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1.
Cell Metab ; 35(4): 695-710.e6, 2023 04 04.
Artigo em Inglês | MEDLINE | ID: mdl-36963395

RESUMO

Associations between human genetic variation and clinical phenotypes have become a foundation of biomedical research. Most repositories of these data seek to be disease-agnostic and therefore lack disease-focused views. The Type 2 Diabetes Knowledge Portal (T2DKP) is a public resource of genetic datasets and genomic annotations dedicated to type 2 diabetes (T2D) and related traits. Here, we seek to make the T2DKP more accessible to prospective users and more useful to existing users. First, we evaluate the T2DKP's comprehensiveness by comparing its datasets with those of other repositories. Second, we describe how researchers unfamiliar with human genetic data can begin using and correctly interpreting them via the T2DKP. Third, we describe how existing users can extend their current workflows to use the full suite of tools offered by the T2DKP. We finally discuss the lessons offered by the T2DKP toward the goal of democratizing access to complex disease genetic results.


Assuntos
Diabetes Mellitus Tipo 2 , Humanos , Diabetes Mellitus Tipo 2/genética , Acesso à Informação , Estudos Prospectivos , Genômica/métodos , Fenótipo
2.
Nat Commun ; 12(1): 3505, 2021 06 09.
Artigo em Inglês | MEDLINE | ID: mdl-34108472

RESUMO

Hundreds of thousands of genetic variants have been reported to cause severe monogenic diseases, but the probability that a variant carrier develops the disease (termed penetrance) is unknown for virtually all of them. Additionally, the clinical utility of common polygenetic variation remains uncertain. Using exome sequencing from 77,184 adult individuals (38,618 multi-ancestral individuals from a type 2 diabetes case-control study and 38,566 participants from the UK Biobank, for whom genotype array data were also available), we apply clinical standard-of-care gene variant curation for eight monogenic metabolic conditions. Rare variants causing monogenic diabetes and dyslipidemias display effect sizes significantly larger than the top 1% of the corresponding polygenic scores. Nevertheless, penetrance estimates for monogenic variant carriers average 60% or lower for most conditions. We assess epidemiologic and genetic factors contributing to risk prediction in monogenic variant carriers, demonstrating that inclusion of polygenic variation significantly improves biomarker estimation for two monogenic dyslipidemias.


Assuntos
Diabetes Mellitus Tipo 2/genética , Dislipidemias/genética , Predisposição Genética para Doença/genética , Adulto , Variação Biológica da População , Biomarcadores/metabolismo , Diabetes Mellitus Tipo 2/metabolismo , Dislipidemias/metabolismo , Exoma/genética , Genótipo , Humanos , Herança Multifatorial , Penetrância , Medição de Risco
3.
Nature ; 570(7759): 71-76, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-31118516

RESUMO

Protein-coding genetic variants that strongly affect disease risk can yield relevant clues to disease pathogenesis. Here we report exome-sequencing analyses of 20,791 individuals with type 2 diabetes (T2D) and 24,440 non-diabetic control participants from 5 ancestries. We identify gene-level associations of rare variants (with minor allele frequencies of less than 0.5%) in 4 genes at exome-wide significance, including a series of more than 30 SLC30A8 alleles that conveys protection against T2D, and in 12 gene sets, including those corresponding to T2D drug targets (P = 6.1 × 10-3) and candidate genes from knockout mice (P = 5.2 × 10-3). Within our study, the strongest T2D gene-level signals for rare variants explain at most 25% of the heritability of the strongest common single-variant signals, and the gene-level effect sizes of the rare variants that we observed in established T2D drug targets will require 75,000-185,000 sequenced cases to achieve exome-wide significance. We propose a method to interpret these modest rare-variant associations and to incorporate these associations into future target or gene prioritization efforts.


Assuntos
Diabetes Mellitus Tipo 2/genética , Sequenciamento do Exoma , Exoma/genética , Animais , Estudos de Casos e Controles , Técnicas de Apoio para a Decisão , Feminino , Frequência do Gene , Estudo de Associação Genômica Ampla , Humanos , Masculino , Camundongos , Camundongos Knockout
5.
Sci Data ; 4: 170179, 2017 12 19.
Artigo em Inglês | MEDLINE | ID: mdl-29257133

RESUMO

To investigate the genetic basis of type 2 diabetes (T2D) to high resolution, the GoT2D and T2D-GENES consortia catalogued variation from whole-genome sequencing of 2,657 European individuals and exome sequencing of 12,940 individuals of multiple ancestries. Over 27M SNPs, indels, and structural variants were identified, including 99% of low-frequency (minor allele frequency [MAF] 0.1-5%) non-coding variants in the whole-genome sequenced individuals and 99.7% of low-frequency coding variants in the whole-exome sequenced individuals. Each variant was tested for association with T2D in the sequenced individuals, and, to increase power, most were tested in larger numbers of individuals (>80% of low-frequency coding variants in ~82 K Europeans via the exome chip, and ~90% of low-frequency non-coding variants in ~44 K Europeans via genotype imputation). The variants, genotypes, and association statistics from these analyses provide the largest reference to date of human genetic information relevant to T2D, for use in activities such as T2D-focused genotype imputation, functional characterization of variants or genes, and other novel analyses to detect associations between sequence variation and T2D.


Assuntos
Diabetes Mellitus Tipo 2/genética , Variação Genética , Humanos , População Branca
6.
Diabetes ; 66(11): 2903-2914, 2017 11.
Artigo em Inglês | MEDLINE | ID: mdl-28838971

RESUMO

Type 2 diabetes (T2D) affects more than 415 million people worldwide, and its costs to the health care system continue to rise. To identify common or rare genetic variation with potential therapeutic implications for T2D, we analyzed and replicated genome-wide protein coding variation in a total of 8,227 individuals with T2D and 12,966 individuals without T2D of Latino descent. We identified a novel genetic variant in the IGF2 gene associated with ∼20% reduced risk for T2D. This variant, which has an allele frequency of 17% in the Mexican population but is rare in Europe, prevents splicing between IGF2 exons 1 and 2. We show in vitro and in human liver and adipose tissue that the variant is associated with a specific, allele-dosage-dependent reduction in the expression of IGF2 isoform 2. In individuals who do not carry the protective allele, expression of IGF2 isoform 2 in adipose is positively correlated with both incidence of T2D and increased plasma glycated hemoglobin in individuals without T2D, providing support that the protective effects are mediated by reductions in IGF2 isoform 2. Broad phenotypic examination of carriers of the protective variant revealed no association with other disease states or impaired reproductive health. These findings suggest that reducing IGF2 isoform 2 expression in relevant tissues has potential as a new therapeutic strategy for T2D, even beyond the Latin American population, with no major adverse effects on health or reproduction.


Assuntos
Diabetes Mellitus Tipo 2/genética , Fator de Crescimento Insulin-Like II/metabolismo , Sítios de Splice de RNA/genética , Tecido Adiposo , Linhagem Celular , Regulação da Expressão Gênica/fisiologia , Variação Genética , Genótipo , Humanos , Fator de Crescimento Insulin-Like II/genética , Fígado , Americanos Mexicanos/genética , México , Isoformas de Proteínas , Células-Tronco , População Branca
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