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1.
Am J Hum Genet ; 102(3): 494-504, 2018 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-29478781

RESUMO

ATP synthase, H+ transporting, mitochondrial F1 complex, δ subunit (ATP5F1D; formerly ATP5D) is a subunit of mitochondrial ATP synthase and plays an important role in coupling proton translocation and ATP production. Here, we describe two individuals, each with homozygous missense variants in ATP5F1D, who presented with episodic lethargy, metabolic acidosis, 3-methylglutaconic aciduria, and hyperammonemia. Subject 1, homozygous for c.245C>T (p.Pro82Leu), presented with recurrent metabolic decompensation starting in the neonatal period, and subject 2, homozygous for c.317T>G (p.Val106Gly), presented with acute encephalopathy in childhood. Cultured skin fibroblasts from these individuals exhibited impaired assembly of F1FO ATP synthase and subsequent reduced complex V activity. Cells from subject 1 also exhibited a significant decrease in mitochondrial cristae. Knockdown of Drosophila ATPsynδ, the ATP5F1D homolog, in developing eyes and brains caused a near complete loss of the fly head, a phenotype that was fully rescued by wild-type human ATP5F1D. In contrast, expression of the ATP5F1D c.245C>T and c.317T>G variants rescued the head-size phenotype but recapitulated the eye and antennae defects seen in other genetic models of mitochondrial oxidative phosphorylation deficiency. Our data establish c.245C>T (p.Pro82Leu) and c.317T>G (p.Val106Gly) in ATP5F1D as pathogenic variants leading to a Mendelian mitochondrial disease featuring episodic metabolic decompensation.


Assuntos
Alelos , Doenças Metabólicas/genética , ATPases Mitocondriais Próton-Translocadoras/genética , Mutação/genética , Subunidades Proteicas/genética , Sequência de Aminoácidos , Sequência de Bases , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Recém-Nascido , Mutação com Perda de Função/genética , Masculino , Mitocôndrias/metabolismo , Mitocôndrias/ultraestrutura , ATPases Mitocondriais Próton-Translocadoras/química , Subunidades Proteicas/química
2.
BMC Bioinformatics ; 20(1): 42, 2019 Jan 21.
Artigo em Inglês | MEDLINE | ID: mdl-30665349

RESUMO

BACKGROUND: We introduce BPG, a framework for generating publication-quality, highly-customizable plots in the R statistical environment. RESULTS: This open-source package includes multiple methods of displaying high-dimensional datasets and facilitates generation of complex multi-panel figures, making it suitable for complex datasets. A web-based interactive tool allows online figure customization, from which R code can be downloaded for integration with computational pipelines. CONCLUSION: BPG provides a new approach for linking interactive and scripted data visualization and is available at http://labs.oicr.on.ca/boutros-lab/software/bpg or via CRAN at https://cran.r-project.org/web/packages/BoutrosLab.plotting.general.


Assuntos
Análise de Dados , Treinamento por Simulação/métodos , Humanos , Software
3.
Am J Med Genet A ; 179(6): 966-977, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-30920161

RESUMO

Phacomatosis pigmentovascularis (PPV) comprises a family of rare conditions that feature vascular abnormalities and melanocytic lesions that can be solely cutaneous or multisystem in nature. Recently published work has demonstrated that both vascular and melanocytic abnormalities in PPV of the cesioflammea and cesiomarmorata subtypes can result from identical somatic mosaic activating mutations in the genes GNAQ and GNA11. Here, we present three new cases of PPV with features of the cesioflammea and/or cesiomarmorata subtypes and mosaic mutations in GNAQ or GNA11. To better understand the risk of potentially occult complications faced by such patients we additionally reviewed 176 cases published in the literature. We report the frequency of clinical findings, their patterns of co-occurrence as well as published recommendations for surveillance after diagnosis. Features assessed include: capillary malformation; dermal and ocular melanocytosis; glaucoma; limb asymmetry; venous malformations; and central nervous system (CNS) anomalies, such as ventriculomegaly and calcifications. We found that ocular findings are common in patients with phacomatosis cesioflammea and cesiomarmorata. Facial vascular involvement correlates with a higher risk of seizures (p = .0066). Our genetic results confirm the role of mosaic somatic mutations in GNAQ and GNA11 in phacomatosis cesioflammea and cesiomarmorata. Their clinical and molecular findings place these conditions on a clinical spectrum encompassing other GNAQ and GNA11 related disorders and inform recommendations for their management.


