{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"institution":[{"name":"medRxiv"}],"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T03:35:40Z","timestamp":1783481740616,"version":"3.55.0"},"posted":{"date-parts":[[2025,10,7]]},"group-title":"Genetic and Genomic Medicine","reference-count":24,"publisher":"openRxiv","license":[{"start":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T00:00:00Z","timestamp":1759795200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"accepted":{"date-parts":[[2025,10,7]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                <jats:p>It is unclear whether the effectiveness of weight loss interventions differs based on genetic predisposition to higher body mass index (BMI). Genome-wide polygenic scores (PS) for BMI are the strongest genetic predictors of elevated body weight, but no prospective trials have evaluated weight loss responses based on BMI PS. To assess whether adults with high or low genetic predisposition to higher BMI experience differential weight loss during a 6-month dietary intervention, we designed the GENEROOS study, a single-site, randomised controlled trial conducted in Finland from October 2023 to November 2024. Participants (N=223), aged 30\u201365 years, with a BMI of 23\u201336 kg\/m\u00b2 and no diabetes, were recruited from 38,621 genotyped individuals in the Finnish Clinical Biobank Tampere. They were selected from the top or bottom 5th percentile of the BMI PS distribution and randomized to either a six-month dietary coaching program aimed at a 500 kcal\/day energy deficit or to a control group receiving no dietary intervention. The main outcome was change in body weight (%) from baseline to 6 months and the interaction between BMI PS and intervention status. At baseline, those in the top 5% of BMI PS weighed on average 8.4 kg (95% CI, 5.1 to 11.7 kg) more than those in the bottom 5%. In the intervention group, mean weight change at 2, 4, and 6 months was \u22123.89%, \u22125.32%, and \u22124.70%; in the control group it was \u22121.10%, \u22120.85%, and 0.14%, respectively. No significant interaction was found between BMI PS and intervention on weight change (\u03b2 = 0.06 [95% CI, \u22121.33 to 1.44]; P = .94). In this randomised trial, genetic predisposition as measured by BMI PS did not modify response to dietary intervention, indicating that leveraging polygenic scores may not enhance the effectiveness of personalized weight loss strategies.<\/jats:p>\n                <jats:sec>\n                  <jats:title>Trial Registration<\/jats:title>\n                  <jats:p>\n                    <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/ClinicalTrials.gov\">ClinicalTrials.gov<\/jats:ext-link>\n                    Identifier:\n                    <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"clintrialgov\" xlink:href=\"NCT06092372\">NCT06092372<\/jats:ext-link>\n                  <\/jats:p>\n                <\/jats:sec>","DOI":"10.1101\/2025.10.06.25337395","type":"posted-content","created":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T00:35:19Z","timestamp":1759883719000},"source":"Crossref","is-referenced-by-count":2,"title":["Effect of a Dietary Intervention on Weight Loss in Adults with High vs Low Genetic Predisposition to Higher BMI: A Randomized Diet Intervention Trial"],"prefix":"10.64898","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2312-5530","authenticated-orcid":false,"given":"Rodosthenis S.","family":"Rodosthenous","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2279-0392","authenticated-orcid":false,"given":"Leena E.","family":"Viiri","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anne","family":"Carson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6354-5572","authenticated-orcid":false,"given":"Tatiana","family":"Cajuso","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-8006-1211","authenticated-orcid":false,"given":"Andrea","family":"Corbetta","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0153-922X","authenticated-orcid":false,"given":"Samuel","family":"Jones","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1779-8760","authenticated-orcid":false,"given":"Ettore","family":"Brenna","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"family":"FinnGen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Enni","family":"Makkonen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Minttu","family":"Virolainen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Niina","family":"Korkeala","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7108-2806","authenticated-orcid":false,"given":"Elisabeth","family":"Wid\u00e9n","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0504-1202","authenticated-orcid":false,"given":"Samuli","family":"Ripatti","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8147-240X","authenticated-orcid":false,"given":"Andrea","family":"Ganna","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"54368","reference":[{"key":"2025100908050738000_2025.10.06.25337395v1.1","unstructured":"Observatory WOFGO. World Obesity Federation Global Obesity Observatory World Obesity Federation Global Obesity Observatory Web site. Available at: https:\/\/data.worldobesity.org (Accessed: 18 February 2025). Published 2025. Accessed."