Genome-wide bidirectional CRISPR screens identify mucins as host factors modulating SARS-CoV-2 infection.


Journal

Nature genetics
ISSN: 1546-1718
Titre abrégé: Nat Genet
Pays: United States
ID NLM: 9216904

Informations de publication

Date de publication:
08 2022
Historique:
received: 21 05 2021
accepted: 10 06 2022
pubmed: 26 7 2022
medline: 10 8 2022
entrez: 25 7 2022
Statut: ppublish

Résumé

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) causes a range of symptoms in infected individuals, from mild respiratory illness to acute respiratory distress syndrome. A systematic understanding of host factors influencing viral infection is critical to elucidate SARS-CoV-2-host interactions and the progression of Coronavirus disease 2019 (COVID-19). Here, we conducted genome-wide CRISPR knockout and activation screens in human lung epithelial cells with endogenous expression of the SARS-CoV-2 entry factors ACE2 and TMPRSS2. We uncovered proviral and antiviral factors across highly interconnected host pathways, including clathrin transport, inflammatory signaling, cell-cycle regulation, and transcriptional and epigenetic regulation. We further identified mucins, a family of high molecular weight glycoproteins, as a prominent viral restriction network that inhibits SARS-CoV-2 infection in vitro and in murine models. These mucins also inhibit infection of diverse respiratory viruses. This functional landscape of SARS-CoV-2 host factors provides a physiologically relevant starting point for new host-directed therapeutics and highlights airway mucins as a host defense mechanism.

Identifiants

pubmed: 35879412
doi: 10.1038/s41588-022-01131-x
pii: 10.1038/s41588-022-01131-x
pmc: PMC9355872
doi:

Substances chimiques

Mucins 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't Research Support, N.I.H., Extramural Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

1078-1089

Subventions

Organisme : NIAID NIH HHS
ID : K08 AI163369
Pays : United States
Organisme : NIAID NIH HHS
ID : R21 AI156731
Pays : United States
Organisme : NHLBI NIH HHS
ID : P01 HL110873
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL125280
Pays : United States
Organisme : NIH HHS
ID : DP5 OD021369
Pays : United States
Organisme : NHLBI NIH HHS
ID : UH3 HL123645
Pays : United States
Organisme : NIAID NIH HHS
ID : R01 AI109022
Pays : United States
Organisme : NIAID NIH HHS
ID : K08 AI128043
Pays : United States
Organisme : NIAID NIH HHS
ID : R01 AI140186
Pays : United States
Organisme : NHLBI NIH HHS
ID : P01 HL108808
Pays : United States
Organisme : NIDDK NIH HHS
ID : P30 DK065988
Pays : United States
Organisme : NCI NIH HHS
ID : R01 CA200423
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL136961
Pays : United States
Organisme : NIAID NIH HHS
ID : T32 AI007502
Pays : United States
Organisme : NIAID NIH HHS
ID : R01 AI157253
Pays : United States
Organisme : Howard Hughes Medical Institute
Pays : United States
Organisme : NCI NIH HHS
ID : P30 CA016086
Pays : United States
Organisme : NIAID NIH HHS
ID : R01 AI141970
Pays : United States
Organisme : NCI NIH HHS
ID : F32 CA250324
Pays : United States

Informations de copyright

© 2022. The Author(s).

