Robust Bioinformatics Approaches Result in the First Polygenic Risk Score for BMI in Greek Adults

Author:

Kafyra Maria1,Kalafati Ioanna Panagiota12,Dimitriou Maria13,Grigoriou Effimia1ORCID,Kokkinos Alexandros4,Rallidis Loukianos5ORCID,Kolovou Genovefa6,Trovas Georgios7,Marouli Eirini8ORCID,Deloukas Panos8,Moulos Panagiotis9ORCID,Dedoussis George V.110

Affiliation:

1. Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, 17671 Athens, Greece

2. Department of Nutrition and Dietetics, School of Physical Education, Sport Science and Dietetics, University of Thessaly, 42132 Trikala, Greece

3. Department of Nutritional Science and Dietetics, School of Health Science, University of the Peloponnese, Antikalamos, 24100 Kalamata, Greece

4. First Department of Propaedeutic and Internal Medicine, Laiko General Hospital, Athens University Medical School, 11527 Athens, Greece

5. Second Department of Cardiology, Medical School, National and Kapodistrian University of Athens, Attikon Hospital, 12462 Athens, Greece

6. Cardiometabolic Center, Metropolitan Hospital, 18547 Piraeus, Greece

7. Laboratory for the Research of Musculoskeletal System “Th. Garofalidis”, School of Medicine, National and Kapodistrian University of Athens, KAT General Hospital, Athinas 10th Str., 14561 Athens, Greece

8. William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK

9. Institute for Fundamental Biomedical Research, Biomedical Sciences Research Center ‘Alexander Fleming’, 16672 Vari, Greece

10. Genome Analysis, 17671 Athens, Greece

Abstract

Quantifying the role of genetics via construction of polygenic risk scores (PRSs) is deemed a resourceful tool to enable and promote effective obesity prevention strategies. The present paper proposes a novel methodology for PRS extraction and presents the first PRS for body mass index (BMI) in a Greek population. A novel pipeline for PRS derivation was used to analyze genetic data from a unified database of three cohorts of Greek adults. The pipeline spans various steps of the process, from iterative dataset splitting to training and test partitions, calculation of summary statistics and PRS extraction, up to PRS aggregation and stabilization, achieving higher evaluation metrics. Using data from 2185 participants, implementation of the pipeline enabled consecutive repetitions in splitting training and testing samples and resulted in a 343-single nucleotide polymorphism PRS yielding an R2 = 0.3241 (beta = 1.011, p-value = 4 × 10−193) for BMI. PRS-included variants displayed a variety of associations with known traits (i.e., blood cell count, gut microbiome, lifestyle parameters). The proposed methodology led to creation of the first-ever PRS for BMI in Greek adults and aims at promoting a facilitating approach to reliable PRS development and integration in healthcare practice.

Funder

Greek Secretariat for Research and Technology

Hellenic Society for the Study of Bone Metabolism

General Secretary of Research and Technology

Targeted Financing from the Estonian Ministry of Education and Research

EU FP7 grant ECOGENE

EU

Publisher

MDPI AG

Subject

Medicine (miscellaneous)

Reference40 articles.

1. World Health Organization (2022, October 08). Obesity and Overweight. Available online: https://www.who.int/en/news-room/fact-sheets/detail/obesity-and-overweight#:~:text=Key%20facts.%20Worldwide%20obesity%20has%20nearly%20tripled%20since,were%20overweight%20in%202016%2C%20and%2013%25%20were%20obese.

2. Obesity and severe obesity forecasts through 2030;Finkelstein;Am. J. Prev. Med.,2012

3. Overweight and obesity: The pathogenesis of cardiometabolic risk;Bray;Clin. Cornerstone,2009

4. Prevention of overweight and obesity: How effective is the current public health approach;Chan;IJERPH,2010

5. Genetic studies of body mass index yield new insights for obesity biology;Locke;Nature,2015

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3