Bostrom, Meredith A. | Kao, W.H. Linda | Li, Man | Abboud, Hanna E. | Adler, Sharon G. | Iyengar, Sudha K. | Kimmel, Paul L. | Hanson, Robert L. | Nicholas, Susanne B. | Rasooly, Rebekah S. | Sedor, John R. | Coresh, Josef | Kohn, Orly F. | Leehey, David J. | Thornley-Brown, Denyse | Bottinger, Erwin P. | Lipkowitz, Michael S. | Meoni, Lucy A. | Klag, Michael J. | Lu, Lingyi | Hicks, Pamela J. | Langefeld, Carl D. | Parekh, Rulan S. | Bowden, Donald W. | Freedman, Barry I.
Background
African Americans (AAs) have increased susceptibility to non-diabetic nephropathy relative to European Americans.
Study Design
Follow-up of a pooled genome-wide association study (GWAS) in AA dialysis patients with nondiabetic nephropathy; novel gene-gene interaction analyses.
Setting & Participants
Wake Forest sample: 962 AA nondiabetic nephropathy cases; 931 non-nephropathy controls. Replication sample: 668 Family Investigation of Nephropathy and Diabetes (FIND) AA nondiabetic nephropathy cases; 804 non-nephropathy controls.
Predictors
Individual genotyping of top 1420 pooled GWAS-associated single nucleotide polymorphisms (SNPs) and 54 SNPs in six nephropathy susceptibility genes.
Outcomes
APOL1 genetic association and additional candidate susceptibility loci interacting with, or independently from, APOL1.
Results
The strongest GWAS associations included two non-coding APOL1 SNPs, rs2239785 (odds ratio [OR], 0.33; dominant; p = 5.9 × 10−24) and rs136148 (OR, 0.54; additive; p = 1.1 × 10−7) with replication in FIND (p = 5.0 × 10−21 and 1.9 × 10−05, respectively). Rs2239785 remained significantly associated after controlling for the APOL1 G1 and G2 coding variants. Additional top hits included a CFH SNP(OR from meta-analysis in above 3367 AA cases and controls, 0.81; additive; p = 6.8 × 10−4). The 1420 SNPs were tested for interaction with APOL1 G1 and G2 variants. Several interactive SNPs were detected, the most significant was rs16854341 in the podocin gene (NPHS2) (p = 0.0001).
Limitations
Non-pooled GWAS have not been performed in AA nondiabetic nephropathy.
Conclusions
This follow-up of a pooled GWAS provides additional and independent evidence that APOL1 variants contribute to nondiabetic nephropathy in AAs and identified additional associated and interactive non-diabetic nephropathy susceptibility genes.
doi:10.1053/j.ajkd.2011.09.020
PMCID: PMC3259209
PMID: 22119407
African American; APOL1; CFH; end-stage renal disease; FIND; FSGS; hypertension
Rao, Madhumathi | Mottl, Amy K. | Cole, Shelley A. | Umans, Jason G. | Freedman, Barry I. | Bowden, Donald W. | Langefeld, Carl D. | Fox, Caroline S. | Yang, Qiong | Cupples, Adrienne | Iyengar, Sudha K. | Hunt, Steven C. | Trikalinos, Thomas A.
Background.
Several genome scans have explored the linkage of chronic kidney disease phenotypes to chromosomic regions with disparate results. Genome scan meta-analysis (GSMA) is a quantitative method to synthesize linkage results from independent studies and assess their concordance.
Methods.
We searched PubMed to identify genome linkage analyses of renal function traits in humans, such as estimated glomerular filtration rate (GFR), albuminuria, serum creatinine concentration and creatinine clearance. We contacted authors for numerical data and extracted information from individual studies. We applied the GSMA nonparametric approach to combine results across 14 linkage studies for GFR, 11 linkage studies for albumin creatinine ratio, 11 linkage studies for serum creatinine and 4 linkage studies for creatinine clearance.
Results.
No chromosomal region reached genome-wide statistical significance in the main analysis which included all scans under each phenotype; however, regions on Chromosomes 7, 10 and 16 reached suggestive significance for linkage to two or more phenotypes. Subgroup analyses by disease status or ethnicity did not yield additional information.
Conclusions.
While heterogeneity across populations, methodologies and study designs likely explain this lack of agreement, it is possible that linkage scan methodologies lack the resolution for investigating complex traits. Combining family-based linkage studies with genome-wide association studies may be a powerful approach to detect private mutations contributing to complex renal phenotypes.
doi:10.1093/ndt/gfr255
PMCID: PMC3275782
PMID: 21622988
albuminuria; chronic kidney disease; glomerular filtration rate; linkage scans; meta-analysis
Li, Xiaohui | Bykhovskaya, Yelena | Haritunians, Talin | Siscovick, David | Aldave, Anthony | Szczotka-Flynn, Loretta | Iyengar, Sudha K. | Rotter, Jerome I. | Taylor, Kent D. | Rabinowitz, Yaron S.
Keratoconus is a condition in which the cornea progressively thins over time, and is a major cause for cornea transplantation. To identify keratoconus susceptibility regions, we performed a comprehensive genome-wide association study (GWAS) using a discovery and replication design. A discovery panel of 222 keratoconus Caucasian patients and 3324 Caucasian controls was genotyped using Illumina 370K beadchips. Further associated and fine-mapping single nucleotide polymorphisms (SNPs) (n= 4905) were genotyped in an independent replication case–control panel of 304 cases and 518 controls and a family panel of 307 subjects in 70 families. Logistic regression models implemented in PLINK were performed to test associations in case–control samples with and without principal component (PC) adjustments. Generalized estimation equation models accounting for familial correlations implemented in GWAF were used for association testing in families. No genome-wide associations were identified in the discovery GWAS panel. From the initial testing without adjustments for PCs, the top three SNPs located at 3p26 (rs6442925), 2q21.3 (rs4954218) and 19q13.3 (rs1428642) were identified with unadjusted P-values of 6.5 × 10−8, 2.4 × 10−7 and 3.1 × 10−7, respectively. After adjustments for PCs, rs1428642 became the most significant through the genome with a P-value of 1.4 × 10−6, while rs6442925 and rs4954218 were less significant (P= 1.9 × 10−5 and 2.6 × 10−4). SNP rs4954218 was confirmed in two independent replication panels with P-values of 0.004 and 0.009, respectively. Meta-analysis revealed a highest association at rs4954218 with adjusted P= 1.6 × 10−7 (unadjusted P= 1.2 × 10−9). These findings suggest SNP rs4954218, located near the RAB3GAP1 gene, previously reported to be associated with corneal malformation, is a potential susceptibility locus for keratoconus.
doi:10.1093/hmg/ddr460
PMCID: PMC3276283
PMID: 21979947
Purpose
To demonstrate that early childhood speech sound disorders (SSD) and later school-age reading, written expression, and spelling skills are influenced by shared endophenotypes that may be in part genetic.
