A Crowdsourced Analysis to Identify Ab Initio Molecular Signatures Predictive of Susceptibility to Viral Infection

dc.contributor.author Fourati, Slim
dc.contributor.author Taa, Aarthi
dc.contributor.author Mahmoudian, Mehrad
dc.contributor.author Burkhart, Joshua G.
dc.contributor.author Klen, Riku
dc.contributor.author Henao, Ricardo
dc.contributor.author Sieberts, Solveig K.
dc.date.accessioned 2025-09-25T10:38:24Z
dc.date.available 2025-09-25T10:38:24Z
dc.date.issued 2018
dc.description Ji, Jiadong/0000-0003-3562-8861; Carbonell Caballero, Jose/0000-0002-9170-0533; Nordling, Torbjorn/0000-0003-4867-6707; Mahmoudian, Mehrad/0000-0001-7650-1862; Sharma, Ronesh/0000-0002-7460-6692; Cubuk, Cankut/0000-0003-4646-0849; Sharma, Alok/0000-0002-7668-3501; Burkhart, Joshua/0000-0001-9279-1556; Inoue, Katsumi/0000-0002-2717-9122; Kursa, Miron Bartosz/0000-0001-7672-648X; Mangravite, Lara/0000-0001-7841-3612; Klen, Riku/0000-0002-0982-8360; Suomi, Tomi/0000-0003-3639-979X; Tsalik, Ephraim/0000-0002-6417-2042; Hidalgo, Marta R./0000-0002-5801-7804; Chiu, Christopher/0000-0003-0914-920X; Stojkovic, Ivan/0000-0002-5957-7395; Li, Qian/0000-0001-9874-3555; Sarhadi, Shamim/0000-0002-8379-9916; Yu, Thomas/0000-0002-5841-0198; Chow, Ryan/0000-0002-1872-6307; Singla, Deepak/0000-0003-0131-7950; Stanescu, Ana/0000-0002-7760-3788; Talla, Aarthi/0000-0002-4971-3322; Yeung, Ka Yee/0000-0002-1754-7577; Abbas-Aghababazadeh, Farnoosh/0000-0001-6427-9379; Amadoz, Alicia/0000-0003-3915-0404; Chaudhary, Kumardeep/0000-0002-4117-6403; Feng, Yang/0000-0001-7746-7598; Elo, Laura/0000-0001-5648-4532; Dhanda, Sandeep/0000-0003-1381-7434; Kumar, Ritesh/0000-0003-4284-5311; Henao, Ricardo/0000-0003-4980-845X; Fourati, Slim/0000-0001-6609-7587; Tomalin, Lewis/0000-0003-4545-7138; Ahsen, Mehmet Eren/0000-0002-4907-0427 en_US
dc.description.abstract The response to respiratory viruses varies substantially between individuals, and there are currently no known molecular predictors from the early stages of infection. Here we conduct a community-based analysis to determine whether pre- or early post-exposure molecular factors could predict physiologic responses to viral exposure. Using peripheral blood gene expression profiles collected from healthy subjects prior to exposure to one of four respiratory viruses (H1N1, H3N2, Rhinovirus, and RSV), as well as up to 24 h following exposure, we find that it is possible to construct models predictive of symptomatic response using profiles even prior to viral exposure. Analysis of predictive gene features reveal little overlap among models; however, in aggregate, these genes are enriched for common pathways. Heme metabolism, the most significantly enriched pathway, is associated with a higher risk of developing symptoms following viral exposure. This study demonstrates that pre-exposure molecular predictors can be identified and improves our understanding of the mechanisms of response to respiratory viruses. en_US
dc.description.sponsorship Defense Advanced Research Projects Agency; Army Research Office [W911NF-15-1-0107]; National Institutes of Health, USA (NIH) [4T15LM007088-25]; NIH [U54 HL127624, R01GM126019, JP16H02866]; IBM faculty award; Ministry of Science and Technology of Taiwan [MOST 105-2218-E-006-016-MY2, 107-2634-F-006-009]; Japan Society for the Promotion of Science [JP16H02866]; DARPA Biochronicity program; Medical Research Council [G0902266] Funding Source: researchfish; MRC [G0902266] Funding Source: UKRI en_US