Références

da Costa, V. G., Moreli, M. L. & Saivish, M. V. The emergence of SARS, MERS and novel SARS-2 coronaviruses in the 21st century. Arch. Virol. 165, 1517–1526 (2020).
pubmed: 32322993 pmcid: 7176030 doi: 10.1007/s00705-020-04628-0
Cui, J., Li, F. & Shi, Z.-L. Origin and evolution of pathogenic coronaviruses. Nat. Rev. Microbiol. 17, 181–192 (2018).
pmcid: 7097006 doi: 10.1038/s41579-018-0118-9
Hartenian, E. et al. The molecular virology of coronaviruses. J. Biol. Chem. 295, 12910–12934 (2020).
pubmed: 32661197 pmcid: 7489918 doi: 10.1074/jbc.REV120.013930
Blanco-Melo, D. et al. Imbalanced host response to SARS-CoV-2 drives development of COVID-19. Cell 181, 1036–1045.e9 (2020).
pubmed: 32416070 pmcid: 7227586 doi: 10.1016/j.cell.2020.04.026
Yang, X. et al. Clinical course and outcomes of critically ill patients with SARS-CoV-2 pneumonia in Wuhan, China: a single-centered, retrospective, observational study. Lancet Respir. Med. 8, 475–481 (2020).
pubmed: 32105632 pmcid: 7102538 doi: 10.1016/S2213-2600(20)30079-5
Trougakos, I. P. et al. Insights to SARS-CoV-2 life cycle, pathophysiology, and rationalized treatments that target COVID-19 clinical complications. J. Biomed. Sci. 28, 9 (2021).
pubmed: 33435929 pmcid: 7801873 doi: 10.1186/s12929-020-00703-5
V’kovski, P., Kratzel, A., Steiner, S., Stalder, H. & Thiel, V. Coronavirus biology and replication: implications for SARS-CoV-2. Nat. Rev. Microbiol. 19, 155–170 (2020).
pubmed: 33116300 pmcid: 7592455 doi: 10.1038/s41579-020-00468-6
Zhu, Y. et al. A genome-wide CRISPR screen identifies host factors that regulate SARS-CoV-2 entry. Nat. Commun. 12, 961 (2021).
pubmed: 33574281 pmcid: 7878750 doi: 10.1038/s41467-021-21213-4
Hoffmann, M., Kleine-Weber, H. & Pöhlmann, S. A multibasic cleavage site in the spike protein of SARS-CoV-2 is essential for infection of human lung cells. Mol. Cell 78, 779–784.e5 (2020).
pubmed: 32362314 pmcid: 7194065 doi: 10.1016/j.molcel.2020.04.022
Lukassen, S. et al. SARS-CoV-2 receptor ACE2 and TMPRSS2 are primarily expressed in bronchial transient secretory cells. EMBO J. 39, e105114 (2020).
pubmed: 32246845 pmcid: 7232010 doi: 10.15252/embj.2020105114
Sungnak, W. et al. SARS-CoV-2 entry factors are highly expressed in nasal epithelial cells together with innate immune genes. Nat. Med. 26, 681–687 (2020).
pubmed: 32327758 pmcid: 8637938 doi: 10.1038/s41591-020-0868-6
Baggen, J. et al. Genome-wide CRISPR screening identifies TMEM106B as a proviral host factor for SARS-CoV-2. Nat. Genet. 53, 435–444 (2021).
pubmed: 33686287 doi: 10.1038/s41588-021-00805-2
Daniloski, Z. et al. Identification of required host factors for SARS-CoV-2 infection in human cells. Cell 184, 92–105.e16 (2021).
pubmed: 33147445 doi: 10.1016/j.cell.2020.10.030
Schneider, W. M. et al. Genome-scale identification of SARS-CoV-2 and pan-coronavirus host factor networks. Cell 184, 120–132.e14 (2021).
pubmed: 33382968 doi: 10.1016/j.cell.2020.12.006
Wei, J. et al. Genome-wide CRISPR screens reveal host factors critical for SARS-CoV-2 infection. Cell 184, 76–91.e13 (2021).
pubmed: 33147444 doi: 10.1016/j.cell.2020.10.028
Wang, R. et al. Genetic screens identify host factors for SARS-CoV-2 and common cold coronaviruses. Cell 184, 106–119.e14 (2021).