Method
Children with SSD and their siblings were assessed at early childhood (ages 4–6 years) and followed at school age (7–12 years). The relationship of shared endophenotypes with early childhood SSD and school-age outcomes and the shared genetic influences on these outcomes were examined.
Results
Structural equation modeling demonstrated that oral motor skills, phonological awareness, phonological memory, vocabulary, and speeded naming have varying influences on reading decoding, spelling, spoken language, and written expression at school age. Genetic linkage studies demonstrated linkage for reading, spelling, and written expression measures to regions on chromosomes 1, 3, 6, and 15 that were previously linked to oral motor skills, articulation, phonological memory, and vocabulary at early childhood testing.
Conclusions
Endophenotypes predict school-age literacy outcomes over and above that predicted by clinical diagnoses of SSD or language impairment. Findings suggest that these shared endophenotypes and common genetic influences affect early childhood SSD and later school-age reading, spelling, spoken language, and written expression skills.
doi:10.1044/1092-4388(2011/10-0124)
PMCID: PMC3404457
PMID: 21930616
genetics; speech sound disorders; reading; spelling; written expression
Purpose
The present study examined associations of 5 endophenotypes (i.e., measurable skills that are closely associated with speech sound disorders and are useful in detecting genetic influences on speech sound production), oral motor skills, phonological memory, phonological awareness, vocabulary, and speeded naming, with 3 clinical criteria for classifying speech sound disorders: severity of speech sound disorders, our previously reported clinical subtypes (speech sound disorders alone, speech sound disorders with language impairment, and childhood apraxia of speech), and the comorbid condition of reading disorders.
Participants and Method
Children with speech sound disorders and their siblings were assessed at early childhood (ages 4–7 years) on measures of the 5 endophenotypes. Severity of speech sound disorders was determined using the z score for Percent Consonants Correct—Revised (developed by Shriberg, Austin, Lewis, McSweeny, & Wilson, 1997). Analyses of variance were employed to determine how these endophenotypes differed among the clinical subtypes of speech sound disorders.
Results and Conclusions
Phonological memory was related to all 3 clinical classifications of speech sound disorders. Our previous subtypes of speech sound disorders and comorbid conditions of language impairment and reading disorder were associated with phonological awareness, while severity of speech sound disorders was weakly associated with this endophenotype. Vocabulary was associated with mild versus moderate speech sound disorders, as well as comorbid conditions of language impairment and reading disorder. These 3 endophenotypes proved useful in differentiating subtypes of speech sound disorders and in validating current clinical classifications of speech sound disorders.
doi:10.1097/TLD.0b013e318217b5dd
PMCID: PMC3404745
PMID: 22844175
endophenotypes; oral motor skills; phonological awareness; phonological memory; severity; speech sound disorders; speeded naming; subtypes; vocabulary
El-Meanawy, Ashraf | Schelling, Jeffery R | Iyengar, Sudha K | Hayden, Patrick | Barathan, Shrinath | Goddard, Katrina | Pozuelo, Fatima | Elashi, Essam | Nair, Viji | Kretzler, Matthias | Sedor, John R
Background
The genetic architecture responsible for chronic kidney disease (CKD) remains incompletely described. The Oligosyndactyly (Os) mouse models focal and segmental glomerulosclerosis (FSGS), which is associated with reduced nephron number caused by the Os mutation. The Os mutation leads to FSGS in multiple strains including the ROP-Os/+. However, on the C57Bl/6J background the mutation does not cause FSGS, although nephron number in these mice are equivalent to those in ROP-Os/+ mice. We exploited this phenotypic variation to identify genes that potentially contribute to glomerulosclerosis.
Methods
To identify such novel genes, which regulate susceptibility or resistance to renal disease progression, we generated and compared the renal transcriptomes using serial analysis of gene expression (SAGE) from the sclerosis-prone ROP-Os/+ and sclerosis resistant C57-Os/+ mouse kidneys. We confirmed the validity of the differential gene expression using multiple approaches. We also used an Ingenuity Pathway Analysis engine to assemble differentially regulated molecular networks. Cell culture techniques were employed to confirm functional relevance of selected genes.
Results
A comparative analysis of the kidney transcriptomes revealed multiple genes, with expression levels that were statistically different. These novel, candidate, renal disease susceptibility/resistance genes included neuropilin2 (Nrp2), glutathione-S-transferase theta (Gstt1) and itchy (Itch). Of 34 genes with the most robust statistical difference in expression levels between ROP-Os/+ and C57-Os/+ mice, 13 and 3 transcripts localized to glomerular and tubulointerstitial compartments, respectively, from micro-dissected human FSGS biopsies. Network analysis of all significantly differentially expressed genes identified 13 connectivity networks. The most highly scored network highlighted the roles for oxidative stress and mitochondrial dysfunction pathways. Functional analyses of these networks provided evidence for activation of transforming growth factor beta (TGFβ) signaling in ROP-Os/+ kidneys despite similar expression of the TGFβ ligand between the tested strains.
Conclusions
These data demonstrate the complex dysregulation of normal cellular functions in this animal model of FSGS and suggest that therapies directed at multiple levels will be needed to effectively treat human kidney diseases.
doi:10.1186/1471-2369-13-61
PMCID: PMC3502501
PMID: 22813067
Igo, Robert P. | Iyengar, Sudha K. | Nicholas, Susanne B. | Goddard, Katrina A.B. | Langefeld, Carl D. | Hanson, Robert L. | Duggirala, Ravindranath | Divers, Jasmin | Abboud, Hanna | Adler, Sharon G. | Arar, Nedal H. | Horvath, Amanda | Elston, Robert C. | Bowden, Donald W. | Guo, Xiuqing | Ipp, Eli | Kao, W.H. Linda | Kimmel, Paul L. | Knowler, William C. | Meoni, Lucy A. | Molineros, Julio | Nelson, Robert G. | Pahl, Madeline V. | Parekh, Rulan S. | Rasooly, Rebekah S. | Schelling, Jeffrey R. | Shah, Vallabh O. | Smith, Michael W. | Winkler, Cheryl A. | Zager, Philip G. | Sedor, John R. | Freedman, Barry I.