dc.description.sponsorship This work was supported by Defense Advanced Research Projects Agency and the Army Research Office through Grant W911NF-15-1-0107. The views expressed are those of the authors and do not reflect the official policy or position of the Department of Defense or the U.S. Government. J.G.B. was supported by a training grant from the National Institutes of Health, USA (NIH grant 4T15LM007088-25). G.P. and A.S.'s work was supported by NIH grant #R01GM114434 and an IBM faculty award to G.P. T.E.M.N. was supported by the Ministry of Science and Technology of Taiwan grants MOST 105-2218-E-006-016-MY2 and 107-2634-F-006-009. K.Y.Y. was supported by NIH grants U54 HL127624 and R01GM126019. M.S. was supported by Grants-in-Aid for Scientific Research JP16H02866 from the Japan Society for the Promotion of Science. We wish to thank the DARPA Biochronicity program and its program manager, Dr. Jim Gimlett, for generously offering to share gene expression data generated as part of that program and Rafick P. Sekaly (Case Western Reserve University) for his critical feedback during the writing process. en_US
dc.identifier.doi 10.1038/s41467-018-06735-8
dc.identifier.issn 2041-1723
dc.identifier.scopus 2-s2.0-85055459624
dc.identifier.uri https://doi.org/10.1038/s41467-018-06735-8
dc.identifier.uri https://hdl.handle.net/20.500.12573/3049
dc.language.iso en en_US
dc.publisher Nature Portfolio en_US
dc.relation.ispartof Nature Communications en_US
dc.rights info:eu-repo/semantics/openAccess en_US
dc.title A Crowdsourced Analysis to Identify Ab Initio Molecular Signatures Predictive of Susceptibility to Viral Infection en_US
dc.type Article en_US
dspace.entity.type Publication
gdc.author.id Ji, Jiadong/0000-0003-3562-8861
gdc.author.id Carbonell Caballero, Jose/0000-0002-9170-0533
gdc.author.id Nordling, Torbjorn/0000-0003-4867-6707
gdc.author.id Mahmoudian, Mehrad/0000-0001-7650-1862
gdc.author.id Sharma, Ronesh/0000-0002-7460-6692
gdc.author.id Cubuk, Cankut/0000-0003-4646-0849
gdc.author.id Ahsen, Mehmet Eren/0000-0002-4907-0427
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gdc.author.wosid Shiga, Motoki/Aah-9738-2019
gdc.author.wosid Henao, Ricardo/Q-1381-2016
gdc.author.wosid Nordling, Torbjorn/I-2024-2012
gdc.author.wosid Mcclain, Micah/Lqj-0085-2024
gdc.author.wosid Sharma, Ronesh/Aae-5805-2022
gdc.author.wosid Fourati, Slim/Khc-3474-2024
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gdc.description.department Abdullah Gül University en_US
gdc.description.departmenttemp [Fourati, Slim; Taa, Aarthi] Case Western Reserve Univ, Sch Med, Dept Pathol, Cleveland, OH 44106 USA; [Mahmoudian, Mehrad; Klen, Riku; Elo, Laura L.] Univ Turku, Turku Ctr Biotechnol, FI-20520 Turku, Finland; [Mahmoudian, Mehrad; Klen, Riku; Elo, Laura L.] Abo Akad Univ, FI-20520 Turku, Finland; [Mahmoudian, Mehrad] Univ Turku, Dept Future Technol, FI-20014 Turku, Finland; [Burkhart, Joshua G.] Oregon Hlth & Sci Univ, Sch Med, Dept Med Informat & Clin Epidemiol, Portland, OR 97239 USA; [Burkhart, Joshua G.] Univ Oregon, Inst Ecol & Evolut, Lab