Ratio-Driven Lipoprotein Mapping Refines Genetic Pathways of Cardiometabolic Risk | 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 Ratio-Driven Lipoprotein Mapping Refines Genetic Pathways of Cardiometabolic Risk S. Hani Najafi-Shoushtari, Karsten Suhre, Murugan Subramanian, and 20 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8475327/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 Dysregulated blood lipids are a major predictor of cardiovascular events. A recent genome-wide association study (GWAS) with five clinically relevant lipid traits in 1.65 million individuals implicated over 770 genomic regions in regulating blood lipid metabolism. To translate these associations into clinical applications, a functional understanding of their roles in lipoprotein metabolism, transport and remodeling (LPmtr) is required. Here, we report the deep molecular fine-mapping of 554 of these lipid risk loci using 168 lipoprotein-related traits and all possible ratios between them in over 273,000 participants of the UK Biobank. We identified new ratio-based markers of pathways shared by multiple LPmtr genes, such as the linoleic acid fraction of the polyunsaturated fatty acid pool to reveal potential causal genes at poorly characterized lipid risk loci, the percentage of esterified cholesterol moieties in LDL particles as a proxy for soluble LDL receptor levels, and the HDL fraction of total lipoprotein particle number as a predictor of incident myocardial infarction. We demonstrate how lipoprotein fine-mapping can generate new hypotheses for drug target development while uncovering new mechanisms relevant to hyperlipidemia. Ratio-driven clustering further implicated miR-148 in TG secretion, linking ER-stress responses at postprandial state to VLDL metabolism via mTORC1, shown through series of integrated cellular assays and mouse studies. Moreover, consistent with its regulatory influence on lipid flux we identify miR-148a a previously unrecognized determinat of Lp(a) levels. Our study implements a novel approach of using metabolomic data to follow-up on genetic evidence from GWAS with clinical traits and generates new insights into the biology of lipoprotein particles, supporting the emerging view that assessing lipoprotein size and composition is essential for the understanding, prevention, and treatment of lipid-related disorders. Biological sciences/Computational biology and bioinformatics/Functional clustering Biological sciences/Molecular biology/Non-coding RNAs/miRNAs lipid and cholesterol metabolism lipoprotein particle composition cardiovascular disease genetic association drug target development lipo-proteomics microRNA Full Text Additional Declarations There is NO Competing Interest. Supplementary Files SuppTablesNatComm.xlsx Tables 1-15 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-8475327","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":568366748,"identity":"49550913-68d7-48a4-8689-a4530693ca88","order_by":0,"name":"S. Hani Najafi-Shoushtari","email":"data:image/png;base64,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","orcid":"","institution":"Weill Cornell Medical College/Cornell University","correspondingAuthor":true,"prefix":"","firstName":"S.","middleName":"Hani","lastName":"Najafi-Shoushtari","suffix":""},{"id":568366749,"identity":"38b5300c-8189-4f84-8f23-99112cb32bb1","order_by":1,"name":"Karsten Suhre","email":"","orcid":"","institution":"Department of Genetic Medicine, Weill Cornell Medicine, Qatar","correspondingAuthor":false,"prefix":"","firstName":"Karsten","middleName":"","lastName":"Suhre","suffix":""},{"id":568366750,"identity":"85e8f586-6b33-40bf-a896-a722609f4f51","order_by":2,"name":"Murugan Subramanian","email":"","orcid":"","institution":"Weill Cornell