Abstract
BackgroundThe human gut harbors trillions of microbes that play dynamic roles in health. While the microbiome contributes to many cardiometabolic traits by modulating host inflammation and metabolism, there is an incomplete understanding regarding the extent that and mechanisms by which individual microbes impact risk and development of cardiovascular disease (CVD). The Framingham Heart Study (FHS) is a multi-generational observational study following participants over decades to identify risk factors for CVD by correlating genetic and phenotypic factors with clinical outcomes. As a large-scale population-based cohort with extensive clinical phenotyping, FHS provides a rich landscape to explore the relationships between the gut microbiome and cardiometabolic traits.MethodsWe performed 16S rRNA gene sequencing on stool from 1423 participants of the FHS Generation 3, OMNI2, and New Offspring Spouse cohorts. Data processing and taxonomic assignment were performed with the 16S bioBakery workflow using the UPARSE pipeline. We conducted statistical analyses to investigate trends in overall microbiome composition and diversity in relation to disease states and systematically examined taxonomic associations with a variety of clinical traits, disease phenotypes, clinical blood markers, and medications.ResultsWe demonstrate that overall microbial diversity decreases with increasing 10-year CVD risk and body mass index measures. We link lifestyle factors, especially diet and exercise, to microbial diversity. Our association analyses reveal both known and unreported microbial associations with CVD and diabetes, related prescription medications, as well as many anthropometric and blood test measurements. In particular, we observe a set of microbial species that demonstrate significant associations with CVD risk, metabolic syndrome, and type 2 diabetes as well as a number of shared associations between microbial species and cardiometabolic subphenotypes.ConclusionsThe identification of significant microbial taxa associated with prevalent CVD and diabetes, as well as risk for developing CVD, adds to increasing evidence that the microbiome may contribute to CVD pathogenesis. Our findings support new hypothesis generation around shared microbe-mediated mechanisms that influence metabolic syndrome, diabetes, and CVD risk. Further investigation of the gut microbiomes of CVD patients in a targeted manner may elucidate microbial mechanisms with diagnostic and therapeutic implications.
Highlights
The human gut harbors trillions of microbes that play dynamic roles in health
We examined the effects of 25 variables: age, sex, Glycated hemoglobin (HbA1c), Alanine transaminase (ALT), Aspartate aminotransferase (AST), albumin, cholesterol, high-density lipoprotein (HDL), triglycerides, glucose, C-reactive protein (CRP), Systolic blood pressure (SBP), Diastolic blood pressure (DBP), Body mass index (BMI), Waist-hip ratio (WHR), antibiotics, diabetes, cardiovascular disease (CVD), CVD risk, metabolic syndrome, antihypertensives, low-density lipoprotein (LDL)-lowering drugs, triglyceridelowering drugs, insulin and hypoglycemic drugs, and Shannon diversity
For the analysis of diagnostic conditions and selected medications, we examined 27 variables: cardiometabolic traits (CVD, CVD risk, diabetes, metabolic syndrome, aspirin, antihypertensives, LDLlowering drugs, triglyceride-lowering drugs, and insulin and hypoglycemic drugs), diagnostic variables that were at least 5% prevalent in the cohort, and drugs related to these diagnostic variables with Framingham Heart Study (FHS) therapy groups
Summary
The human gut harbors trillions of microbes that play dynamic roles in health. While the microbiome contributes to many cardiometabolic traits by modulating host inflammation and metabolism, there is an incomplete understanding regarding the extent that and mechanisms by which individual microbes impact risk and development of cardiovascular disease (CVD). Significant changes in microbial community composition and taxonomic abundances have been associated with different disease states across many organ systems [7,8,9] These include cardiovascular and metabolic phenotypes such as obesity [10,11,12], type 2 diabetes (T2D) [13,14,15,16,17], and atherosclerotic cardiovascular disease [18,19,20,21] as well as metabolic risk factors for cardiovascular disease (CVD) such as hypertension [22, 23] and blood lipid levels [24, 25]. Taken together, clarifying microbial contributions to cardiometabolic conditions and related subphenotypes may provide mechanistic insights into disease and suggest preventive or therapeutic hypotheses based on modulating the microbiome
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