Background
Diabetic nephropathy (DN) is a leading cause of mortality and morbidity in patients with type 1 and type 2 diabetes. The multicenter FIND consortium aims to identify genes for DN and its associated quantitative traits, e.g. the urine albumin:creatinine ratio (ACR). Herein, the results of whole-genome linkage analysis and a sparse association scan for ACR and a dichotomous DN phenotype are reported in diabetic individuals.
Methods
A genomewide scan comprising more than 5,500 autosomal single nucleotide polymorphism markers (average spacing of 0.6 cM) was performed on 1,235 nuclear and extended pedigrees (3,972 diabetic participants) ascertained for DN from African-American (AA), American-Indian (AI), European-American (EA) and Mexican-American (MA) populations.
Results
Strong evidence for linkage to DN was detected on chromosome 6p (p = 8.0 × 10−5, LOD = 3.09) in EA families as well as suggestive evidence for linkage to chromosome 7p in AI families. Regions on chromosomes 3p in AA, 7q in EA, 16q in AA and 22q in MA displayed suggestive evidence of linkage for urine ACR. The linkage peak on chromosome 22q overlaps the MYH9/APOL1 gene region, previously implicated in AA diabetic and nondiabetic nephropathies.
Conclusion
These results strengthen the evidence for previously identified genomic regions and implicate several novel loci potentially involved in the pathogenesis of DN.
doi:10.1159/000326763
PMCID: PMC3078269
PMID: 21454968
Albuminuria; Diabetes mellitus; Renal failure; End-stage renal disease; Linkage; Allelic association
Numerous studies have examined genetic influences on developmental problems such as speech sound disorders, language impairment, and reading disability. Disorders such as speech sound disorder (SSD) are often analyzed using their component endophenotypes. Most studies, however, have involved comparisons of twin pairs or siblings of similar age, or have adjusted for age ignoring effects that are peculiar to age-related trajectories for phenotypic change. Such developmental changes in these skills have limited the usefulness of data from parents or siblings who differ substantially in age from the probands. Employing parent-offspring correlation in heritability estimation permits a more precise estimate of the additive component of genetic variance, but different generations have to be measured for the same trait. We report on a smoothing procedure which fits a series of lines that approximate a curve matching the developmental trajectory. This procedure adjusts for changes in measures with age, so that the adjusted values are on a similar scale for children, adolescents, and adults. We apply this method to four measures of phonological memory and articulation in order to estimate their heritability. Repetition of multisyllabic real words showed the best heritability estimate of 45% in this sample. We conclude that differences in measurement scales across the age span can be reconciled through non-linear modeling of the developmental process.
doi:10.1007/s10519-010-9378-5
PMCID: PMC3066568
PMID: 20623172
Speech; Language; longitudinal; developmental genetics; spline fitting
Sobrin, Lucia | Green, Todd | Sim, Xueling | Jensen, Richard A. | Tai, E. Shyong | Tay, Wan Ting | Wang, Jie Jin | Mitchell, Paul | Sandholm, Niina | Liu, Yiyuan | Hietala, Kustaa | Iyengar, Sudha K. | Brooks, Matthew | Buraczynska, Monika | Van Zuydam, Natalie | Smith, Albert V. | Gudnason, Vilmundur | Doney, Alex S. F. | Morris, Andrew D. | Leese, Graham P. | Palmer, Colin N. A. | Swaroop, Anand | Taylor, Herman A. | Wilson, James G. | Penman, Alan | Chen, Ching J. | Groop, Per-Henrik | Saw, Seang-Mei | Aung, Tin | Klein, Barbara E. | Rotter, Jerome I. | Siscovick, David S. | Cotch, Mary Frances | Klein, Ronald | Daly, Mark J. | Wong, Tien Y.
Cardiovascular disease candidate genes, including genes previously associated with type 2 diabetes and diabetic nephropathy, were not associated with diabetic retinopathy, although a limited number of variants merit further investigation in larger cohorts.
Purpose.
To investigate whether variants in cardiovascular candidate genes, some of which have been previously associated with type 2 diabetes (T2D), diabetic retinopathy (DR), and diabetic nephropathy (DN), are associated with DR in the Candidate gene Association Resource (CARe).
Methods.
Persons with T2D who were enrolled in the study (n = 2691) had fundus photography and genotyping of single nucleotide polymorphisms (SNPs) in 2000 candidate genes. Two case definitions were investigated: Early Treatment Diabetic Retinopathy Study (ETDRS) grades ≥14 and ≥30. The χ2 analyses for each CARe cohort were combined by Cochran-Mantel-Haenszel (CMH) pooling of odds ratios (ORs) and corrected for multiple hypothesis testing. Logistic regression was performed with adjustment for other DR risk factors. Results from replication in independent cohorts were analyzed with CMH meta-analysis methods.
Results.
Among 39 genes previously associated with DR, DN, or T2D, three SNPs in P-selectin (SELP) were associated with DR. The strongest association was to rs6128 (OR = 0.43, P = 0.0001, after Bonferroni correction). These associations remained significant after adjustment for DR risk factors. Among other genes examined, several variants were associated with DR with significant P values, including rs6856425 tagging α-l-iduronidase (IDUA) (P = 2.1 × 10−5, after Bonferroni correction). However, replication in independent cohorts did not reveal study-wide significant effects. The P values after replication were 0.55 and 0.10 for rs6128 and rs6856425, respectively.
Conclusions.
