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1.
Nat Commun ; 15(1): 4546, 2024 May 28.
Article in English | MEDLINE | ID: mdl-38806494

ABSTRACT

Asthma has striking disparities across ancestral groups, but the molecular underpinning of these differences is poorly understood and minimally studied. A goal of the Consortium on Asthma among African-ancestry Populations in the Americas (CAAPA) is to understand multi-omic signatures of asthma focusing on populations of African ancestry. RNASeq and DNA methylation data are generated from nasal epithelium including cases (current asthma, N = 253) and controls (never-asthma, N = 283) from 7 different geographic sites to identify differentially expressed genes (DEGs) and gene networks. We identify 389 DEGs; the top DEG, FN1, was downregulated in cases (q = 3.26 × 10-9) and encodes fibronectin which plays a role in wound healing. The top three gene expression modules implicate networks related to immune response (CEACAM5; p = 9.62 × 10-16 and CPA3; p = 2.39 × 10-14) and wound healing (FN1; p = 7.63 × 10-9). Multi-omic analysis identifies FKBP5, a co-chaperone of glucocorticoid receptor signaling known to be involved in drug response in asthma, where the association between nasal epithelium gene expression is likely regulated by methylation and is associated with increased use of inhaled corticosteroids. This work reveals molecular dysregulation on three axes - increased Th2 inflammation, decreased capacity for wound healing, and impaired drug response - that may play a critical role in asthma within the African Diaspora.


Subject(s)
Asthma , Black People , DNA Methylation , Nasal Mucosa , Tacrolimus Binding Proteins , Humans , Asthma/genetics , Asthma/metabolism , Nasal Mucosa/metabolism , Tacrolimus Binding Proteins/genetics , Tacrolimus Binding Proteins/metabolism , Female , Male , Black People/genetics , Adult , Gene Regulatory Networks , Fibronectins/metabolism , Fibronectins/genetics , Case-Control Studies , Gene Expression Regulation , Middle Aged , Multiomics
2.
Genome Med ; 16(1): 38, 2024 Mar 05.
Article in English | MEDLINE | ID: mdl-38444015

ABSTRACT

BACKGROUND: Type 2 diabetes (T2D) has reached epidemic proportions globally, including in Africa. However, molecular studies to understand the pathophysiology of T2D remain scarce outside Europe and North America. The aims of this study are to use an untargeted metabolomics approach to identify: (a) metabolites that are differentially expressed between individuals with and without T2D and (b) a metabolic signature associated with T2D in a population of Sub-Saharan Africa (SSA). METHODS: A total of 580 adult Nigerians from the Africa America Diabetes Mellitus (AADM) study were studied. The discovery study included 310 individuals (210 without T2D, 100 with T2D). Metabolites in plasma were assessed by reverse phase, ultra-performance liquid chromatography and mass spectrometry (RP)/UPLC-MS/MS methods on the Metabolon Platform. Welch's two-sample t-test was used to identify differentially expressed metabolites (DEMs), followed by the construction of a biomarker panel using a random forest (RF) algorithm. The biomarker panel was evaluated in a replication sample of 270 individuals (110 without T2D and 160 with T2D) from the same study. RESULTS: Untargeted metabolomic analyses revealed 280 DEMs between individuals with and without T2D. The DEMs predominantly belonged to the lipid (51%, 142/280), amino acid (21%, 59/280), xenobiotics (13%, 35/280), carbohydrate (4%, 10/280) and nucleotide (4%, 10/280) super pathways. At the sub-pathway level, glycolysis, free fatty acid, bile metabolism, and branched chain amino acid catabolism were altered in T2D individuals. A 10-metabolite biomarker panel including glucose, gluconate, mannose, mannonate, 1,5-anhydroglucitol, fructose, fructosyl-lysine, 1-carboxylethylleucine, metformin, and methyl-glucopyranoside predicted T2D with an area under the curve (AUC) of 0.924 (95% CI: 0.845-0.966) and a predicted accuracy of 89.3%. The panel was validated with a similar AUC (0.935, 95% CI 0.906-0.958) in the replication cohort. The 10 metabolites in the biomarker panel correlated significantly with several T2D-related glycemic indices, including Hba1C, insulin resistance (HOMA-IR), and diabetes duration. CONCLUSIONS: We demonstrate that metabolomic dysregulation associated with T2D in Nigerians affects multiple processes, including glycolysis, free fatty acid and bile metabolism, and branched chain amino acid catabolism. Our study replicated previous findings in other populations and identified a metabolic signature that could be used as a biomarker panel of T2D risk and glycemic control thus enhancing our knowledge of molecular pathophysiologic changes in T2D. The metabolomics dataset generated in this study represents an invaluable addition to publicly available multi-omics data on understudied African ancestry populations.