Medicine","correspondingAuthor":false,"prefix":"","firstName":"Murugan","middleName":"","lastName":"Subramanian","suffix":""},{"id":568366751,"identity":"7746d8c4-5095-46d5-af39-f685cf4d2436","order_by":3,"name":"Melanie Modder","email":"","orcid":"https://orcid.org/0000-0002-8715-1586","institution":"Leiden University Medical Center","correspondingAuthor":false,"prefix":"","firstName":"Melanie","middleName":"","lastName":"Modder","suffix":""},{"id":568366752,"identity":"517ad061-fc96-4d08-9974-6db967611e86","order_by":4,"name":"Christopher Krumm","email":"","orcid":"","institution":"","correspondingAuthor":false,"prefix":"","firstName":"Christopher","middleName":"","lastName":"Krumm","suffix":""},{"id":568366753,"identity":"adc0a910-06c7-4aeb-98cc-f2529edeb25e","order_by":5,"name":"Abulaish Ansari","email":"","orcid":"","institution":"Weill Cornell Medicine (WCM)","correspondingAuthor":false,"prefix":"","firstName":"Abulaish","middleName":"","lastName":"Ansari","suffix":""},{"id":568366754,"identity":"2bd930b5-c5d0-4968-ad5f-d08c3bf684d9","order_by":6,"name":"Haiyue He","email":"","orcid":"","institution":"Weill Cornell Medicine (WCM)","correspondingAuthor":false,"prefix":"","firstName":"Haiyue","middleName":"","lastName":"He","suffix":""},{"id":568366755,"identity":"40ddd1ce-eff4-47c9-b1a7-34b6d9c9f0dd","order_by":7,"name":"Farooq Rashid","email":"","orcid":"","institution":"Weill Cornell Medicine (WCM)","correspondingAuthor":false,"prefix":"","firstName":"Farooq","middleName":"","lastName":"Rashid","suffix":""},{"id":568366756,"identity":"e0b29f72-5d80-4963-936d-c9974aaa2ab8","order_by":8,"name":"Raghad Al-Ishaq","email":"","orcid":"","institution":"Weill Cornell Medicine (WCM)","correspondingAuthor":false,"prefix":"","firstName":"Raghad","middleName":"","lastName":"Al-Ishaq","suffix":""},{"id":568366757,"identity":"2a425fbc-c0f0-47bf-aa39-8b0f60c05af7","order_by":9,"name":"Aziz Belkadi","email":"","orcid":"https://orcid.org/0000-0003-1564-0468","institution":"Weill Cornell medicine in Qatar","correspondingAuthor":false,"prefix":"","firstName":"Aziz","middleName":"","lastName":"Belkadi","suffix":""},{"id":568366758,"identity":"c5022706-cf0c-4c29-b357-f897ee21e8a4","order_by":10,"name":"Tanwir Habib","email":"","orcid":"","institution":"Weill Cornell Medicine (WCM)","correspondingAuthor":false,"prefix":"","firstName":"Tanwir","middleName":"","lastName":"Habib","suffix":""},{"id":568366759,"identity":"ebba3fff-22c6-4e4f-bb8a-cfd6815d3f9f","order_by":11,"name":"Anna Halama","email":"","orcid":"https://orcid.org/0000-0003-4910-6255","institution":"Cornell University","correspondingAuthor":false,"prefix":"","firstName":"Anna","middleName":"","lastName":"Halama","suffix":""},{"id":568366760,"identity":"3ac4c2e3-ba7c-42d9-a30b-edd3cae0170e","order_by":12,"name":"Nisha Stephan","email":"","orcid":"https://orcid.org/0000-0002-8133-2597","institution":"Weill Cornell Medicine in Qatar","correspondingAuthor":false,"prefix":"","firstName":"Nisha","middleName":"","lastName":"Stephan","suffix":""},{"id":568366761,"identity":"23cdf2de-3d84-443a-8c21-0fa13689a4b8","order_by":13,"name":"Gaurav Thareja","email":"","orcid":"https://orcid.org/0000-0003-2277-6400","institution":"Cornell University","correspondingAuthor":false,"prefix":"","firstName":"Gaurav","middleName":"","lastName":"Thareja","suffix":""},{"id":568366762,"identity":"00b2f2d5-af50-4872-b0af-6570112667b4","order_by":14,"name":"Shaza Zaghlool","email":"","orcid":"https://orcid.org/0000-0002-9132-8030","institution":"Department of Physiology and Biophysics, Weill Cornell Medicine-Qatar, Doha","correspondingAuthor":false,"prefix":"","firstName":"Shaza","middleName":"","lastName":"Zaghlool","suffix":""},{"id":568366763,"identity":"fbc3332c-502f-491b-be79-f3fcd76cc2ad","order_by":15,"name":"Audrey