Genes associated with DN, T2D, and vascular diseases do not appear to be consistently associated with DR. A few genetic variants associated with DR, particularly those in SELP and near IDUA, should be investigated in additional DR cohorts.
doi:10.1167/iovs.11-7510
PMCID: PMC3183981
PMID: 21873659
Chang, Bo | Mandal, Md Nawajes A. | Chavali, Venkata R.M. | Hawes, Norman L. | Khan, Naheed W. | Hurd, Ronald E. | Smith, Richard S. | Davisson, Muriel L. | Kopplin, Laura | Klein, Barbara E.K. | Klein, Ronald | Iyengar, Sudha K. | Heckenlively, John R. | Ayyagari, Radha
We observed that a naturally occurring mouse strain developed age-related retinal degeneration (arrd2). These mice had normal fundi, electroretinograms (ERGs) and retinal histology at 6 months of age; vessel attenuation, RPE atrophy and pigmentary abnormalities at 14 months, which progressed to complete loss of photoreceptors and extinguished ERG by 22 months. Genetic analysis revealed that the retinal degeneration in arrd2 segregates in an autosomal recessive manner and the disease gene localizes to mouse chromosome 10. A positional candidate cloning approach detected a nonsense mutation in the mouse double minute-1 gene (Mdm1), which results in the truncation of the putative protein from 718 amino acids to 398. We have identified a novel transcript of the Mdm1 gene, which is the predominant transcript in the retina. The Mdm1 transcript is localized to the nuclear layers of neural retina. Expression of Mdm1 in the retina increases steadily from post-natal day 30 to 1 year, and a high level of Mdm1 are subsequently maintained. The Mdm1 transcript was found to be significantly depleted in the retina of arrd2 mice and the transcript was observed to degrade by nonsense-mediated decay. These results indicate that the depletion of the Mdm1 transcript may underlie the mechanism leading to late-onset progressive retinal degeneration in arrd2 mice. Analysis of a cohort of patients with age-related macular degeneration (AMD) wherein the susceptibility locus maps to chromosome 12q, a region bearing the human ortholog to MDM1, did not reveal association between human MDM1 and AMD.
doi:10.1093/hmg/ddn295
PMCID: PMC2638579
PMID: 18805803
Arar, Nedal H. | Freedman, Barry I. | Adler, Sharon G. | Iyengar, Sudha K. | Chew, Emily Y. | Davis, Mathew D. | Satko, Scott G. | Bowden, Donald W. | Duggirala, Ravi | Elston, Robert C. | Guo, Xiuxing | Hanson, Robert L. | Igo, Robert P. | Ipp, Eli | Kimmel, Paul L. | Knowler, William C. | Molineros, Julio | Nelson, Robert G. | Pahl, Madeleine V. | Quade, Shannon R. E. | Rasooly, Rebekah S. | Rotter, Jerome I. | Saad, Mohammed F. | Scavini, Marina | Schelling, Jeffrey R. | Sedor, John R. | Shah, Vallabh O. | Zager, Philip G. | Abboud, Hanna E.
PURPOSE
Diabetic retinopathy (DR) and diabetic nephropathy (DN) are serious microvascular complications of diabetes mellitus. Correlations between severity of DR and DN and computed heritability estimates for DR were determined in a large, multiethnic sample of diabetic families. The hypothesis was that (1) the severity of DR correlates with the presence and severity of nephropathy in individuals with diabetes mellitus, and (2) the severity of DR is under significant familial influence in members of multiplex diabetic families.
METHODS
The Family Investigation of Nephropathy and Diabetes (FIND) was designed to evaluate the genetic basis of DN in American Indians, European Americans, African Americans, and Mexican Americans. FIND enrolled probands with advanced DN, along with their diabetic siblings who were concordant and discordant for nephropathy. These diabetic family members were invited to participate in the FIND-Eye study to determine whether inherited factors underlie susceptibility to DR and its severity. FIND-Eye participants underwent eye examinations and had fundus photographs taken. The severity of DR was graded by using the Early Treatment Diabetic Retinopathy Study Classification (ETDRS). Sib–sib correlations were calculated with the SAGE 5.0 program FCOR, to estimate heritability of retinopathy severity.
RESULTS
This report summarizes the results for the first 2368 diabetic subjects from 767 families enrolled in FIND-Eye; nearly 50% were Mexican American, the largest single ethnicity within FIND. The overall prevalence of DR was high; 33.4% had proliferative DR; 7.5%, 22.8%, and 9.5% had severe, moderate, and mild nonproliferative DR, respectively; 26.6% had no DR. The severity of DR was significantly associated with severity of DN, both by phenotypic category and by increasing serum creatinine concentration (χ2 = 658.14, df = 20; P < 0.0001). The sib–sib correlation for DR severity was 0.1358 in the total sample and 0.1224 when limited to the Mexican-American sample. Broad sense heritabilities for DR were 27% overall and 24% in Mexican-American families. The polygenic heritability of liability for proliferative DR approximated 25% in this FIND-Eye sample.
CONCLUSIONS
These data confirm that the severity of DR parallels the presence and severity of nephropathy in individuals with diabetes mellitus. The severity of DR in members of multiplex diabetic families appears to have a significant familial connection.
doi:10.1167/iovs.07-1633
PMCID: PMC2583147
PMID: 18765632
SanGiovanni, John Paul | Arking, Dan E. | Iyengar, Sudha K. | Elashoff, Michael | Clemons, Traci E. | Reed, George F. | Henning, Alice K. | Sivakumaran, Theru A. | Xu, Xuming | DeWan, Andrew | Agrón, Elvira | Rochtchina, Elena | Sue, Carolyn M. | Wang, Jie Jin | Mitchell, Paul | Hoh, Josephine | Francis, Peter J. | Klein, Michael L. | Chew, Emily Y. | Chakravarti, Aravinda | Batzer, Mark A.
Background
Age-related macular degeneration (AMD), a chronic neurodegenerative and neovascular retinal disease, is the leading cause of blindness in elderly people of western European origin. While structural and functional alterations in mitochondria (mt) and their metabolites have been implicated in the pathogenesis of chronic neurodegenerative and vascular diseases, the relationship of inherited variants in the mitochondrial genome and mt haplogroup subtypes with advanced AMD has not been reported in large prospective cohorts.