Subject(s)
Diabetes Mellitus, Type 2 , West African People , Adult , Humans , Chromatography, Liquid , Fatty Acids, Nonesterified , Tandem Mass Spectrometry , Amino Acids, Branched-Chain , Biomarkers
3.
Genome Med ; 15(1): 108, 2023 Dec 04.
Article in English | MEDLINE | ID: mdl-38049854

ABSTRACT

BACKGROUND: In vitro and in vivo studies have shown that certain cytokines and hormones may play a role in the development and progression of type 2 diabetes (T2D). However, studies on their role in T2D in humans are scarce. We evaluated associations between 11 circulating cytokines and hormones with T2D among a population of sub-Saharan Africans and tested for causal relationships using Mendelian randomization (MR) analyses. METHODS: We used logistic regression analysis adjusted for age, sex, body mass index, and recruitment country to regress levels of 11 cytokines and hormones (adipsin, leptin, visfatin, PAI-1, GIP, GLP-1, ghrelin, resistin, IL-6, IL-10, IL-1RA) on T2D among Ghanaians, Nigerians, and Kenyans from the Africa America Diabetes Mellitus study including 2276 individuals with T2D and 2790 non-T2D individuals. Similar linear regression models were fitted with homeostatic modelling assessments of insulin sensitivity (HOMA-S) and ß-cell function (HOMA-B) as dependent variables among non-T2D individuals (n = 2790). We used 35 genetic variants previously associated with at least one of these 11 cytokines and hormones among non-T2D individuals as instrumental variables in univariable and multivariable MR analyses. Statistical significance was set at 0.0045 (0.05/11 cytokines and hormones). RESULTS: Circulating GIP and IL-1RA levels were associated with T2D. Nine of the 11 cytokines and hormones (exceptions GLP-1 and IL-6) were associated with HOMA-S, HOMA-B, or both among non-T2D individuals. Two-stage least squares MR analysis provided evidence for a causal effect of GIP and IL-RA on HOMA-S and HOMA-B in multivariable analyses (GIP ~ HOMA-S ß = - 0.67, P-value = 1.88 × 10-6 and HOMA-B ß = 0.59, P-value = 1.88 × 10-5; IL-1RA ~ HOMA-S ß = - 0.51, P-value = 8.49 × 10-5 and HOMA-B ß = 0.48, P-value = 5.71 × 10-4). IL-RA was partly mediated via BMI (30-34%), but GIP was not. Inverse variance weighted MR analysis provided evidence for a causal effect of adipsin on T2D (multivariable OR = 1.83, P-value = 9.79 × 10-6), though these associations were not consistent in all sensitivity analyses. CONCLUSIONS: The findings of this comprehensive MR analysis indicate that circulating GIP and IL-1RA levels are causal for reduced insulin sensitivity and increased ß-cell function. GIP's effect being independent of BMI suggests that circulating levels of GIP could be a promising early biomarker for T2D risk. Our MR analyses do not provide conclusive evidence for a causal role of other circulating cytokines in T2D among sub-Saharan Africans.


Subject(s)
Diabetes Mellitus, Type 2 , Gastric Inhibitory Polypeptide , Insulin Resistance , Interleukin 1 Receptor Antagonist Protein , Humans , African People , Blood Glucose , Complement Factor D/genetics , Diabetes Mellitus, Type 2/complications , Genome-Wide Association Study , Ghana , Glucagon-Like Peptide 1 , Insulin/genetics , Insulin Resistance/genetics , Interleukin 1 Receptor Antagonist Protein/genetics , Interleukin-6/genetics , Kenya , Mendelian Randomization Analysis , Risk Factors , Nigeria , Gastric Inhibitory Polypeptide/genetics
4.
HGG Adv ; 4(4): 100235, 2023 Oct 12.
Article in English | MEDLINE | ID: mdl-37653728

ABSTRACT

The vast majority of human populations and individuals have mixed ancestry. Consequently, adjustment for locus-specific ancestry is essential for genetic association studies. To empower association studies for all populations, it is necessary to integrate effects of locus-specific ancestry and genotype. We developed a joint test of ancestry and association that can be performed with summary statistics, is independent of study design, can take advantage of locus-specific ancestry effects to boost power in association testing, and can utilize association effects to fine map admixture peaks. We illustrate the test using the association between serum triglycerides and LPL. By combining data from African Americans, European Americans, and West Africans, we identify three conditionally independent variants with varying amounts of ancestrally differentiated allele frequencies. Using out-of-sample data, we demonstrate improved prediction achievable by accounting for multiple causal variants and locus-specific ancestry effects at a single locus.


Subject(s)
Black or African American , Genome-Wide Association Study , Humans , Linkage Disequilibrium , Black or African American/genetics , Gene Frequency , White
5.
Trends Endocrinol Metab ; 34(10): 601-621, 2023 10.
Article in English | MEDLINE | ID: mdl-37598069

ABSTRACT

The past two decades have been characterized by a substantial global increase in cardiometabolic diseases, but the prevalence and incidence of these diseases and related traits differ across populations. African ancestry populations are among the most affected yet least included in research. Populations of African descent manifest significant genetic and environmental diversity and this under-representation is a missed opportunity for discovery and could exacerbate existing health disparities and curtail equitable implementation of precision medicine. Here, we discuss cardiometabolic diseases and traits in the context of African descent populations, including both genetic and environmental contributors and emphasizing novel discoveries. We also review new initiatives to include more individuals of African descent in genomics to address current gaps in the field.


