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1.
Mayo Clin Proc ; 99(10): 1589-1605, 2024 Oct.
Article in English | MEDLINE | ID: mdl-39001774

ABSTRACT

OBJECTIVE: To investigate the causal effect of protein intake on hypertension and the related mediating pathways. PATIENTS AND METHODS: Using genome-wide association study summary statistics of European ancestry, we applied univariable and multivariable Mendelian randomization to estimate the bidirectional associations of relative protein intake and related metabolomic signatures with hypertension (FinnGen: Ncase=42,857/Ncontrol=162,837; UK Biobank: Ncase=77,723/Ncontrol=330,366) and blood pressure (International Consortium of Blood Pressure: N=757,601) and two-step Mendelian randomization to assess the mediating roles of 40 cardiometabolic factors therein. Mendelian randomization estimates of hypertension from FinnGen and UK Biobank were meta-analyzed without heterogeneity. We performed the study from May 15, 2023, to September 15, 2023. RESULTS: Each 1-SD higher relative protein intake was causally associated with 69% (odds ratio, 0.31; 95% CI, 0.11 to 0.89) lower hypertension risk independent of the effects of other macronutrients, and was the only macronutrient associated with 2.21 (95% CI, 0.52 to 3.91) mm Hg lower pulse pressure, in a unidirectional manner. Higher plant protein-related metabolomic signature (glycine) was associated with lower hypertension risk and pulse pressure, whereas higher animal protein-related metabolomic signatures (leucine, isoleucine, valine, and isovalerylcarnitine [only systolic blood pressure]) were associated with higher hypertension risk, pulse pressure, and systolic blood pressure. The effect of relative protein intake on hypertension was causally mediated by frailty index (mediation proportion, 40.28%), monounsaturated fatty acids (13.81%), saturated fatty acids (11.39%), grip strength (5.34%), standing height (3.99%), and sitting height (3.61%). CONCLUSION: Higher relative protein intake causally reduces the risk of hypertension, partly mediated by physical fitness and circulating fatty acids.


Subject(s)
Dietary Proteins , Fatty Acids , Genome-Wide Association Study , Hypertension , Mendelian Randomization Analysis , Physical Fitness , Humans , Hypertension/epidemiology , Hypertension/blood , Hypertension/genetics , Dietary Proteins/administration & dosage , Fatty Acids/blood , Physical Fitness/physiology , Male , Female , Blood Pressure/physiology , Middle Aged
2.
Nat Hum Behav ; 8(9): 1798-1809, 2024 Sep.
Article in English | MEDLINE | ID: mdl-38886532

ABSTRACT

Mental well-being relates to multitudinous lifestyle behaviours and morbidities and underpins healthy aging. Thus far, causal evidence on whether and in what pattern mental well-being impacts healthy aging and the underlying mediating pathways is unknown. Applying genetic instruments of the well-being spectrum and its four dimensions including life satisfaction, positive affect, neuroticism and depressive symptoms (n = 80,852 to 2,370,390), we performed two-sample Mendelian randomization analyses to estimate the causal effect of mental well-being on the genetically independent phenotype of aging (aging-GIP), a robust and representative aging phenotype, and its components including resilience, self-rated health, healthspan, parental lifespan and longevity (n = 36,745 to 1,012,240). Analyses were adjusted for income, education and occupation. All the data were from the largest available genome-wide association studies in populations of European descent. Better mental well-being spectrum (each one Z-score higher) was causally associated with a higher aging-GIP (ß [95% confidence interval (CI)] in different models ranging from 1.00 [0.82-1.18] to 1.07 [0.91-1.24] standard deviations (s.d.)) independent of socioeconomic indicators. Similar association patterns were seen for resilience (ß [95% CI] ranging from 0.97 [0.82-1.12] to 1.04 [0.91-1.17] s.d.), self-rated health (0.61 [0.43-0.79] to 0.76 [0.59-0.93] points), healthspan (odds ratio [95% CI] ranging from 1.23 [1.02-1.48] to 1.35 [1.11-1.65]) and parental lifespan (1.77 [0.010-3.54] to 2.95 [1.13-4.76] years). Two-step Mendelian randomization mediation analyses identified 33 out of 106 candidates as mediators between the well-being spectrum and the aging-GIP: mainly lifestyles (for example, TV watching and smoking), behaviours (for example, medication use) and diseases (for example, heart failure, attention-deficit hyperactivity disorder, stroke, coronary atherosclerosis and ischaemic heart disease), each exhibiting a mediation proportion of >5%. These findings underscore the importance of mental well-being in promoting healthy aging and inform preventive targets for bridging aging disparities attributable to suboptimal mental health.