Methodology/Prinicipal Findings
We examined the relationship of inherited mtDNA variants with advanced AMD in 1168 people using a three-stage design on samples from 12-year and 10-year prospective studies on the natural history of age-related eye disease. In Stage I we resequenced the entire genome in 99 elderly AMD-free controls and 215 people with advanced AMD from the 12-year study. A consistent association with AMD in 14 of 17 SNPs characterizing the mtDNA T haplogroup emerged. Further analysis revealed these associations were driven entirely by the T2 haplogroup, and characterized by two variants in Complex I genes (A11812G of MT-ND4 and A14233G of MT-ND6). We genotyped T haplogroups in an independent sample of 490 cases and 61 controls from the same study (Stage II) and in 56 cases and 246 controls from the 10-year study (Stage III). People in the T2 haplogroup were approximately 2.5 times more likely to have advanced AMD than their peers (odds ratio [OR] = 2.54, 95%CI 1.36–4.80, P≤0.004) after considering the totality of evidence. Findings persisted after considering the impact of AMD-associated variants A69S and Y402H (OR = 5.19, 95%CI 1.19–22.69, P≤0.029).
Conclusion
Loci defining the mtDNA T2 haplogroup and Complex I are reasonable targets for novel functional analyses and therapeutic research in AMD.
doi:10.1371/journal.pone.0005508
PMCID: PMC2677106
PMID: 19434233
Purpose
To describe the prevalence and 15-year cumulative incidence of and risk factors for reticular drusen.
Design
Population-based prospective study.
Methods
Setting
Beaver Dam, Wisconsin
Study population
4,926 persons, 43-86 years of age in 1988-1990, of whom 3,684, 2,764, and 2,119 participated in 5-, 10-, and 15-year follow-up examinations, respectively.
Main outcome measures
Prevalence and 15-year incidence of reticular drusen determined by grading stereoscopic color fundus photographs.
Results
The prevalence at baseline and the15-year cumulative incidence in either eye of reticular drusen was 0.7% and 3.0%, respectively. The 15-year incidence of reticular drusen varied with age from 0.4% in those 43-54 years of age to 6.6% in those 75 years or older at baseline (P<0.001). In a multivariable model, while controlling for age, risk factors statistically significantly associated with increased risk of incident reticular drusen included (Odds ratio): being female (2.8), current smoking (vs never 1.9), less education (per category 1.7), B-vitamin complex use (vs none 2.5, single vitamin B (vs none 2.9), history of steroid eye drops use (5.9), glaucoma (2.8), and more severe drusen type (e.g., soft indistinct drusen) (1.4) while diabetes (0.1) at baseline was associated with decreased risk. Right eyes with reticular drusen at baseline had higher cumulative incidence of geographic atrophy (21% vs 9%) and exudative AMD (20% vs 10%) compared to eyes with soft indistinct drusen.
Conclusions
This population-based study documents the long-term cumulative incidence of reticular drusen, its risk factors, and shows its association with a high risk of incident late AMD.
doi:10.1016/j.ajo.2007.09.008
PMCID: PMC2258433
PMID: 18045568
Reticular drusen; epidemiology; incidence; age-related macular degeneration
Standard genetic mapping techniques scan chromosomal segments for location of genetic linkage and association signals. The majority of these methods consider only correlations at single markers and/or phenotypes with explicit detailing of the genetic structure. These methods tend to be limited by their inability to consider the effect of large numbers of model variables jointly. In contrast, we propose a Bayesian analysis of variance (ANOVA) method to categorize individuals based on similarity of multidimensional profiles and attempt to analyze all variables simultaneously. Using Problem 1 of the Genetic Analysis Workshop 15 data set, we demonstrate the method's utility for joint analysis of gene expression levels and single-nucleotide polymorphism genotypes. We show that the method extracts similar information to that of previous genetic mapping analyses, and suggest extensions of the method for mining unique information not previously found.
PMCID: PMC2367590
PMID: 18466456
Errors while genotyping are inevitable and can reduce the power to detect linkage. However, does genotyping error have the same impact on linkage results for single-nucleotide polymorphism (SNP) and microsatellite (MS) marker maps? To evaluate this question we detected genotyping errors that are consistent with Mendelian inheritance using large changes in multipoint identity-by-descent sharing in neighboring markers. Only a small fraction of Mendelian consistent errors were detectable (e.g., 18% of MS and 2.4% of SNP genotyping errors). More SNP genotyping errors are Mendelian consistent compared to MS genotyping errors, so genotyping error may have a greater impact on linkage results using SNP marker maps. We also evaluated the effect of genotyping error on the power and type I error rate using simulated nuclear families with missing parents under 0, 0.14, and 2.8% genotyping error rates. In the presence of genotyping error, we found that the power to detect a true linkage signal was greater for SNP (75%) than MS (67%) marker maps, although there were also slightly more false-positive signals using SNP marker maps (5 compared with 3 for MS). Finally, we evaluated the usefulness of accounting for genotyping error in the SNP data using a likelihood-based approach, which restores some of the power that is lost when genotyping error is introduced.
doi:10.1186/1471-2156-6-S1-S153
PMCID: PMC1866781
PMID: 16451614
We developed a new marker-reordering algorithm to find the best order of fine-mapping markers for multipoint linkage analysis. The algorithm searches for the best order of fine-mapping markers such that the sum of the squared differences in identity-by-descent distribution between neighboring markers is minimized. To test this algorithm, we examined its effect on the evidence for linkage in the simulated and the Collaborative Studies on Genetics of Alcoholism (COGA) data. We found enhanced evidence for linkage with the reordered map at the true location in the simulated data (p-value decreased from 1.16 × 10-9 to 9.70 × 10-10). Analysis of the White population from the COGA data with the reordered map for alcohol dependence led to a significant change of the linkage signal (p = 0.0365 decreased to p = 0.0039) on chromosome 1 between marker D1S1592 and D1S1598. Our results suggest that reordering fine-mapping markers in candidate regions when the genetic map is uncertain can be a critical step when considering a dense map.
doi:10.1186/1471-2156-6-S1-S61
PMCID: PMC1866721
PMID: 16451674
Background
The metabolic syndrome is characterized by the clustering of several traits, including obesity, hypertension, decreased levels of HDL cholesterol, and increased levels of glucose and triglycerides. Because these traits cluster, there are likely common genetic factors involved.
Results
We used a multivariate structural equation model (SEM) approach to scan the genome for loci involved in the metabolic syndrome. We found moderate evidence for linkage on chromosomes 2, 3, 11, 13, and 15, and these loci appear to have different relative effects on the component traits of the metabolic syndrome.