Assuntos
Síndromes Neurocutâneas/diagnóstico , Fenótipo , Alelos , Criança , Diagnóstico Diferencial , Subunidades alfa de Proteínas de Ligação ao GTP/genética , Subunidades alfa Gq-G11 de Proteínas de Ligação ao GTP/genética , Genótipo , Humanos , Lactente , Angiografia por Ressonância Magnética , Imageamento por Ressonância Magnética , Masculino , Mutação , Síndromes Neurocutâneas/genética , Pele/patologia , Sequenciamento do Exoma
4.
PLoS Genet ; 12(4): e1005963, 2016 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-27058611

RESUMO

Congenital heart disease (CHD) has a complex genetic etiology, and recent studies suggest that high penetrance de novo mutations may account for only a small fraction of disease. In a multi-institutional cohort surveyed by exome sequencing, combining analysis of 987 individuals (discovery cohort of 59 affected trios and 59 control trios, and a replication cohort of 100 affected singletons and 533 unaffected singletons) we observe variation at novel and known loci related to a specific cardiac malformation the atrioventricular septal defect (AVSD). In a primary analysis, by combining developmental coexpression networks with inheritance modeling, we identify a de novo mutation in the DNA binding domain of NR1D2 (p.R175W). We show that p.R175W changes the transcriptional activity of Nr1d2 using an in vitro transactivation model in HUVEC cells. Finally, we demonstrate previously unrecognized cardiovascular malformations in the Nr1d2tm1-Dgen knockout mouse. In secondary analyses we map genetic variation to protein-interaction networks suggesting a role for two collagen genes in AVSD, which we corroborate by burden testing in a second replication cohort of 100 AVSDs and 533 controls (p = 8.37e-08). Finally, we apply a rare-disease inheritance model to identify variation in genes previously associated with CHD (ZFPM2, NSD1, NOTCH1, VCAN, and MYH6), cardiac malformations in mouse models (ADAM17, CHRD, IFT140, PTPRJ, RYR1 and ATE1), and hypomorphic alleles of genes causing syndromic CHD (EHMT1, SRCAP, BBS2, NOTCH2, and KMT2D) in 14 of 59 trios, greatly exceeding variation in control trios without CHD (p = 9.60e-06). In total, 32% of trios carried at least one putatively disease-associated variant across 19 loci,suggesting that inherited and de novo variation across a heterogeneous group of loci may contribute to disease risk.


Assuntos
Defeitos dos Septos Cardíacos/genética , Animais , Feminino , Heterozigoto , Homozigoto , Humanos , Masculino , Camundongos , Camundongos Knockout , Mutação , Linhagem
5.
Nat Methods ; 12(7): 623-30, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25984700

RESUMO

The detection of somatic mutations from cancer genome sequences is key to understanding the genetic basis of disease progression, patient survival and response to therapy. Benchmarking is needed for tool assessment and improvement but is complicated by a lack of gold standards, by extensive resource requirements and by difficulties in sharing personal genomic information. To resolve these issues, we launched the ICGC-TCGA DREAM Somatic Mutation Calling Challenge, a crowdsourced benchmark of somatic mutation detection algorithms. Here we report the BAMSurgeon tool for simulating cancer genomes and the results of 248 analyses of three in silico tumors created with it. Different algorithms exhibit characteristic error profiles, and, intriguingly, false positives show a trinucleotide profile very similar to one found in human tumors. Although the three simulated tumors differ in sequence contamination (deviation from normal cell sequence) and in subclonality, an ensemble of pipelines outperforms the best individual pipeline in all cases. BAMSurgeon is available at https://github.com/adamewing/bamsurgeon/.


Assuntos
Benchmarking , Crowdsourcing , Genoma , Neoplasias/genética , Polimorfismo de Nucleotídeo Único , Algoritmos , Humanos
6.
Genet Med ; 20(1): 159-163, 2018 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-28640241

RESUMO

PurposeCurrent clinical genomics assays primarily utilize short-read sequencing (SRS), but SRS has limited ability to evaluate repetitive regions and structural variants. Long-read sequencing (LRS) has complementary strengths, and we aimed to determine whether LRS could offer a means to identify overlooked genetic variation in patients undiagnosed by SRS.MethodsWe performed low-coverage genome LRS to identify structural variants in a patient who presented with multiple neoplasia and cardiac myxomata, in whom the results of targeted clinical testing and genome SRS were negative.ResultsThis LRS approach yielded 6,971 deletions and 6,821 insertions > 50 bp. Filtering for variants that are absent in an unrelated control and overlap a disease gene coding exon identified three deletions and three insertions. One of these, a heterozygous 2,184 bp deletion, overlaps the first coding exon of PRKAR1A, which is implicated in autosomal dominant Carney complex. RNA sequencing demonstrated decreased PRKAR1A expression. The deletion was classified as pathogenic based on guidelines for interpretation of sequence variants.ConclusionThis first successful application of genome LRS to identify a pathogenic variant in a patient suggests that LRS has significant potential for the identification of disease-causing structural variation. Larger studies will ultimately be required to evaluate the potential clinical utility of LRS.


