BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study

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...

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Main Authors: 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
Format: Article
Language:English
Published: Japan Epidemiological Association 2024-02-01
Series:Journal of Epidemiology
Subjects:
Online Access:https://www.jstage.jst.go.jp/article/jea/34/2/34_JE20220154/_pdf
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author 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
author_facet 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
author_sort Mako Nagayoshi
collection DOAJ
description 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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spelling doaj.art-1fe2ba0af70e4df28d3ff077fe68ed7b2024-02-08T02:14:28ZengJapan Epidemiological AssociationJournal of Epidemiology0917-50401349-90922024-02-01342516210.2188/jea.JE20220154BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization StudyMako Nagayoshi0Asahi Hishida1Tomonori Shimizu2Yasufumi Kato3Yoko Kubo4Rieko Okada5Takashi Tamura6Jun Otonari7Hiroaki Ikezaki8Megumi Hara9Yuichiro Nishida10Isao Oze11Yuriko N. Koyanagi12Yohko Nakamura13Miho Kusakabe14Rie Ibusuki15Keiichi Shibuya16Sadao Suzuki17Takeshi Nishiyama18Teruhide Koyama19Etsuko Ozaki20Kiyonori Kuriki21Naoyuki Takashima22Yasuyuki Nakamura23Sakurako Katsuura-Kamano24Kokichi Arisawa25Masahiro Nakatochi26Yukihide Momozawa27Kenji Takeuchi28Kenji Wakai29Department of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanDepartment of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanUndergraduate Course, Nagoya University Graduate School of Medicine, Nagoya, JapanDepartment of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanDepartment of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanDepartment of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanDepartment of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanDepartment of Psychosomatic Medicine, Graduate School of Medical Sciences, Kyushu University, Fukuoka, JapanDepartment of General Internal Medicine, Kyushu University Hospital, Fukuoka, JapanDepartment of Preventive Medicine, Faculty of Medicine, Saga University, Saga, JapanDepartment of Preventive Medicine, Faculty of Medicine, Saga University, Saga, JapanDivision of Cancer Epidemiology and Prevention, Aichi Cancer Center Research Institute, Nagoya, JapanDivision of Cancer Information and Control, Aichi Cancer Center Research Institute, Nagoya, JapanCancer Prevention Center, Chiba Cancer Center Research Institute, Chiba, JapanCancer Prevention Center, Chiba Cancer Center Research Institute, Chiba, JapanDepartment of International Island and Community Medicine, Kagoshima University Graduate School of Medical and Dental Sciences, Kagoshima, JapanDepartment of International Island and Community Medicine, Kagoshima University Graduate School of Medical and Dental Sciences, Kagoshima, JapanDepartment of Public Health, Nagoya City University Graduate School of Medical Sciences, Nagoya, JapanDepartment of Public Health, Nagoya City University Graduate School of Medical Sciences, Nagoya, JapanDepartment of Epidemiology for Community Health and Medicine, Kyoto Prefectural University of Medicine, Kyoto, JapanDepartment of Epidemiology for Community Health and Medicine, Kyoto Prefectural University of Medicine, Kyoto, JapanLaboratory of Public Health, Division of Nutritional Sciences, School of Food and Nutritional Sciences, University of Shizuoka, Shizuoka, JapanDepartment of Public Health, Faculty of Medicine, Kindai University, Osaka, JapanDepartment of Public Health, Shiga University of Medical Science, Otsu, JapanDepartment of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School, Tokushima, JapanDepartment of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School, Tokushima, JapanPublic Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, Nagoya, JapanLaboratory for Genotyping Development, Center for Integrative Medical Sciences, Kanagawa, JapanDepartment of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanDepartment of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, JapanBackground: 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.https://www.jstage.jst.go.jp/article/jea/34/2/34_JE20220154/_pdfbody mass indexdiabetes mellituscardiometabolic risk factorsmendelian randomization analysiseast asian people
spellingShingle 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
BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study
Journal of Epidemiology
body mass index
diabetes mellitus
cardiometabolic risk factors
mendelian randomization analysis
east asian people
title BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study
title_full BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study
title_fullStr BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study
title_full_unstemmed BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study
title_short BMI and Cardiometabolic Traits in Japanese: A Mendelian Randomization Study
title_sort bmi and cardiometabolic traits in japanese a mendelian randomization study
topic body mass index
diabetes mellitus
cardiometabolic risk factors
mendelian randomization analysis
east asian people
url https://www.jstage.jst.go.jp/article/jea/34/2/34_JE20220154/_pdf
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