pubmed: 33333024 doi: 10.1016/j.cell.2020.12.004
Hsu, P. D., Lander, E. S. & Zhang, F. Development and applications of CRISPR–Cas9 for genome engineering. Cell 157, 1262–1278 (2014).
pubmed: 24906146 pmcid: 4343198 doi: 10.1016/j.cell.2014.05.010
Konermann, S. et al. Genome-scale transcriptional activation by an engineered CRISPR–Cas9 complex. Nature 517, 583–588 (2015).
pubmed: 25494202 doi: 10.1038/nature14136
Sanson, K. R. et al. Optimized libraries for CRISPR–Cas9 genetic screens with multiple modalities. Nat. Commun. 9, 5416 (2018).
pubmed: 30575746 pmcid: 6303322 doi: 10.1038/s41467-018-07901-8
Ou, T. et al. Hydroxychloroquine-mediated inhibition of SARS-CoV-2 entry is attenuated by TMPRSS2. PLoS Pathog. 17, e1009212 (2021).
pubmed: 33465165 pmcid: 7845965 doi: 10.1371/journal.ppat.1009212
Canagarajah, B. J., Ren, X., Bonifacino, J. S. & Hurley, J. H. The clathrin adaptor complexes as a paradigm for membrane-associated allostery. Protein Sci. 22, 517–529 (2013).
pubmed: 23424177 pmcid: 3649254 doi: 10.1002/pro.2235
Santoro, M. G., Rossi, A. & Amici, C. NF-kappaB and virus infection: who controls whom. EMBO J. 22, 2552–2560 (2003).
pubmed: 12773372 pmcid: 156764 doi: 10.1093/emboj/cdg267
Taniguchi, K. & Karin, M. NF-κB, inflammation, immunity and cancer: coming of age. Nat. Rev. Immunol. 18, 309–324 (2018).
pubmed: 29379212 doi: 10.1038/nri.2017.142
Gasiorek, J. J. & Blank, V. Regulation and function of the NFE2 transcription factor in hematopoietic and non-hematopoietic cells. Cell. Mol. Life Sci. 72, 2323–2335 (2015).
pubmed: 25721735 doi: 10.1007/s00018-015-1866-6
Thair, S. A. et al. Transcriptomic similarities and differences in host response between SARS-CoV-2 and other viral infections. iScience 24, 101947 (2021).
pubmed: 33437935 doi: 10.1016/j.isci.2020.101947
Li, X. et al. Act1, an NF-kappa B-activating protein. Proc. Natl Acad. Sci. USA 97, 10489–10493 (2000).
pubmed: 10962024 pmcid: 27051 doi: 10.1073/pnas.160265197
DeDiego, M. L. et al. Inhibition of NF-κB-mediated inflammation in severe acute respiratory syndrome coronavirus-infected mice increases survival. J. Virol. 88, 913–924 (2014).
pubmed: 24198408 pmcid: 3911641 doi: 10.1128/JVI.02576-13
Kircheis, R. et al. NF-κB pathway as a potential target for treatment of critical stage COVID-19 patients. Front. Immunol. 11, 598444 (2020).
pubmed: 33362782 pmcid: 7759159 doi: 10.3389/fimmu.2020.598444
Park, M. H. & Hong, J. T. Roles of NF-κB in cancer and inflammatory diseases and their therapeutic approaches. Cells 5, 15 (2016).
pmcid: 4931664 doi: 10.3390/cells5020015
Poppe, M. et al. The NF-κB-dependent and -independent transcriptome and chromatin landscapes of human coronavirus 229E-infected cells. PLoS Pathog. 13, e1006286 (2017).
pubmed: 28355270 pmcid: 5386326 doi: 10.1371/journal.ppat.1006286
Su, M. et al. A mini-review on cell cycle regulation of coronavirus infection. Front. Vet. Sci. 7, 586826 (2020).
pubmed: 33251267 pmcid: 7674852 doi: 10.3389/fvets.2020.586826
Ma, S., Meng, Z., Chen, R. & Guan, K.-L. The hippo pathway: biology and pathophysiology. Annu. Rev. Biochem. 88, 577–604 (2019).
pubmed: 30566373 doi: 10.1146/annurev-biochem-013118-111829
Plouffe, S. W. et al. Characterization of hippo pathway components by gene inactivation. Mol. Cell 64, 993–1008 (2016).
