Genetic architecture of adaptive immune responses and adverse reactions to inactivated COVID-19 vaccine | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Article Genetic architecture of adaptive immune responses and adverse reactions to inactivated COVID-19 vaccine Zijie Zhang, Tianpei Shi, Fengwei Liu, Yajing Wang, Na Wan, Huajie Hu, and 7 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7033863/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Host genetic determinants influence vaccine efficacy. The majority of participants in current COVID-19 vaccine genetic studies are of European ancestry, and the basis for individual differences in cell phenotypes is largely unclear. Here, we report a genome-wide association study (GWAS) of comprehensive vaccine response, encompassing humoral immunity, cellular immunity and adverse reactions, in 2,299 Chinese individuals vaccinated with CoronaVac or BBIBP-CorV. We identify 14 fine-mapped genetic variants significantly associated with adaptive immune response and reactogenicity. Among them, 12 represent previously unreported loci and 2 (rs140176526 and rs11262794) are putative regulatory variants by Bayesian colocalization. SNP-based heritability is substantial for humoral immunity (33.4%). Integrating GWAS data with single-nucleus ATAC-seq (snATAC) and single-nucleus RNA-seq (snRNA) co-assay profiles across 10 time points identifies trait-associated immune cell types. Notably, MAIT and NKT show significant partitioned heritability enrichments across all phenotypes including neutralizing antibody (NAb) responses, T-helper 1 (Th1) cells responses, B cell memory, fatigue and muscle pain. Our findings unveil previously unrecognized genomic factors and epigenomic regulatory mechanisms underlying individual variability in vaccine responses at high resolution. Biological sciences/Genetics/Genetic association study/Genome-wide association studies Biological sciences/Genetics Full Text Additional Declarations Yes there is potential Competing Interest. ZJZ served as a PI in a phase 4 clinical study sponsored by Sinovac Biotech Ltd. The funder has no role in study design, implementation and manuscript writing in this study. Supplementary Files SupplementaryMaterial.pdf Genetic architecture of adaptive immune responses and adverse reactions to inactivated COVID-19 vaccine Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-7033863","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":483460817,"identity":"d6f468bf-6cb2-4927-8a33-82d7208be2d9","order_by":0,"name":"Zijie Zhang","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA9UlEQVRIiWNgGAWjYDACZoaEAwwMB0CsAxCRA8RrYUsgUgtCGY8BcVrk2xkeHvjw5468Of+ab9KFbQxyfDcSGD8X4NHC2MyQcHAGzzPDnTPebpOe2cZgLHkjgVl6Bh4tzEC/HOaROMy44cbZbdK8bQyJG24ksDHz4NHCBtLyx+Cw/YYbZ56BtNQT1MID0gJEiRvO97CBtCQYENIiAdRysOfA4eQNN9iMrXnOSRjOPPOwWRqfFvn+M8kffvw5bLvh/OGHt3nKbOT5jicf/IxPC9BpCVD7ElgkgCSQxdiAVwMDA/sBCM1/gPkDAaWjYBSMglEwQgEA8otRj9v7yA4AAAAASUVORK5CYII=","orcid":"https://orcid.org/0000-0002-4900-506X","institution":"Bio-X Center for Interdisciplinary Innovation, Yunnan University, Kunming, Yunnan","correspondingAuthor":true,"prefix":"","firstName":"Zijie","middleName":"","lastName":"Zhang","suffix":""},{"id":483460818,"identity":"5c0804cf-c059-4ad5-808a-09250e5d37a7","order_by":1,"name":"Tianpei Shi","email":"","orcid":"","institution":"Yunnan University","correspondingAuthor":false,"prefix":"","firstName":"Tianpei","middleName":"","lastName":"Shi","suffix":""},{"id":483460819,"identity":"609339c6-d102-476e-a37d-9847511901f3","order_by":2,"name":"Fengwei Liu","email":"","orcid":"","institution":"The Affiliated Hospital of Yunnan