Assuntos
Estudos de Associação Genética , Doenças Genéticas Inatas/diagnóstico , Doenças Genéticas Inatas/genética , Predisposição Genética para Doença , Variação Genética , Genoma Humano , Genômica , Análise de Sequência de DNA , Criança , Subunidade RIalfa da Proteína Quinase Dependente de AMP Cíclico/genética , Ecocardiografia , Genômica/métodos , Humanos , Masculino , Fenótipo , Análise de Sequência de DNA/métodos , Deleção de Sequência
7.
PLoS Genet ; 11(10): e1005496, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26448358

RESUMO

High throughput sequencing has facilitated a precipitous drop in the cost of genomic sequencing, prompting predictions of a revolution in medicine via genetic personalization of diagnostic and therapeutic strategies. There are significant barriers to realizing this goal that are related to the difficult task of interpreting personal genetic variation. A comprehensive, widely accessible application for interpretation of whole genome sequence data is needed. Here, we present a series of methods for identification of genetic variants and genotypes with clinical associations, phasing genetic data and using Mendelian inheritance for quality control, and providing predictive genetic information about risk for rare disease phenotypes and response to pharmacological therapy in single individuals and father-mother-child trios. We demonstrate application of these methods for disease and drug response prognostication in whole genome sequence data from twelve unrelated adults, and for disease gene discovery in one father-mother-child trio with apparently simplex congenital ventricular arrhythmia. In doing so we identify clinically actionable inherited disease risk and drug response genotypes in pre-symptomatic individuals. We also nominate a new candidate gene in congenital arrhythmia, ATP2B4, and provide experimental evidence of a regulatory role for variants discovered using this framework.


Assuntos
Arritmias Cardíacas/genética , Predisposição Genética para Doença , ATPases Transportadoras de Cálcio da Membrana Plasmática/genética , Análise de Sequência de DNA , Arritmias Cardíacas/patologia , Sequência de Bases , Mapeamento Cromossômico , Variação Genética , Genoma Humano , Genótipo , Humanos , Fenótipo
8.
Physiol Genomics ; 48(3): 175-82, 2016 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-26757801

RESUMO

Sports genetics can take advantage of lessons learned from human disease genetics. By righting past mistakes and increasing scientific rigor, we can magnify the breadth and depth of knowledge in the field. We present an outline of challenges facing sports genetics in the light of experiences from medical research. Sports performance is complex, resulting from a combination of a wide variety of different traits and attributes. Improving sports genetics will foremost require analyses based on detailed phenotyping. To find widely valid, reproducible common variants associated with athletic phenotypes, study sample sizes must be dramatically increased. One paradox is that in order to confirm relevance, replications in specific populations must be undertaken. Family studies of athletes may facilitate the discovery of rare variants with large effects on athletic phenotypes. The complexity of the human genome, combined with the complexity of athletic phenotypes, will require additional metadata and biological validation to identify a comprehensive set of genes involved. Analysis of personal genetic and multiomic profiles contribute to our conceptualization of precision medicine; the same will be the case in precision sports science. In the refinement of sports genetics it is essential to evaluate similarities and differences between sexes and among ethnicities. Sports genetics to date have been hampered by small sample sizes and biased methodology, which can lead to erroneous associations and overestimation of effect sizes. Consequently, currently available genetic tests based on these inherently limited data cannot predict athletic performance with any accuracy.


Assuntos
Pesquisa Biomédica , Genômica/métodos , Esportes , Adaptação Fisiológica , Desempenho Atlético , Doença , Saúde , Humanos
9.
Mol Cell Proteomics ; 13(12): 3572-84, 2014 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-25271301

RESUMO

HPV-positive oropharyngeal carcinoma (OPC) patients have superior outcomes relative to HPV-negative patients, but the underlying mechanisms remain poorly understood. We conducted a proteomic investigation of HPV-positive (n = 27) and HPV-negative (n = 26) formalin-fixed paraffin-embedded OPC biopsies to acquire insights into the biological pathways that correlate with clinical behavior. Among the 2,633 proteins identified, 174 were differentially abundant. These were enriched for proteins related to cell cycle, DNA replication, apoptosis, and immune response. The differential abundances of cortactin and methylthioadenosine phosphorylase were validated by immunohistochemistry in an independent cohort of 29 OPC samples (p = 0.023 and p = 0.009, respectively). An additional 1,124 proteins were independently corroborated through comparison to a published proteomic dataset of OPC. Furthermore, utilizing the Cancer Genome Atlas, we conducted an integrated investigation of OPC, attributing mechanisms underlying differential protein abundances to alterations in mutation, copy number, methylation, and mRNA profiles. A key finding of this integration was the identification of elevated cortactin oncoprotein levels in HPV-negative OPCs. These proteins might contribute to reduced survival in these patients via their established role in radiation resistance. Through interrogation of Cancer Genome Atlas data, we demonstrated that activation of the ß1-integrin/FAK/cortactin/JNK1 signaling axis and associated differential regulation of activator protein 1 transcription factor target genes are plausible consequences of elevated cortactin protein levels.