pubmed: 27912098 pmcid: 5137798 doi: 10.1016/j.molcel.2016.10.034
Honda, R. et al. The structure of cyclin E1/CDK2: implications for CDK2 activation and CDK2-independent roles. EMBO J. 24, 452–463 (2005).
pubmed: 15660127 pmcid: 548659 doi: 10.1038/sj.emboj.7600554
Bagga, S. & Bouchard, M. J. in Cell Cycle Control: Mechanisms and Protocols (eds. Noguchi, E. & Gadaleta, M. C.) 165–227 (Springer, 2014).
Davy, C. & Doorbar, J. G2/M cell cycle arrest in the life cycle of viruses. Virology 368, 219–226 (2007).
pubmed: 17675127 doi: 10.1016/j.virol.2007.05.043
Fan, Y., Sanyal, S. & Bruzzone, R. Breaking bad: how viruses subvert the cell cycle. Front. Cell. Infect. Microbiol. 8, 396 (2018).
pubmed: 30510918 pmcid: 6252338 doi: 10.3389/fcimb.2018.00396
Surjit, M., Liu, B., Chow, V. T. K. & Lal, S. K. The nucleocapsid protein of severe acute respiratory syndrome-coronavirus inhibits the activity of cyclin-cyclin-dependent kinase complex and blocks S phase progression in mammalian cells. J. Biol. Chem. 281, 10669–10681 (2006).
pubmed: 16431923 doi: 10.1074/jbc.M509233200
Haston, C. K., Cory, S., Lafontaine, L., Dorion, G. & Hallett, M. T. Strain-dependent pulmonary gene expression profiles of a cystic fibrosis mouse model. Physiol. Genomics 25, 336–345 (2006).
pubmed: 16614460 doi: 10.1152/physiolgenomics.00208.2005
Schmolke, M., Viemann, D., Roth, J. & Ludwig, S. Essential impact of NF-κB signaling on the H5N1 influenza A virus-induced transcriptome. J. Immunol. 183, 5180–5189 (2009).
pubmed: 19786538 doi: 10.4049/jimmunol.0804198
Goujon, C. et al. Bidirectional genome-wide CRISPR screens reveal host factors regulating SARS-CoV-2, MERS-CoV and seasonal HCoVs. Preprint at Res Sq. https://doi.org/10.21203/rs.3.rs-555275/v1 (2021).
Liao, M. et al. Single-cell landscape of bronchoalveolar immune cells in patients with COVID-19. Nat. Med. 26, 842–844 (2020).
pubmed: 32398875 doi: 10.1038/s41591-020-0901-9
Muus, C. et al. Single-cell meta-analysis of SARS-CoV-2 entry genes across tissues and demographics. Nat. Med. 27, 546–559 (2021).
pubmed: 33654293 doi: 10.1038/s41591-020-01227-z
He, J. et al. Single-cell analysis reveals bronchoalveolar epithelial dysfunction in COVID-19 patients. Protein Cell 11, 680–687 (2020).
pubmed: 32671793 pmcid: 7363016 doi: 10.1007/s13238-020-00752-4
Ravindra, N. G. et al. Single-cell longitudinal analysis of SARS-CoV-2 infection in human airway epithelium identifies target cells, alterations in gene expression, and cell state changes. PLoS Biol. 19, e3001143 (2021).
pubmed: 33730024 pmcid: 8007021 doi: 10.1371/journal.pbio.3001143
Sajuthi, S. P. et al. Type 2 and interferon inflammation regulate SARS-CoV-2 entry factor expression in the airway epithelium. Nat. Commun. 11, 5139 (2020).
pubmed: 33046696 pmcid: 7550582 doi: 10.1038/s41467-020-18781-2
Vassilev, A., Kaneko, K. J., Shu, H., Zhao, Y. & DePamphilis, M. L. TEAD/TEF transcription factors utilize the activation domain of YAP65, a Src/Yes-associated protein localized in the cytoplasm. Genes Dev. 15, 1229–1241 (2001).
pubmed: 11358867 pmcid: 313800 doi: 10.1101/gad.888601
Xu, Y. et al. Cloning and characterization of the mouse JDP2 gene promoter reveal negative regulation by p53. Biochem. Biophys. Res. Commun. 450, 1531–1536 (2014).
