamamura, Differential expression of CD11c by peripheral blood NK cells reflects temporal activity of multiple sclerosis. *J. Immunol.* **177**, 5659â5667 (2006).
[Crossref](https://doi.org/10.4049/jimmunol.177.8.5659)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/17015755/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000241093100082)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Differential+expression+of+CD11c+by+peripheral+blood+NK+cells+reflects+temporal+activity+of+multiple+sclerosis&author=T.+Aranami&author=S.+Miyake&author=T.+Yamamura&publication_year=2006&journal=J.+Immunol.&pages=5659-5667&doi=10.4049%2Fjimmunol.177.8.5659&pmid=17015755)
59
R. Josien, H.-L. Li, E. Ingulli, S. Sarma, B. R. Wong, M. Vologodskaia, R. M. Steinman, Y. Choi, Trance, a tumor necrosis factor family member, enhances the longevity and adjuvant properties of dendritic cells in vivo. *J. Exp. Med.* **191**, 495â502 (2000).
[Crossref](https://doi.org/10.1084/jem.191.3.495)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/10662795/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000085295300010)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Trance%2C+a+tumor+necrosis+factor+family+member%2C+enhances+the+longevity+and+adjuvant+properties+of+dendritic+cells+in+vivo&author=R.+Josien&author=H.-L.+Li&author=E.+Ingulli&author=S.+Sarma&author=B.+R.+Wong&author=M.+Vologodskaia&author=R.+M.+Steinman&author=Y.+Choi&publication_year=2000&journal=J.+Exp.+Med.&pages=495-502&doi=10.1084%2Fjem.191.3.495&pmid=10662795)
60
R. E. Drury, S. Camara, I. Chelysheva, S. Bibi, K. Sanders, S. Felle, K. Emary, D. Phillips, M. Voysey, D. M. Ferreira, P. Klenerman, S. C. Gilbert, T. Lambe, A. J. Pollard, D. OâConnor, Multi-omics analysis reveals COVID-19 vaccine induced attenuation of inflammatory responses during breakthrough disease. *Nat. Commun.* **15**, 3402 (2024).
[Crossref](https://doi.org/10.1038/s41467-024-47463-6)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/38649734/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001206372300008)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Multi-omics+analysis+reveals+COVID-19+vaccine+induced+attenuation+of+inflammatory+responses+during+breakthrough+disease&author=R.+E.+Drury&author=S.+Camara&author=I.+Chelysheva&author=S.+Bibi&author=K.+Sanders&author=S.+Felle&author=K.+Emary&author=D.+Phillips&author=M.+Voysey&author=D.+M.+Ferreira&author=P.+Klenerman&author=S.+C.+Gilbert&publication_year=2024&journal=Nat.+Commun.&pages=3402&doi=10.1038%2Fs41467-024-47463-6&pmid=38649734)
61
A. M. Newman, C. B. Steen, C. L. Liu, A. J. Gentles, A. A. Chaudhuri, F. Scherer, M. S. Khodadoust, M. S. Esfahani, B. A. Luca, D. Steiner, M. Diehn, A. A. Alizadeh, Determining cell type abundance and expression from bulk tissues with digital cytometry. *Nat. Biotechnol.* **37**, 773â782 (2019).
[Crossref](https://doi.org/10.1038/s41587-019-0114-2)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31061481/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000478028700023)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Determining+cell+type+abundance+and+expression+from+bulk+tissues+with+digital+cytometry&author=A.+M.+Newman&author=C.+B.+Steen&author=C.+L.+Liu&author=A.+J.+Gentles&author=A.+A.+Chaudhuri&author=F.+Scherer&author=M.+S.+Khodadoust&author=M.+S.+Esfahani&author=B.+A.+Luca&author=D.+Steiner&author=M.+Diehn&author=A.+A.+Alizadeh&publication_year=2019&journal=Nat.+Biotechnol.&pages=773-782&doi=10.1038%2Fs41587-019-0114-2&pmid=31061481)
62
I. Mitroulis, K. Ruppova, B. Wang, L.-S. Chen, M. Grzybek, T. Grinenko, A. Eugster, M. Troullinaki, A. Palladini, I. Kourtzelis, A. Chatzigeorgiou, A. Schlitzer, M. Beyer, L. A. B. Joosten, B. Isermann, M. Lesche, A. Petzold, K. Simons, I. Henry, A. Dahl, J. L. Schultze, B. Wielockx, N. Zamboni, P. Mirtschink, Ă. Coskun, G. Hajishengallis, M. G. Netea, T. Chavakis, Modulation of myelopoiesis progenitors is an integral component of trained immunity. *Cell* **172**, 147â161.e12 (2018).
[Crossref](https://doi.org/10.1016/j.cell.2017.11.034)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/29328910/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000419840100016)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Modulation+of+myelopoiesis+progenitors+is+an+integral+component+of+trained+immunity&author=I.+Mitroulis&author=K.+Ruppova&author=B.+Wang&author=L.-S.+Chen&author=M.+Grzybek&author=T.+Grinenko&author=A.+Eugster&author=M.+Troullinaki&author=A.+Palladini&author=I.+Kourtzelis&author=A.+Chatzigeorgiou&author=A.+Schlitzer&publication_year=2018&journal=Cell&pages=147-161.e12&doi=10.1016%2Fj.cell.2017.11.034&pmid=29328910)
63
C. E. Olingy, C. L. San Emeterio, M. E. Ogle, J. R. Krieger, A. C. Bruce, D. D. Pfau, B. T. Jordan, S. M. Peirce, E. A. Botchwey, Non-classical monocytes are biased progenitors of wound healing macrophages during soft tissue injury. *Sci. Rep.* **7**, 447 (2017).
[Crossref](https://doi.org/10.1038/s41598-017-00477-1)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/28348370/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000397391000023)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Non-classical+monocytes+are+biased+progenitors+of+wound+healing+macrophages+during+soft+tissue+injury&author=C.+E.+Olingy&author=C.+L.+San+Emeterio&author=M.+E.+Ogle&author=J.+R.+Krieger&author=A.+C.+Bruce&author=D.+D.+Pfau&author=B.+T.+Jordan&author=S.+M.+Peirce&author=E.+A.+Botchwey&publication_year=2017&journal=Sci.+Rep.&pages=447&doi=10.1038%2Fs41598-017-00477-1&pmid=28348370)
64
L. B. Boyette, C. Macedo, K. Hadi, B. D. Elinoff, J. T. Walters, B. Ramaswami, G. Chalasani, J. M. Taboas, F. G. Lakkis, D. M. Metes, Phenotype, function, and differentiation potential of human monocyte subsets. *PLOS ONE* **12**, e0176460 (2017).
[Crossref](https://doi.org/10.1371/journal.pone.0176460)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/28445506/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000400309200065)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Phenotype%2C+function%2C+and+differentiation+potential+of+human+monocyte+subsets&author=L.+B.+Boyette&author=C.+Macedo&author=K.+Hadi&author=B.+D.+Elinoff&author=J.+T.+Walters&author=B.+Ramaswami&author=G.+Chalasani&author=J.+M.+Taboas&author=F.+G.+Lakkis&author=D.+M.+Metes&publication_year=2017&journal=PLOS+ONE&pages=e0176460&doi=10.1371%2Fjournal.pone.0176460&pmid=28445506)
65
S. Ghosh, R. S. Klein, Sex drives dimorphic immune responses to viral infections. *J. Immunol. Baltim. Md* **198**, 1782â1790 (2017).