Conclusion
Our results suggest that the metabolic syndrome components, diabetes, obesity, and hypertension, are under the pleiotropic control of several loci.
doi:10.1186/1471-2156-4-S1-S99
PMCID: PMC1866540
PMID: 14975167
A genome-wide screen was conducted for type 2 diabetes progression genes using measures of elevated fasting glucose levels as quantitative traits from the offspring enrolled in the Framingham Heart Study. We analyzed young (20–34 years) and old (≥ 35 years) subjects separately, using single-point and multipoint sibpair analysis, because of the possible differential impact of progression on the groups of interest. We observed significant linkage with change in fasting glucose levels on 1q25-32 (p = 5.21 × 10-8), 3p26.3-21.31 (p = 1 × 10-11), 8q23.1-24.13 (p = 2.94 × 10-6), 9p24.1-21.3 (p = 7 × 10-7), and 18p11.31-q22.1 (p < 10-11). The evidence for linkage on chromosomes 8 and 18 was consistent for the subset of study participants aged 43 through 55 years.
doi:10.1186/1471-2156-4-S1-S8
PMCID: PMC1866519
PMID: 14975076
Type 2 diabetes; progression; longitudinal; genome-wide search; fasting glucose; model-free linkage analysis
Igo, Robert P. | Kopplin, Laura J. | Joseph, Peronne | Truitt, Barbara | Fondran, Jeremy | Bardenstein, David | Aldave, Anthony J. | Croasdale, Christopher R. | Price, Marianne O. | Rosenwasser, Miriam | Lass, Jonathan H. | Iyengar, Sudha K. | den Hollander, Anneke I.
Fuchs endothelial corneal dystrophy (FECD) is the most common late-onset, vision-threatening corneal dystrophy in the United States, affecting about 4% of the population. Advanced FECD involves a thickening of the cornea from stromal edema and changes in Descemet membrane. To understand the relationship between FECD and central corneal thickness (CCT), we characterized common genetic variation in COL8A2 and TCF4, genes previously implicated in CCT and/or FECD. Other genes previously associated with FECD (PITX2, ZEB1, SLC4A11), and genes only known to affect CCT (COL5A1, FOXO1, AVGR8, ZNF469) were also interrogated. FECD probands, relatives and controls were recruited from 32 clinical sites; a total of 532 cases and 204 controls were genotyped and tested for association of FECD case/control status, a 7-step FECD severity scale and CCT, adjusting for age and sex. Association of FECD grade with TCF4 was highly significant (OR = 6.01 at rs613872; p = 4.8×10−25), and remained significant when adjusted for changes in CCT (OR = 4.84; p = 2.2×10−16). Association of CCT with TCF4 was also significant (p = 6.1×10−7), but was abolished with adjustment for FECD grade (p = 0.92). After adjusting for FECD grade, markers in other genes examined were modestly associated (p ∼ 0.001) with FECD and/or CCT. Thus, common variants in TCF4 appear to influence FECD directly, and CCT secondarily via FECD. Additionally, changes in corneal thickness due to the effect of other loci may modify disease severity, age-at-onset, or other biomechanical characteristics.
doi:10.1371/journal.pone.0046742
PMCID: PMC3479099
PMID: 23110055
Kopplin, Laura J | Igo, Robert P | Wang, Yang | Sivakumaran, Theru A | Hagstrom, Stephanie A | Peachey, Neal S | Francis, Peter J | Klein, Michael L | SanGiovanni, John Paul | Chew, Emily Y | Pauer, Gayle JT | Sturgill, Gwen M | Joshi, Tripti | Tian, Liping | Xi, Quansheng | Henning, Alice K | Lee, Kristine E. | Klein, Ronald | Klein, Barbara EK | Iyengar, Sudha K
Age-related macular degeneration (AMD) is the leading cause of blindness in the elderly in the developed world. We conducted a genome-wide association study in a series of families enriched for AMD and completed a meta-analysis of this new data with results from reanalysis of an existing study of a late-stage case/control cohort. We tested the top findings for replication in 1 896 cases and 1 866 controls and identified two novel genetic protective factors for AMD. In addition to the CFH (p=2.3×10−64) and ARMS2 (p=1.2×10−60) loci, we observed a protective effect at rs429608, an intronic SNP in SKIV2L (p=5.3×10−15), a gene near the C2/BF locus, that indicates the protective effect may be mediated by variants other than the C2/BF variants previously studied. Haplotype analysis at this locus identified three protective haplotypes defined by the rs429608 protective allele. We also identified a new potentially protective effect at rs2679798 in MYRIP (p=2.9×10−4), a gene involved in retinal pigment epithelium melanosome trafficking. Interestingly, MYRIP was initially identified in the family-based scan and was confirmed in the case-control set. From these efforts, we report the identification of two novel protective factors for AMD and confirm the previously known associations at CFH, ARMS2 and C3.
doi:10.1038/gene.2010.39
PMCID: PMC3375062
PMID: 20861866
macular degeneration; association testing; melanosome trafficking
Burdon, Kathryn P. | Macgregor, Stuart | Bykhovskaya, Yelena | Javadiyan, Sharhbanou | Li, Xiaohui | Laurie, Kate J. | Muszynska, Dorota | Lindsay, Richard | Lechner, Judith | Haritunians, Talin | Henders, Anjali K. | Dash, Durga | Siscovick, David | Anand, Seema | Aldave, Anthony | Coster, Douglas J. | Szczotka-Flynn, Loretta | Mills, Richard A. | Iyengar, Sudha K. | Taylor, Kent D. | Phillips, Tony | Montgomery, Grant W. | Rotter, Jerome I. | Hewitt, Alex W. | Sharma, Shiwani | Rabinowitz, Yaron S. | Willoughby, Colin | Craig, Jamie E.
This is a meta-analysis of two genome-wide association studies that found evidence of association of keratoconus with polymorphisms in the promoter of the HGF gene. One polymorphism is associated with higher levels of serum HGF.
Purpose.
Keratoconus is a progressive disorder of the cornea that can lead to severe visual impairment or blindness. Although several genomic regions have been linked to rare familial forms of keratoconus, no genes have yet been definitively identified for common forms of the disease.
Methods.
Two genome-wide association scans were undertaken in parallel. The first used pooled DNA from an Australian cohort, followed by typing of top-ranked single-nucleotide polymorphisms (SNPs) in individual DNA samples. The second was conducted in individually genotyped patients, and controls from the USA. Tag SNPs around the hepatocyte growth factor (HGF) gene were typed in three additional replication cohorts. Serum levels of HGF protein in normal individuals were assessed with ELISA and correlated with genotype.