Subject(s)
Genome-Wide Association Study , Healthy Aging , Mendelian Randomization Analysis , Mental Health , Humans , Healthy Aging/genetics , Healthy Aging/psychology , Personal Satisfaction , Female , Male , Longevity/genetics , Depression/genetics , Depression/epidemiology , Aged , Phenotype , Health Status , Resilience, Psychological , Middle Aged , Neuroticism , Aging/genetics , Aging/psychology
3.
Nat Med ; 30(6): 1722-1731, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38844795

ABSTRACT

Insight into associations between the gut microbiome with metabolism and aging is crucial for tailoring interventions to promote healthy longevity. In a discovery cohort of 10,207 individuals aged 40-93 years, we used 21 metabolic parameters to classify individuals into five clusters, termed metabolic multimorbidity clusters (MCs), that represent different metabolic subphenotypes. Compared to the cluster classified as metabolically healthy (MC1), clusters classified as 'obesity-related mixed' (MC4) and 'hyperglycemia' (MC5) exhibited an increased 11.1-year cardiovascular disease (CVD) risk by 75% (multivariable-adjusted hazard ratio (HR): 1.75, 95% confidence interval (CI): 1.43-2.14) and by 117% (2.17, 1.72-2.74), respectively. These associations were replicated in a second cohort of 9,061 individuals with a 10.0-year follow-up. Based on analysis of 4,491 shotgun fecal metagenomes from the discovery cohort, we found that gut microbial composition was associated with both MCs and age. Next, using 55 age-specific microbial species to capture biological age, we developed a gut microbial age (MA) metric, which was validated in four external cohorts comprising 4,425 metagenomic samples. Among individuals aged 60 years or older, the increased CVD risk associated with MC4 or MC5, as compared to MC1, MC2 or MC3, was exacerbated in individuals with high MA but diminished in individuals with low MA, independent of age, sex and other lifestyle and dietary factors. This pattern, in which younger MA appears to counteract the CVD risk attributable to metabolic dysfunction, implies a modulating role of MA in cardiovascular health for metabolically unhealthy older people.


Subject(s)
Cardiovascular Diseases , Gastrointestinal Microbiome , Humans , Middle Aged , Aged , Cardiovascular Diseases/microbiology , Cardiovascular Diseases/epidemiology , Female , Male , Adult , Aged, 80 and over , Aging , Risk Factors , Feces/microbiology , Cohort Studies , Age Factors , Metagenome
4.
J Diabetes ; 16(1): e13459, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37584361

ABSTRACT

BACKGROUND: Diabesity is a term used to emphasize the dual epidemic and the combined detrimental effects of diabetes and obesity. We aimed to investigate the associations of diabesity with the incidence and resolution of nonalcoholic fatty liver disease (NAFLD). METHODS: This prospective cohort study included 5549 participants with a median follow-up of 4.3 years (2010-2015). Diabesity was defined as six categories by the combinations of glucose tolerance status (normal glucose tolerance [NGT], prediabetes, and diabetes) diagnosed by fasting and oral glucose tolerance test 2-h glucose and hemoglobin A1c and general or abdominal obesity status. We examined the odds ratios (ORs) for the incidence and resolution of NAFLD associated with diabesity categories, respectively. RESULTS: For NAFLD incidence, compared with the diabesity category of NGT with nonobesity, the categories of either glucose intolerance or general obesity were associated with higher risks of NAFLD, of which the categories with obesity, regardless of glucose intolerance status, exhibited greater risks (ORs ranged from 3.19 to 4.49) than the categories of nonobesity. For NAFLD resolution, the categories of prediabetes or diabetes with obesity were associated with decreased likelihoods of a resolution of NAFLD (ORs ranged from 0.40 to 0.58). These association patterns were consistent across various definitions of diabesity by glucose tolerance status diagnosed by different combinations of glycemic parameters and general or abdominal obesity. CONCLUSIONS: The diabesity association pattern with NAFLD incidence was mainly determined by obesity, while that with NAFLD resolution was driven by the combined phenotype of glucose intolerance and obesity.