[Crossref](https://doi.org/10.4049/jimmunol.1601166)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/28223406/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000395904000004)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Sex+drives+dimorphic+immune+responses+to+viral+infections&author=S.+Ghosh&author=R.+S.+Klein&publication_year=2017&journal=J.+Immunol.+Baltim.+Md&pages=1782-1790&doi=10.4049%2Fjimmunol.1601166&pmid=28223406)
66
A. L. Fink, K. Engle, R. L. Ursin, W.-Y. Tang, S. L. Klein, Biological sex affects vaccine efficacy and protection against influenza in mice. *Proc. Natl. Acad. Sci. U.S.A.* **115**, 12477â12482 (2018).
[Crossref](https://doi.org/10.1073/pnas.1805268115)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/30455317/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000452124700050)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Biological+sex+affects+vaccine+efficacy+and+protection+against+influenza+in+mice&author=A.+L.+Fink&author=K.+Engle&author=R.+L.+Ursin&author=W.-Y.+Tang&author=S.+L.+Klein&publication_year=2018&journal=Proc.+Natl.+Acad.+Sci.+U.S.A.&pages=12477-12482&doi=10.1073%2Fpnas.1805268115&pmid=30455317)
67
C. Hafemeister, R. Satija, Normalization and variance stabilization of single-cell RNA-seq data using regularized negative binomial regression. *Genome Biol.* **20**, 296 (2019).
[Crossref](https://doi.org/10.1186/s13059-019-1874-1)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31870423/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000511887800004)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Normalization+and+variance+stabilization+of+single-cell+RNA-seq+data+using+regularized+negative+binomial+regression&author=C.+Hafemeister&author=R.+Satija&publication_year=2019&journal=Genome+Biol.&pages=296&doi=10.1186%2Fs13059-019-1874-1&pmid=31870423)
68
G. Finak, A. McDavid, M. Yajima, J. Deng, V. Gersuk, A. K. Shalek, C. K. Slichter, H. W. Miller, M. J. McElrath, M. Prlic, P. S. Linsley, R. Gottardo, MAST: A flexible statistical framework for assessing transcriptional changes and characterizing heterogeneity in single-cell RNA sequencing data. *Genome Biol.* **16**, 278 (2015).
[Crossref](https://doi.org/10.1186/s13059-015-0844-5)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/26653891/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000366105700002)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=MAST%3A+A+flexible+statistical+framework+for+assessing+transcriptional+changes+and+characterizing+heterogeneity+in+single-cell+RNA+sequencing+data&author=G.+Finak&author=A.+McDavid&author=M.+Yajima&author=J.+Deng&author=V.+Gersuk&author=A.+K.+Shalek&author=C.+K.+Slichter&author=H.+W.+Miller&author=M.+J.+McElrath&author=M.+Prlic&author=P.+S.+Linsley&author=R.+Gottardo&publication_year=2015&journal=Genome+Biol.&pages=278&doi=10.1186%2Fs13059-015-0844-5&pmid=26653891)
69
D. Beisser, G. W. Klau, T. Dandekar, T. MĂŒller, M. T. Dittrich, BioNet: An R-Package for the functional analysis of biological networks. *Bioinformatics* **26**, 1129â1130 (2010).
[Crossref](https://doi.org/10.1093/bioinformatics/btq089)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/20189939/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000276737100024)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=BioNet%3A+An+R-Package+for+the+functional+analysis+of+biological+networks&author=D.+Beisser&author=G.+W.+Klau&author=T.+Dandekar&author=T.+M%C3%BCller&author=M.+T.+Dittrich&publication_year=2010&journal=Bioinformatics&pages=1129-1130&doi=10.1093%2Fbioinformatics%2Fbtq089&pmid=20189939)
70
Y. E. Liu, P. A. Darrah, J. J. Zeppa, M. Kamath, F. Laboune, D. C. Douek, P. Maiello, M. Roederer, J. L. Flynn, R. A. Seder, P. Khatri, Blood transcriptional correlates of BCG-induced protection against tuberculosis in rhesus macaques. *Cell Rep. Med.* **4**, 101096 (2023).
[Crossref](https://doi.org/10.1016/j.xcrm.2023.101096)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/37390827/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A001048625700001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Blood+transcriptional+correlates+of+BCG-induced+protection+against+tuberculosis+in+rhesus+macaques&author=Y.+E.+Liu&author=P.+A.+Darrah&author=J.+J.+Zeppa&author=M.+Kamath&author=F.+Laboune&author=D.+C.+Douek&author=P.+Maiello&author=M.+Roederer&author=J.+L.+Flynn&author=R.+A.+Seder&author=P.+Khatri&publication_year=2023&journal=Cell+Rep.+Med.&pages=101096&doi=10.1016%2Fj.xcrm.2023.101096&pmid=37390827)
71
E. G. Cerami, B. E. Gross, E. Demir, I. Rodchenkov, O. Babur, N. Anwar, N. Schultz, G. D. Bader, C. Sander, Pathway Commons, a web resource for biological pathway data. *Nucleic Acids Res.* **39**, D685âD690 (2011).
[Crossref](https://doi.org/10.1093/nar/gkq1039)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/21071392/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000285831700109)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Pathway+Commons%2C+a+web+resource+for+biological+pathway+data&author=E.+G.+Cerami&author=B.+E.+Gross&author=E.+Demir&author=I.+Rodchenkov&author=O.+Babur&author=N.+Anwar&author=N.+Schultz&author=G.+D.+Bader&author=C.+Sander&publication_year=2011&journal=Nucleic+Acids+Res.&pages=D685-D690&doi=10.1093%2Fnar%2Fgkq1039&pmid=21071392)
72
F. Hammal, P. de Langen, A. Bergon, F. Lopez, B. Ballester, ReMap 2022: A database of Human, Mouse, Drosophila and Arabidopsis regulatory regions from an integrative analysis of DNA-binding sequencing experiments. *Nucleic Acids Res.* **50**, D316âD325 (2022).
[Crossref](https://doi.org/10.1093/nar/gkab996)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34751401/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000743496700039)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=ReMap+2022%3A+A+database+of+Human%2C+Mouse%2C+Drosophila+and+Arabidopsis+regulatory+regions+from+an+integrative+analysis+of+DNA-binding+sequencing+experiments&author=F.+Hammal&author=P.+de+Langen&author=A.+Bergon&author=F.+Lopez&author=B.+Ballester&publication_year=2022&journal=Nucleic+Acids+Res.&pages=D316-D325&doi=10.1093%2Fnar%2Fgkab996&pmid=34751401)
73
C. Feng, C. Song, Y. Liu, F. Qian, Y. Gao, Z. Ning, Q. Wang, Y. Jiang, Y. Li, M. Li, J. Chen, J. Zhang, C. Li, KnockTF: A comprehensive human gene expression profile database with knockdown/knockout of transcription factors. *Nucleic Acids Res.* **48**, D93âD100 (2020).
