RESUMO
The Pharmacogenomics Research Network holds a statistical analysis workshop every other year to share novel statistical methods and study designs for pharmacogenomics research, as well as insightful analyses of substantive ongoing studies. The 5th workshop was held 15 April 2009, in Rochester (MN, USA), in conjunction with the general Pharmacogenomics Research Network meeting. This summary of the ten contributed talks highlights a variety of timely topics, including identification of functional variants, how to maximize power using various study designs, and pathway analysis approaches. We also discuss the keynote invited presentation by Terry Speed, which provided an overview of statistical issues with next-generation sequence data with an emphasis on some statistical challenges in mRNA sequence data. Novel applications of Poisson regression models demonstrated innovative, yet practical, approaches to distinguish between biological and technical sources of variation in the counts of mRNA transcript reads. Overall, the workshop emphasized the need for diverse approaches to conducting pharmacogenomics studies, as well as the evolving nature of the field.
Assuntos
Farmacogenética/estatística & dados numéricos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Estudo de Associação Genômica Ampla/estatística & dados numéricos , Humanos , Modelos Estatísticos , Polimorfismo de Nucleotídeo ÚnicoRESUMO
In contrast to conventional dual-energy X-ray absorptiometry, quantitative computed tomography separately measures trabecular and cortical volumetric bone mineral density (vBMD). Little is known about the genetic variants associated with trabecular and cortical vBMD in humans, although both may be important for determining bone strength and osteoporotic risk. In the current analysis, we tested the hypothesis that there are genetic variants associated with trabecular and cortical vBMD at the femoral neck by genotyping 4608 tagging and potentially functional single-nucleotide polymorphisms (SNPs) in 383 bone metabolism candidate genes in 822 Caucasian men aged 65 years or older from the Osteoporotic Fractures in Men Study (MrOS). Promising SNP associations then were tested for replication in an additional 1155 men from the same study. We identified SNPs in five genes (IFNAR2, NFATC1, SMAD1, HOXA, and KLF10) that were robustly associated with cortical vBMD and SNPs in nine genes (APC, ATF2, BMP3, BMP7, FGF18, FLT1, TGFB3, THRB, and RUNX1) that were robustly associated with trabecular vBMD. There was no overlap between genes associated with cortical vBMD and trabecular vBMD. These findings identify novel genetic variants for cortical and trabecular vBMD and raise the possibility that some genetic loci may be unique for each bone compartment.
Assuntos
Densidade Óssea/genética , Colo do Fêmur/anatomia & histologia , Absorciometria de Fóton , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Colo do Fêmur/diagnóstico por imagem , Fraturas Ósseas/diagnóstico por imagem , Fraturas Ósseas/genética , Estudos de Associação Genética , Humanos , Masculino , Polimorfismo de Nucleotídeo Único , Tomografia Computadorizada por Raios XRESUMO
Skeletal muscle fat is greater in African ancestry individuals compared with whites, is associated with diabetes, and is a heritable polygenic trait. However, specific genetic factors contributing to skeletal muscle fat in humans remain to be defined. Muscle carnitine palmitoyltransferase-1B (CPT1B) is a key enzyme in the regulation of skeletal muscle mitochondrial beta-oxidation of long-chain fatty acids, and as such is a reasonable biological candidate gene for skeletal muscle fat accumulation. Therefore, we examined the association of three nonsynonymous coding variants in CPT1B (G531L, I66V, and S427C; a fourth, A320G, could not be genotyped) and quantitative computed tomography measured tibia skeletal muscle composition and BMI among 1,774 Afro-Caribbean men aged > or =40, participants of the population-based Tobago Health Study. For all variants, no significant differences were observed for BMI or total adipose tissue. Among individuals who were homozygous for the minor allele at G531L or I66V, intermuscular adipose tissue (IMAT) was 87% (P = 0.03) and 54% lower (P = 0.03), respectively. In contrast, subcutaneous adipose tissue (SAT) was 11% (P = 0.017) and 7% (P = 0.049) higher, respectively, than among individuals without these genotypes. These associations were independent of age, body size, and muscle area. Finally, no individuals with type 2 diabetes were found among those who were homozygous for the minor allele of either at G531L and I66V whereas 14-18% of men with the major alleles had type 2 diabetes (P = 0.03 and 0.007, respectively). Our results suggest a novel association between common nonsynonymous coding variants in CPT1B and ectopic skeletal muscle fat among middle-aged and older African ancestry men.