Subject(s)
Diabetes Mellitus , Glucose Intolerance , Non-alcoholic Fatty Liver Disease , Prediabetic State , Humans , Non-alcoholic Fatty Liver Disease/epidemiology , Non-alcoholic Fatty Liver Disease/diagnosis , Prediabetic State/epidemiology , Prediabetic State/diagnosis , Glucose Intolerance/epidemiology , Obesity, Abdominal , Prospective Studies , Incidence , Diabetes Mellitus/epidemiology , Obesity/complications , Obesity/epidemiology , Phenotype , Glucose , Risk Factors
5.
Cardiovasc Diabetol ; 22(1): 338, 2023 12 12.
Article in English | MEDLINE | ID: mdl-38087288

ABSTRACT

BACKGROUND: Previous observational studies have documented an inverse association of birthweight with myocardial infarction (MI) but a positive association with atrial fibrillation (AF). However, the causality of these associations and the underlying mediating pathways remain unclear. We aimed to investigate the causal effects of birthweight, incorporating both fetal and maternal genetic effects, on MI and AF, and identify potential mediators in their respective pathways. METHODS: We performed Mendelian randomization (MR) analyses using genome-wide association study summary statistics for birthweight (N = 297,356 for own birthweight and 210,248 for offspring birthweight), MI (Ncase=61,000, Ncontrol=577,000), AF (Ncase=60,620, Ncontrol=970,216), and 52 candidate mediators (N = 13,848-1,295,946). Two-step MR was employed to identify and assess the mediation proportion of potential mediators in the associations of birthweight with MI and AF, respectively. As a complement, we replicated analyses for fetal-specific birthweight and maternal-specific birthweight. RESULTS: Genetically determined each 1-SD lower birthweight was associated with a 40% (95% CI: 1.22-1.60) higher risk of MI, whereas each 1-SD higher birthweight was causally associated with a 29% (95% CI: 1.16-1.44) higher risk of AF. Cardiometabolic factors, including lipids and lipoproteins, glucose and insulin, blood pressure, and fatty acids, each mediated 4.09-23.71% of the total effect of birthweight on MI, followed by body composition and strength traits (i.e., appendicular lean mass, height, and grip strength) and socioeconomic indicators (i.e., education and household income), with the mediation proportion for each factor ranging from 8.08 to 16.80%. By contrast, appendicular lean mass, height, waist circumference, childhood obesity, and body mass index each mediated 15.03-45.12% of the total effect of birthweight on AF. Both fetal-specific birthweight and maternal-specific birthweight were inversely associated with MI, while only fetal-specific birthweight was positively associated with AF. Psychological well-being and lifestyle factors conferred no mediating effect in either association. CONCLUSIONS: Cardiometabolic factors mainly mediated the association between lower birthweight and MI, while body composition and strength traits mediated the association between higher birthweight and AF. These findings provide novel evidence for the distinct pathogenesis of MI and AF and advocate adopting a life-course approach to improving fetal development and subsequent causal mediators to mitigate the prevalence and burden of cardiovascular diseases.


