FTO Gene Polymorphisms and Their Impact on Cardiovascular Disease and Coronary Artery Anatomy: A Systematic Review and Meta-Analysis

Venkateswarlu Yadavalli 1 * , Anbalagan Gnanavel 2, Saravanakumar Sundaresan 2, Praveen Thammisetti 3, Karthick Selvaraj 4
More Detail
1 PhD Program, Department of Anatomy Meenakshi academy of higher education and research, Chennai, India
2 Department of Anatomy, Meenakshi Medical College Hospital and Research Institute, Meenakshi Academy of Higher Education and Research Institute, Kanchipuram, India
3 Department of Anatomy, Ayaan Institute of Medical Science, Kanaka Mamidi, Moinabad, Ranga Reddy District, Telangana, India
4 Head of Meenakshi Medical College Hospital and Research Institute, Meenakshi Academy of Higher Education and Research Institute, Kanchipuram, India
* Corresponding Author
J CLIN MED KAZ, Volume 23, Issue 1, pp. 69-78. https://doi.org/10.23950/jcmk/17448
OPEN ACCESS 606 Views 186 Downloads
Download Full Text (PDF)
Author Contributions: Conceptualization, Y.V.; methodology, Y.V. and G.A.; validation, T.P. and K.S.; formal analysis, G.A., S.S., T.P., and K.S.; investigation, Y.V. and G.A.; resources, S.S. and T.P.; data curation, T.P. and K.S.; writing – original draft preparation, Y.V. and G.A.; writing – review and editing,  Y.V. and G.A., G.A., S.S., T.P., and K.S.; visualization, Y.V. and G.A.; supervision, AG and K.S.; project administration, Y.V.; funding acquisition, Y.V. All authors have read and agreed to the published version of the manuscript.

Data availability statement: The corresponding author can provide the data supporting the study's conclusions upon request. Due to ethical and privacy constraints, the data are not publicly accessible.

Artificial Intelligence (AI) Disclosure Statement: AI-Unassisted Work.

ABSTRACT

Background: Genetic polymorphism of the fat mass and obesity-associated (FTO) gene, i.e., rs9939609 and rs1121980, was previously thought to be responsible for the pathophysiologies of obesity, metabolic syndrome, and cardiovascular disease (CVD). No strong association of the polymorphisms with vascular properties like transluminal diameter and coronary artery anatomy in populations has been reported despite numerous previous studies. To critically evaluate the interaction of FTO gene polymorphisms with cardiovascular/metabolic events, coronary artery morphology, and demographic diversity at the tertiary level.
Methods: Systematic searching in PubMed, Embase, Web of Science, Scopus, and Google Scholar up to July 2025. 1,265 records were searched, and 33 studies were screened and evaluated in full-text evaluation, of which 25 studies were included in the meta-analysis. Exposure characteristics, including SNP variant, endpoint, ethnicity, and type of genotyping, were defined. Statistical power in studies was estimated using Quanto software. Pooled odds ratios (OR) and their 95% confidence intervals (CIs) were calculated from the random-effects model. Subgroup analysis by ethnicity, outcome group, and study quality was conducted.
Results: Meta-analysis identified FTO rs9939609 risk allele A to be strongly related to CVD risk (pooled OR = 1.29, 95% CI: 1.15–1.44, p < 0.001). The association was consistent in European (OR = 1.33), East Asian (OR = 1.24), and South Asian individuals (OR = 1.21). In the subgroup analysis, the augmented effects were in the combined endpoint obesity-CVD studies and TaqMan genotyping. FTO alleles were associated with transluminal narrowing reported in isolated individual trials, a majority of which were among obese CAD patients. There was no homogeneous socioeconomic context report, but combined data were given for possible gene-environment interaction with vascular anatomy.
Conclusion: FTO gene polymorphisms, and particularly rs9939609, have been linked with cardiovascular risk and may influence coronary artery structure, particularly in metabolically vulnerable individuals. Gene screening within the process of CVD risk stratification, particularly in demographically heterogeneous practice, is justified by the findings.