University, Kunming, Yunnan","correspondingAuthor":false,"prefix":"","firstName":"Fengwei","middleName":"","lastName":"Liu","suffix":""},{"id":483460820,"identity":"8ec3e53d-0c4a-493f-9b73-6ed59e36868b","order_by":3,"name":"Yajing Wang","email":"","orcid":"","institution":"The Affiliated Hospital of Yunnan University, Kunming, Yunnan","correspondingAuthor":false,"prefix":"","firstName":"Yajing","middleName":"","lastName":"Wang","suffix":""},{"id":483460821,"identity":"20d0fc8c-500e-4a2c-9635-8989767aa9b6","order_by":4,"name":"Na Wan","email":"","orcid":"","institution":"State Key Laboratory for Conservation and Utilization of Bio-resource and School of Life Sciences, Yunnan University","correspondingAuthor":false,"prefix":"","firstName":"Na","middleName":"","lastName":"Wan","suffix":""},{"id":483460822,"identity":"a5eb7313-2a0c-4e12-bdc1-3a4a678faf65","order_by":5,"name":"Huajie Hu","email":"","orcid":"","institution":"Yunnan University","correspondingAuthor":false,"prefix":"","firstName":"Huajie","middleName":"","lastName":"Hu","suffix":""},{"id":483460823,"identity":"1fce2c14-4c24-4070-9dc7-695ff8c984bd","order_by":6,"name":"Xupu Ma","email":"","orcid":"","institution":"Bio-X Center for Interdisciplinary Innovation, Yunnan University, Kunming, Yunnan","correspondingAuthor":false,"prefix":"","firstName":"Xupu","middleName":"","lastName":"Ma","suffix":""},{"id":483460824,"identity":"57718841-18b8-4a70-be48-85a434641abb","order_by":7,"name":"Wanting Qin","email":"","orcid":"","institution":"Kunming Institute of Zoology, Chinese Academy of Sciences","correspondingAuthor":false,"prefix":"","firstName":"Wanting","middleName":"","lastName":"Qin","suffix":""},{"id":483460825,"identity":"13e3a77f-38d9-4b31-9558-239b1d3913ad","order_by":8,"name":"Rong Wang","email":"","orcid":"","institution":"Kunming Institute of Zoology, Chinese Academy of Sciences","correspondingAuthor":false,"prefix":"","firstName":"Rong","middleName":"","lastName":"Wang","suffix":""},{"id":483460826,"identity":"b4d9370d-9770-4494-85be-8c3ee55412a3","order_by":9,"name":"Xinshuai Zhao","email":"","orcid":"","institution":"The Affiliated Hospital of Yunnan University, Yunnan University, Kunming, Yunnan","correspondingAuthor":false,"prefix":"","firstName":"Xinshuai","middleName":"","lastName":"Zhao","suffix":""},{"id":483460827,"identity":"fd2a0a0d-e702-47ff-889b-16f6866c25b0","order_by":10,"name":"Chunmei Li","email":"","orcid":"https://orcid.org/0000-0001-8227-9719","institution":"Peking University","correspondingAuthor":false,"prefix":"","firstName":"Chunmei","middleName":"","lastName":"Li","suffix":""},{"id":483460828,"identity":"4a6d8143-10df-4ff8-8dd4-c1c0c900b117","order_by":11,"name":"Taicheng Zhou","email":"","orcid":"","institution":"The Affiliated Hospital of Yunnan University","correspondingAuthor":false,"prefix":"","firstName":"Taicheng","middleName":"","lastName":"Zhou","suffix":""},{"id":483460829,"identity":"de1303ac-40af-40ff-a9cc-30b396991e9e","order_by":12,"name":"Rui Cheng","email":"","orcid":"","institution":"Bio-X Center for Interdisciplinary Innovation, Yunnan University, Kunming, Yunnan","correspondingAuthor":false,"prefix":"","firstName":"Rui","middleName":"","lastName":"Cheng","suffix":""}],"badges":[],"createdAt":"2025-07-03 03:50:27","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-7033863/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-7033863/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":91118825,"identity":"41cffaec-eb20-4afb-ba60-2872839148ee","added_by":"auto","created_at":"2025-09-11 18:18:25","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":2093902,"visible":true,"origin":"","legend":"Article File","description":"","filename":"Manusrcip.pdf","url":"https://assets-eu.researchsquare.com/files/rs-7033863/v1_covered_5eaa2937-1bcc-435e-9325-278836ff9284.pdf"},{"id":86483166,"identity":"fcd72356-68e8-4005-a29b-782b61a4f79b","added_by":"auto","created_at":"2025-07-11 