Assuntos
Adiposidade/genética , Adiposidade/fisiologia , População Negra/genética , Distribuição da Gordura Corporal , Carnitina O-Palmitoiltransferase/genética , Músculo Esquelético/fisiopatologia , Adiposidade/etnologia , Idoso , Alelos , População Negra/etnologia , Estudos de Coortes , Diabetes Mellitus Tipo 2/genética , Diabetes Mellitus Tipo 2/fisiopatologia , Seguimentos , Genótipo , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Gordura Subcutânea/fisiopatologia , Trinidad e TobagoRESUMO
Genetics is a well-established but poorly understood determinant of BMD. Whereas some genetic variants may influence BMD throughout the body, others may be skeletal site specific. We initially screened for associations between 4608 tagging and potentially functional single nucleotide polymorphisms (SNPs) in 383 candidate genes and femoral neck and lumbar spine volumetric BMD (vBMD) measured from QCT scans among 862 community-dwelling white men >or=65 yr of age in the Osteoporotic Fractures in Men Study (MrOS). The most promising SNP associations (p < 0.01) were validated by genotyping an additional 1156 white men from MrOS. This analysis identified 8 SNPs in 6 genes (APC, DMP1, FGFR2, FLT1, HOXA, and PTN) that were associated with femoral neck vBMD and 13 SNPs in 7 genes (APC, BMPR1B, FOXC2, HOXA, IGFBP2, NFATC1, and SOST) that were associated with lumbar spine vBMD in both genotyping samples (p < 0.05). Although most associations were specific to one skeletal site, SNPs in the APC and HOXA gene regions were associated with both femoral neck and lumbar spine BMD. This analysis identifies several novel and robust genetic associations for volumetric BMD, and these findings in combination with other data suggest the presence of genetic loci for volumetric BMD that are at least to some extent skeletal-site specific.
Assuntos
Densidade Óssea/genética , Fêmur , Perfilação da Expressão Gênica , Estudo de Associação Genômica Ampla , Vértebras Lombares , Humanos , Masculino , Polimorfismo de Nucleotídeo ÚnicoRESUMO
To identify and validate genes associated with bone mineral density (BMD), which is a prominent osteoporosis risk factor, we tested 379,319 SNPs in 1000 unrelated white U.S. subjects for associations with BMD. For replication, we genotyped the most significant SNPs in 593 white U.S. families (1972 subjects), a Chinese hip fracture (HF) sample (350 cases, 350 controls), a Chinese BMD sample (2955 subjects), and a Tobago cohort of African ancestry (908 males). Publicly available Framingham genome-wide association study (GWAS) data (2953 whites) were also used for in silico replication. The GWAS detected two BMD candidate genes, ADAMTS18 (ADAM metallopeptidase with thrombospondin type 1 motif, 18) and TGFBR3 (transforming growth factor, beta receptor III). Replication studies verified the significant findings by GWAS. We also detected significant associations with hip fracture for ADAMTS18 SNPs in the Chinese HF sample. Meta-analyses supported the significant associations of ADAMTS18 and TGFBR3 with BMD (p values: 2.56 x 10(-5) to 2.13 x 10(-8); total sample size: n = 5925 to 9828). Electrophoretic mobility shift assay suggested that the minor allele of one significant ADAMTS18 SNP might promote binding of the TEL2 factor, which may repress ADAMTS18 expression. The data from NCBI GEO expression profiles also showed that ADAMTS18 and TGFBR3 genes were differentially expressed in subjects with normal skeletal fracture versus subjects with nonunion skeletal fracture. Overall, the evidence supports that ADAMTS18 and TGFBR3 might underlie BMD determination in the major human ethnic groups.
Assuntos
Proteínas ADAM/genética , Povo Asiático , População Negra , Densidade Óssea/genética , Proteoglicanas/genética , Receptores de Fatores de Crescimento Transformadores beta/genética , População Branca , Proteínas ADAMTS , Adulto , Idoso , Bases de Dados Genéticas , Feminino , Seguimentos , Predisposição Genética para Doença , Estudo de Associação Genômica Ampla , Fraturas do Quadril/etnologia , Fraturas do Quadril/etiologia , Fraturas do Quadril/genética , Humanos , Masculino , Pessoa de Meia-Idade , Osteoporose/complicações , Osteoporose/etnologia , Osteoporose/genética , Polimorfismo de Nucleotídeo Único , Adulto JovemRESUMO
Noggin, an extracellular bone morphogenic protein (BMP) antagonist, blocks BMP signaling and decreases osteoblastogenesis. The purpose of this study was to identify novel sequence variations in the human noggin gene and to perform association analyses of these variations with phenotypes related to osteoporosis. Novel single nucleotide polymorphisms (SNPs) were identified by resequencing 7 kb of the noggin gene region in 24 randomly selected Afro-Caribbean men without regard to their bone mineral density (BMD) level. We identified 22 SNPs in the 7 kb noggin gene region, only 2 of which were previously described in dbSNP (build 126). There were also 11 unvalidated SNPs from dbSNP that could not be verified in our sequence analysis. Ten of the 22 identified SNPs showed a minor allele frequency greater than 0.05. Seven of these common SNPs were genotyped in 2060 Afro-Caribbean men age 40 and older. None of the 7 SNPs were associated with BMD at the proximal femur or lumbar spine. Our analysis suggests that a common variation in the noggin gene is unlikely to have a major impact on BMD among older men of African ancestry.