Dujardin","email":"","orcid":"","institution":"Inserm","correspondingAuthor":false,"prefix":"","firstName":"Audrey","middleName":"","lastName":"Dujardin","suffix":""},{"id":568366764,"identity":"3fb854e6-4944-4565-9120-cbefc8a349ba","order_by":16,"name":"Xi Chen","email":"","orcid":"","institution":"Baylor College of Medicine","correspondingAuthor":false,"prefix":"","firstName":"Xi","middleName":"","lastName":"Chen","suffix":""},{"id":568366765,"identity":"26840e05-33ab-43ce-8416-af6c4cc3e3cd","order_by":17,"name":"Peter Mulligan","email":"","orcid":"","institution":"Inserm","correspondingAuthor":false,"prefix":"","firstName":"Peter","middleName":"","lastName":"Mulligan","suffix":""},{"id":568366766,"identity":"93f1d4db-9d95-469f-bc7e-64b380742d4f","order_by":18,"name":"Eric B. Fauman","email":"","orcid":"https://orcid.org/0000-0002-9739-0249","institution":"Pfizer","correspondingAuthor":false,"prefix":"","firstName":"Eric","middleName":"B.","lastName":"Fauman","suffix":""},{"id":568366767,"identity":"6f21edf0-3939-490e-98a4-a413b3b2a5d3","order_by":19,"name":"Ann-Hwee Lee","email":"","orcid":"","institution":"Regeneron","correspondingAuthor":false,"prefix":"","firstName":"Ann-Hwee","middleName":"","lastName":"Lee","suffix":""},{"id":568366768,"identity":"5d314a28-7ea5-4516-9c6b-e20cc122be40","order_by":20,"name":"Patrick Rensen","email":"","orcid":"https://orcid.org/0000-0002-8455-4988","institution":"Leiden University Medical Center","correspondingAuthor":false,"prefix":"","firstName":"Patrick","middleName":"","lastName":"Rensen","suffix":""},{"id":568366769,"identity":"9386c6d3-fde0-4aeb-b803-cf805b02df38","order_by":21,"name":"Sander Kooijman","email":"","orcid":"https://orcid.org/0000-0002-0014-5571","institution":"Leiden University Medical Center","correspondingAuthor":false,"prefix":"","firstName":"Sander","middleName":"","lastName":"Kooijman","suffix":""},{"id":568366770,"identity":"73d47fb4-9adb-4b14-84c4-744a6f7274f2","order_by":22,"name":"David Cohen","email":"","orcid":"https://orcid.org/0000-0001-9827-6926","institution":"Brigham and Women’s Hospital, Harvard Medical School","correspondingAuthor":false,"prefix":"","firstName":"David","middleName":"","lastName":"Cohen","suffix":""}],"badges":[],"createdAt":"2025-12-29 18:40:14","currentVersionCode":1,"declarations":{"humanSubjects":false,"vertebrateSubjects":false,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":false},"doi":"10.21203/rs.3.rs-8475327/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-8475327/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":99658987,"identity":"70bc89e5-c86d-411c-8b85-29cbc32de551","added_by":"auto","created_at":"2026-01-07 03:19:24","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":13394365,"visible":true,"origin":"","legend":"","description":"","filename":"148aratiopaperNatCom.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8475327/v1/009eaba72b77ab00d78ea774.pdf"},{"id":99658985,"identity":"b33d7034-3ea1-4b60-8201-8b2263bc69cb","added_by":"auto","created_at":"2026-01-07 03:19:24","extension":"json","order_by":1,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":21470,"visible":true,"origin":"","legend":"","description":"","filename":"NCOMMS25105373.json","url":"https://assets-eu.researchsquare.com/files/rs-8475327/v1/7c592eb67b22be071da96e3a.json"},{"id":99796428,"identity":"4325c780-2e5c-4fa4-b354-099ed41f8bd6","added_by":"auto","created_at":"2026-01-08 13:41:45","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":8396250,"visible":true,"origin":"","legend":"Article File","description":"","filename":"148aratiopaperNatCom.