Results.
The only SNP observed to be associated in both the pooled discovery and primary replication cohort was rs1014091, located upstream of the HGF gene. The nearby SNP rs3735520 was found to be associated in the individually typed discovery cohort (P = 6.1 × 10−7). Genotyping of tag SNPs around HGF revealed association at rs3735520 and rs17501108/rs1014091 in four of the five cohorts. Meta-analysis of all five datasets together yielded suggestive P values for rs3735520 (P = 9.9 × 10−7) and rs17501108 (P = 9.9 × 10−5). In addition, SNP rs3735520 was found to be associated with serum HGF level in normal individuals (P = 0.036).
Conclusions.
Taken together, these results implicate genetic variation at the HGF locus with keratoconus susceptibility.
doi:10.1167/iovs.11-8261
PMCID: PMC3208191
PMID: 22003120
Sivakumaran, Theru A. | Igo, Robert P. | Kidd, Jeffrey M. | Itsara, Andy | Kopplin, Laura J. | Chen, Wei | Hagstrom, Stephanie A. | Peachey, Neal S. | Francis, Peter J. | Klein, Michael L. | Chew, Emily Y. | Ramprasad, Vedam L. | Tay, Wan-Ting | Mitchell, Paul | Seielstad, Mark | Stambolian, Dwight E. | Edwards, Albert O. | Lee, Kristine E. | Leontiev, Dmitry V. | Jun, Gyungah | Wang, Yang | Tian, Liping | Qiu, Feiyou | Henning, Alice K. | LaFramboise, Thomas | Sen, Parveen | Aarthi, Manoharan | George, Ronnie | Raman, Rajiv | Das, Manmath Kumar | Vijaya, Lingam | Kumaramanickavel, Govindasamy | Wong, Tien Y. | Swaroop, Anand | Abecasis, Goncalo R. | Klein, Ronald | Klein, Barbara E. K. | Nickerson, Deborah A. | Eichler, Evan E. | Iyengar, Sudha K. | Urtti, Arto
Complement factor H shows very strong association with Age-related Macular Degeneration (AMD), and recent data suggest that multiple causal variants are associated with disease. To refine the location of the disease associated variants, we characterized in detail the structural variation at CFH and its paralogs, including two copy number polymorphisms (CNP), CNP147 and CNP148, and several rare deletions and duplications. Examination of 34 AMD-enriched extended families (N = 293) and AMD cases (White N = 4210 Indian = 134; Malay = 140) and controls (White N = 3229; Indian = 117; Malay = 2390) demonstrated that deletion CNP148 was protective against AMD, independent of SNPs at CFH. Regression analysis of seven common haplotypes showed three haplotypes, H1, H6 and H7, as conferring risk for AMD development. Being the most common haplotype H1 confers the greatest risk by increasing the odds of AMD by 2.75-fold (95% CI = [2.51, 3.01]; p = 8.31×10−109); Caucasian (H6) and Indian-specific (H7) recombinant haplotypes increase the odds of AMD by 1.85-fold (p = 3.52×10−9) and by 15.57-fold (P = 0.007), respectively. We identified a 32-kb region downstream of Y402H (rs1061170), shared by all three risk haplotypes, suggesting that this region may be critical for AMD development. Further analysis showed that two SNPs within the 32 kb block, rs1329428 and rs203687, optimally explain disease association. rs1329428 resides in 20 kb unique sequence block, but rs203687 resides in a 12 kb block that is 89% similar to a noncoding region contained in ΔCNP148. We conclude that causal variation in this region potentially encompasses both regulatory effects at single markers and copy number.
doi:10.1371/journal.pone.0025598
PMCID: PMC3192039
PMID: 22022419
Ikram, M. Kamran | Sim, Xueling | Jensen, Richard A. | Cotch, Mary Frances | Hewitt, Alex W. | Ikram, M. Arfan | Wang, Jie Jin | Klein, Ronald | Klein, Barbara E. K. | Breteler, Monique M. B. | Cheung, Ning | Liew, Gerald | Mitchell, Paul | Uitterlinden, Andre G. | Rivadeneira, Fernando | Hofman, Albert | de Jong, Paulus T. V. M. | van Duijn, Cornelia M. | Kao, Linda | Cheng, Ching-Yu | Smith, Albert Vernon | Glazer, Nicole L. | Lumley, Thomas | McKnight, Barbara | Psaty, Bruce M. | Jonasson, Fridbert | Eiriksdottir, Gudny | Aspelund, Thor | Harris, Tamara B. | Launer, Lenore J. | Taylor, Kent D. | Li, Xiaohui | Iyengar, Sudha K. | Xi, Quansheng | Sivakumaran, Theru A. | Mackey, David A. | MacGregor, Stuart | Martin, Nicholas G. | Young, Terri L. | Bis, Josh C. | Wiggins, Kerri L. | Heckbert, Susan R. | Hammond, Christopher J. | Andrew, Toby | Fahy, Samantha | Attia, John | Holliday, Elizabeth G. | Scott, Rodney J. | Islam, F. M. Amirul | Rotter, Jerome I. | McAuley, Annie K. | Boerwinkle, Eric | Tai, E. Shyong | Gudnason, Vilmundur | Siscovick, David S. | Vingerling, Johannes R. | Wong, Tien Y.
PLoS Genetics
2010;6(11):10.1371/annotation/841bfadf-85d1-4059-894f-2863d73fa963.
doi:10.1371/annotation/841bfadf-85d1-4059-894f-2863d73fa963
PMCID: PMC2988687
Malhotra, Alka | Igo, Robert P. | Thameem, Farook | Kao, W.H. Linda | Abboud, Hanna E. | Adler, Sharon G. | Arar, Nedal H. | Bowden, Donald W. | Duggirala, Ravindranath | Freedman, Barry I. | Goddard, Katrina A.B. | Ipp, Eli | Iyengar, Sudha K. | Kimmel, Paul L. | Knowler, William C. | Kohn, Orly | Leehey, David | Meoni, Lucy A. | Nelson, Robert G. | Nicholas, Susanne B. | Parekh, Rulan S. | Rich, Stephen S. | Chen, Yii-Der I. | Saad, Mohammed F. | Scavini, Marina | Schelling, Jeffrey R. | Sedor, John R. | Shah, Vallabh O. | Taylor, Kent D. | Thornley-Brown, Denyse | Zager, Philip G. | Horvath, Amanda | Hanson, Robert L.