Assuntos
Carcinoma/genética , Cortactina/genética , Regulação Neoplásica da Expressão Gênica , Neoplasias Orofaríngeas/genética , Infecções por Papillomavirus/genética , Fator de Transcrição AP-1/genética , Adulto , Idoso , Idoso de 80 Anos ou mais , Apoptose/genética , Carcinoma/complicações , Carcinoma/mortalidade , Carcinoma/patologia , Ciclo Celular/genética , Estudos de Coortes , Cortactina/metabolismo , Replicação do DNA , Feminino , Quinase 1 de Adesão Focal/genética , Quinase 1 de Adesão Focal/metabolismo , Interações Hospedeiro-Patógeno , Humanos , Imunidade Inata/genética , Integrina beta1/genética , Integrina beta1/metabolismo , Masculino , Pessoa de Meia-Idade , Proteína Quinase 8 Ativada por Mitógeno/genética , Proteína Quinase 8 Ativada por Mitógeno/metabolismo , Neoplasias Orofaríngeas/complicações , Neoplasias Orofaríngeas/mortalidade , Neoplasias Orofaríngeas/patologia , Papillomaviridae/fisiologia , Infecções por Papillomavirus/complicações , Infecções por Papillomavirus/mortalidade , Infecções por Papillomavirus/patologia , Purina-Núcleosídeo Fosforilase/genética , Purina-Núcleosídeo Fosforilase/metabolismo , Transdução de Sinais , Análise de Sobrevida , Fator de Transcrição AP-1/metabolismo
10.
RNA ; 19(1): 51-62, 2013 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-23169800

RESUMO

Profiling of mRNA abundances with high-throughput platforms such as microarrays and RNA-seq has become an important tool in both basic and biomedical research. However, these platforms remain prone to systematic errors and have challenges in clinical and industrial applications. As a result, it is standard practice to validate a subset of key results using alternate technologies. Similarly, clinical and industrial applications typically involve transitions from a high-throughput discovery platform to medium-throughput validation ones. These medium-throughput validation platforms have high technical reproducibility and reduced sample input needs, and low sensitivity to sample quality (e.g., for processing FFPE specimens). Unfortunately, while medium-throughput platforms have proliferated, there are no comprehensive comparisons of them. Here we fill that gap by comparing two key medium-throughput platforms--NanoString's nCounter Analysis System and ABI's OpenArray System--to gold-standard quantitative real-time RT-PCR. We quantified 38 genes and positive and negative controls in 165 samples. Signal:noise ratios, correlations, dynamic range, and detection accuracy were compared across platforms. All three measurement technologies showed good concordance, but with divergent price/time/sensitivity trade-offs. This study provides the first detailed comparison of medium-throughput RNA quantification platforms and provides a template and a standard data set for the evaluation of additional technologies.


Assuntos
Sequenciamento de Nucleotídeos em Larga Escala/métodos , RNA Mensageiro/análise , Reação em Cadeia da Polimerase em Tempo Real/métodos , Animais , Perfilação da Expressão Gênica/métodos , Sequenciamento de Nucleotídeos em Larga Escala/economia , Sequenciamento de Nucleotídeos em Larga Escala/instrumentação , Masculino , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Dibenzodioxinas Policloradas/toxicidade , RNA Mensageiro/efeitos dos fármacos , Ratos , Ratos Long-Evans , Ratos Wistar , Reação em Cadeia da Polimerase em Tempo Real/economia , Reação em Cadeia da Polimerase em Tempo Real/instrumentação , Reprodutibilidade dos Testes , Razão Sinal-Ruído
11.
Genes Chromosomes Cancer ; 53(10): 845-56, 2014 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-24942367