CITATION

Yadavalli V, Gnanavel A, Sundaresan S, Thammisetti P, Selvaraj K. FTO Gene Polymorphisms and Their Impact on Cardiovascular Disease and Coronary Artery Anatomy: A Systematic Review and Meta-Analysis. J CLIN MED KAZ. 2026;23(1):69-78. https://doi.org/10.23950/jcmk/17448

REFERENCES

  • WHO. Cardiovascular Diseases (CVDs). World Heal. Organ. 2023.
  • Arnett DK, Blumenthal RS, Albert MA, Buroker AB, Goldberger ZD, Hahn EJ, Himmelfarb CD, Khera A, Lloyd-Jones D, McEvoy JW, others. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J. Am. Coll. Cardiol. 2019; 74(10): e177–e232.
  • Khera A V., Chaffin M, Aragam KG, Haas ME, Roselli C, Choi SH, Natarajan P, Lander ES, Lubitz SA, Ellinor PT, Kathiresan S. Genome-Wide Polygenic Scores for Common Diseases Identify Individuals with Risk Equivalent to Monogenic Mutations. Nat. Genet. 2018; 50(9): 1219–1224. https://doi.org/10.1038/s41588-018-0183-z.
  • Nelson CP, Goel A, Butterworth AS, Kanoni S, Webb TR, Marouli E, Zeng L, Ntalla I, Lai FY, Hopewell JC, Giannakopoulou O, Jiang T, Hamby SE, Di Angelantonio E, Assimes TL, Bottinger EP, Chambers JC, Clarke R, Palmer CNA, Cubbon RM, Ellinor P, Ermel R, Evangelou E, Franks PW, Grace C, Gu D, Hingorani AD, Howson JMM, Ingelsson E, Kastrati A, Kessler T, Kyriakou T, Lehtimäki T, Lu X, Lu Y, März W, McPherson R, Metspalu A, Pujades-Rodriguez M, Ruusalepp A, Schadt EE, Schmidt AF, Sweeting MJ, Zalloua PA, AlGhalayini K, Keavney BD, Kooner JS, Loos RJF, Patel RS, Rutter MK, Tomaszewski M, Tzoulaki I, Zeggini E, Erdmann J, Dedoussis G, Björkegren JLM, Schunkert H, Farrall M, Danesh J, Samani NJ, Watkins H, Deloukas P. Association Analyses Based on False Discovery Rate Implicate New Loci for Coronary Artery Disease. Nat. Genet. 2017; 49(9): 1385–1391. https://doi.org/10.1038/ng.3913.
  • the CARDIoGRAMplusC4D Consortium. A Comprehensive 1000 Genomes–Based Genome-Wide Association Meta-Analysis of Coronary Artery Disease. Nat. Genet. 2015; 47(10): 1121–1130. https://doi.org/10.1038/ng.3396.
  • Inouye M, Abraham G, Nelson CP, Wood AM, Sweeting MJ, Dudbridge F, Lai FY, Kaptoge S, Brozynska M, Wang T, Ye S, Webb TR, Rutter MK, Tzoulaki I, Patel RS, Loos RJF, Keavney B, Hemingway H, Thompson J, Watkins H, Deloukas P, Di Angelantonio E, Butterworth AS, Danesh J, Samani NJ. Genomic Risk Prediction of Coronary Artery Disease in 480,000 Adults. J. Am. Coll. Cardiol. 2018; 72(16): 1883–1893. https://doi.org/10.1016/j.jacc.2018.07.079.
  • Cambien F, Tiret L. Genetics of Cardiovascular Diseases. Circulation 2007; 116(15): 1714–1724. https://doi.org/10.1161/CIRCULATIONAHA.106.661751.
  • Jia G, Fu Y, Zhao X, Dai Q, Zheng G, Yang Y, Yi C, Lindahl T, Pan T, Yang Y-G, He C. N6-Methyladenosine in Nuclear RNA Is a Major Substrate of the Obesity-Associated FTO. Nat. Chem. Biol. 2011; 7(12): 885–887. https://doi.org/10.1038/nchembio.687.