pubmed: 25026555 doi: 10.1016/j.bbrc.2014.07.034
Chen, G. et al. SPDEF is required for mouse pulmonary goblet cell differentiation and regulates a network of genes associated with mucus production. J. Clin. Invest. 119, 2914–2924 (2009).
pubmed: 19759516 pmcid: 2752084 doi: 10.1172/JCI35314
Krishnan, M. N. et al. RNA interference screen for human genes associated with West Nile virus infection. Nature 455, 242–245 (2008).
pubmed: 18690214 pmcid: 3136529 doi: 10.1038/nature07207
Chen, Z. et al. Interactomes of SARS-CoV-2 and human coronaviruses reveal host factors potentially affecting pathogenesis. EMBO J. 40, e107776 (2021).
pubmed: 34232536 pmcid: 8447597
Cornillez-Ty, C. T., Liao, L., Yates, J. R. 3rd, Kuhn, P. & Buchmeier, M. J. Severe acute respiratory syndrome coronavirus nonstructural protein 2 interacts with a host protein complex involved in mitochondrial biogenesis and intracellular signaling. J. Virol. 83, 10314–10318 (2009).
pubmed: 19640993 pmcid: 2748024 doi: 10.1128/JVI.00842-09
Flynn, R. A. et al. Discovery and functional interrogation of SARS-CoV-2 RNA–host protein interactions. Cell 184, 2394–2411.e16 (2021).
pubmed: 33743211 pmcid: 7951565 doi: 10.1016/j.cell.2021.03.012
Honke, N., Shaabani, N., Zhang, D.-E., Hardt, C. & Lang, K. S. Multiple functions of USP18. Cell Death Dis. 7, e2444 (2016).
pubmed: 27809302 pmcid: 5260889 doi: 10.1038/cddis.2016.326
Pfaender, S. et al. LY6E impairs coronavirus fusion and confers immune control of viral disease. Nat. Microbiol. 5, 1330–1339 (2020).
pubmed: 32704094 pmcid: 7916999 doi: 10.1038/s41564-020-0769-y
Wang, Y. et al. Mitochondria-localised ZNFX1 functions as a dsRNA sensor to initiate antiviral responses through MAVS. Nat. Cell Biol. 21, 1346–1356 (2019).
pubmed: 31685995 doi: 10.1038/s41556-019-0416-0
Lillehoj, E. P., Kato, K., Lu, W. & Kim, K. C. Cellular and molecular biology of airway mucins. Int. Rev. Cell Mol. Biol. 303, 139–202 (2013).
pubmed: 23445810 pmcid: 5593132 doi: 10.1016/B978-0-12-407697-6.00004-0
Bennett, K. L. et al. Regulation of CD44 binding to hyaluronan by glycosylation of variably spliced exons. J. Cell Biol. 131, 1623–1633 (1995).
pubmed: 8522617 doi: 10.1083/jcb.131.6.1623
Hasegawa, M. et al. Functional interactions of the cystine/glutamate antiporter, CD44v and MUC1-C oncoprotein in triple-negative breast cancer cells. Oncotarget 7, 11756–11769 (2016).
pubmed: 26930718 pmcid: 4914246 doi: 10.18632/oncotarget.7598
Malaker, S. A. et al. The mucin-selective protease StcE enables molecular and functional analysis of human cancer-associated mucins. Proc. Natl Acad. Sci. USA 116, 7278–7287 (2019).
pubmed: 30910957 pmcid: 6462054 doi: 10.1073/pnas.1813020116
Shon, D. J. et al. An enzymatic toolkit for selective proteolysis, detection, and visualization of mucin-domain glycoproteins. Proc. Natl Acad. Sci. USA 117, 21299–21307 (2020).
pubmed: 32817557 pmcid: 7474620 doi: 10.1073/pnas.2012196117
Hoagland, D. A. et al. Leveraging the antiviral type I interferon system as a first line of defense against SARS-CoV-2 pathogenicity. Immunity 54, 557–570.e5 (2021).
pubmed: 33577760 pmcid: 7846242 doi: 10.1016/j.immuni.2021.01.017