Subject(s)
Atrial Fibrillation , Myocardial Infarction , Pediatric Obesity , Humans , Atrial Fibrillation/diagnosis , Atrial Fibrillation/epidemiology , Atrial Fibrillation/genetics , Birth Weight/genetics , Genome-Wide Association Study , Mendelian Randomization Analysis , Myocardial Infarction/diagnosis , Myocardial Infarction/epidemiology , Myocardial Infarction/genetics , Polymorphism, Single Nucleotide
6.
Nutrients ; 15(22)2023 Nov 17.
Article in English | MEDLINE | ID: mdl-38004211

ABSTRACT

Observations of the association between carbohydrate intake and hypertension are inconsistent, with mediating pathways unclear. We aimed to investigate the causal effect of relative carbohydrate intake on hypertension and the mediating roles of psychological well-being and adiposity. Using summary-level statistics of genome-wide association studies of European ancestry, we conducted univariable and multivariable Mendelian randomization (MR) to estimate the bidirectional causal association between relative carbohydrate intake (total energy-adjusted, mean: 42-51%) and hypertension (FinnGen: 42,857 cases/162,837 controls; UK Biobank: 77,723 cases/330,366 controls) and two-step MR to assess the mediating effects of psychological well-being indicators and adiposity traits on the association. MR estimates of hypertension from FinnGen and UK Biobank were meta-analyzed using the fixed-effect model given no heterogeneity. Meta-analyses of multivariable MR estimates from FinnGen and UK Biobank indicated that each one-SD higher relative carbohydrate intake was associated with 71% (odds ratio: 0.29; 95% confidence interval: 0.11-0.79) lower risk of hypertension, independently of other dietary macronutrients. Hypertension showed no reverse effect on carbohydrate intake. Five psychological well-being indicators and four adiposity traits causally mediated the association between relative carbohydrate intake and hypertension, including body mass index (mediation proportion: 51.37%), waist circumference (40.54%), waist-to-hip ratio (35.00%), hip circumference (24.77%), major depressive disorder (23.37%), positive affect (17.08%), depressive symptoms (16.52%), life satisfaction (16.05%), and neuroticism (11.22%). Higher relative carbohydrate intake was causally associated with lower hypertension risk, substantially mediated by better psychological well-being and less adiposity. Our findings inform causal targets and pathways for the prevention and intervention of hypertension.


Subject(s)
Depressive Disorder, Major , Hypertension , Humans , Adiposity , Carbohydrates , Genome-Wide Association Study , Hypertension/epidemiology , Hypertension/genetics , Hypertension/complications , Mendelian Randomization Analysis , Obesity/complications , Polymorphism, Single Nucleotide , Psychological Well-Being
7.
J Lipid Res ; 64(8): 100418, 2023 08.
Article in English | MEDLINE | ID: mdl-37481036

ABSTRACT

Hypertriglyceridemic hyperapoB is an adverse lipoprotein phenotype characterized by low high density lipoprotein (HDL) cholesterol, high triglycerides, high apolipoprotein B (ApoB), and low low density lipoprotein (LDL) cholesterol to ApoB ratio. We investigated whether and to what extent hypertriglyceridemic hyperapoB associates with the incidence and resolution of nonalcoholic fatty liver disease (NAFLD). This prospective cohort study included 9,019 Chinese participants 40 years or older, from 2010 to 2015. Logistic regression models were used to examine the odds ratios (ORs) for the incidence and resolution of NAFLD associated with the hypertriglyceridemic hyperapoB lipoprotein phenotype and individual lipid and lipoprotein parameters. During a median 4.3 years of follow-up, compared with participants with optimal phenotype, the fully adjusted ORs (95% CIs) for participants with hypertriglyceridemic hyperapoB were 2.75 (1.91, 3.95) and 0.57 (0.33, 1.00) for incidence and resolution of NAFLD, respectively. These associations were consistent across subgroup participants with varied demographic, lifestyle, and metabolic status. Individually, each unit increase in HDL cholesterol (OR: 0.98; 95% CI: 0.97, 0.99), natural logarithm-transformed triglycerides (1.89; 1.52, 2.36), and ApoB (1.006; 1.002, 1.011) was independently associated with NAFLD incidence, and only triglycerides (0.77; 0.60, 0.99) was independently associated with NAFLD resolution. Our findings suggest that Chinese adults with hypertriglyceridemic hyperapoB have a higher risk of NAFLD incidence and a lower likelihood of NAFLD resolution. These associations were stable among adults with different demographic, lifestyle, and metabolic status, supporting hypertriglyceridemic hyperapoB as a valuable clinical marker for the prevention and control of NAFLD.