Subject(s)
Cardiovascular Diseases , Genomics , Humans , Phenotype , Precision Medicine , Cardiovascular Diseases/genetics
6.
EBioMedicine ; 91: 104548, 2023 May.
Article in English | MEDLINE | ID: mdl-37004336

ABSTRACT

BACKGROUND: West Africans and African Americans with substantial (∼80%) West African ancestry are characterized by low levels of triglycerides (TG) compared to East Africans and Europeans. The impact of these varying TG levels on other cardiometabolic risk factors is unclear. We compared the strength of association between TG with hypertension, blood pressure, BMI, waist circumference, type 2 diabetes (T2D), and fasting glucose across West African (WA), East African (EA), and European (EU) ancestry populations residing in three vastly different environmental settings: sub-Saharan Africa, United States, and Europe. METHODS: We analysed data from four cross-sectional studies that included WA in sub-Saharan Africa (n = 7201), the U.S. (n = 4390), and Europe (n = 6436), EA in sub-Saharan Africa (n = 781), and EU in the U.S. (n = 8670) and Europe (n = 4541). Linear regression analyses were used to test the association between TG and cardiometabolic risk factors. FINDINGS: Higher adjusted regression coefficients were observed in EU compared with WA ancestry for TG on hypertension (EU ß [95% CI]: 0.179 [0.156, 0.203], WA ß [95% CI]: 0.102 [0.086, 0.118]), BMI (EU ß [95% CI]: 0.028 [0.027, 0.030], WA ß [95% CI]: 0.015 [0.014, 0.016]), and waist circumference (EU ß [95% CI]: 0.013 [0.013, 0.014], WA ß [95% CI]: 0.009 [0.008, 0.009) (all ancestry × trait interaction P-values <0.05), irrespective of environmental differences within ancestry groups. Less consistency was observed among EA. Associations of TG with T2D did not follow ancestry patterns, with substantial variation observed between environments. INTERPRETATION: TG may not be an equally strong associated with other established cardiometabolic risk factors in West and East Africans in contrast to European ancestry populations. The value of TG for identifying individuals at high risk for developing metabolic disorders needs to be re-evaluated for African ancestry populations. FUNDING: National Institutes of Health, European Commission, Dutch Heart Foundation, Netherlands Organization for Health Research and Development, Centers for Disease Control and Prevention.


Subject(s)
Diabetes Mellitus, Type 2 , Hypertension , Humans , United States , Triglycerides , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/etiology , Cardiometabolic Risk Factors , Cross-Sectional Studies , Hypertension/epidemiology , Hypertension/etiology , Risk Factors
7.
Sci Rep ; 12(1): 18955, 2022 11 08.
Article in English | MEDLINE | ID: mdl-36347891

ABSTRACT

Adiponectin has been associated with cardiometabolic traits in observational studies across populations, yet it is unclear if these associations are causal. We performed Mendelian randomization (MR) analysis to assess the relationship between adiponectin and cardiometabolic traits in sub-Saharan Africans. We constructed a polygenic risk score (PRS) for adiponectin levels across 3354 unrelated sub-Saharan Africans. The PRS was used as the instrumental variable in two-stage least-squares MR analysis to assess its association with insulin resistance, HDL, LDL, total cholesterol, triglycerides, blood pressure, Type 2 Diabetes (T2D), and hypertension. The adiponectin PRS was causally related with LDL (ß = 0.55, 95%CI 0.07-1.04, P-value = 0.024) but not the other traits. This association was observed in both overweight/obese and normal weight individuals, but only reached statistical significance among overweight/obese individuals (ß = 0.55, 95%CI 0.01-1.08, P-value = 0.045). In normal weight individuals, the adiponectin PRS was associated with T2D (OR = 0.13, 95%CI 0.02-0.73, P-value = 0.021), and in men with HDL (ß = 1.03, 95%CI 0.14-1.92, P-value = 0.023). The findings of this first MR study in sub-Saharan Africans support a causal relationship of adiponectin with LDL, with T2D in normal weight individuals only, and with HDL in men only. These observations add to the small but growing literature on adiponectin MR studies.


Subject(s)
Cardiovascular Diseases , Diabetes Mellitus, Type 2 , Male , Humans , Cholesterol, LDL , Mendelian Randomization Analysis , Adiponectin/genetics , Overweight/genetics , Overweight/complications , Polymorphism, Single Nucleotide , Triglycerides , Cardiovascular Diseases/complications , Obesity/genetics , Obesity/complications , Cholesterol, HDL , Genome-Wide Association Study
8.
Clin Epigenetics ; 14(1): 88, 2022 07 14.
Article in English | MEDLINE | ID: mdl-35836279