[Crossref](https://doi.org/10.1093/nar/gkz881)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31598675/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000525956700015)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=KnockTF%3A+A+comprehensive+human+gene+expression+profile+database+with+knockdown%2Fknockout+of+transcription+factors&author=C.+Feng&author=C.+Song&author=Y.+Liu&author=F.+Qian&author=Y.+Gao&author=Z.+Ning&author=Q.+Wang&author=Y.+Jiang&author=Y.+Li&author=M.+Li&author=J.+Chen&author=J.+Zhang&publication_year=2020&journal=Nucleic+Acids+Res.&pages=D93-D100&doi=10.1093%2Fnar%2Fgkz881&pmid=31598675)
74
L. Garcia-Alonso, C. H. Holland, M. M. Ibrahim, D. Turei, J. Saez-Rodriguez, Benchmark and integration of resources for the estimation of human transcription factor activities. *Genome Res.* **29**, 1363â1375 (2019).
[Crossref](https://doi.org/10.1101/gr.240663.118)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31340985/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000482830700014)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Benchmark+and+integration+of+resources+for+the+estimation+of+human+transcription+factor+activities&author=L.+Garcia-Alonso&author=C.+H.+Holland&author=M.+M.+Ibrahim&author=D.+Turei&author=J.+Saez-Rodriguez&publication_year=2019&journal=Genome+Res.&pages=1363-1375&doi=10.1101%2Fgr.240663.118&pmid=31340985)
75
S. Hwang, C. Y. Kim, S. Yang, E. Kim, T. Hart, E. M. Marcotte, I. Lee, HumanNet v2: Human gene networks for disease research. *Nucleic Acids Res.* **47**, D573âD580 (2019).
[Crossref](https://doi.org/10.1093/nar/gky1126)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/30418591/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000462587400080)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=HumanNet+v2%3A+Human+gene+networks+for+disease+research&author=S.+Hwang&author=C.+Y.+Kim&author=S.+Yang&author=E.+Kim&author=T.+Hart&author=E.+M.+Marcotte&author=I.+Lee&publication_year=2019&journal=Nucleic+Acids+Res.&pages=D573-D580&doi=10.1093%2Fnar%2Fgky1126&pmid=30418591)
76
R. Browaeys, W. Saelens, Y. Saeys, NicheNet: Modeling intercellular communication by linking ligands to target genes. *Nat. Methods* **17**, 159â162 (2020).
[Crossref](https://doi.org/10.1038/s41592-019-0667-5)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31819264/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000613903200001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=NicheNet%3A+Modeling+intercellular+communication+by+linking+ligands+to+target+genes&author=R.+Browaeys&author=W.+Saelens&author=Y.+Saeys&publication_year=2020&journal=Nat.+Methods&pages=159-162&doi=10.1038%2Fs41592-019-0667-5&pmid=31819264)
77
P. Jiang, Y. Zhang, B. Ru, Y. Yang, T. Vu, R. Paul, A. Mirza, G. Altan-Bonnet, L. Liu, E. Ruppin, L. Wakefield, K. W. Wucherpfennig, Systematic investigation of cytokine signaling activity at the tissue and single-cell levels. *Nat. Methods* **18**, 1181â1191 (2021).
[Crossref](https://doi.org/10.1038/s41592-021-01274-5)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/34594031/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000702258000005)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Systematic+investigation+of+cytokine+signaling+activity+at+the+tissue+and+single-cell+levels&author=P.+Jiang&author=Y.+Zhang&author=B.+Ru&author=Y.+Yang&author=T.+Vu&author=R.+Paul&author=A.+Mirza&author=G.+Altan-Bonnet&author=L.+Liu&author=E.+Ruppin&author=L.+Wakefield&author=K.+W.+Wucherpfennig&publication_year=2021&journal=Nat.+Methods&pages=1181-1191&doi=10.1038%2Fs41592-021-01274-5&pmid=34594031)
78
R. Finck, E. F. Simonds, A. Jager, S. Krishnaswamy, K. Sachs, W. Fantl, D. Peâer, G. P. Nolan, S. C. Bendall, Normalization of mass cytometry data with bead standards. *Cytometry A* **83**, 483â494 (2013).
[Crossref](https://doi.org/10.1002/cyto.a.22271)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/23512433/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000318116000001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Normalization+of+mass+cytometry+data+with+bead+standards&author=R.+Finck&author=E.+F.+Simonds&author=A.+Jager&author=S.+Krishnaswamy&author=K.+Sachs&author=W.+Fantl&author=D.+Pe%E2%80%99er&author=G.+P.+Nolan&author=S.+C.+Bendall&publication_year=2013&journal=Cytometry+A&pages=483-494&doi=10.1002%2Fcyto.a.22271&pmid=23512433)
79
E. R. Zunder, R. Finck, G. K. Behbehani, E.-A. D. Amir, S. Krishnaswamy, V. D. Gonzalez, C. G. Lorang, Z. Bjornson, M. H. Spitzer, B. Bodenmiller, W. J. Fantl, D. Peâer, G. P. Nolan, Palladium-based mass tag cell barcoding with a doublet-filtering scheme and single-cell deconvolution algorithm. *Nat. Protoc.* **10**, 316â333 (2015).
[Crossref](https://doi.org/10.1038/nprot.2015.020)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/25612231/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000351930100007)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Palladium-based+mass+tag+cell+barcoding+with+a+doublet-filtering+scheme+and+single-cell+deconvolution+algorithm&author=E.+R.+Zunder&author=R.+Finck&author=G.+K.+Behbehani&author=E.-A.+D.+Amir&author=S.+Krishnaswamy&author=V.+D.+Gonzalez&author=C.+G.+Lorang&author=Z.+Bjornson&author=M.+H.+Spitzer&author=B.+Bodenmiller&author=W.+J.+Fantl&author=D.+Pe%E2%80%99er&publication_year=2015&journal=Nat.+Protoc.&pages=316-333&doi=10.1038%2Fnprot.2015.020&pmid=25612231)
80
S. Van Gassen, B. Gaudilliere, M. S. Angst, Y. Saeys, N. Aghaeepour, CytoNorm: A normalization algorithm for cytometry data. *Cytometry A* **97**, 268â278 (2020).
[Crossref](https://doi.org/10.1002/cyto.a.23904)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31633883/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000491209900001)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=CytoNorm%3A+A+normalization+algorithm+for+cytometry+data&author=S.+Van+Gassen&author=B.+Gaudilliere&author=M.+S.+Angst&author=Y.+Saeys&author=N.+Aghaeepour&publication_year=2020&journal=Cytometry+A&pages=268-278&doi=10.1002%2Fcyto.a.23904&pmid=31633883)
81
S. V. Stassen, D. M. D. Siu, K. C. M. Lee, J. W. K. Ho, H. K. H. So, K. K. Tsia, PARC: Ultrafast and accurate clustering of phenotypic data of millions of single cells. *Bioinformatics* **36**, 2778â2786 (2020).