Assuntos
Proteínas de Transporte/genética , Osteoporose/genética , Polimorfismo de Nucleotídeo Único/genética , Adulto , Densidade Óssea , Genótipo , Humanos , Masculino , FenótipoRESUMO
WNT signaling is an important determinant of bone formation. The WNT co-receptor, Frizzled homolog 1 (FZD1), initiates WNT signal transduction. To study the influence of FZD1 genetic variation on measures of bone health, we first sequenced a 6.8-kb region surrounding FZD1 in 48 samples of African ancestry. We genotyped all common polymorphisms and performed association analysis with bone phenotypes in a larger sample. Only 3 of 35 SNPs identified were present in >or=5% of the sample and assayed further in 1084 men of African ancestry. Two of these SNPs were in the FZD1 promoter (rs2232157, rs2232158) and were associated with femoral neck areal BMD (p = 0.041 and 0.009, respectively). The minor alleles of these two SNPs were also associated with larger bone size at the radius (p < 0.05 for both), and rs2232158 was associated with greater strength-strain index, an indicator of bone's ability to withstand torsion. Functional experiments were completed to assess the influence of the rs2232158 promoter polymorphism on transcriptional regulation of FZD1. The minor C allele in rs2232158 creates a binding site for the transcription factor Egr1, has higher Egr1 binding affinity, and has greater FZD1 promoter activity in MG63 and SaOS-2 cells, providing a plausible molecular mechanism for the population associations. This study indicates that a cis-regulatory polymorphism in the FZD1 promoter region may have a functional role in determining bone structural geometry.
Assuntos
Osso e Ossos/metabolismo , Receptores Frizzled/genética , Variação Genética , Proteínas Relacionadas a Receptor de LDL/genética , Adulto , Alelos , Sítios de Ligação , Densidade Óssea , Humanos , Proteína-5 Relacionada a Receptor de Lipoproteína de Baixa Densidade , Masculino , Pessoa de Meia-Idade , Polimorfismo Genético , Polimorfismo de Nucleotídeo Único , Regiões Promotoras Genéticas , Trinidad e TobagoRESUMO
Wnts comprise a family of secreted growth factors that regulate the development and maintenance of many organs. Recently, Wnt10b was shown to stimulate osteoblastogenesis and bone formation in mice. To evaluate further the role of Wnt10b in bone health in humans, we performed bidirectional sequencing of approximately 8 kb of the WNT10B gene region in 192 individuals (96 African, 96 white) to identify single nucleotide polymorphisms (SNPs). We identified 19 SNPs with minor allele frequency (MAF) > or =0.01. Ten of these SNPs were not present in the NCBI dbSNP database (build 127), whereas 10 of the 20 SNPs (50%) reported in dbSNP were not verified. We initially genotyped seven tagging SNPs that captured common (MAF > or = 0.05) variation in the region with r (2) > 0.80 and a potentially functional SNP in exon 5 in 1035 Afro-Caribbean men > or =40 yr of age. Association analysis showed three SNPs in a 3' region of linkage disequilibrium that were associated with DXA measures of hip BMD. Associations between two of these three SNPs (rs1051886, rs3741627) with hip BMD were replicated in an additional 980 Afro-Caribbean men (p < 0.05), in the combined sample of 2015 men (p < or = 0.006), and in 416 individuals > or =18 yr of age (mean, 44 yr) belonging to eight extended, multigenerational Afro-Caribbean families with mean family size >50 (3535 relative pairs; p < 0.05). Further analysis showed that rs1051886 and rs3741627 were associated with cortical cross-sectional area, periosteal circumference, and BMC in the radius, such that individuals with the minor alleles had lower biomechanical indices of long-bone bending strength. This analysis implicates the WNT10B locus as a genetic element in the regulation of bone mass and structural geometry.