Katsura, H. et al. Human lung stem cell-based alveolospheres provide insights into SARS-CoV-2-mediated interferon responses and pneumocyte dysfunction. Cell Stem Cell 27, 890–904.e8 (2020).
pubmed: 33128895 pmcid: 7577733 doi: 10.1016/j.stem.2020.10.005
Winkler, E. S. et al. SARS-CoV-2 infection of human ACE2-transgenic mice causes severe lung inflammation and impaired function. Nat. Immunol. 21, 1327–1335 (2020).
pubmed: 32839612 pmcid: 7578095 doi: 10.1038/s41590-020-0778-2
McAuley, J. L. et al. The cell surface mucin MUC1 limits the severity of influenza A virus infection. Mucosal Immunol. 10, 1581–1593 (2017).
pubmed: 28327617 doi: 10.1038/mi.2017.16
Delaveris, C. S., Webster, E. R., Banik, S. M., Boxer, S. G. & Bertozzi, C. R. Membrane-tethered mucin-like polypeptides sterically inhibit binding and slow fusion kinetics of influenza A virus. Proc. Natl Acad. Sci. USA 117, 12643–12650 (2020).
pubmed: 32457151 pmcid: 7293601 doi: 10.1073/pnas.1921962117
Datta, A., Sandilands, E., Mostov, K. E. & Bryant, D. M. Fibroblast-derived HGF drives acinar lung cancer cell polarization through integrin-dependent RhoA-ROCK1 inhibition. Cell. Signal. 40, 91–98 (2017).
pubmed: 28888686 pmcid: 6214180 doi: 10.1016/j.cellsig.2017.09.001
Li, W. et al. MAGeCK enables robust identification of essential genes from genome-scale CRISPR/Cas9 knockout screens. Genome Biol. 15, 554 (2014).
pubmed: 25476604 pmcid: 4290824 doi: 10.1186/s13059-014-0554-4
Szklarczyk, D. et al. STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res. 47, D607–D613 (2019).
pubmed: 30476243 doi: 10.1093/nar/gky1131
Carroll, T. et al. The B.1.427/1.429 (epsilon) SARS-CoV-2 variants are more virulent than ancestral B.1 (614G) in Syrian hamsters. PLoS Pathog. 18, e1009914 (2022).
pubmed: 35143587 pmcid: 8865701 doi: 10.1371/journal.ppat.1009914
Biering, S. B. et al. Screening a library of FDA-approved and bioactive compounds for antiviral activity against SARS-CoV-2. ACS Infect. Dis. 7, 2337–2351 (2021).
pubmed: 34129317 doi: 10.1021/acsinfecdis.1c00017
Dieterle, M. E. et al. A replication-competent vesicular stomatitis virus for studies of SARS-CoV-2 spike-mediated cell entry and its inhibition. Cell Host Microbe 28, 486–496.e6 (2020).
pubmed: 32738193 pmcid: 7332447 doi: 10.1016/j.chom.2020.06.020
Cheon, D.-J. et al. CA125/MUC16 is dispensable for mouse development and reproduction. PLoS ONE 4, e4675 (2009).
pubmed: 19262696 pmcid: 2650410 doi: 10.1371/journal.pone.0004675
Rowson-Hodel, A. R. et al. Membrane mucin Muc4 promotes blood cell association with tumor cells and mediates efficient metastasis in a mouse model of breast cancer. Oncogene 37, 197–207 (2018).
pubmed: 28892049 doi: 10.1038/onc.2017.327
Spicer, A. P., Rowse, G. J., Lidner, T. K. & Gendler, S. J. Delayed mammary tumor progression in Muc-1 null mice. J. Biol. Chem. 270, 30093–30101 (1995).
pubmed: 8530414 doi: 10.1074/jbc.270.50.30093
Leist, S. R. et al. A mouse-adapted SARS-CoV-2 induces acute lung injury and mortality in standard laboratory mice. Cell 183, 1070–1085.e12 (2020).
pubmed: 33031744 pmcid: 7510428 doi: 10.1016/j.cell.2020.09.050
Okuda, K. et al. Secretory cells dominate airway CFTR expression and function in human airway superficial epithelia. Am. J. Respir. Crit. Care Med. 203, 1275–1289 (2021).
pubmed: 33321047 pmcid: 8456462 doi: 10.1164/rccm.202008-3198OC