[Crossref](https://doi.org/10.1093/bioinformatics/btaa042)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/31971583/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000537450900018)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=PARC%3A+Ultrafast+and+accurate+clustering+of+phenotypic+data+of+millions+of+single+cells&author=S.+V.+Stassen&author=D.+M.+D.+Siu&author=K.+C.+M.+Lee&author=J.+W.+K.+Ho&author=H.+K.+H.+So&author=K.+K.+Tsia&publication_year=2020&journal=Bioinformatics&pages=2778-2786&doi=10.1093%2Fbioinformatics%2Fbtaa042&pmid=31971583)
82
L. Breiman, A. Cutler, A. Liaw, M. Wiener, randomForest.pdf (2002); <https://CRAN.R-project.org/doc/Rnews/>.
[Google Scholar](https://scholar.google.com/scholar?q=L.+Breiman%2C+A.+Cutler%2C+A.+Liaw%2C+M.+Wiener%2C+randomForest.pdf+%282002%29%3B+https%3A%2F%2FCRAN.R-project.org%2Fdoc%2FRnews%2F.)
83
S. Van Gassen, B. Callebaut, M. J. Van Helden, B. N. Lambrecht, P. Demeester, T. Dhaene, Y. Saeys, FlowSOM: Using self-organizing maps for visualization and interpretation of cytometry data. *Cytometry A* **87**, 636â645 (2015).
[Crossref](https://doi.org/10.1002/cyto.a.22625)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/25573116/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000356891200006)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=FlowSOM%3A+Using+self-organizing+maps+for+visualization+and+interpretation+of+cytometry+data&author=S.+Van+Gassen&author=B.+Callebaut&author=M.+J.+Van+Helden&author=B.+N.+Lambrecht&author=P.+Demeester&author=T.+Dhaene&author=Y.+Saeys&publication_year=2015&journal=Cytometry+A&pages=636-645&doi=10.1002%2Fcyto.a.22625&pmid=25573116)
84
E. Assarsson, M. Lundberg, G. Holmquist, J. Björkesten, S. Bucht Thorsen, D. Ekman, A. Eriksson, E. Rennel Dickens, S. Ohlsson, G. Edfeldt, A.-C. Andersson, P. Lindstedt, J. Stenvang, M. Gullberg, S. Fredriksson, Homogenous 96-Plex PEA immunoassay exhibiting high sensitivity, specificity, and excellent scalability. *PLOS ONE* **9**, e95192 (2014).
[Crossref](https://doi.org/10.1371/journal.pone.0095192)
[PubMed](https://pubmed.ncbi.nlm.nih.gov/24755770/)
[Web of Science](https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=FullRecord&KeyUT=WOS%3A000335240300030)
[Google Scholar](https://scholar.google.com/scholar_lookup?title=Homogenous+96-Plex+PEA+immunoassay+exhibiting+high+sensitivity%2C+specificity%2C+and+excellent+scalability&author=E.+Assarsson&author=M.+Lundberg&author=G.+Holmquist&author=J.+Bj%C3%B6rkesten&author=S.+Bucht+Thorsen&author=D.+Ekman&author=A.+Eriksson&author=E.+Rennel+Dickens&author=S.+Ohlsson&author=G.+Edfeldt&author=A.-C.+Andersson&author=P.+Lindstedt&publication_year=2014&journal=PLOS+ONE&pages=e95192&doi=10.1371%2Fjournal.pone.0095192&pmid=24755770)
### Submit a Response to This Article
Ă
## (0)eLetters
eLetters is a forum for ongoing peer review. eLetters are not edited, proofread, or indexed, but they are screened. eLetters should provide substantive and scholarly commentary on the article. Neither embedded figures nor equations with special characters can be submitted, and we discourage the use of figures and equations within eLetters in general. If a figure or equation is essential, please include within the text of the eLetter a link to the figure, equation, or full text with special characters at a public repository with versioning, such as Zenodo. Please read our [Terms of Service](https://www.science.org/content/page/terms-service) before submitting an eLetter.
[Log In to Submit a Response](https://www.science.org/action/ssostart?redirectUri=/doi/full/10.1126/scitranslmed.adq1086)
No eLetters have been published for this article yet.
[SHOW ALL eLETTERS](https://www.science.org/doi/10.1126/scitranslmed.adq1086#itemsCollapseItems)
## Information & Authors
### Information
#### Published In

Science Translational Medicine
Volume 17 \| Issue 783
January 2025
#### Copyright
Copyright © 2025 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.
<https://www.sciencemag.org/about/science-licenses-journal-article-reuse>
This is an article distributed under the terms of the [Science Journals Default License](https://www.science.org/content/page/science-licenses-journal-article-reuse).
#### Permissions
Request permissions for this article.
[Request Permissions](https://s100.copyright.com/AppDispatchServlet?publisherName=AAAS&publication=scitransmed&title=Prior+vaccination+prevents+overactivation+of+innate+immune+responses+during+COVID-19+breakthrough+infection&publicationDate=2025-01-29&author=Leslie+Chan%2C+Kassandra+Pinedo%2C+Mikayla+A.+Stabile%2C+Rebecca+E.+Hamlin%2C+et+al.&contentID=10.1126%2Fscitranslmed.adq1086&volumeNum=17&issueNum=783&numPages=17&orderBeanReset=true§ion=A)
#### Article versions
#### Submission history
**Received**: 3 May 2024
**Resubmitted**: 10 September 2024
**Accepted**: 16 December 2024
#### Acknowledgments
We are grateful to all participants in this cohort. We appreciate M. Davis and his laboratory for allowing us to use the Helios mass cytometer. Special thanks to A. Rustagi for assistance with the Parse Biosciences scRNA-seq library preparation and preprocessing pipeline. We thank N. Neff and A. Seng at the Chan Zuckerberg Biohub for assistance with sequencing. We thank T. T. Nguyen at Stanford Universityâs Human Immune Monitoring Core for performing the Olink plasma proteomic assay. We are grateful to I. de los Rios Kobara for the gift of SARS-CoV-2 Delta pseudovirus and assistance with the pseudovirus neutralization assay protocol. We thank P. Kim, J. Bloom, and D. Xu for the gift of HeLa-ACE2-TMPRSS2 cells. Figure illustrations were created using [BioRender.com](http://biorender.com/).
**Funding:** This work was supported by NIH-funded institutional training grants 5T32AI007290-37 (to L.C.), F31AI179125 (to L.C.), T32AI007502 (to R.E.H.), and 5T32HL129970 (to S.M.P.); the Bill and Melinda Gates Foundation OPP113682 (to C.A.B.); NIH/NIAID K23 HL124663 (to A.J.R.); Burroughs Wellcome Investigators in the Pathogenesis of Infectious Disease 1016687 (to C.A.B.); a gift from the Quattrone family (to C.A.B.); NIH/NIAID U19AI057229â17W1 COVID SUPP \#2 (to C.A.B.); the Chan Zuckerberg Biohub Investigator Program (to C.A.B.); and the Mercatus Center (to C.A.B.).