Subject(s)
Non-alcoholic Fatty Liver Disease , Humans , Non-alcoholic Fatty Liver Disease/complications , Cohort Studies , Prospective Studies , Lipoproteins, LDL , Triglycerides , Cholesterol , Apolipoproteins B/genetics , Lipoproteins , Cholesterol, HDL
8.
Liver Int ; 43(11): 2379-2392, 2023 11.
Article in English | MEDLINE | ID: mdl-37409353

ABSTRACT

BACKGROUND AND AIMS: Educational attainment is an essential socio-economic indicator with broad implications for lifestyle behaviour and metabolic health. We aimed to investigate the causal effect of education on chronic liver diseases and the potential mediating pathways. METHODS: We applied univariable Mendelian randomization (MR) to assess the causal associations between educational attainment and non-alcoholic fatty liver disease (NAFLD) (cases/controls: 1578/307 576 in FinnGen; 1664/400 055 in UK Biobank), viral hepatitis (1772/307 382; 1215/403 316), hepatomegaly (199/222 728; 297/400 055), chronic hepatitis (699/301 014; 277/403 316), cirrhosis (1362/301 014; 114/400 055) and liver cancer (518/308 636; 344/393 372) using summary statistics of genome-wide association studies from the FinnGen Study and the UK Biobank, respectively. We used two-step MR to evaluate potential mediators and their mediation proportions in the association. RESULTS: Meta-analysis of inverse variance weighted MR estimates from FinnGen and UK Biobank showed that genetically predicted 1-SD (4.2 years) higher education was causally associated with decreased risks of NAFLD (OR: 0.48; 95%CI: 0.37-0.62), viral hepatitis (0.54; 0.42-0.69) and chronic hepatitis (0.50; 0.32-0.79), but not hepatomegaly, cirrhosis and liver cancer. Nine, two and three out of 34 modifiable factors were identified as causal mediators in the associations of education with NAFLD, viral hepatitis and chronic hepatitis, respectively, including six adiposity traits (mediation proportion: 16.5%-32.0%), major depression (16.9%), two glucose metabolism-related traits (2.2%-15.8%) and two lipids (9.9%-12.1%). CONCLUSIONS: Our findings supported the causal protective effects of education on chronic liver diseases and outlined mediating pathways to inform prevention and intervention strategies to reduce the burden of liver diseases, especially for individuals with lower education.


Subject(s)
Hepatitis, Viral, Human , Liver Neoplasms , Non-alcoholic Fatty Liver Disease , Humans , Non-alcoholic Fatty Liver Disease/epidemiology , Non-alcoholic Fatty Liver Disease/genetics , Genome-Wide Association Study , Mendelian Randomization Analysis , Educational Status , Liver Cirrhosis/epidemiology , Liver Cirrhosis/genetics , Liver Neoplasms/epidemiology , Liver Neoplasms/genetics , Hepatomegaly , Hepatitis, Chronic , Polymorphism, Single Nucleotide
9.
Aging Cell ; 22(9): e13923, 2023 09.
Article in English | MEDLINE | ID: mdl-37403750