ABSTRACT

BACKGROUND: African Americans have a high risk for type 2 diabetes (T2D) and insulin resistance. Studies among other population groups have identified DNA methylation loci associated with insulin resistance, but data in African Americans are lacking. Using DNA methylation profiles of blood samples obtained from the Illumina Infinium® HumanMethylation450 BeadChip, we performed an epigenome-wide association study to identify DNA methylation loci associated with insulin resistance among 136 non-diabetic, unrelated African American men (mean age 41.6 years) from the Howard University Family Study. RESULTS: We identified three differentially methylated positions (DMPs) for homeostatic model assessment of insulin resistance (HOMA-IR) at 5% FDR. One DMP (cg14013695, HOXA5) is a known locus among Mexican Americans, while the other two DMPs are novel-cg00456326 (OSR1; beta = 0.027) and cg20259981 (ST18; beta = 0.010). Although the cg00456326 DMP is novel, the OSR1 gene has previously been found associated with both insulin resistance and T2D in Europeans. The genes HOXA5 and ST18 have been implicated in biological processes relevant to insulin resistance. Differential methylation at the significant HOXA5 and OSR1 DMPs is associated with differences in gene expression in the iMETHYL database. Analysis of differentially methylated regions (DMRs) did not identify any epigenome-wide DMRs for HOMA-IR. We tested transferability of HOMA-IR associated DMPs from five previous EWAS in Mexican Americans, Indian Asians, Europeans, and European ancestry Americans. Out of the 730 previously reported HOMA-IR DMPs, 47 (6.4%) were associated with HOMA-IR in this cohort of African Americans. CONCLUSIONS: The findings from our study suggest substantial differences in DNA methylation patterns associated with insulin resistance across populations. Two of the DMPs we identified in African Americans have not been reported in other populations, and we found low transferability of HOMA-IR DMPs reported in other populations in African Americans. More work in African-ancestry populations is needed to confirm our findings as well as functional analyses to understand how such DNA methylation alterations contribute to T2D pathology.


Subject(s)
Diabetes Mellitus, Type 2 , Insulin Resistance , Adult , Black or African American/genetics , DNA Methylation , Diabetes Mellitus, Type 2/metabolism , Epigenome , Humans , Insulin Resistance/genetics , Male
9.
PLoS One ; 17(6): e0269378, 2022.
Article in English | MEDLINE | ID: mdl-35657990

ABSTRACT

Impaired glucose tolerance is a major risk factor for type 2 diabetes (T2D) and several cardiometabolic disorders. To identify genetic loci underlying fasting glucose levels, we conducted an analysis of 9,232 individuals of European ancestry who at enrollment were either nondiabetic or had untreated type 2 diabetes. Multivariable linear mixed models were used to test for associations between fasting glucose and 7.9 million SNPs, with adjustment for age, body mass index (BMI), sex, significant principal components of the genotypes, and cryptic relatedness. Three previously discovered loci were genome-wide significant, with the lead SNPs being rs1260326, a missense variant in GCKR (p = 1.06×10-8); rs560887, an intronic variant in G6PC2 (p = 3.39×10-11); and rs13266634, a missense variant in SLC30A8 (p = 4.28×10-10). Fine mapping, genome-wide conditional analysis, and functional annotation indicated that the three loci were independently associated with fasting glucose. Each copy of an alternate allele at any of these three SNPs was associated with a reduction of 0.012 mmol/L in fasting glucose levels (p = 8.0×10-28), and this association was replicated in trans-ethnic analysis of 14,303 individuals (p = 2.2×10-16). The three SNPs were jointly associated with significantly reduced T2D risk, with an odds ratio (95% CI) of 0.93 (0.88, 0.98) per protective allele. Our findings implicate additive effects across pathophysiological pathways involved in type 2 diabetes, including glycolysis, gluconeogenesis, and insulin secretion. Since none of the individuals homozygous for the alternate alleles at all three loci has T2D, it might be possible to use a genetic predictor of fasting glucose levels to identify individuals at low vs. high risk of developing type 2 diabetes.


Subject(s)
Diabetes Mellitus, Type 2 , Glucose-6-Phosphatase/genetics , Adaptor Proteins, Signal Transducing/metabolism , Blood Glucose/metabolism , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/metabolism , Fasting , Genetic Predisposition to Disease , Genotype , Glucose/metabolism , Glucose-6-Phosphatase/metabolism , Humans , Polymorphism, Single Nucleotide , Zinc Transporter 8/genetics
10.
Genome Med ; 13(1): 156, 2021 10 07.
Article in English | MEDLINE | ID: mdl-34620218