RESUMO

Polymorphous low-grade adenocarcinoma (PLGA) and cribriform adenocarcinoma of minor salivary gland (CAMSG) are low-grade carcinomas arising most often in oral cavity and oropharynx, respectively. Controversy exists as to whether these tumors represent separate entities or variants of one spectrum, as they appear to have significant overlap, but also clinicopathologic differences. As many salivary carcinomas harbor recurrent translocations, paired-end RNA sequencing and FusionSeq data analysis was applied for novel fusion discovery on two CAMSGs and two PLGAs. Validated rearrangements were then screened by fluorescence in situ hybridization (FISH) in 60 cases. Histologic classification was performed without knowledge of fusion status and included: 21 CAMSG, 18 classic PLGA, and 21 with "mixed/indeterminate" features. The RNAseq of 2 CAMSGs showed ARID1A-PRKD1 and DDX3X-PRKD1 fusions, respectively, while no fusion candidates were identified in two PLGAs. FISH for PRKD1 rearrangements identified 11 additional cases (22%), two more showing ARID1A-PRKD1 fusions. As PRKD2 and PRKD3 share similar functions with PRKD1 in the diacylglycerol and protein kinase C signal transduction pathway, we expanded the investigation for these genes by FISH. Six additional cases each showed PRKD2 and PRKD3 rearrangements. Of the 26 (43%) fusion-positive tumors, there were 16 (80%) CAMSGs and 9 (45%) indeterminate cases. A PRKD2 rearrangement was detected in one PLGA (6%). We describe novel and recurrent gene rearrangements in PRKD1-3 primarily in CAMSG, suggesting a possible pathogenetic dichotomy from "classic" PLGA. However, the presence of similar genetic findings in half of the indeterminate cases and a single PLGA suggests a possible shared pathogenesis for these tumor types.


Assuntos
Adenocarcinoma/genética , Fusão Gênica , Proteína Quinase C/genética , Neoplasias das Glândulas Salivares/genética , Adenocarcinoma/metabolismo , Adenocarcinoma/patologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Linhagem Celular , RNA Helicases DEAD-box/genética , RNA Helicases DEAD-box/metabolismo , Proteínas de Ligação a DNA , Feminino , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Hibridização in Situ Fluorescente , Masculino , Pessoa de Meia-Idade , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , Proteína Quinase C/metabolismo , Neoplasias das Glândulas Salivares/metabolismo , Neoplasias das Glândulas Salivares/patologia , Glândulas Salivares/metabolismo , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Adulto Jovem
12.
Bioinformatics ; 28(11): 1546-8, 2012 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-22513995

RESUMO

MOTIVATION: The NanoString nCounter Platform is a new and promising technology for measuring nucleic acid abundances. It has several advantages over PCR-based techniques, including avoidance of amplification, direct sequence interrogation and digital detection for absolute quantification. These features minimize aspects of experimental error and hold promise for dealing with challenging experimental conditions such as archival formalin-fixed paraffin-embedded samples. However, systematic inter-sample technical artifacts caused by variability in sample preservation, bio-molecular extraction and platform fluctuations must be removed to ensure robust data. RESULTS: To facilitate this process and to address these issues for NanoString datasets, we have written a pre-processing package called NanoStringNorm in the R statistical language. Key features include an extensible environment for method comparison and new algorithm development, integrated gene and sample diagnostics, and facilitated downstream statistical analysis. The package is open-source, is available through the CRAN package repository, includes unit-tests to ensure numerical accuracy, and provides visual and numeric diagnostics. AVAILABILITY: http://cran.r-project.org/web/packages/NanoStringNorm


Assuntos
Algoritmos , MicroRNAs/análise , Nanotecnologia/métodos , RNA Mensageiro/análise , Software , Nanotecnologia/instrumentação , Inclusão em Parafina
13.
J Urol ; 188(2): 514-20, 2012 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-22704111

RESUMO

PURPOSE: We identified genetic predictors of diabetes associated erectile dysfunction using genome-wide and candidate gene approaches in a cohort of men with type 1 diabetes. MATERIALS AND METHODS: We examined 528 white men with type 1 diabetes, including 125 with erectile dysfunction, from DCCT (Diabetes Control and Complications Trial) and its observational followup, the EDIC (Epidemiology of Diabetes Interventions and Complications) study. Erectile dysfunction was identified from a single International Index of Erectile Function item. A Human1M BeadChip (Illumina®) was used for genotyping. A total of 867,125 single nucleotide polymorphisms were subjected to analysis. Whole genome and candidate gene approaches were used to test the hypothesis that genetic polymorphisms may predispose men with type 1 diabetes to erectile dysfunction. Univariate and multivariate models were used, controlling for age, HbA1c, diabetes duration and prior randomization to intensive or conventional insulin therapy during DCCT. A stratified false discovery rate was used to perform the candidate gene approach. RESULTS: Two single nucleotide polymorphisms located on chromosome 3 in 1 genomic loci were associated with erectile dysfunction with p <1 × 10(-6), including rs9810233 with p = 7 × 10(-7) and rs1920201 with p = 9 ×10(-7). The nearest gene to these 2 single nucleotide polymorphisms is ALCAM. Genetic association results at these loci were similar on univariate and multivariate analysis. No candidate genes met the criteria for statistical significance. CONCLUSIONS: Two single nucleotide polymorphisms, rs9810233 and rs1920101, which are 25 kb apart, are associated with erectile dysfunction, although they do not meet the standard genome-wide association study significance criterion of p <5 × 10(-8). Other studies with larger sample sizes are required to determine whether ALCAM represents a novel gene in the pathogenesis of diabetes associated erectile dysfunction.