  • Gerken T, Girard CA, Tung Y-CL, Webby CJ, Saudek V, Hewitson KS, Yeo GSH, McDonough MA, Cunliffe S, McNeill LA, Galvanovskis J, Rorsman P, Robins P, Prieur X, Coll AP, Ma M, Jovanovic Z, Farooqi IS, Sedgwick B, Barroso I, Lindahl T, Ponting CP, Ashcroft FM, O’Rahilly S, Schofield CJ. The Obesity-Associated FTO Gene Encodes a 2-Oxoglutarate-Dependent Nucleic Acid Demethylase. Science (80-. ). 2007; 318(5855): 1469–1472. https://doi.org/10.1126/science.1151710.
  • Popović A-M, Huđek Turković A, Žuna K, Bačun-Družina V, Rubelj I, Matovinović M. FTO Gene Polymorphisms at the Crossroads of Metabolic Pathways of Obesity and Epigenetic Influences. Food Technol. Biotechnol. 2022; 61(1): 14–26. https://doi.org/10.17113/ftb.61.01.23.7594.
  • Olza J, Ruperez AI, Gil-Campos M, Leis R, Fernandez-Orth D, Tojo R, Cañete R, Gil A, Aguilera CM. Influence of FTO Variants on Obesity, Inflammation and Cardiovascular Disease Risk Biomarkers in Spanish Children: A Case–Control Multicentre Study. BMC Med. Genet. 2013; 14(1): 123. https://doi.org/10.1186/1471-2350-14-123.
  • Frayling TM, Timpson NJ, Weedon MN, Zeggini E, Freathy RM, Lindgren CM, Perry JRB, Elliott KS, Lango H, Rayner NW, Shields B, Harries LW, Barrett JC, Ellard S, Groves CJ, Knight B, Patch A-M, Ness AR, Ebrahim S, Lawlor DA, Ring SM, Ben-Shlomo Y, Jarvelin M-R, Sovio U, Bennett AJ, Melzer D, Ferrucci L, Loos RJF, Barroso I, Wareham NJ, Karpe F, Owen KR, Cardon LR, Walker M, Hitman GA, Palmer CNA, Doney ASF, Morris AD, Smith GD, Hattersley AT, McCarthy MI. A Common Variant in the FTO Gene Is Associated with Body Mass Index and Predisposes to Childhood and Adult Obesity. Science (80-. ). 2007; 316(5826): 889–894. https://doi.org/10.1126/science.1141634.
  • He W, Li Q, Yang M, Jiao J, Ma X, Zhou Y, Song A, Heymsfield SB, Zhang S, Zhu S. Lower BMI Cutoffs to Define Overweight and Obesity in China. Obesity 2015; 23(3): 684–691. https://doi.org/10.1002/oby.20995.
  • Qi Q, Li Y, Chomistek AK, Kang JH, Curhan GC, Pasquale LR, Willett WC, Rimm EB, Hu FB, Qi L. Television Watching, Leisure Time Physical Activity, and the Genetic Predisposition in Relation to Body Mass Index in Women and Men. Circulation 2012; 126(15): 1821–1827. https://doi.org/10.1161/CIRCULATIONAHA.112.098061.
  • Lappalainen T, Kolehmainen M, Schwab US, Tolppanen AM, Stančáková A, Lindström J, Eriksson JG, Keinänen-Kiukaanniemi S, Aunola S, Ilanne-Parikka P, Herder C, Koenig W, Gylling H, Kolb H, Tuomilehto J, Kuusisto J, Uusitupa M. Association of the FTO Gene Variant (Rs9939609) with Cardiovascular Disease in Men with Abnormal Glucose Metabolism – The Finnish Diabetes Prevention Study. Nutr. Metab. Cardiovasc. Dis. 2011; 21(9): 691–698. https://doi.org/10.1016/j.numecd.2010.01.006.
  • Äijälä M, Ronkainen J, Huusko T, Malo E, Savolainen E-R, Savolainen MJ, Salonurmi T, Bloigu R, Antero Kesäniemi Y, Ukkola O. The Fat Mass and Obesity-Associated (FTO) Gene Variant Rs9939609 Predicts Long-Term Incidence of Cardiovascular Disease and Related Death Independent of the Traditional Risk Factors. Ann. Med. 2015; 47(8): 655–663. https://doi.org/10.3109/07853890.2015.1091088.
  • Doney ASF, Dannfald J, Kimber CH, Donnelly LA, Pearson E, Morris AD, Palmer CNA. The FTO Gene Is Associated With an Atherogenic Lipid Profile and Myocardial Infarction in Patients With Type 2 Diabetes. Circ. Cardiovasc. Genet. 2009; 2(3): 255–259. https://doi.org/10.1161/CIRCGENETICS.108.822320.
  • Sawicka-Żukowska M, Krawczuk-Rybak M, Bernatowicz P, Muszyńska-Rosłan K, Konstantynowicz J, Łuczyński W. Cardiovascular Risk Factors after Childhood Cancer Treatment Are Independent of the FTO Gene Polymorphism? Int. J. Endocrinol. 2018; 2018: 1–6. https://doi.org/10.1155/2018/7495234.
  • Boyakov DY, Petrov VS, Nikiforov AA, Yakubovskaya AG, Kodyakova O V., Ostyakova VA. Associations of Polymorphisms of NOD2/CARD15, CRP and FTO Genes with Cardiovascular Risk Factors, Damages to Target Organs and Cardiovascular Diseases in Patients with Ulcerative Colitis and Crohn’s Disease. I.P. Pavlov Russ. Med. Biol. Her. 2024; 32(1): 35–46. https://doi.org/10.17816/PAVLOVJ280037.
  • Gustavsson J, Mehlig K, Leander K, Lissner L, Björck L, Rosengren A, Nyberg F. FTO Genotype, Physical Activity, and Coronary Heart Disease Risk in Swedish Men and Women. Circ. Cardiovasc. Genet. 2014; 7(2): 171–177. https://doi.org/10.1161/CIRCGENETICS.111.000007.
  • Luczynski W, Zalewski G, Bossowski A. The Association of the FTO Rs9939609 Polymorphism with Obesity and Metabolic Risk Factors for Cardiovascular Diseases in Polish Children. J. Physiol. Pharmacol. 2012; 63(3): 241.
  • Xi B, Zhang M, Wang C, Shen Y, Zhao X, Wang X, Mi J. The Common SNP (Rs9939609) in the FTO Gene Modifies the Association between Obesity and High Blood Pressure in Chinese Children. Mol. Biol. Rep. 2013; 40(2): 773–778. https://doi.org/10.1007/s11033-012-2113-y.
  • Mier‐Mota J, Ponce‐González JG, Perez‐Bey A, Cabanas‐Sánchez V, Veiga‐Núñez O, Santiago‐Dorrego C, Gómez‐Gallego F, Castro‐Piñero J. Longitudinal Effects of FTO Gene Polymorphism on Body Composition, Cardiorespiratory Fitness, Physical Activity, Inflammatory Markers, and Cardiovascular Risk in Children and Adolescents. “The UP & DOWN Study.” Scand. J. Med. Sci. Sports 2023; 33(11): 2261–2272. https://doi.org/10.1111/sms.14469.
  • Hussain M, Waheed A, Elahi A, Mustafa G. Fat Mass and Obesity‐Related (FTO) Gene Variant Is a Predictor of CVD in T2DM Patients. J. Diabetes Res. 2024; 2024(1). https://doi.org/10.1155/2024/5914316.
  • Min X, Zhou Y-L, Qu Y-F, Liao Z-F, Li H, Cheng J, Liang L-L, Mo H-L, Wu Z-G, Xiong X-D. FTO Rs1121980 Polymorphism Contributes to Coronary Artery Disease Susceptibility in a Chinese Han Population. Lipids Health Dis. 2025; 24(1): 1. https://doi.org/10.1186/s12944-024-02417-1.
  • Tibaut M, Mankoč Ramuš S, Petrovič D. The C Allele of the Reactive Oxygen Species Modulator 1 (ROMO1) Polymorphism Rs6060566 Is a Biomarker Predicting Coronary Artery Stenosis in Slovenian Subjects with Type 2 Diabetes Mellitus. BMC Med. Genomics 2020; 13(1): 184. https://doi.org/10.1186/s12920-020-00845-3.
  • Sorlí JV, Godoy D, Ortega-Azorín C, Asensio EM, Carrasco P, Osma-Santiago R, Sánchez-Navarro S, Riera C, Portolés O, Corella D. PP.42.09. J. Hypertens. 2015; 33(Supplement 1): e511. https://doi.org/10.1097/01.hjh.0000469002.39223.84.
  • Bila WC, Romano MCC, dos Santos LL, da Silva VR, Capanema FD, Pfrimer K, Ferriolli E, Alves NMC, Campos CG, Carlos FM, dos Santos MESM, Lamounier JA. Body Fat, Cardiovascular Risk Factors and Polymorphism in the FTO Gene: Randomized Clinical Trial and Different Physical Exercise for Adolescents. J. Pediatr. (Rio. J). 2023; 99(2): 139–146. https://doi.org/10.1016/j.jped.2022.07.004.
  • Moraes GG, Reuter CP, Renner JDP, Klinger EI, Ferreira MB, Mello ED De, Valim ADM, Burgos MS. Genotypic Carriers of the Obesity-Associated FTO Polymorphism Exhibit Different Cardiometabolic Profiles after an Intervention. An. Acad. Bras. Cienc. 2016; 88(4): 2331–2339. https://doi.org/10.1590/0001-3765201620160114.
  • Ramos A V, Bastos-Rodrigues L, Resende BA, Friedman E, Campanha-Versiani L, Miranda DM, Sarquis M, De Marco L. The Contribution of FTO and UCP-1SNPs to Extreme Obesity, Diabetes and Cardiovascular Risk in Brazilian Individuals. BMC Med. Genet. 2012; 13(1): 101. https://doi.org/10.1186/1471-2350-13-101.
  • Song Z, Qiu L, Hu Z, Liu J, Liu D, Hou D. Evaluation of the Obesity Genes FTO and MC4R for Contribution to the Risk of Large Artery Atherosclerotic Stroke in a Chinese Population. Obes. Facts 2016; 9(5): 353–362. https://doi.org/10.1159/000448588.
  • Xu Z-Y, Jing X, Xiong X-D. Emerging Role and Mechanism of the FTO Gene in Cardiovascular Diseases. Biomolecules 2023; 13(5): 850. https://doi.org/10.3390/biom13050850.
  • Shahid SU, Shabana, Rehman A, Hasnain S. Role of a Common Variant of Fat Mass and Obesity Associated (FTO) Gene in Obesity and Coronary Artery Disease in Subjects from Punjab, Pakistan: A Case Control Study. Lipids Health Dis. 2016; 15(1): 29. https://doi.org/10.1186/s12944-016-0200-0.
  • Bilal M, Iqbal MS, Shah SB, Rasheed T, Iqbal HMN. Diabetic Complications and Insight into Antidiabetic Potentialities of Ethno- Medicinal Plants: A Review. Recent Pat. Inflamm. Allergy Drug Discov. 2018; 12(1): 7–23. https://doi.org/10.2174/1872213X12666180221161410.
  • Hoogendoorn CJ, Ehrmann D, Crespo-Ramos G, Asman AG, Gonzalez JS. Integrating Behavior and Context with Glucose Data to Advance Behavioral Science and Clinical Care in Diabetes. In:. Diabetes Digit. Heal. Elsevier 2020; 77–90. https://doi.org/10.1016/B978-0-12-817485-2.00006-7.
  • De Luis DA. Association of the Rs9939609 Gene Variant in FTO with Insulin Resistance, Carciovascular Risk Factor and Serum Adipokine Levels in Obese Patients. Nutr. Hosp. 2016; 33(5). https://doi.org/10.20960/nh.573.