ABSTRACT

BACKGROUND: A complex set of perturbations occur in cytokines and hormones in the etiopathogenesis of obesity and related cardiometabolic conditions such as type 2 diabetes (T2D). Evidence for the genetic regulation of these cytokines and hormones is limited, particularly in African-ancestry populations. In order to improve our understanding of the biology of cardiometabolic traits, we investigated the genetic architecture of a large panel of obesity- related cytokines and hormones among Africans with replication analyses in African Americans. METHODS: We performed genome-wide association studies (GWAS) in 4432 continental Africans, enrolled from Ghana, Kenya, and Nigeria as part of the Africa America Diabetes Mellitus (AADM) study, for 13 obesity-related cytokines and hormones, including adipsin, glucose-dependent insulinotropic peptide (GIP), glucagon-like peptide-1 (GLP-1), interleukin-1 receptor antagonist (IL1-RA), interleukin-6 (IL-6), interleukin-10 (IL-10), leptin, plasminogen activator inhibitor-1 (PAI-1), resistin, visfatin, insulin, glucagon, and ghrelin. Exact and local replication analyses were conducted in African Americans (n = 7990). The effects of sex, body mass index (BMI), and T2D on results were investigated through stratified analyses. RESULTS: GWAS identified 39 significant (P value < 5 × 10-8) loci across all 13 traits. Notably, 14 loci were African-ancestry specific. In this first GWAS for adipsin and ghrelin, we detected 13 and 4 genome-wide significant loci respectively. Stratified analyses by sex, BMI, and T2D showed a strong effect of these variables on detected loci. Eight novel loci were successfully replicated: adipsin (3), GIP (1), GLP-1 (1), and insulin (3). Annotation of these loci revealed promising links between these adipocytokines and cardiometabolic outcomes as illustrated by rs201751833 for adipsin and blood pressure and locus rs759790 for insulin level and T2D in lean individuals. CONCLUSIONS: Our study identified genetic variants underlying variation in multiple adipocytokines, including the first loci for adipsin and ghrelin. We identified population differences in variants associated with adipocytokines and highlight the importance of stratification for discovery of loci. The high number of African-specific loci detected emphasizes the need for GWAS in African-ancestry populations, as these loci could not have been detected in other populations. Overall, our work contributes to the understanding of the biology linking adipocytokines to cardiometabolic traits.


Subject(s)
Cardiovascular Diseases/genetics , Cytokines/metabolism , Genome-Wide Association Study , Hormones/metabolism , Obesity/genetics , Phenotype , Adipokines , Adult , Black or African American/genetics , Body Mass Index , Diabetes Mellitus, Type 2/genetics , Female , Genetic Predisposition to Disease/genetics , Humans , Insulin , Male , Middle Aged , Nigeria
11.
Hum Mol Genet ; 30(22): 2205-2214, 2021 11 01.
Article in English | MEDLINE | ID: mdl-34196372

ABSTRACT

Serum lipids are biomarkers of cardiometabolic disease risk, and understanding genomic factors contributing to their distribution is of interest. Studies of lipids in Africans are rare, though it is expected that such studies could identify novel loci. We conducted a GWAS of 4317 Africans enrolled from Nigeria, Ghana and Kenya. We evaluated linear mixed models of high-density lipoprotein cholesterol (HDLC), low-density lipoprotein cholesterol (LDLC), total cholesterol (CHOL), triglycerides (TG) and TG/HDLC. Replication was attempted in 9542 African Americans (AA). In our main analysis, we identified 28 novel associations in Africans. Of the 18 of these that could be tested in AA, three associations replicated (GPNMB-TG, ENPP1-TG and SMARCA4-LDLC). Five additional novel loci were discovered upon meta-analysis with AA (rs138282551-TG, PGBD5-HDLC, CD80-TG/HDLC, SLC44A1-CHOL and TLL2-CHOL). Analyses considering only those with predominantly West African ancestry (Nigeria, Ghana and AA) yielded new insights: ORC5-LDLC and chr20:60973327-CHOL. Among our novel findings are some loci with known connections to lipids pathways. For instance, rs147706369 (TLL2) alters a regulatory motif for sterol regulatory element-binding proteins, a family of transcription factors that control the expression of a range of enzymes involved in cholesterol, fatty acid and TG synthesis, and rs115749422 (SMARCA4), an independent association near the known LDLR locus that is rare or absent in populations without African ancestry. These findings demonstrate the utility of conducting genomic analyses in Africans for discovering novel loci and provide some preliminary evidence for caution against treating 'African ancestry' as a monolithic category.


Subject(s)
Black People/genetics , Genetic Heterogeneity , Genome-Wide Association Study , Lipid Metabolism , Quantitative Trait Loci , Quantitative Trait, Heritable , Africa , Humans
12.
Diabetes Res Clin Pract ; 177: 108918, 2021 Jul.
Article in English | MEDLINE | ID: mdl-34126128

ABSTRACT

AIMS: The glycated hemoglobin (HbA1c) test can be unreliable in the presence of hemoglobinopathies. The co-existence of type 2 diabetes (T2D) with sickle cell anemia calls for alternative tests. Therefore, we established a reference interval for serum fructosamine and evaluated its utility as a potential glycemic biomarker that is not affected by abnormal hemoglobin. METHODS: The accuracies of serum fructosamine in monitoring and diagnosing T2D were evaluated using the Area under the Receiver Operating Characteristics and other measures in 618 Nigerians with or without sickle cell trait. The estimated diagnostic cut-off for serum fructosamine was then validated in an independent multi-ethnic cohort of 634 West Africans. RESULTS: Serum fructosamine was similar between individuals with or without sickle cell trait (median: 287 vs 275 umol/L, p = 0·11, respectively) despite statistically different HbA1c. Fructosamine was highly correlated with both HbA1c and fasting glucose independently of sickle cell trait. The areas under the curve (AUC) of serum fructosamine in identifying individuals with uncontrolled glycemia and individuals with T2D were similar and independent of sickle cell trait: 0·92 (95% confidence interval [95% CI ], 0·88-0·95 and 0.92 (95% CI, (0.89-0.95) respectively. CONCLUSIONS: Serum fructosamine is a good alternative to HbA1c for monitoring and diagnosing T2D in the presence of sickle cell trait.


