AS238 - Biochemical predictors of type 2 diabetes mellitus in women

Investigator Names and Contact Information

Simin Liu, MD, ScD

Introduction/Intent

Despite much progress in biomedical science, type 2 diabetes (T2D) continues to be a leading cause of death and disability for millions of Americans. The fundamental basis of type 2 diabetes (T2D) pathogenesis involves impaired insulin action and secretion. Clinically, obesity and android fat distribution are the most prominent features of patients with impaired insulin action and T2D. However, mechanisms linking obesity, especially android-type, to the increased risk of T2D are not well understood. After carefully reviewing the scientific literature published in the past 40 years, it seems that one key difference was in which sex-steroid hormones affected T2D risk differently in men and women6. A majority of these studies were cross-sectional indicating that men with T2D had significantly lower testosterone levels compared with nondiabetic men; in contrast, women with T2D had higher testosterone levels compared with nondiabetic women. Our research group has devoted much effort in the quest for insight into the epidemiologic architecture concerning the role of hormone in T2D etiology. In our own molecular epidemiology work, we have consistently observed that sex-hormone binding globulin (SHBG) appeared to best capture the cumulative effect of both genetic and environmental factors on diabetes risk, an observation also repeated by others from Canada. This protein may have implications for clinical stratification and treatment of T2D7. Given the potential significance of the gender-specific pathophysiology of T2D, it is surprising that few prospective studies have directly examined the role of sex-steroid hormones in predicting T2D risk, especially in women and minorities. Therefore, we examined this hypothesis in a case-control study of nested in the Women’s Health Study (WHS), and observed sex-steroid hormones play powerful predictive roles in the development of T2D among these Caucasian female health professionals1. Directly following on these findings, we propose, in this application, to validate and confirm our previous work on sex-steroid hormones, as well as adipokines, in predicting T2D risk in a large, well-characterized prospective cohort of multi-ethnic women who enrolled in the Women’s Health Initiative Observational Study (WHI-OS). Second, we will examine the interrelationship between sex-steroid hormones and adipokines on T2D risk, which remains largely unexplored, and because the joint effects of these factors on T2D risk are also poorly understood. Some of these hypotheses have never been examined prospectively, and therefore will have tremendous value in defining the potential causal role of sex-steroids in T2D etiology. Using these unparalleled resources from the WHI, we have established an excellent track record of documenting important dietary, biochemical, hormonal, and genetic risk factors for T2D. The large prospective resources from WHI offer us a unique opportunity to investigate promising biomarkers as predictors of T2D. Thus, the current proposal represents an exceptionally cost-effective means to continue advancing our understanding of the pathophysiology and clinical risk prediction of this disease. Ultimately, we will use the above information as well as all routine clinical measures and available biomarkers, to build prediction models of T2D for each ethnic group. The specific aims are:

Primary Aims

  1. To examine the relationships between sex-steroid hormone levels and the risk of T2D in a large and ethnically diverse cohort of postmenopausal women. We hypothesize that markers for hyperandrogenism, including high plasma levels of bioavailable testosterone,and dehydroepiandrosterone sulfate (DHEAS), and low levels of estradiol-17B (E2) and SHBG, are prospectively associated with increased T2D risk.
  2. To assess the relationships between some less-well investigated adipokines and T2D risk; to examine whether such associations differ by obesity. The markers to be examined include leptin, soluble leptin receptor, resistin and adiponectin.
  3. To build a parsimonious prediction model, including all clinical measures and all available and proposed biomarkers, to evaluate the comparative usefulness of these biomarkers versus established diabetes risk factors as independent predictors for T2D in each ethnic group; to develop simple and effective T2D risk scores that improve the identification of women at risk of developing T2D.

Secondary Aim

  1. To further examine whether each adipokine marker mediates or modifies the relationship between sex-steroid hormones and T2D risk.

Results/Findings

Some of the publications related to this ancillary study are:

Ms1452 - Chen BH, Brennan K, Goto A, Song Y, Aziz N, You NC, Wellons MF, Manson JE, White DL, Butch AW, Liu S. Sex hormone-binding globulin and risk of clinical diabetes in American Black, Hispanic, and Asian/Pacific Islander postmenopausal women. Clin Chem. 2012 Oct;58(10):1457-66. Epub 2012 Aug 20

For a complete, up-to-date list of WHI papers related to this ancillary study, please use the searchable Papers section of this website.