ABSTRACT

The causal influence of sarcopenia on cardiometabolic disease and Alzheimer's disease and whether and to what extent insulin resistance plays a mediating role therein were unclear. We performed two-step, two-sample Mendelian randomization applying genetic instruments of sarcopenia-related traits based on GWASs from the UK Biobank (up to 461,026 European participants) to examine their causal associations with six cardiometabolic diseases and Alzheimer's disease extracted from large-scale European descent GWASs with adjustment for body fat percentage and physical activity, and to assess proportions of the causal effects mediated by insulin resistance. Genetic instruments of insulin resistance were derived from the GWASs by Meta-Analyses of Glucose and Insulin-related traits Consortium and Global Lipids Genetics Consortium. Each 1-SD lower grip strength, appendicular lean mass (ALM) and whole-body lean mass (WBLM), as well as lower walking pace, were causally associated with higher risks of diabetes (odds ratio [OR] range: 1.20 [95% confidence interval: 1.10-1.32] for ALM to 2.30 [1.14-4.68] for walking pace), nonalcoholic fatty liver disease ([NAFLD], 1.33 [1.08-1.64] for ALM to 2.30 [1.02-5.18] for grip strength), hypertension (1.12 [1.05-1.20] for ALM to 4.43 [2.68-7.33] for walking pace), coronary heart disease ([CHD], 1.20 [1.13-1.27] for ALM to 2.73 [1.84-4.05] for walking pace), myocardial infarction ([MI], 1.18 [1.11-1.25] for ALM to 2.47 [1.63-3.73] for walking pace), small vessel stroke (1.25 [1.15-1.37] for ALM to 1.29 [1.10-1.52] for WBLM), and Alzheimer's disease (1.10 [1.05-1.15] for ALM to 1.28 [1.19-1.38] for WBLM). These causal associations were largely independent of body fat percentage and physical activity. Insulin resistance mediated 16%-34% of the effect of grip strength and 7%-28% of the effect of ALM on diabetes, NAFLD, hypertension, CHD, and MI. The direct effect of WBLM on diabetes diminished toward null with adjustment for insulin resistance. We found no evidence that insulin resistance was on the causal pathways from walking pace to the studied disease outcomes. Causal findings from the inverse-variance weighted method were validated by sensitivity analyses. These findings support improving sarcopenia-related traits as precautions against major cardiometabolic diseases and Alzheimer's disease, with particular emphasis on insulin resistance as a target in the intervention of sarcopenia-related cardiometabolic risk.


Subject(s)
Alzheimer Disease , Coronary Disease , Hypertension , Insulin Resistance , Non-alcoholic Fatty Liver Disease , Sarcopenia , Humans , Sarcopenia/genetics , Insulin Resistance/genetics , Mendelian Randomization Analysis , Alzheimer Disease/genetics , Coronary Disease/genetics , Genome-Wide Association Study , Polymorphism, Single Nucleotide
10.
Nat Hum Behav ; 7(8): 1357-1370, 2023 08.
Article in English | MEDLINE | ID: mdl-37386110

ABSTRACT

Human longevity correlates with socio-economic status, and there is evidence that educational attainment increases human lifespan. However, to inform meaningful health policies, we need fine-grained causal evidence on which dimensions of socio-economic status affect longevity and the mediating roles of modifiable factors such as lifestyle and disease. Here we performed two-sample Mendelian randomization analyses applying genetic instruments of education, income and occupation (n = 248,847 to 1,131,881) to estimate their causal effects and consequences on parental lifespan and self-longevity (n = 28,967 to 1,012,240) from the largest available genome-wide association studies in populations of European ancestry. Each 4.20 years of additional educational attainment were causally associated with a 3.23-year-longer parental lifespan independently of income and occupation and were causally associated with 30-59% higher odds of self-longevity, suggesting that education was the primary determinant. By contrast, each one-standard-deviation-higher income and one-point-higher occupation was causally associated with 3.06-year-longer and 1.29-year-longer parental lifespans, respectively, but not independently of the other socio-economic indicators. We found no evidence for causal effects of income or occupation on self-longevity. Mediation analyses conducted in predominantly European-descent individuals through two-step Mendelian randomization suggested that among 59 candidates, cigarettes per day, body mass index, waist-to-hip ratio, hypertension, coronary heart disease, myocardial infarction, stroke, Alzheimer's disease, type 2 diabetes, heart failure and lung cancer individually played substantial mediating roles (proportion mediated, >10%) in the effect of education on specific longevity outcomes. These findings inform interventions for remediating longevity disparities attributable to socio-economic inequality.


Subject(s)
Diabetes Mellitus, Type 2 , Longevity , Humans , Longevity/genetics , Mendelian Randomization Analysis/methods , Genome-Wide Association Study , European People , Social Class
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