Subject(s)
Anemia, Sickle Cell , Anemia, Sickle Cell/genetics , Diabetes Mellitus, Type 2 , Fructosamine , Glycated Hemoglobin/analysis , Humans , Mutation
13.
NPJ Genom Med ; 6(1): 44, 2021 Jun 11.
Article in English | MEDLINE | ID: mdl-34117260

ABSTRACT

Serum bilirubin is associated with several clinical outcomes, including hypertension, type 2 diabetes (T2D), and drug metabolism. Here, we describe findings from our genome-wide association studies (GWAS) of serum (TBIL) using a generalized linear mixed model in West Africans (n = 1127), with adjustment for age, sex, body mass index, T2D, significant principal components of population structure, and cryptic relatedness. Genome-wide conditional analysis and CAVIARBF were used to fine map significant loci. The causal effect of TBIL on hypertension was assessed by Mendelian randomization (MR) using the GWAS findings as instrumental variables (IVs) in African Americans (n = 3,067). The SNP rs887829 (UGT1A1) was significantly associated with TBIL levels (effect allele (T) frequency = 0.49, ß (SE) = 0.59 (0.04), p = 9.13 × 10-54). Genome-wide conditional analysis and regional fine mapping pointed to rs887829 as a possible causal variant with a posterior inclusion probability of 0.99. The T allele of rs887829 is associated with lower hepatic expression of UGT1A1. Using rs887829 as an IV, two-stage least-squares MR showed a causal effect of bilirubin on hypertension (ß = -0.76, 95% CI [-1.52, -0.01], p = 0.0459). Our finding confirms that UGT1A1 influences bilirubin levels. Notably, lower TBIL is causally associated with the increased risk of hypertension.

14.
Int J Epidemiol ; 50(4): 1283-1296, 2021 08 30.
Article in English | MEDLINE | ID: mdl-33729508

ABSTRACT

BACKGROUND: There is growing support for the use of genetic risk scores (GRS) in routine clinical settings. Due to the limited diversity of current genomic discovery samples, there are concerns that the predictive power of GRS will be limited in non-European ancestry populations. GRS for cardiometabolic traits were evaluated in sub-Saharan Africans in comparison with African Americans and European Americans. METHODS: We evaluated the predictive utility of GRS for 12 cardiometabolic traits in sub-Saharan Africans (AF; n = 5200), African Americans (AA; n = 9139) and European Americans (EUR; n = 9594). GRS were constructed as weighted sums of the number of risk alleles. Predictive utility was assessed using the additional phenotypic variance explained and the increase in discriminatory ability over traditional risk factors [age, sex and body mass index (BMI)], with adjustment for ancestry-derived principal components. RESULTS: Across all traits, GRS showed up to a 5-fold and 20-fold greater predictive utility in EUR relative to AA and AF, respectively. Predictive utility was most consistent for lipid traits, with percentage increase in explained variation attributable to GRS ranging from 10.6% to 127.1% among EUR, 26.6% to 65.8% among AA and 2.4% to 37.5% among AF. These differences were recapitulated in the discriminatory power, whereby the predictive utility of GRS was 4-fold greater in EUR relative to AA and up to 44-fold greater in EUR relative to AF. Obesity and blood pressure traits showed a similar pattern of greater predictive utility among EUR. CONCLUSIONS: This work demonstrates the poorer performance of GRS in AF and highlights the need to improve representation of multiple ethnic populations in genomic studies to ensure equitable clinical translation of GRS.


Subject(s)
Cardiovascular Diseases , Genetic Predisposition to Disease , Africa South of the Sahara/epidemiology , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/genetics , Humans , Polymorphism, Single Nucleotide , Risk Factors
15.
Elife ; 92020 12 01.
Article in English | MEDLINE | ID: mdl-33258447

ABSTRACT

Given a lifetime risk of ~90% by the ninth decade of life, it is unknown if there are true controls for hypertension in epidemiological and genetic studies. Here, we compared Bayesian logistic and time-to-event approaches to modeling hypertension. The median age at hypertension was approximately a decade earlier in African Americans than in European Americans or Mexican Americans. The probability of being free of hypertension at 85 years of age in African Americans was less than half that in European Americans or Mexican Americans. In all groups, baseline hazard rates increased until nearly 60 years of age and then decreased but did not reach zero. Taken together, modeling of the baseline hazard function of hypertension suggests that there are no true controls and that controls in logistic regression are cases with a late age of onset.