References

  1. Ding EL, Song Y, Manson JE, Rifai N, Buring JE, Liu S. Plasma sex steroid hormones and risk of developing type 2 diabetes in women: a prospective study. Diabetologia 2007; 50:2076-2084.
  2. Ding EL, Song Y, Malik VS, Liu S. Sex differences of endogenous sex hormones and risk of type 2 diabetes: a systematic review and meta-analysis. JAMA 2006; 295:1288-99.
  3. Selva DM, Hogeveen KN, Innis SM, Hammond GL. Monosaccharide-induced lipogenesis regulates the human hepatic sex hormone-binding globulin gene. J Clin Invest 2007; 117:3979-87.

Data Dictionaries and Study Documentation

This section displays all study-related data dictionaries and study-related files. The investigators for this study will upload the datasets, data dictionaries, and other study-related files. Study-related files will be made available to the public one year after the completion of the ancillary study, with the exception of the datasets, which will only be available to those with a Data Distribution Agreement. Those will be available to those with permission to download and will appear as a download link next to the data dictionary

Data Dictionaries

Name
Description
No results found

Study Documents

Name
Description
NameAS238 - see AS132Matching Summary.pdfDescription

Related Papers

Associations of sex-steroid hormones levels and exogenous estrogen use with changes in body fat distribution and body mass

Approved Proposal, Goto, Atsushi et al., 2013/5 MSID: 2142
Keywords: Sex-Steroid Hormones; Sex Hormone-Binding Globulin; Hormone-Replacement Therapy
Related Studies: 238

Association between endophenotypic targets of Metformin and type 2 diabetes risk using mendelian randomization approach

Approved Proposal, Chan, Kei-Hang Katie et al., 2015/8 MSID: 2742
Keywords: Genes; Metformin; Biochemical Markers; T2d; Mendelian Randomization
Related Studies: 129, 132, 238

Leptin and soluble leptin receptor and risk of clinical diabetes in African-American, Hispanic, and Asian postmenopausal women

Approved Proposal, Brennan, Kathleen et al., 2012/4 MSID: 1764
Keywords: Leptin; Soluble Leptin Receptor; Postmenopausal Women; African American; Hispanic; Asian; Type 2 Diabetes
Related Studies: 238

Mendelian randomization analysis of type 2 diabetes and sex hormone-binding globulin and leukocyte telomere length in women

Approved Proposal, Gong, Jungho et al., 2019/6 MSID: 3926
Keywords: Sex-Hormone Binding Globulin; Leukocyte Telomere Length; Inflammatory And Endothelial Markers; Diabetes; Obesity
Related Studies: 132, 238, 254

Depression, telomere length and cardiovascular disease: Women’s Health Initiative Observational Study

Approved Proposal, Goveas, Joseph et al., 2012/1 MSID: 1673
Keywords: Depression; Telomere; Inflammation; Cardiovascular Disease; Mortality
Related Studies: 238, 254

Sex hormones, sex hormones binding globulin (SHBG), and risk of ischemic stroke in men and women in WHI and TOPMed Stroke

Approved Proposal, Madsen, Tracy et al., 2020/11 MSID: 4327
Keywords: Stroke; Sex Hormone Binding Globulin; Mendelian Randomization; Single Nucleotide Polymorphisms; Ischemic Stroke
Related Studies: 90, 110, 238, BA7, BA9, BA21, W5, W9, W10, W18

The portfolio diet and incident type 2 diabetes: Findings from the Women's Health Initiative prospective cohort study

Andrea Glenn et al., 2022/9 PubMed #36162007 MSID: 3669
Objective: A plant-based dietary pattern, the Portfolio Diet, has been shown to lower LDL cholesterol and other cardiovascular disease risk factors. However, no study has evaluated the association of this diet with incident type 2 diabetes. Research design and methods: This analysis included 145,299 postmenopausal women free of diabetes at baseline in the Women's Health Initiative (WHI) Clinical Trials and Observational Study from 1993 to 2021. Adherence to the diet was assessed with a score bas...
Keywords: Portfolio Diet; Cardiovascular Disease; Prospective Cohort; Nutritional Epidemiology; Dietary Patterns
Related Studies: 132, 238, 254

Socioeconomic disadvantage and telomere length in postmenopausal women in the Women’s Health Initiative

Approved Proposal, Kroenke, Candyce et al., 2012/1 MSID: 1650
Keywords: Socioeconomic Status; Cumulative Disadvantage; Telomeres; Stress
Related Studies: 238, 254

Association of the portfolio diet with risk of cardiovascular disease in the Women’s Health Initiative: A prospective cohort study

Approved Manuscript, Glenn, Andrea et al., 2020/3 MSID: 3722
Keywords: Portfolio Diet; Cardiovascular Disease; Prospective Cohort; Nutritional Epidemiology; Dietary Patterns
Related Studies: 132, 238, 254

Assessing the effects of multiple continuous mediators on a dichotomous outcome

Approved Manuscript, Shih, Stephanie et al., 2017/5 MSID: 3357
Related Studies: 132, 238, 254

Identifying the effects of multiple dichotomous mediators on a dichotomous outcome

Approved Manuscript, Shih, Stephanie et al., 2017/5 MSID: 3358
Related Studies: 132, 238, 254

Optimism, pessimism, cynical hostility, and biomarkers of metabolic function in the Women's Health Initiative

Hilary Tindle et al., 2017/7 PubMed #28703425 MSID: 1620
BACKGROUND: Psychological attitudes reflecting expectations about the future (optimism, pessimism) and people (cynical hostility) independently predict incident cardiovascular disease and possibly diabetes, but underlying biologic pathways are incompletely understood. We examined the cross-sectional relationship between optimism, pessimism, and cynicism and biomarkers of metabolic function in the Women's Health Initiative. METHODS: Among 3443 postmenopausal women, biomarkers of metabolic functio...
Keywords: Cynical Hostility; Diabetes; Insulin Resistance; Optimism; Pessimism
Related Studies: 238, 254

Mediation analysis with multiple mediators

Approved Proposal, Shih, Stephanie et al., 2016/9 MSID: 3170
Keywords: Type 2 Diabetes; Mediation Analysis; Sex-Hormone Binding Globulin; Sex-Steroids; Telomere Length; Inflammatory Markers; Endothelial Markers And Glucose And Insulin; Low Birthweight; Insulin Sensitivity
Related Studies: 132, 238, 254

The Relation of Optimism to Relative Telomere Length in Older Men and Women

Publication, Kubzansky, Laura et al., 2019/2 MSID: 3853
Keywords: Telomere Length; Optimism; Aging; Biology; Epidemiology
Related Studies: 238, 254

Sex specific stroke risk score in the Women’s Health Initiative

Approved Proposal, Madsen, Tracy et al., 2020/5 MSID: 4211
Related Studies: 90, 110, 167, 238, BA7, BA9, BA21, W9, W10, W18

Sex hormone-binding globulin levels and telomere length in postmenopausal diabetic women

Approved Proposal, Gately, Kaitlin et al., 2018/4 MSID: 3550
Keywords: Sex-Hormones; Sex-Hormone-Binding Globulin; Leukocyte Telomeres; Diabetes; Postmenopausal Women
Related Studies: 132, 238, 254

Relation of dietary carbohydrates intake to circulating sex hormone-binding globulin levels in postmenopausal women

Mengna Huang et al., 2017/3 PubMed #28304147 MSID: 2447
BACKGROUND: Low circulating levels of sex hormone-binding globulin (SHBG) have been shown to be a direct and strong risk factor for type 2 diabetes, cardiovascular diseases, and hormone-dependent cancers, although the relation between various aspects of dietary carbohydrates and SHBG levels remains unexplored in population studies. METHODS: Among postmenopausal women with available SHBG measurements at baseline (n = 11,159) in the Women's Health Initiative, we conducted a comprehensive assessmen...
Keywords: Dietary Carbohydrates; Glycemic Index; Glycemic Load; Sex Hormone Binding Globulin (Shbg); Type 2 Diabetes

Sex hormone-binding globulin and risk of clinical diabetes in American Black, Hispanic, and Asian/Pacific Islander postmenopausal women

Brian Chen et al., 2012/8 PubMed #22908136 MSID: 1452
Recent prospective studies have shown a strong inverse association between sex hormone-binding globulin (SHBG) concentrations and risk of clinical diabetes in white individuals. However, it remains unclear whether this relationship extends to other racial/ethnic populations.We evaluated the association between baseline concentrations of SHBG and clinical diabetes risk in the Women's Health Initiative Observational Study. Over a median follow-up of 5.9 years, we identified 642 postmenopausal wome...
Keywords: Sex Hormone-Binding Globulin; Shbg; Post-Menopausal Women; African American; Hispanic; Type 2 Diabetes
Related Studies: 238

Birthweight, mediating biomarkers and the development of type 2 diabetes later in life: a prospective study of multi-ethnic women

Yan Song et al., 2015/1 PubMed #25567102 MSID: 2072
AIMS/HYPOTHESIS: The aim of this work was to investigate the prospective relationship between low birthweight (LBW) and type 2 diabetes risk later in life and the mediation effects of type 2 diabetes biomarkers linking LBW to type 2 diabetes risk. METHODS: We measured baseline plasma concentrations of various type 2 diabetes biomarkers in 1,259 incident type 2 diabetes cases and 1,790 controls in the Women's Health Initiative-Observational Study. Self-report birthweights of the participants were...
Keywords: Birth Weight; Type 2 Diabetes; Insulin Resistance; Telomere; Inflammation; Endothelial Dysfunction; Sex Steroid
Related Studies: 132, 238, 254

Relations of sex hormone levels to leukocyte telomere length in black, hispanic, and asian/Pacific Islander postmenopausal women

Yan Song et al., 2017/6 PubMed #28609023 MSID: 2029
BACKGROUND: Sex hormones may play important roles in sex-specific biological aging. We specifically examined the associations between circulating concentrations of sex hormones and leukocyte telomere length (TL). METHODS: We conducted a cross-sectional study of 1124 black, 444 Hispanic, and 289 Asian/Pacific Islander women in the Women's Health Initiative Observational Cohort. Concentrations of estradiol and testosterone were measured using electrochemiluminescence immunoassays. TL was measured ...
Keywords: Aging; Estradiol; Sex Steroid Hormones; Telomere Length; Testosterone
Related Studies: 238, 254

Circulating SHBG (Sex Hormone-Binding Globulin) and risk of ischemic stroke: Findings from the WHI

Tracy Madsen et al., 2020/2 PubMed #32078494 MSID: 3372
Abstract Background and Purpose- Circulating levels of SHBG (sex hormone-binding globulin) have been inversely linked to obesity, diabetes mellitus, and other cardiometabolic disorders. It remains uncertain whether low SHBG is prospectively predictive of stroke risk, particularly in women. We investigated whether SHBG is associated with risk of incident ischemic stroke (IS) among women in the WHI (Women's Health Initiative). Methods- From an observational cohort of 161 808 postmenopausal women e...
Keywords: Ischemic Stroke; Sex Hormone Binding Globulin; Sex Hormones; Prevention; Sex Differences

Plant-based dietary index, diabetes incidence and mediating effects of biomarkers in postmenopausal women

Approved Proposal, Gebretsadik, Gebretsadkan Gebremedhin et al., 2024/11 MSID: 5229
Keywords: Biomarkers; Type 2 Diabetes; Plant-Based Diet Index; Postmenopausal Women; Dietary Patterns
Related Studies: 238

The associations of leptin, adiponectin and resistin with incident atrial fibrillation in women

Simon Ermakov et al., 2016/5 PubMed #27146694 MSID: 2360
OBJECTIVES: Higher body mass index (BMI) is an important risk factor for atrial fibrillation (AF). The adipokines leptin, adiponectin and resistin are correlates of BMI, but their association with incident AF is not well known. We explored this relationship in a large cohort of postmenopausal women. METHODS: We studied an ethnically diverse cohort of community-dwelling postmenopausal women aged 50-79 who were nationally recruited at 40 clinical centres as part of the Women's Health Initiative in...
Keywords: Atrial Fibrillation; Cardiac Arrhythmia
Related Studies: 189, 191, 238, 266, BA10, BA11, W35