Assuntos
Antígenos CD/genética , Moléculas de Adesão Celular Neuronais/genética , Diabetes Mellitus Tipo 1/complicações , Diabetes Mellitus Tipo 1/genética , Disfunção Erétil/genética , Proteínas Fetais/genética , Loci Gênicos , Estudo de Associação Genômica Ampla , Alelos , Cromossomos Humanos Par 3/genética , Estudos de Coortes , Diabetes Mellitus Tipo 1/tratamento farmacológico , Predisposição Genética para Doença/genética , Genótipo , Humanos , Hipoglicemiantes/administração & dosagem , Insulina/administração & dosagem , Masculino , Projetos Piloto , Polimorfismo de Nucleotídeo Único/genética , Medição de Risco
14.
Genet Epidemiol ; 34(2): 107-18, 2010 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-19626703

RESUMO

A central issue in genome-wide association (GWA) studies is assessing statistical significance while adjusting for multiple hypothesis testing. An equally important question is the statistical efficiency of the GWA design as compared to the traditional sequential approach in which genome-wide linkage analysis is followed by region-wise association mapping. Nevertheless, GWA is becoming more popular due in part to cost efficiency: commercially available 1M chips are nearly as inexpensive as a custom-designed 10 K chip. It is becoming apparent, however, that most of the on-going GWA studies with 2,000-5,000 samples are in fact underpowered. As a means to improve power, we emphasize the importance of utilizing prior information such as results of previous linkage studies via a stratified false discovery rate (FDR) control. The essence of the stratified FDR control is to prioritize the genome and maintain power to interrogate candidate regions within the GWA study. These candidate regions can be defined as, but are by no means limited to, linkage-peak regions. Furthermore, we theoretically unify the stratified FDR approach and the weighted P-value method, and we show that stratified FDR can be formulated as a robust version of weighted FDR. Finally, we demonstrate the utility of the methods in two GWA datasets: Type 2 diabetes (FUSION) and an on-going study of long-term diabetic complications (DCCT/EDIC). The methods are implemented as a user-friendly software package, SFDR. The same stratification framework can be readily applied to other type of studies, for example, using GWA results to improve the power of sequencing data analyses.


Assuntos
Diabetes Mellitus Tipo 2/genética , Ligação Genética , Genoma Humano , Estudo de Associação Genômica Ampla , Simulação por Computador , Diabetes Mellitus Tipo 2/epidemiologia , Finlândia/epidemiologia , Predisposição Genética para Doença/genética , Humanos , Modelos Genéticos , Modelos Estatísticos , Polimorfismo de Nucleotídeo Único , Projetos de Pesquisa , Estados Unidos/epidemiologia
15.
Hum Genet ; 129(5): 545-52, 2011 May.
Artigo em Inglês | MEDLINE | ID: mdl-21246217

RESUMO

The detrimental effects of the winner's curse, including overestimation of the genetic effects of associated variants and underestimation of sufficient sample sizes for replication studies are well-recognized in genome-wide association studies (GWAS). These effects can be expected to worsen as the field moves from GWAS into whole genome sequencing. To date, few studies have reported statistical adjustments to the naive estimates, due to the lack of suitable statistical methods and computational tools. We have developed an efficient genome-wide non-parametric method that explicitly accounts for the threshold, ranking, and allele frequency effects in whole genome scans. Here, we implement the method to provide bias-reduced estimates via bootstrap re-sampling (BR-squared) for association studies of both disease status and quantitative traits, and we report the results of applying BR-squared to GWAS of psoriasis and HbA1c. We observed over 50% reduction in the genetic effect size estimation for many associated SNPs. This translates into a greater than fourfold increase in sample size requirements for successful replication studies, which in part explains some of the apparent failures in replicating the original signals. Our analysis suggests that adjusting for the winner's curse is critical for interpreting findings from whole genome scans and planning replication and meta-GWAS studies, as well as in attempts to translate findings into the clinical setting.


Assuntos
Estudo de Associação Genômica Ampla/estatística & dados numéricos , Estatísticas não Paramétricas , Frequência do Gene , Predisposição Genética para Doença , Hemoglobinas Glicadas/genética , Humanos , Polimorfismo de Nucleotídeo Único , Psoríase/genética , Característica Quantitativa Herdável , Tamanho da Amostra
16.
Arterioscler Thromb Vasc Biol ; 29(11): 1958-67, 2009 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-19729612