Auteurs

Scott B Biering (SB)

Division of Infectious Diseases and Vaccinology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.

Sylvia A Sarnik (SA)

Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA.

Eleanor Wang (E)

Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA.

James R Zengel (JR)

Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.

Sarah R Leist (SR)

Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Alexandra Schäfer (A)

Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Varun Sathyan (V)

Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA.

Padraig Hawkins (P)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Kenichi Okuda (K)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Cyrus Tau (C)

Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA.

Aditya R Jangid (AR)

Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA.

Connor V Duffy (CV)

Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA.

Jin Wei (J)

Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA.
Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA.

Rodney C Gilmore (RC)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Mia Madel Alfajaro (MM)

Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA.
Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA.

Madison S Strine (MS)

Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA.
Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA.

Xammy Nguyenla (X)

Division of Infectious Diseases and Vaccinology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.

Erik Van Dis (E)

Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA.

Carmelle Catamura (C)

Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA.

Livia H Yamashiro (LH)

Division of Infectious Diseases and Vaccinology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.
Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA.

Julia A Belk (JA)

Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA.

Adam Begeman (A)

Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA.

Jessica C Stark (JC)

Department of Chemistry and Stanford ChEM-H, Stanford University, Stanford, CA, USA.

D Judy Shon (DJ)

Department of Chemistry and Stanford ChEM-H, Stanford University, Stanford, CA, USA.

Douglas M Fox (DM)

Division of Infectious Diseases and Vaccinology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.
Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA.

Shahrzad Ezzatpour (S)

Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA.

Emily Huang (E)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Nico Olegario (N)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Arjun Rustagi (A)

Department of Medicine, Division of Infectious Diseases and Geographic Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Allison S Volmer (AS)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Alessandra Livraghi-Butrico (A)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Eddie Wehri (E)

The Henry Wheeler Center for Emerging and Neglected Diseases, Berkeley, CA, USA.

Richard R Behringer (RR)

Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, TX, USA.

Dong-Joo Cheon (DJ)

Department of Regenerative and Cancer Cell Biology, Albany Medical College, Albany, NY, USA.

Julia Schaletzky (J)

The Henry Wheeler Center for Emerging and Neglected Diseases, Berkeley, CA, USA.

Hector C Aguilar (HC)

Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA.

Andreas S Puschnik (AS)

Chan Zuckerberg Biohub, San Francisco, CA, USA.

Brian Button (B)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Benjamin A Pinsky (BA)

Department of Medicine, Division of Infectious Diseases and Geographic Medicine, Stanford University School of Medicine, Stanford, CA, USA.
Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.

Catherine A Blish (CA)

Department of Medicine, Division of Infectious Diseases and Geographic Medicine, Stanford University School of Medicine, Stanford, CA, USA.
Chan Zuckerberg Biohub, San Francisco, CA, USA.

Ralph S Baric (RS)

Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Wanda K O'Neal (WK)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Carolyn R Bertozzi (CR)

Department of Chemistry and Stanford ChEM-H, Stanford University, Stanford, CA, USA.
Howard Hughes Medical Institute, Stanford University, Stanford, CA, USA.

Craig B Wilen (CB)

Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA.
Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA.
Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA.

Richard C Boucher (RC)

Marsico Lung Institute and Cystic Fibrosis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Jan E Carette (JE)

Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.

Sarah A Stanley (SA)

Division of Infectious Diseases and Vaccinology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.
Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA.

Eva Harris (E)

Division of Infectious Diseases and Vaccinology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA. eharris@berkeley.edu.

Silvana Konermann (S)

Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA. silvanak@stanford.edu.
Arc Institute, Palo Alto, CA, USA. silvanak@stanford.edu.

Patrick D Hsu (PD)

Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA. pdhsu@berkeley.edu.
Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA. pdhsu@berkeley.edu.
Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA. pdhsu@berkeley.edu.
Arc Institute, Palo Alto, CA, USA. pdhsu@berkeley.edu.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH