Journal of Epidemiology (Feb 2024)

BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study

  • Mako Nagayoshi,
  • Asahi Hishida,
  • Tomonori Shimizu,
  • Yasufumi Kato,
  • Yoko Kubo,
  • Rieko Okada,
  • Takashi Tamura,
  • Jun Otonari,
  • Hiroaki Ikezaki,
  • Megumi Hara,
  • Yuichiro Nishida,
  • Isao Oze,
  • Yuriko N. Koyanagi,
  • Yohko Nakamura,
  • Miho Kusakabe,
  • Rie Ibusuki,
  • Keiichi Shibuya,
  • Sadao Suzuki,
  • Takeshi Nishiyama,
  • Teruhide Koyama,
  • Etsuko Ozaki,
  • Kiyonori Kuriki,
  • Naoyuki Takashima,
  • Yasuyuki Nakamura,
  • Sakurako Katsuura-Kamano,
  • Kokichi Arisawa,
  • Masahiro Nakatochi,
  • Yukihide Momozawa,
  • Kenji Takeuchi,
  • Kenji Wakai

DOI
https://doi.org/10.2188/jea.JE20220154
Journal volume & issue
Vol. 34, no. 2
pp. 51 – 62

Abstract

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Background: Although many observational studies have demonstrated significant relationships between obesity and cardiometabolic traits, the causality of these relationships in East Asians remains to be elucidated. Methods: We conducted individual-level Mendelian randomization (MR) analyses targeting 14,083 participants in the Japan Multi-Institutional Collaborative Cohort Study and two-sample MR analyses using summary statistics based on genome-wide association study data from 173,430 Japanese. Using 83 body mass index (BMI)-related loci, genetic risk scores (GRS) for BMI were calculated, and the effects of BMI on cardiometabolic traits were examined for individual-level MR analyses using the two-stage least squares estimator method. The β-coefficients and standard errors for the per-allele association of each single-nucleotide polymorphism as well as all outcomes, or odds ratios with 95% confidence intervals were calculated in the two-sample MR analyses. Results: In individual-level MR analyses, the GRS of BMI was not significantly associated with any cardiometabolic traits. In two-sample MR analyses, higher BMI was associated with increased risks of higher blood pressure, triglycerides, and uric acid, as well as lower high-density-lipoprotein cholesterol and eGFR. The associations of BMI with type 2 diabetes in two-sample MR analyses were inconsistent using different methods, including the directions. Conclusion: The results of this study suggest that, even among the Japanese, an East Asian population with low levels of obesity, higher BMI could be causally associated with the development of a variety of cardiometabolic traits. Causality in those associations should be clarified in future studies with larger populations, especially those of BMI with type 2 diabetes.

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