RESUMO

BACKGROUND: Elevated serum soluble E-selectin levels have been associated with a number of diseases. Although E-selectin levels are heritable, little is known about the specific genetic factors involved. E-selectin levels have been associated with the ABO blood group phenotype. METHODS AND RESULTS: We performed a high-resolution genome-wide association study of serum soluble E-selectin levels in 685 white individuals with type 1 diabetes from the Diabetes Control and Complications Trial (DCCT)/Epidemiology of Diabetes Intervention and Complications (EDIC) study to identify major loci influencing levels. Highly significant evidence for association (P=10(-29)) was observed for rs579459 near the ABO blood group gene, accounting for 19% of the variance in E-selectin levels. Levels of E-selectin were higher in O/O than O/A heterozygotes, which were likewise higher than A/A genotypes. Analysis of subgroups of A alleles reveals heterogeneity in the association, and even after this was accounted for, an intron 1 SNP remained significantly associated. We replicate the ABO association in nondiabetic individuals. CONCLUSIONS: ABO is a major locus for serum soluble E-selectin levels. We excluded population stratification, fine-mapped the association to sub-A alleles, and also document association with additional variation in the ABO region.


Assuntos
Sistema ABO de Grupos Sanguíneos/genética , Diabetes Mellitus Tipo 1/genética , Selectina E/sangue , Predisposição Genética para Doença , Estudo de Associação Genômica Ampla , Alelos , Diabetes Mellitus Tipo 1/sangue , Feminino , Genótipo , Humanos , Masculino , Análise Multivariada , Polimorfismo de Nucleotídeo Único , Valores de Referência , Solubilidade
17.
Lancet Digit Health ; 1(7): e344-e352, 2019 11.
Artigo em Inglês | MEDLINE | ID: mdl-33323209

RESUMO

BACKGROUND: Smartphone apps might enable interventions to increase physical activity, but few randomised trials testing this hypothesis have been done. The MyHeart Counts Cardiovascular Health Study is a longitudinal smartphone-based study with the aim of elucidating the determinants of cardiovascular health. We aimed to investigate the effect of four different physical activity coaching interventions on daily step count in a substudy of the MyHeart Counts Study. METHODS: In this randomised, controlled crossover trial, we recruited adults (aged ≥18 years) in the USA with access to an iPhone smartphone (Apple, Cupertino, CA, USA; version 5S or newer) who had downloaded the MyHeart Counts app (version 2.0). After completion of a 1 week baseline period of interaction with the MyHeart Counts app, participants were randomly assigned to receive one of 24 permutations (four combinations of four 7 day interventions) in a crossover design using a random number generator built into the app. Interventions consisted of either daily prompts to complete 10 000 steps, hourly prompts to stand following 1 h of sitting, instructions to read the guidelines from the American Heart Association website, or e-coaching based upon the individual's personal activity patterns from the baseline week of data collection. Participants completed the trial in a free-living setting. Due to the nature of the interventions, participants could not be masked from the intervention. Investigators were not masked to intervention allocation. The primary outcome was change in mean daily step count from baseline for each of the four interventions, assessed in the modified intention-to-treat analysis set, which included all participants who had completed 7 days of baseline monitoring and at least 1 day of one of the four interventions. This trial is registered with ClinicalTrials.gov, NCT03090321. FINDINGS: Between Dec 12, 2016, and June 6, 2018, 2783 participants consented to enrol in the coaching study, of whom 1075 completed 7 days of baseline monitoring and at least 1 day of one of the four interventions and thus were included in the modified intention-to-treat analysis set. 493 individuals completed the full set of assigned interventions. All four interventions significantly increased mean daily step count from baseline (mean daily step count 2914 [SE 74]): mean step count increased by 319 steps (75) for participants in the American Heart Association website prompt group (p<0·0001), 267 steps (74) for participants in the hourly stand prompt group (p=0·0003), 254 steps (74) for participants in the cluster-specific prompts group (p=0·0006), and by 226 steps (75) for participants in the 10 000 daily step prompt group (p=0·0026 vs baseline). INTERPRETATION: Four smartphone-based physical activity coaching interventions significantly increased daily physical activity. These findings suggests that digital interventions delivered via a mobile app have the ability to increase short-term physical activity levels in a free-living cohort. FUNDING: Stanford Data Science Initiative.


Assuntos
Doenças Cardiovasculares/prevenção & controle , Exercício Físico/fisiologia , Promoção da Saúde , Aplicativos Móveis/estatística & dados numéricos , Adulto , Estudos Cross-Over , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Smartphone , Estados Unidos
18.
Sci Data ; 6(1): 24, 2019 04 11.
Artigo em Inglês | MEDLINE | ID: mdl-30975992

RESUMO

Studies have established the importance of physical activity and fitness for long-term cardiovascular health, yet limited data exist on the association between objective, real-world large-scale physical activity patterns, fitness, sleep, and cardiovascular health primarily due to difficulties in collecting such datasets. We present data from the MyHeart Counts Cardiovascular Health Study, wherein participants contributed data via an iPhone application built using Apple's ResearchKit framework and consented to make this data available freely for further research applications. In this smartphone-based study of cardiovascular health, participants recorded daily physical activity, completed health questionnaires, and performed a 6-minute walk fitness test. Data from English-speaking participants aged 18 years or older with a US-registered iPhone who agreed to share their data broadly and who enrolled between the study's launch and the time of the data freeze for this data release (March 10 2015-October 28 2015) are now available for further research. It is anticipated that releasing this large-scale collection of real-world physical activity, fitness, sleep, and cardiovascular health data will enable the research community to work collaboratively towards improving our understanding of the relationship between cardiovascular indicators, lifestyle, and overall health, as well as inform mobile health research best practices.