**Author contributions:** L.C. and C.A.B. conceived the project and designed experiments. S.Y., A.L.B., K.C.N., R.O., A.J.R., and C.A.B. conceived the clinical cohort of infected COVID-19 participants and obtained clinical samples. Stanford COVID-19 Biobank enrolled, consented, and processed clinical samples. K.P. coordinated transfer of COVID-19 clinical samples and provided clinical input. B.P. and K.C.N. conceived the clinical cohort of healthy COVID-19âvaccinated participants and obtained clinical samples. L.C., R.E.H., M.A.S., and K.P. produced the mass cytometry reagents. L.C., K.P., and M.A.S. acquired mass cytometry data. L.C. acquired single-cell transcriptomic data. L.C. performed bioinformatic and statistical analyses with supervision from S.P.H. and C.A.B. R.E.H., S.M.P., K.R., and S.P.H. provided intellectual input. L.C. and C.A.B. wrote the manuscript, which was reviewed by all authors.
**Competing interests:** C.A.B. is a scientific advisory board member of ImmuneBridge, DeepCell Inc., and Qihan Bio on topics unrelated to this manuscript. B.P. served on the external immunology board of GSK and on the scientific advisory boards of Sanofi, Medicago, Boehringer Ingelheim, Pharmajet, Icosavax, and Ed-Jen. K.C.N. consults for Excellergy, Red Tree Ventures, Before Brands, Alladapt, Cour Pharma, Latitude, Regeneron, and IgGenix; is a cofounder of Before Brands, Alladpt, Latitude, and IgGenix; and is a national scientific committee member at Immune Tolerance Network (ITN) and NIH clinical research centers. All other authors declare that they have no competing interests.
**Data and materials availability:** All data associated with this study are present in the paper or the Supplementary Materials. Mass cytometry FCS files with deidentified metadata supporting this publication are available at Flow Repository (<http://flowrepository.org>) under repository ID: FR-FCM-Z77Q. Data from scRNA-seq are deposited in the Gene Expression Omnibus (GEO) database under accession no. GSE261862. Olink data are available in data file S1. Data from the ChAdOx1-nCOV-199 vaccination validation cohort are deposited in GEO under accession no. GSE228842. A Zenodo repository for all original code used for analysis and visualization is available at DOI: [10\.5281/zenodo.13972674](https://doi.org/10.5281/zenodo.13972674).
**Stanford COVID-19 Biobank:** In addition to the authors (C.A.B., A.L.B., K.C.N., R.O., A.J.R., and S.Y.), the following Stanford COVID-19 Biobank members contributed to enrollment, acquisition of participant consent, and processing of clinical samples:
Thanmayi Ranganath2, Nancy Q. Zhao1,2, Aaron J. Wilk1,2,10, Rosemary Vergara2, Julia L. McKechnie1,2, Lauren de la Parte2, Kathleen Whittle Dantzler2, Maureen Ty2, Nimish Kathale2, Giovanny J. MartĂnez-ColĂłn2, Arjun Rustagi2, Geoff Ivison1,2, Ruoxi Pi2, Madeline J. Lee1,2, Rachel E. Brewer12,13, Taylor Hollis2, Andrea Baird2, Michele Ugur14, Michal C. Tal13, Drina Bogusch2, Georgie Nahass2, Kazim Haider2, Kim Quyen Thi Tran2, Laura Simpson2, Hena N. Din2,15, Jonasel Roque2, Rosen Mann2, Iris Chang2,15, Evan Do2,15, Andrea Fernandes2,15, Shu-Chen Lyu15, Wenming Zhang2,15, Monali Manohar2,15, James W. Krempski15, Anita Visweswaran2, Elizabeth J. Zudock3, Kathryn Jee16, Komal Kumar17, Jennifer A. Newberry3, James V. Quinn3, Donald Schreiber3, Euan A. Ashley2
Affiliations 1 to 11 are listed on the first page of the paper.
12Department of Surgery, Stanford University School of Medicine, Stanford, CA 94305, USA.
13Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
14Stanford Health Care, Stanford University, Stanford, CA 94305, USA.
15Sean N. Parker Center for Allergy and Asthma Research, Palo Alto, CA 94304, USA.
16Department of Dermatology, Stanford University School of Medicine, Stanford, CA 94305, USA.
17Department of Pediatrics, Stanford University School of Medicine, Stanford, CA 94305, USA.
### Authors
#### Affiliations
Leslie Chan <https://orcid.org/0000-0002-5064-140X>
Stanford Immunology Program, Stanford University School of Medicine, Stanford, CA 94305, USA.
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing - original draft, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Chan/Leslie)
Kassandra Pinedo <https://orcid.org/0009-0008-5356-6813>
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Conceptualization, Investigation, Methodology, Resources, and Validation.
[View all articles by this author](https://www.science.org/authored-by/Pinedo/Kassandra)
Mikayla A. Stabile
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Role: Investigation.
[View all articles by this author](https://www.science.org/authored-by/Stabile/Mikayla+A)
Rebecca E. Hamlin <https://orcid.org/0000-0001-7336-6028>
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Investigation, Resources, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Hamlin/Rebecca+E)
Shaun M. Pienkos <https://orcid.org/0009-0001-8409-4803>
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Conceptualization, Methodology, and Software.
[View all articles by this author](https://www.science.org/authored-by/Pienkos/Shaun+M)
Kalani Ratnasiri <https://orcid.org/0000-0001-5953-0004>
Stanford Immunology Program, Stanford University School of Medicine, Stanford, CA 94305, USA.
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Role: Software.
[View all articles by this author](https://www.science.org/authored-by/Ratnasiri/Kalani)
Stanford COVID-19 Biobank[â ](https://www.science.org/doi/10.1126/scitranslmed.adq1086#afn1)
Role: Resources.
[View all articles by this author](https://www.science.org/authored-by/group/Stanford+COVID-19+Biobank)
Samuel Yang <https://orcid.org/0000-0003-1123-9036>
Department of Emergency Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Resources, Supervision, Validation, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Yang/Samuel)
Andra L. Blomkalns <https://orcid.org/0000-0001-5760-6351>
Department of Emergency Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Conceptualization, Investigation, Project administration, Resources, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Blomkalns/Andra+L)
Kari C. Nadeau <https://orcid.org/0000-0002-2146-2955>
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA.
Roles: Data curation, Funding acquisition, Investigation, Project administration, Resources, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Nadeau/Kari+C)
Bali Pulendran <https://orcid.org/0000-0001-6517-4333>
Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA.
Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA.
Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Resources and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Pulendran/Bali)
Ruth OâHara <https://orcid.org/0000-0001-6583-4995>
Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Conceptualization, Investigation, Supervision, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/O%E2%80%99Hara/Ruth)
Angela J. Rogers <https://orcid.org/0000-0001-6969-6200>
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Roles: Resources and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Rogers/Angela+J)
Susan P. Holmes <https://orcid.org/0000-0002-2208-8168>
Department of Statistics, Stanford University, Stanford, CA 94305, USA.