},{"key":"2025100908050738000_2025.10.06.25337395v1.2","doi-asserted-by":"publisher","DOI":"10.1007\/s10654-007-9165-7"},{"key":"2025100908050738000_2025.10.06.25337395v1.3","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0065174"},{"key":"2025100908050738000_2025.10.06.25337395v1.4","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMsr1606602"},{"issue":"3","key":"2025100908050738000_2025.10.06.25337395v1.5","doi-asserted-by":"crossref","first-page":"808","DOI":"10.1007\/s11695-025-07733-8","article-title":"Glucagon-Like Peptide-1 Receptor Agonists for the Treatment of Suboptimal Initial Clinical Response and Weight Gain Recurrence After Bariatric Surgery: a Systematic Review and Meta-analysis","volume":"35","year":"2025","journal-title":"Obes Surg"},{"key":"2025100908050738000_2025.10.06.25337395v1.6","doi-asserted-by":"publisher","DOI":"10.1002\/ajhb.22253"},{"key":"2025100908050738000_2025.10.06.25337395v1.7","doi-asserted-by":"crossref","unstructured":"Elks CE , den Hoed M , Zhao JH , et al. Variability in the heritability of body mass index: a systematic review and meta-regression. Front Endocrinol (Lausanne ). 2012;3:29.","DOI":"10.3389\/fendo.2012.00029"},{"key":"2025100908050738000_2025.10.06.25337395v1.8","doi-asserted-by":"publisher","DOI":"10.1016\/j.cell.2019.03.028"},{"key":"2025100908050738000_2025.10.06.25337395v1.9","doi-asserted-by":"publisher","DOI":"10.1023\/A:1025635913927"},{"key":"2025100908050738000_2025.10.06.25337395v1.10","doi-asserted-by":"publisher","DOI":"10.1038\/nature14177"},{"key":"2025100908050738000_2025.10.06.25337395v1.11","doi-asserted-by":"publisher","DOI":"10.1038\/s41576-021-00414-z"},{"key":"2025100908050738000_2025.10.06.25337395v1.12","doi-asserted-by":"publisher","DOI":"10.1093\/hmg\/ddy271"},{"key":"2025100908050738000_2025.10.06.25337395v1.13","doi-asserted-by":"publisher","DOI":"10.1016\/j.jada.2007.07.017"},{"issue":"5","key":"2025100908050738000_2025.10.06.25337395v1.14","doi-asserted-by":"crossref","first-page":"694","DOI":"10.1038\/s41366-024-01470-1","article-title":"Impact of polygenic score for BMI on weight loss effectiveness and genome-wide association analysis","volume":"48","year":"2024","journal-title":"Int J Obes (Lond"},{"key":"2025100908050738000_2025.10.06.25337395v1.15","doi-asserted-by":"publisher","DOI":"10.3945\/ajcn.115.123448"},{"key":"2025100908050738000_2025.10.06.25337395v1.16","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.i4707"},{"key":"2025100908050738000_2025.10.06.25337395v1.17","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2018.0245"},{"key":"2025100908050738000_2025.10.06.25337395v1.18","doi-asserted-by":"publisher","DOI":"10.2337\/db15-0441"},{"key":"2025100908050738000_2025.10.06.25337395v1.19","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-02205473-8"},{"key":"2025100908050738000_2025.10.06.25337395v1.20","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2022-064695"},{"key":"2025100908050738000_2025.10.06.25337395v1.21","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2019.103208"},{"key":"2025100908050738000_2025.10.06.25337395v1.22","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btq340"},{"key":"2025100908050738000_2025.10.06.25337395v1.23","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-019-09718-5"},{"key":"2025100908050738000_2025.10.06.25337395v1.24","doi-asserted-by":"crossref","unstructured":"Chang CC , Chow CC , Tellier LC , Vattikuti S , Purcell SM , Lee JJ . Second-generation PLINK: rising to the challenge of larger and richer datasets. Gigascience. 2015;4:7.","DOI":"10.1186\/s13742-015-0047-8"}],"container-title":[],"original-title":[],"link":[{"URL":"https:\/\/syndication.highwire.org\/content\/doi\/10.1101\/2025.10.06.25337395","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T20:47:55Z","timestamp":1768510075000},"score":1,"resource":{"primary":{"URL":"http:\/\/medrxiv.org\/lookup\/doi\/10.1101\/2025.10.06.25337395"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,7]]},"references-count":24,"URL":"https:\/\/doi.org\/10.1101\/2025.10.06.25337395","relation":{},"subject":[],"published":{"date-parts":[[2025,10,7]]},"subtype":"preprint"}}