Assuntos
Sistema Cardiovascular , Exercício Físico , Sono , Adulto , Glicemia/análise , Pressão Sanguínea , Sistema Cardiovascular/metabolismo , Sistema Cardiovascular/fisiopatologia , Humanos , Smartphone , Inquéritos e Questionários , Telemedicina
19.
Nat Commun ; 10(1): 2760, 2019 06 24.
Artigo em Inglês | MEDLINE | ID: mdl-31235787

RESUMO

Heart failure is a leading cause of mortality, yet our understanding of the genetic interactions underlying this disease remains incomplete. Here, we harvest 1352 healthy and failing human hearts directly from transplant center operating rooms, and obtain genome-wide genotyping and gene expression measurements for a subset of 313. We build failing and non-failing cardiac regulatory gene networks, revealing important regulators and cardiac expression quantitative trait loci (eQTLs). PPP1R3A emerges as a regulator whose network connectivity changes significantly between health and disease. RNA sequencing after PPP1R3A knockdown validates network-based predictions, and highlights metabolic pathway regulation associated with increased cardiomyocyte size and perturbed respiratory metabolism. Mice lacking PPP1R3A are protected against pressure-overload heart failure. We present a global gene interaction map of the human heart failure transition, identify previously unreported cardiac eQTLs, and demonstrate the discovery potential of disease-specific networks through the description of PPP1R3A as a central regulator in heart failure.


Assuntos
Redes Reguladoras de Genes/genética , Insuficiência Cardíaca/genética , Miócitos Cardíacos/patologia , Fosfoproteínas Fosfatases/metabolismo , Animais , Benzenoacetamidas , Células Cultivadas , Conjuntos de Dados como Assunto , Modelos Animais de Doenças , Feminino , Perfilação da Expressão Gênica/métodos , Regulação da Expressão Gênica , Técnicas de Silenciamento de Genes , Estudo de Associação Genômica Ampla , Insuficiência Cardíaca/etiologia , Insuficiência Cardíaca/metabolismo , Insuficiência Cardíaca/patologia , Humanos , Masculino , Redes e Vias Metabólicas/genética , Camundongos , Camundongos Knockout , Pessoa de Meia-Idade , Fosfoproteínas Fosfatases/genética , Cultura Primária de Células , Piridinas , Locos de Características Quantitativas/genética , Ratos , Ratos Sprague-Dawley , Análise de Sequência de RNA/métodos
20.
Sci Rep ; 8(1): 6451, 2018 04 24.
Artigo em Inglês | MEDLINE | ID: mdl-29691431

RESUMO

We performed a large genome-wide association study to discover genetic variation associated with muscular strength, and to evaluate shared genetic aetiology with and causal effects of muscular strength on several health indicators. In our discovery analysis of 223,315 individuals, we identified 101 loci associated with grip strength (P <5 × 10-8). Of these, 64 were associated (P < 0.01 and consistent direction) also in the replication dataset (N = 111,610). eQTL analyses highlighted several genes known to play a role in neuro-developmental disorders or brain function, and the results from meta-analysis showed a significant enrichment of gene expression of brain-related transcripts. Further, we observed inverse genetic correlations of grip strength with cardiometabolic traits, and positive correlation with parents' age of death and education. We also showed that grip strength had shared biological pathways with indicators of frailty, including cognitive performance scores. By use of Mendelian randomization, we provide evidence that higher grip strength is protective of both coronary heart disease (OR = 0.69, 95% CI 0.60-0.79, P < 0.0001) and atrial fibrillation (OR = 0.75, 95% CI 0.62-0.90, P = 0.003). In conclusion, our results show shared genetic aetiology between grip strength, and cardiometabolic and cognitive health; and suggest that maintaining muscular strength could prevent future cardiovascular events.


Assuntos
Força Muscular/genética , Fibrilação Atrial/genética , Bancos de Espécimes Biológicos , Cognição , Doença das Coronárias/genética , Feminino , Variação Genética/genética , Estudo de Associação Genômica Ampla/métodos , Força da Mão , Humanos , Masculino , Polimorfismo de Nucleotídeo Único/genética , Locos de Características Quantitativas/genética , Reino Unido
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