Roles: Formal analysis, Software, Supervision, Validation, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Holmes/Susan+P)
Catherine A. Blish[\*](https://www.science.org/doi/10.1126/scitranslmed.adq1086#cor1) <https://orcid.org/0000-0001-6946-7627> [cblish@stanford.edu](mailto:cblish@stanford.edu)
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Stanford Medical Scientist Training Program, Stanford University School of Medicine, Stanford, CA 94305, USA.
Chan Zuckerberg Biohub, San Francisco, CA 94158, USA.
Roles: Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Validation, Writing - original draft, and Writing - review & editing.
[View all articles by this author](https://www.science.org/authored-by/Blish/Catherine+A)
#### Funding Information
[National Institutes of Health](http://dx.doi.org/10.13039/100000002): 5T32AI007290-37
[National Institutes of Health](http://dx.doi.org/10.13039/100000002): T32AI007502
[National Institutes of Health](http://dx.doi.org/10.13039/100000002): 5T32HL129970
[National Institutes of Health](http://dx.doi.org/10.13039/100000002): K23 HL124663
[Bill and Melinda Gates Foundation](http://dx.doi.org/10.13039/100000865): OPP113682
[Mercatus Center](http://dx.doi.org/10.13039/100022674)
Quattrone Family
Chan Zuckerberg Biohub Investigator program
COVID SUPP \#2: U19AI057229 - 17W1
Burroughs Wellcome Investigators in the Pathogenesis of Infectious Disease: 1016687
U19AI057229 â 17W1 COVID SUPP \#2: 17W1 COVID SUPP
Ruth L. Kirschstein National Research Service Award Individual Predoctoral Fellowship: F31AI179125
#### Notes
â
The full list of authors and their affilitiations is listed at the end of the Acknowledgements.
\*
Corresponding author. Email: [cblish@stanford.edu](mailto:cblish@stanford.edu)
## Metrics & Citations
### Metrics
#### Article Usage
**Note:** The article usage is presented with a three- to four-day delay and will update daily once available. Due to this delay, usage data will not appear immediately following publication.
Citation information is sourced from [Crossref Cited-by](https://www.crossref.org/services/cited-by/ "Follow link") service.
- 12 citation in Crossref
- [11 citation in Web of Science](http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&DestApp=WOS_CPL&UsrCustomerID=5e3815c904498985e796fc91436abd9a&SrcAuth=atyponcel&SrcApp=literatum&DestLinkType=CitingArticles&KeyUT=WOS:001408181600004)
#### Altmetrics
### Citations
#### Cite as
- Leslie Chan *et al.*
,
Prior vaccination prevents overactivation of innate immune responses during COVID-19 breakthrough infection.*Sci. Transl. Med.***17**,eadq1086(2025).DOI:[10\.1126/scitranslmed.adq1086](https://doi.org/10.1126/scitranslmed.adq1086)
#### Export citation
Select the format you want to export the citation of this publication.
#### Cited by
1. - Mona Agrawal,
- Armando S. Flores-Torres,
- John S. Franks,
- Sarah Y. Lang,
- Thomas P. Fabrizio,
- Kristin E. McNair,
- Laura V. Boywid,
- Ashley J. Blair,
- Chloe N. Hundman,
- Nicholas D. Hysmith,
- Michael A. Whitt,
- Rachael Keating,
- Paul G. Thomas,
- Richard J. Webby,
- Amanda M. Green,
- Heather S. Smallwood,
Early mucosal IFN-α, IP-10, and IL-1RA and synchronized mucosal and systemic immune responses mediate COVID-19 disease progression, mBio, (2025).<https://doi.org/10.1128/mbio.01491-25>
[Crossref](https://doi.org/10.1128/mbio.01491-25)
2. - Bing Zhang,
- Xinyi Cui,
- Zihan Wang,
- Zhengyang Gao,
- Fanxiang Meng,
- Kun Liu,
- Yuting Qian,
Review and Prospect of Post-COVID-19 Syndrome: New Challenges Faced by Public Health Nursing in the Future, Journal of Disease and Public Health, **1**, 2, (31-41), (2025).<https://doi.org/10.71052/jdph/SHDW4714>
[Crossref](https://doi.org/10.71052/jdph/SHDW4714)
3. - Meng Yao,
- Jian Zhou,
- Jialun Mei,
- Chuan Gao,
- Peng Ding,
- Gan Li,
- Changqing Zhang,
- Zhiwei Li,
- Junjie Gao,
Trained Immunity in Health and Disease, MedComm, **6**, 11, (2025).<https://doi.org/10.1002/mco2.70461>
[Crossref](https://doi.org/10.1002/mco2.70461)
4. - Amy C. Sherman,
- Glenda E. Gray,
- Bin Cao,
- Kelvin K. W. To,
- Nadine Rouphael,
- Ana Maria Henao-Restrepo,
- Anthony C. Gordon,
- Lindsey R. Baden,
Acute SARS-CoV-2 infection, Nature Reviews Disease Primers, **11**, 1, (2025).<https://doi.org/10.1038/s41572-025-00662-x>
[Crossref](https://doi.org/10.1038/s41572-025-00662-x)
5. - Frank Twum Aboagye,
- Lawrence Annison,
- Ebenezer Krampah Aidoo,
- Maame Ekua Acquah,
- Yvonne Aryeetey Ashong,
- Betty Bandoh Oppong,
- Lawrencia Osae-Nyarko,
- Isaac Owusu-Frimpong,
- Henry Kwadwo Hackman,
- Sharon Annison,
- Queenstar Dedei Quarshie,
- Abena Konadu Owusu-Senyah Enninful,
- Naa Adjeley Kuma,
- Bill Clinton Egyam,
- Mike Y. Osei-Atweneboana,
Cycle threshold values and SARS-CoV-2 variant associations with breakthrough infections: a retrospective study in Accra, Ghana, BMC Infectious Diseases, **25**, 1, (2025).<https://doi.org/10.1186/s12879-025-11732-6>
[Crossref](https://doi.org/10.1186/s12879-025-11732-6)
6. - Jie Ning,
- Yue Xu,
- Yayi Ren,
- Zelin Zhang,
- Ying Chen,
- Xianhuang Zeng,
- Jianquan Zhang,
- Chao Wu,
Immunodominant T cell responses to SARS-CoV-2 nucleocapsid protein in Omicron breakthrough infection post-inactivated vaccination, Virulence, **16**, 1, (2025).<https://doi.org/10.1080/21505594.2025.2566241>
[Crossref](https://doi.org/10.1080/21505594.2025.2566241)
7. - Jessica A. Breznik,
- Matthew S. Miller,
- Dawn M.E. Bowdish,
Rationalizing recommendations for influenza and COVID-19 vaccines, Vaccine, **65**, (127775), (2025).<https://doi.org/10.1016/j.vaccine.2025.127775>
[Crossref](https://doi.org/10.1016/j.vaccine.2025.127775)
8. - C. Jessica E. Metcalf,
- Andrea L. Graham,
- Andrew J. Yates,
- Derek A. T. Cummings,
Convergence and divergence of individual immune responses over the life course, Science, **389**, 6760, (604-609), (2025).[/doi/10.1126/science.ady9543](https://www.science.org/doi/10.1126/science.ady9543 "Abstract")
[Abstract](https://www.science.org/doi/10.1126/science.ady9543)
9. - Sissy Therese Sonnleitner,
- Samira Walder,
- Eva Hinterbichler,
- Ludwig Knabl,
- Roswitha Poernbacher,
- Gernot Walder,
Decoding the transcriptome from bulk RNA of infection-naĂŻve versus imprinted patients with SARS-CoV-2 Omicron B.1.1.529, Microbiology Spectrum, **13**, 8, (2025).<https://doi.org/10.1128/spectrum.02914-24>
[Crossref](https://doi.org/10.1128/spectrum.02914-24)
10. - Simon Woelfel,
- Joel DĂŒtschler,
- Daniel Junker,
- Marius König,
- Georg Leinenkugel,
- Claudia Krieger,
- Samuel Truniger,
- Annett Franke,
- Seraina Koller,
- Katline Metzger-Peter,
- Nicola Frei,
- Werner C. Albrich,
- Matthias Friedrich,
- Jan Hendrik Niess,
- Nicole Schneiderhan-Marra,
- Alex Dulovic,
- Wolfgang Korte,
- Justus J. BĂŒrgi,
- Stephan Brand,
XBB.1.5 COVID-19 mRNA Vaccines Induce Inadequate Mucosal Immunity in Patients with Inflammatory Bowel Disease, Vaccines, **13**, 7, (759), (2025).<https://doi.org/10.3390/vaccines13070759>
[Crossref](https://doi.org/10.3390/vaccines13070759)
11. [See more]()
Loading...
