{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,20]],"date-time":"2026-08-20T16:18:28Z","timestamp":1787242708744,"version":"build-2736575974"},"reference-count":48,"publisher":"Oxford University Press (OUP)","issue":"10","license":[{"start":{"date-parts":[[2024,8,21]],"date-time":"2024-08-21T00:00:00Z","timestamp":1724198400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["P20GM109036"],"award-info":[{"award-number":["P20GM109036"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["R01AR069055"],"award-info":[{"award-number":["R01AR069055"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["U19AG055373"],"award-info":[{"award-number":["U19AG055373"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["R01AG061917"],"award-info":[{"award-number":["R01AG061917"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,9,26]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Osteoporosis, characterized by low BMD, is a highly heritable metabolic bone disorder. Although single nucleotide variations (SNVs) have been extensively studied, they explain only a fraction of BMD heritability. Although genomic structural variations (SVs) are large-scale genomic alterations that contribute to genetic diversity in shaping phenotypic variations, the role of SVs in osteoporosis susceptibility remains poorly understood. This study aims to identify and prioritize genes that harbor BMD-related SVs. We performed whole genome sequencing on 4982 subjects from the Louisiana Osteoporosis Study. To obtain high-confidence SVs, the detection of SVs was performed using an ensemble approach. The SVs were tested for association with BMD variation at the hip (HIP), femoral neck (FNK), and lumbar spine (SPN), respectively. Additionally, we conducted co-occurrence analysis using multi-omics approaches to prioritize the identified genes based on their functional importance. Stratification was employed to explore the sex- and ethnicity-specific effects. We identified significant SV-BMD associations: 125 for FNK-BMD, 99 for SPN-BMD, and 83 for HIP-BMD. We observed SVs that were commonly associated with both FNK and HIP BMDs in our combined and stratified analyses. These SVs explain 13.3% to 19.1% of BMD variation. Novel bone-related genes emerged, including LINC02370, ZNF family genes, and ZDHHC family genes. Additionally, FMN2, carrying BMD-related deletions, showed associations with FNK or HIP BMDs, with sex-specific effects. The co-occurrence analysis prioritized an RNA gene LINC00494 and ZNF family genes positively associated with BMDs at different skeletal sites. Two potential causal genes, IBSP and SPP1, for osteoporosis were also identified. Our study uncovers new insights into genetic factors influencing BMD through SV analysis. We highlight BMD-related SVs, revealing a mix of shared and specific genetic influences across skeletal sites and gender or ethnicity. These findings suggest potential roles in osteoporosis pathophysiology, opening avenues for further research and therapeutic targets.<\/jats:p>","DOI":"10.1093\/jbmr\/zjae133","type":"journal-article","created":{"date-parts":[[2024,8,22]],"date-time":"2024-08-22T13:17:00Z","timestamp":1724332620000},"page":"1474-1485","source":"Crossref","is-referenced-by-count":9,"title":["Genomic structural variations link multiple genes to bone mineral density in a multi-ethnic cohort study: Louisiana osteoporosis study"],"prefix":"10.1093","volume":"39","author":[{"given":"Kuan-Jui","family":"Su","sequence":"first","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United 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Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anqi","family":"Liu","sequence":"additional","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yong","family":"Liu","sequence":"additional","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhe","family":"Luo","sequence":"additional","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shashank Sajjan","family":"Mungasavalli Gnanesh","sequence":"additional","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qing","family":"Tian","sequence":"additional","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lan-Juan","family":"Zhao","sequence":"additional","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 70112,","place":["United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Shen","sequence":"additional","affiliation":[{"name":"Deming Department of Medicine , School of Medicine, , New Orleans, LA 70112,","place":["United States"]},{"name":"Tulane Center for Biomedical Informatics and Genomics, Tulane University , School of Medicine, , New Orleans, LA 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