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8475327/v1_covered_71fa6212-cd57-476b-b998-8f586f70f547.pdf"},{"id":99658986,"identity":"7a5413e1-d460-4634-8bb1-baf4696e0e9e","added_by":"auto","created_at":"2026-01-07 03:19:24","extension":"xlsx","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":13792982,"visible":true,"origin":"","legend":"Tables 1-15","description":"","filename":"SuppTablesNatComm.xlsx","url":"https://assets-eu.researchsquare.com/files/rs-8475327/v1/27be6cf3bdbba0f399a593b7.xlsx"}],"financialInterests":"There is \u003cb\u003eNO\u003c/b\u003e Competing Interest.","formattedTitle":"Ratio-Driven Lipoprotein Mapping Refines Genetic Pathways of Cardiometabolic Risk","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":true,"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":"lipid and cholesterol metabolism, lipoprotein particle composition, cardiovascular disease, genetic association, drug target development, lipo-proteomics, microRNA","lastPublishedDoi":"10.21203/rs.3.rs-8475327/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-8475327/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"Dysregulated blood lipids are a major predictor of cardiovascular events. A recent genome-wide association study (GWAS) with five clinically relevant lipid traits in 1.65 million individuals implicated over 770 genomic regions in regulating blood lipid metabolism. To translate these associations into clinical applications, a functional understanding of their roles in lipoprotein metabolism, transport and remodeling (LPmtr) is required. Here, we report the deep molecular fine-mapping of 554 of these lipid risk loci using 168 lipoprotein-related traits and all possible ratios between them in over 273,000 participants of the UK Biobank. We identified new ratio-based markers of pathways shared by multiple LPmtr genes, such as the linoleic acid fraction of the polyunsaturated fatty acid pool to reveal potential causal genes at poorly characterized lipid risk loci, the percentage of esterified cholesterol moieties in LDL particles as a proxy for soluble LDL receptor levels, and the HDL fraction of total lipoprotein particle number as a predictor of incident myocardial infarction. We demonstrate how lipoprotein fine-mapping can generate new hypotheses for drug target development while uncovering new mechanisms relevant to hyperlipidemia. Ratio-driven clustering further implicated miR-148 in TG secretion, linking ER-stress responses at postprandial state to VLDL metabolism via mTORC1, shown through series of integrated cellular assays and mouse studies. Moreover, consistent with its regulatory influence on lipid flux we identify miR-148a a previously unrecognized determinat of Lp(a) levels. Our study implements a novel approach of using metabolomic data to follow-up on genetic evidence from GWAS with clinical traits and generates new insights into the biology of lipoprotein particles, supporting the emerging view that assessing lipoprotein size and composition is essential for the understanding, prevention, and treatment of lipid-related disorders.","manuscriptTitle":"Ratio-Driven Lipoprotein Mapping Refines Genetic Pathways of Cardiometabolic Risk","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2026-01-07 03:19:18","doi":"10.21203/rs.3.rs-8475327/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":"000e303f-113e-4ce3-9e86-f19b186a3c52","owner":[],"postedDate":"January 7th, 2026","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[{"id":60478990,"name":"Biological sciences/Computational biology and bioinformatics/Functional clustering"},{"id":60478991,"name":"Biological sciences/Molecular biology/Non-coding RNAs/miRNAs"}],"tags":[],"updatedAt":"2026-01-07T14:57:36+00:00","versionOfRecord":[],"versionCreatedAt":"2026-01-07 03:19:18","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-8475327","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-8475327","identity":"rs-8475327","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","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.