Citation information is sourced from [Crossref Cited-by](https://www.crossref.org/services/cited-by/ "Follow link") service.
## View Options
#### Log in to view the full text
[AAAS ID LOGIN](https://www.science.org/action/ssostart?redirectUri=/doi/10.1126/scitranslmed.adq1086)
**Loading institution options**
[Select another institution](https://www.science.org/action/ssostart?redirectUri=/doi/10.1126/scitranslmed.adq1086)
AAAS login provides access to Science for AAAS Members, and access to other journals in the Science family to users who have purchased individual subscriptions.
- [Become a AAAS Member](http://www.aaas.org/join/?CTC=SMAAJN)
- [Activate your AAAS ID](https://account.aaas.org/Identity/Lookup)
- [Purchase Access to Other Journals in the Science Family](https://www.science.org/content/page/purchase-journal-access)
- [Account Help](https://www.science.org/content/page/access-and-subscriptions)
#### More options
[Purchase access to this article](https://www.science.org/action/addToCart?offer=ppv&format=ONLINE&doi=10.1126/scitranslmed.adq1086)
Download and print this article within 24 hours for your personal scholarly, research, and educational use.
### View options
#### PDF format
Download this article as a PDF file
[Download PDF](https://www.science.org/doi/pdf/10.1126/scitranslmed.adq1086?download=true)
#### Full Text
[FULL TEXT](https://www.science.org/doi/full/10.1126/scitranslmed.adq1086)
## Figures
## Tables
## Multimedia
## Share
### Share
#### Copy the article link
Copy Link
Copied\!
Copying failed.
#### Share on social media
[Facebook](https://www.science.org/#facebook "Share on Facebook")[X](https://www.science.org/#twitter "Share on X")[LinkedIn](https://www.science.org/#linkedin "Share on LinkedIn")[Reddit](https://www.science.org/#reddit "Share on Reddit")[WeChat](https://www.science.org/#wechat "Share on WeChat")[WhatsApp](https://www.science.org/#whatsapp "Share on WhatsApp")[Bluesky](https://www.science.org/#bluesky "Share on Bluesky")[email](https://www.science.org/#email "Share on email")
#### Current issue
[](https://www.science.org/toc/stm/18/833 "View current issue of Science Translational Medicine")
### [In silico screening and preclinical validation identify bavisant as a therapeutic candidate for multiple sclerosis](https://www.science.org/doi/10.1126/scitranslmed.ads0633 "In silico screening and preclinical validation identify bavisant as a therapeutic candidate for multiple sclerosis")
- By
- Nadjet Gacem
- Svetlana Bezukladova
- *et al.*
### [Quantitative assessment of neonatal health using dried blood spot metabolite profiles and deep learning](https://www.science.org/doi/10.1126/scitranslmed.adv4942 "Quantitative assessment of neonatal health using dried blood spot metabolite profiles and deep learning")
- By
- Alan L. Chang
- Jonathan D. Reiss
- *et al.*
### [Epigenetic dysregulation of metabolic programs mediates liposarcoma cell plasticity](https://www.science.org/doi/10.1126/scitranslmed.adw4689 "Epigenetic dysregulation of metabolic programs mediates liposarcoma cell plasticity")
- By
- Erica M. Pimenta
- Amanda E. Garza
- *et al.*
[Table of Contents](https://www.science.org/toc/stm/current)
### Sign up for ScienceAdviser
Get Scienceâs award-winning newsletter with the latest news, commentary, and research, free to your inbox daily.
[Subscribe](https://www.science.org/content/page/scienceadviser?intcmp=rrail-adviser&utm_id=recFUzjFNRznSEEDd)
#### LATEST NEWS
[News](https://www.science.org/news/all-news)
22 Jan 2026
[Falling space junk can be tracked from its sonic booms](https://www.science.org/content/article/falling-space-junk-can-be-tracked-its-sonic-booms "Falling space junk can be tracked from its sonic booms")
[ScienceShots](https://www.science.org/news/scienceshots)
22 Jan 2026
[Hulking kangaroo ancestors could hop just like their nimble descendants](https://www.science.org/content/article/hulking-kangaroo-ancestors-could-hop-just-their-nimble-descendants "Hulking kangaroo ancestors could hop just like their nimble descendants")
[Careers](https://www.science.org/news/careers-editorial)
22 Jan 2026
[How Trump's moves could dramatically reshape the scientific workforce](https://www.science.org/content/article/how-trump-s-moves-could-dramatically-reshape-scientific-workforce "How Trump's moves could dramatically reshape the scientific workforce")
[News](https://www.science.org/news/all-news)
21 Jan 2026
[Ice age Europeans imported tools from distant lands, perhaps as souvenirs](https://www.science.org/content/article/ice-age-europeans-imported-tools-distant-lands-perhaps-souvenirs "Ice age Europeans imported tools from distant lands, perhaps as souvenirs")
[News Feature](https://www.science.org/news/feature-article)
21 Jan 2026
[In the age of Trump, are U.S. scientists âbringing white papers to a gunfightâ?](https://www.science.org/content/article/age-trump-are-u-s-scientists-bringing-white-papers-gunfight "In the age of Trump, are U.S. scientists âbringing white papers to a gunfightâ?")