Subject(s)
Hypertension , Models, Biological , Adult , Black or African American , Age Factors , Age of Onset , Aged , Aged, 80 and over , Bayes Theorem , Case-Control Studies , Female , Humans , Hypertension/ethnology , Hypertension/genetics , Logistic Models , Male , Mexican Americans , Middle Aged , Models, Statistical , Risk Assessment
16.
Circ Genom Precis Med ; 13(5): 488-503, 2020 10.
Article in English | MEDLINE | ID: mdl-32876488

ABSTRACT

BACKGROUND: Resistin, a protein linked with inflammation and cardiometabolic diseases, is one of few proteins for which genome-wide association studies consistently report variants within and near the coding gene (RETN). Here, we took advantage of the reduced linkage disequilibrium in African populations to infer genetic causality for circulating resistin levels by performing genome-wide association studies, whole-exome analysis, fine mapping, Mendelian randomization, and transcriptomic data analyses. METHODS: Genome-wide association studies and fine-mapping analyses for resistin were performed in 5621 African-ancestry individuals, including 3754 continental Africans and 1867 African Americans. Causal variants identified were subsequently used as an instrumental variable in Mendelian randomization analyses for homeostatic modeling-derived insulin resistance index, body mass index, and type 2 diabetes. RESULTS: The lead variant (rs3219175, in the promoter region of RETN) for the single locus detected was the same for continental Africans (P=5.0×10-111) and for African Americans (9.5×10-38), respectively explaining 12.1% and 8.5% of variance in circulating resistin. Fine-mapping analyses and functional annotation revealed this variant as likely causal affecting circulating resistin levels as a cis-eQTL increasing RETN expression. Additional variants regulating resistin levels were upstream of RETN with genes PCP2, STXBP2, and XAB2 showing the strongest association using integrative analysis of genome-wide association studies with transcriptomic data. Mendelian randomization analyses did not provide evidence for resistin increasing insulin resistance, body mass index, or type 2 diabetes risk in African-ancestry populations. CONCLUSIONS: Taking advantage of the fine-mapping resolution power of African genomes, we identified a single variant (rs3219175) as the likely causal variant responsible for most of the variability in circulating resistin levels. In contrast to findings in some other ancestry populations, we showed that resistin does not seem to increase insulin resistance and related cardiometabolic traits in African-ancestry populations.


Subject(s)
Biomarkers/metabolism , Black People/genetics , Cardiovascular Diseases/genetics , Resistin/genetics , Adult , Black or African American/genetics , Cardiovascular Diseases/diagnosis , Female , Genome-Wide Association Study , Haplotypes , Humans , Linkage Disequilibrium , Male , Mendelian Randomization Analysis , Middle Aged , Polymorphism, Single Nucleotide , Promoter Regions, Genetic , Quantitative Trait Loci
17.
Article in English | MEDLINE | ID: mdl-32158702

ABSTRACT

Gut dysbiosis has been associated with several disease outcomes including diabetes in human populations. Currently, there are no studies of the gut microbiome composition in relation to type 2 diabetes (T2D) in Africans. Here, we describe the profile of the gut microbiome in non-diabetic adults (controls) and investigate the association between gut microbiota and T2D in urban West Africans. Gut microbiota composition was determined in 291 Nigerians (98 cases, 193 controls) using fecal 16S V4 rRNA gene sequencing done on the Illumina MiSeq platform. Data analysis of operational taxonomic units (OTU) was conducted to describe microbiome composition and identify differences between T2D and controls. The most abundant phyla were Firmicutes, Actinobacteria, and Bacteroidetes. Clostridiaceae, and Peptostreptococcaceaea were significantly lower in cases than controls (p < 0.001). Feature selection analysis identified a panel of 18 OTUs enriched in cases that included Desulfovibrio piger, Prevotella, Peptostreptococcus, and Eubacterium. A panel of 17 OTUs that was enriched in the controls included Collinsella, Ruminococcus lactaris, Anaerostipes, and Clostridium. OTUs with strain-level annotation showing the largest fold-change included Cellulosilyticum ruminicola (log2FC = -3.1; p = 4.2 × 10-5), Clostridium paraputrificum (log2FC = -2.5; p = 0.005), and Clostridium butyricum (log2FC = -1.76; p = 0.01), all lower in cases. These findings are notable because supplementation with Clostridium butyricum and Desulfovibrio piger has been shown to improve hyperglycemia and reduce insulin resistance in murine models. This first investigation of gut microbiome and diabetes in urban Africans shows that T2D is associated with compositional changes in gut microbiota highlighting the possibility of developing strategies to improve glucose control by modifying bacterial composition in the gut.


Subject(s)
Diabetes Mellitus, Type 2/microbiology , Gastrointestinal Microbiome , Actinobacteria/classification , Actinobacteria/isolation & purification , Bacteroidetes/classification , Bacteroidetes/isolation & purification , Black People , Case-Control Studies , Diabetes Mellitus, Type 2/drug therapy , Dysbiosis/microbiology , Female , Firmicutes/classification , Firmicutes/isolation & purification , Humans , Hypoglycemic Agents/therapeutic use , Male , Metformin/therapeutic use , Middle Aged , Nigeria , Urban Health
18.
Hum Mol Genet ; 29(3): 506-514, 2020 02 01.
Article in English | MEDLINE | ID: mdl-31841133