Evolutionary Genet, Eugene, OR 97403 USA; [Henao, Ricardo; McClain, Micah T.; Woods, Christopher W.; Ginsburg, Geoffrey S.; Tsalik, Ephraim L.] Duke Univ, Duke Ctr Appl Genom & Precis Med, Sch Med, Durham, NC 27710 USA; [Henao, Ricardo] Duke Univ, Dept Elect & Comp Engn, Durham, NC 27708 USA; [Yu, Thomas; Mangravite, Lara M.; Sieberts, Solveig K.] Sage Bionetworks, Seattle, WA 98121 USA; [Aydin, Zafer] Abdullah Gul Univ, Dept Comp Engn, TR-38080 Kayseri, Turkey; [Yeung, Ka Yee; Almugbel, Reem; Liang, Xiao] Univ Washington Tacoma, Sch Engn & Technol, Tacoma, WA 98402 USA; [Ahsen, Mehmet Eren; Stanescu, Ana; Vogel, Robert; Pandey, Gaurav] Icahn Sch Med Mt Sinai, Dept Genet & Genom Sci, New York, NY 10029 USA; [Ahsen, Mehmet Eren; Stanescu, Ana; Vogel, Robert; Pandey, Gaurav] Icahn Sch Med Mt Sinai, Inst Genom & Multiscale Biol, New York, NY 10029 USA; [Jahandideh, Samad] Origent Data Sci Inc, Vienna, VA 22182 USA; [Nordling, Torbjorn E. M.] Natl Cheng Kung Univ, Dept Mech Engn, Tainan 70101, Taiwan; [Shiga, Motoki] Gifu Univ, Fac Engn, Dept Elect Elect & Comp Engn, Gifu 5011193, Japan; [Stanescu, Ana] Univ West Georgia, Dept Comp Sci, Carrollton, GA 30116 USA; [Vogel, Robert] IBM TJ Watson Res Ctr, Yorktown Hts, NY 10598 USA; [Chiu, Christopher] Imperial Coll London, Sect Infect Dis & Immun, London W12 0NN, England; [McClain, Micah T.; Woods, Christopher W.] Durham VA Hlth Care Syst, Med Serv, Durham, NC 27705 USA; [McClain, Micah T.; Woods, Christopher W.; Ginsburg, Geoffrey S.; Tsalik, Ephraim L.] Duke Univ, Dept Med, Sch Med, Durham, NC 27710 USA; [Tsalik, Ephraim L.] Durham VA Hlth Care Syst, Emergency Med Serv, Durham, NC 27705 USA en_US
gdc.description.publicationcategory Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı en_US
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gdc.oaire.keywords Rhinovirus
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gdc.oaire.keywords Gene Expression
gdc.oaire.keywords H1N2 Subtype
gdc.oaire.keywords Heme
gdc.oaire.keywords ta3111
gdc.oaire.keywords DISEASE
gdc.oaire.keywords Article
gdc.oaire.keywords EXPRESSION PROFILES
gdc.oaire.keywords HUMAN ERYTHROCYTE-MEMBRANES
gdc.oaire.keywords Influenza A Virus, H1N2 Subtype
gdc.oaire.keywords Influenza A Virus
gdc.oaire.keywords Humans
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gdc.oaire.keywords HEME OXYGENASE
gdc.oaire.keywords INFLUENZA-VIRUS INFECTION
gdc.oaire.keywords Science & Technology
gdc.oaire.keywords IRON
gdc.oaire.keywords GLYCOPHORINS
gdc.oaire.keywords Influenza A Virus, H3N2 Subtype
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gdc.oaire.keywords Respiratory Viral DREAM Challenge Consortium
gdc.oaire.keywords HEME
gdc.oaire.keywords GENE
gdc.oaire.keywords [STAT.ML] Statistics [stat]/Machine Learning [stat.ML]
gdc.oaire.keywords Healthy Volunteers
gdc.oaire.keywords Respiratory Syncytial Viruses
gdc.oaire.keywords Multidisciplinary Sciences
gdc.oaire.keywords Clinical sciences not elsewhere classified
gdc.oaire.keywords INFLUENZA
gdc.oaire.keywords H3N2 Subtype
gdc.oaire.keywords Science & Technology - Other Topics
gdc.oaire.keywords CHALLENGE
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gdc.oaire.keywords General Physics and Astronomy
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