[News](https://www.science.org/news/all-news)
21 Jan 2026
[Bizarre 400-million-year-old fossil was an unknown life form](https://www.science.org/content/article/bizarre-400-million-year-old-fossil-was-unknown-life-form "Bizarre 400-million-year-old fossil was an unknown life form")
[View full text](https://www.science.org/doi/full/10.1126/scitranslmed.adq1086)\|[Download PDF](https://www.science.org/doi/pdf/10.1126/scitranslmed.adq1086)
Now Reading:
[SHARE](https://www.science.org/doi/10.1126/scitranslmed.adq1086)
[PREVIOUS ARTICLE Undocking of an extensive ciliary network induces proteostasis and cell fate switching resulting in severe primary ciliary dyskinesiaPrevious](https://www.science.org/doi/10.1126/scitranslmed.adp5173)
[NEXT ARTICLE Correcting a pathogenic mitochondrial DNA mutation by base editing in miceNext](https://www.science.org/doi/10.1126/scitranslmed.adr0792)
Figures
Tables
Others
Close figure viewer
Back to article
Figure title goes here
[Go to figure location within the article](https://www.science.org/doi/10.1126/scitranslmed.adq1086#f1 "Go to figure location within the article")
Change zoom level
Toggle download panel
Toggle download panel
Download figure
Toggle share panel
Toggle share panel
Share on social media
Toggle information panel
Toggle information panel
All figuresAll tablesAll others
View all material
View all material
View all material
[xrefBack.goTo]()
xrefBack.goTo
Request permissions
Expand All
Collapse
Expand for more
Show all references
SHOW ALL BOOKS
[Authors Info & Affiliations](https://www.science.org/doi/10.1126/scitranslmed.adq1086#tab-contributors)
[Skip slideshow](https://www.science.org/doi/10.1126/scitranslmed.adq1086#afterSlideshow-j3n)
###### [Follow Us](https://www.science.org/content/page/science-family-journals-social-media)
- [Get our newsletter](https://www.science.org/content/page/scienceadviser?intcmp=ftr-adviser&utm_id=recdExfxt1yeSJxzi)
- [NEWS](https://www.science.org/news)
- [All News](https://www.science.org/news/all-news)
- [ScienceInsider](https://www.science.org/news/scienceinsider)
- [News Features](https://www.science.org/news/features)
- [Subscribe to News from Science](https://www.science.org/content/page/news-science-subscriptions?intcmp=footer-subscribetonews&utm_id=recziGpGO7jMVeez2)
- [News from Science FAQ](https://www.science.org/content/page/news-subscriber-faqs)
- [About News from Science](https://www.science.org/content/page/about-news-science)
- [Donate to News](https://www.science.org/news/donate?intcmp=footer-donate&utm_id=recVQVKKRRLdidlGT)
- [CAREERS](https://www.science.org/careers)
- [Careers Articles](https://www.science.org/topic/article-type/careers-editorial)
- [Find Jobs](https://jobs.sciencecareers.org/)
- [Employer Hubs](https://www.science.org/careers/employers)
- [COMMENTARY](https://www.science.org/commentary)
- [Opinion](https://www.science.org/commentary/opinion)
- [Analysis](https://www.science.org/commentary/analysis)
- [Blogs](https://www.science.org/blogs)
- [JOURNALS](https://www.science.org/journals)
- [Science](https://www.science.org/journal/science)
- [Science Advances](https://www.science.org/journal/sciadv)
- [Science Immunology](https://www.science.org/journal/sciimmunol)
- [Science Robotics](https://www.science.org/journal/scirobotics)
- [Science Signaling](https://www.science.org/journal/signaling)
- [Science Translational Medicine](https://www.science.org/journal/stm)
- [Science Partner Journals](https://spj.sciencemag.org/)
- [AUTHORS & REVIEWERS](https://www.science.org/content/page/contributing-science-family-journals)
- [Information for Authors](https://www.science.org/content/page/contributing-science-family-journals)
- [Information for Reviewers](https://www.science.org/content/page/peer-review-science-publications)
- [LIBRARIANS](https://www.science.org/content/page/librarian-portal)
- [Manage Your Institutional Subscription](https://www.science.org/action/institutionAccessEntitlements)
- [Library Admin Portal](https://www.science.org/content/page/librarian-portal)
- [Request a Quote](https://scienceaaas.org/request)
- [Librarian FAQs](https://www.science.org/content/page/librarian-portal-frequently-asked-questions)
- [ADVERTISERS](https://advertising.sciencemag.org/)
- [Advertising Kits](https://advertising.sciencemag.org/)
- [Custom Publishing Info](https://www.science.org/custom-publishing)
- [Post a Job](https://employers.sciencecareers.org/)
- [RELATED SITES](https://www.science.org/content/page/related-sites)
- [AAAS.org](https://www.aaas.org/)
- [AAAS Communities](https://members.aaas.org/home)
- [EurekAlert\!](https://www.eurekalert.org/)
- [Science in the Classroom](https://www.scienceintheclassroom.org/)
- [ABOUT US](https://www.science.org/content/page/aboutus)
- [Leadership](https://www.science.org/content/page/leadership-and-management)
- [Work at AAAS](https://www.aaas.org/careers/workataaas)
- [Prizes and Awards](https://www.science.org/content/page/prizes-and-awards)
- [HELP](https://www.science.org/content/page/help)
- [FAQs](https://www.science.org/content/page/faqs)
- [Access and Subscriptions](https://www.science.org/content/page/access-and-subscriptions)
- [Order a Single Issue](https://backissues.science.org/)
- [Reprints and Permissions](https://www.science.org/content/page/reprints-and-permissions)
- [TOC Alerts and RSS Feeds](https://www.science.org/content/page/email-alerts-and-rss-feeds)
- [Contact Us](https://www.science.org/content/page/contact-us)
###### [Follow Us](https://www.science.org/content/page/science-family-journals-social-media)
[Get our newsletter](https://www.science.org/content/page/scienceadviser?intcmp=ftr-adviser&utm_id=recdExfxt1yeSJxzi)
[](https://www.aaas.org/ "Visit the AAAS homepage")
© 2026 American Association for the Advancement of Science. All rights reserved. AAAS is a partner of HINARI, AGORA, OARE, CHORUS, CLOCKSS, CrossRef and COUNTER. *Science Translational Medicine* ISSN 1946-6234.
back to top
- [Terms of Service](https://www.science.org/content/page/terms-service "Terms of Service")
- [Privacy Policy](https://www.science.org/content/page/privacy-policy "Privacy Policy")
- [Cookie Preferences](https://www.science.org/doi/10.1126/scitranslmed.adq1086#cookie-preferences "Cookie Preferences")
- [Accessibility](https://www.science.org/content/page/accessibility "Accessibility")
[](https://www.science.org/scienceadviser)
Get *Science*âs award-winning newsletter with the latest news, commentary, and research, free to your inbox daily.
[Subscribe](https://www.science.org/content/page/scienceadviser?intcmp=popup-adviser&utm_id=recbEndseGq5WulpU)[Not Now](https://www.science.org/doi/10.1126/scitranslmed.adq1086)
###
Ă
Back to article
â
Thanks for sharing\!
[AddToAny](https://www.addtoany.com/ "Share Buttons")
[MoreâŠ](https://www.science.org/doi/10.1126/scitranslmed.adq1086#addtoany "Show all") |
| Readable Markdown | null |
| Shard | 23 (laksa) |
| Root Hash | 18350995765413815023 |
| Unparsed URL | org,science!www,/doi/10.1126/scitranslmed.adq1086 s443 |