07:56:31","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":1404952,"visible":true,"origin":"","legend":"Genetic architecture of adaptive immune responses and adverse reactions to inactivated COVID-19 vaccine","description":"","filename":"SupplementaryMaterial.pdf","url":"https://assets-eu.researchsquare.com/files/rs-7033863/v1/fffe05b3c052b7748e6854ed.pdf"}],"financialInterests":"\u003cb\u003eYes\u003c/b\u003e there is potential Competing Interest.\nZJZ served as a PI in a phase 4 clinical study sponsored by Sinovac Biotech Ltd. The funder has no role in study design, implementation and manuscript writing in this study.","formattedTitle":"Genetic architecture of adaptive immune responses and adverse reactions to inactivated COVID-19 vaccine","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"
[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"","lastPublishedDoi":"10.21203/rs.3.rs-7033863/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-7033863/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"Host genetic determinants influence vaccine efficacy. The majority of participants in current COVID-19 vaccine genetic studies are of European ancestry, and the basis for individual differences in cell phenotypes is largely unclear. Here, we report a genome-wide association study (GWAS) of comprehensive vaccine response, encompassing humoral immunity, cellular immunity and adverse reactions, in 2,299 Chinese individuals vaccinated with CoronaVac or BBIBP-CorV. We identify 14 fine-mapped genetic variants significantly associated with adaptive immune response and reactogenicity. Among them, 12 represent previously unreported loci and 2 (rs140176526 and rs11262794) are putative regulatory variants by Bayesian colocalization. SNP-based heritability is substantial for humoral immunity (33.4%). Integrating GWAS data with single-nucleus ATAC-seq (snATAC) and single-nucleus RNA-seq (snRNA) co-assay profiles across 10 time points identifies trait-associated immune cell types. Notably, MAIT and NKT show significant partitioned heritability enrichments across all phenotypes including neutralizing antibody (NAb) responses, T-helper 1 (Th1) cells responses, B cell memory, fatigue and muscle pain. Our findings unveil previously unrecognized genomic factors and epigenomic regulatory mechanisms underlying individual variability in vaccine responses at high resolution.","manuscriptTitle":"Genetic architecture of adaptive immune responses and adverse reactions to inactivated COVID-19 vaccine","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-07-11 07:56:26","doi":"10.21203/rs.3.rs-7033863/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"
[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"ded0ac02-a1a8-461e-a7bd-adf32b4cba91","owner":[],"postedDate":"July 11th, 2025","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[{"id":51334995,"name":"Biological sciences/Genetics/Genetic association study/Genome-wide association studies"},{"id":51334996,"name":"Biological sciences/Genetics"}],"tags":[],"updatedAt":"2025-09-11T18:10:14+00:00","versionOfRecord":[],"versionCreatedAt":"2025-07-11 07:56:26","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-7033863","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-7033863","identity":"rs-7033863","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}
Text is read by the "Ask this paper" AI Q&A widget below.
Extraction quality varies by source — PMC NXML preserves structure
cleanly, OA-HTML may include some navigation residue, and OA-PDF can
have broken hyphenation. The publisher copy
(via DOI)
is the canonical version.