ABSTRACT

OBJECTIVE: Serum uric acid is the end-product of purine metabolism and at high levels is a risk factor for several human diseases including gout and cardiovascular disease. Heritability estimates range from 0.32 to 0.63. Genome-wide association studies (GWAS) provide an unbiased approach to identify loci influencing serum uric acid. Here, we performed the first GWAS for serum uric acid in continental Africans, with replication in African Americans. METHODS: Africans (n = 4126) and African Americans (n = 5007) were genotyped on high-density GWAS arrays. Efficient mixed model association, a variance component approach, was used to perform association testing for a total of ~ 18 million autosomal genotyped and imputed variants. CAVIARBF was used to fine map significant regions. RESULTS: We identified two genome-wide significant loci: 4p16.1 (SLC2A9) and 11q13.1 (SLC22A12). At SLC2A9, the most strongly associated SNP was rs7683856 (P = 1.60 × 10-44). Conditional analysis revealed a second signal indexed by rs6838021 (P = 5.75 × 10-17). Gene expression and regulatory motif data prioritized a single-candidate causal variant for each signal. At SLC22A12, the most strongly associated SNP was rs147647315 (P = 6.65 × 10-25). Conditional analysis and functional annotation prioritized the missense variant rs147647315 (R (Arg) > H (His)) as the sole causal variant. Functional annotation of these three signals implicated processes in skeletal muscle, subcutaneous adipose tissue and the kidneys, respectively. CONCLUSIONS: This first GWAS of serum uric acid in continental Africans identified three associations at two loci, SLC2A9 and SLC22A12. The combination of weak linkage disequilibrium in Africans and functional annotation led to the identification of candidate causal SNPs for all three signals. Each candidate causal variant implicated a different cell type. Collectively, the three associations accounted for 4.3% of the variance of serum uric acid.


Subject(s)
Angiotensin Amide/blood , Black or African American/genetics , Diabetes Mellitus, Type 2/diagnosis , Glucose Transport Proteins, Facilitative/genetics , Hyperuricemia/diagnosis , Organic Anion Transporters/genetics , Organic Cation Transport Proteins/genetics , Polymorphism, Single Nucleotide , Uric Acid/blood , Angiotensin Amide/genetics , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/genetics , Female , Genetic Loci , Genome-Wide Association Study , Genotype , Humans , Hyperuricemia/blood , Hyperuricemia/genetics , Linkage Disequilibrium , Male , Middle Aged
19.
Curr Diab Rep ; 19(10): 105, 2019 09 14.
Article in English | MEDLINE | ID: mdl-31520154

ABSTRACT

PURPOSE OF REVIEW: Recent advances in genomics provide opportunities for novel understanding of the biology of human traits with the goal of improving human health. Here, we review recent obesity and type 2 diabetes (T2D)-related genomic studies in African populations and discuss the implications of limited genomics studies on health disparity and precision medicine. RECENT FINDINGS: Genome-wide association studies in Africans have yielded genetic discovery that would otherwise not be possible; these include identification of novel loci associated with obesity (SEMA-4D, PRKCA, WARS2), metabolic syndrome (CA-10, CTNNA3), and T2D (AGMO, ZRANB3). ZRANB3 was recently demonstrated to influence beta cell mass and insulin response. Despite these promising results, genomic studies in African populations are still limited and thus genomics tools and approaches such as polygenic risk scores and precision medicine are likely to have limited utility in Africans with the unacceptable possibility of exacerbating prevailing health disparities. African populations provide unique opportunities for increasing our understanding of the genetic basis of cardiometabolic disorders. We highlight the need for more coordinated and sustained efforts to increase the representation of Africans in genomic studies both as participants and scientists.


Subject(s)
Diabetes Mellitus, Type 2/genetics , Obesity/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Precision Medicine
20.
Nat Commun ; 10(1): 3195, 2019 07 19.
Article in English | MEDLINE | ID: mdl-31324766

ABSTRACT

Genome analysis of diverse human populations has contributed to the identification of novel genomic loci for diseases of major clinical and public health impact. Here, we report a genome-wide analysis of type 2 diabetes (T2D) in sub-Saharan Africans, an understudied ancestral group. We analyze ~18 million autosomal SNPs in 5,231 individuals from Nigeria, Ghana and Kenya. We identify a previously-unreported genome-wide significant locus: ZRANB3 (Zinc Finger RANBP2-Type Containing 3, lead SNP p = 2.831 × 10-9). Knockdown or genomic knockout of the zebrafish ortholog results in reduction in pancreatic ß-cell number which we demonstrate to be due to increased apoptosis in islets. siRNA transfection of murine Zranb3 in MIN6 ß-cells results in impaired insulin secretion in response to high glucose, implicating Zranb3 in ß-cell functional response to high glucose conditions. We also show transferability in our study of 32 established T2D loci. Our findings advance understanding of the genetics of T2D in non-European ancestry populations.


Subject(s)
DNA Helicases/genetics , DNA Helicases/metabolism , Diabetes Mellitus, Type 2/genetics , Genetic Association Studies , Genetic Predisposition to Disease/genetics , Insulin-Secreting Cells/metabolism , Insulin/metabolism , Africa, Northern , Animals , Apoptosis , Base Sequence , Blood Glucose , CRISPR-Cas Systems , Disease Models, Animal , Female , Gene Editing , Gene Knockout Techniques , Genotype , Ghana , Glucose/metabolism , Homozygote , Humans , Kenya , Male , Mice , Middle Aged , Mutation , Nigeria , Polymorphism, Single Nucleotide , RNA, Small Interfering , Transcription Factor 7-Like 2 Protein/genetics , Transcriptome , Zebrafish
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