Background
Previous studies have shown that, in addition to environmental influences, type 2 diabetes mellitus (T2DM) has a strong genetic component. The goal of the current study is to identify regions of linkage for T2DM in ethnically diverse populations.
Methods
Phenotypic and genotypic data were obtained from African American (AA; total number of individuals (N)=1004), American Indian (AI; N=883), European American (EA; N=537), and Mexican American (MA; N=1634) individuals from the Family Investigation of Nephropathy and Diabetes. Nonparametric linkage analysis, using an average of 4,404 SNPs, was performed in relative pairs affected with T2DM in each ethnic group. In addition, family-based tests were performed to detect association with T2DM.
Results
Statistically significant evidence for linkage was observed on chromosomes 4q21.1 (LOD=3.13; genome-wide p=0.04) in AA. In addition, a total of eleven regions showed suggestive evidence for linkage (estimated at LOD>1.71), with the highest LOD scores on chromosomes 12q21.31 (LOD=2.02) and 22q12.3 (LOD=2.38) in AA, 2p11.1 (LOD=2.23) in AI, 6p12.3 (LOD=2.77) in EA, and 13q21.1 (LOD=2.24) in MA. While no region overlapped across all ethnic groups, at least five loci showing LOD>1.71 have been identified in previously published studies.
Conclusions
The results from this study provide evidence for the presence of genes affecting T2DM on chromosomes 4q, 12q, and 22q in AA, 6p in EA, 2p in AI, and 13q in MA. The strong evidence for linkage on chromosome 4q in AA provides important information given the paucity of diabetes genetic studies in this population.
doi:10.1002/dmrr.1031
PMCID: PMC2783577
PMID: 19795399
FIND; Type 2 Diabetes; linkage analysis; ethnicity
Ikram, M. Kamran | Xueling, Sim | Jensen, Richard A. | Cotch, Mary Frances | Hewitt, Alex W. | Ikram, M. Arfan | Wang, Jie Jin | Klein, Ronald | Klein, Barbara E. K. | Breteler, Monique M. B. | Cheung, Ning | Liew, Gerald | Mitchell, Paul | Uitterlinden, Andre G. | Rivadeneira, Fernando | Hofman, Albert | de Jong, Paulus T. V. M. | van Duijn, Cornelia M. | Kao, Linda | Cheng, Ching-Yu | Smith, Albert Vernon | Glazer, Nicole L. | Lumley, Thomas | McKnight, Barbara | Psaty, Bruce M. | Jonasson, Fridbert | Eiriksdottir, Gudny | Aspelund, Thor | Harris, Tamara B. | Launer, Lenore J. | Taylor, Kent D. | Li, Xiaohui | Iyengar, Sudha K. | Xi, Quansheng | Sivakumaran, Theru A. | Mackey, David A. | MacGregor, Stuart | Martin, Nicholas G. | Young, Terri L. | Bis, Josh C. | Wiggins, Kerri L. | Heckbert, Susan R. | Hammond, Christopher J. | Andrew, Toby | Fahy, Samantha | Attia, John | Holliday, Elizabeth G. | Scott, Rodney J. | Islam, F. M. Amirul | Rotter, Jerome I. | McAuley, Annie K. | Boerwinkle, Eric | Tai, E. Shyong | Gudnason, Vilmundur | Siscovick, David S. | Vingerling, Johannes R. | Wong, Tien Y. | McCarthy, Mark I.
There is increasing evidence that the microcirculation plays an important role in the pathogenesis of cardiovascular diseases. Changes in retinal vascular caliber reflect early microvascular disease and predict incident cardiovascular events. We performed a genome-wide association study to identify genetic variants associated with retinal vascular caliber. We analyzed data from four population-based discovery cohorts with 15,358 unrelated Caucasian individuals, who are members of the Cohort for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium, and replicated findings in four independent Caucasian cohorts (n = 6,652). All participants had retinal photography and retinal arteriolar and venular caliber measured from computer software. In the discovery cohorts, 179 single nucleotide polymorphisms (SNP) spread across five loci were significantly associated (p<5.0×10−8) with retinal venular caliber, but none showed association with arteriolar caliber. Collectively, these five loci explain 1.0%–3.2% of the variation in retinal venular caliber. Four out of these five loci were confirmed in independent replication samples. In the combined analyses, the top SNPs at each locus were: rs2287921 (19q13; p = 1.61×10−25, within the RASIP1 locus), rs225717 (6q24; p = 1.25×10−16, adjacent to the VTA1 and NMBR loci), rs10774625 (12q24; p = 2.15×10−13, in the region of ATXN2,SH2B3 and PTPN11 loci), and rs17421627 (5q14; p = 7.32×10−16, adjacent to the MEF2C locus). In two independent samples, locus 12q24 was also associated with coronary heart disease and hypertension. Our population-based genome-wide association study demonstrates four novel loci associated with retinal venular caliber, an endophenotype of the microcirculation associated with clinical cardiovascular disease. These data provide further insights into the contribution and biological mechanisms of microcirculatory changes that underlie cardiovascular disease.
Author Summary
The microcirculation plays an important role in the development of cardiovascular diseases. Retinal vascular caliber changes reflect early microvascular disease and predict incident cardiovascular events. In order to identify genetic variants associated with retinal vascular caliber, we performed a genome-wide association study and analyzed data from four population-based discovery cohorts with 15,358 unrelated Caucasian individuals, who are members of the Cohort for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium, and replicated findings in four independent Caucasian cohorts (n = 6,652). We found evidence for association of four loci with retinal venular caliber: on chromosomes 19q13 within the RASIP1 locus, 6q24 adjacent to the VTA1 and NMBR loci, 12q24 in the region of ATXN2,SH2B3 and PTPN11 loci, and 5q14 adjacent to the MEF2C locus. In two independent samples, locus 12q24 was also associated with coronary heart disease and hypertension. In the present study, we demonstrate that four novel loci were associated with retinal venular caliber, an endophenotype of the microcirculation associated with clinical cardiovascular disease. Our findings will help focus research on novel genes and pathways involving the microcirculation and its role in the development of cardiovascular disease.
doi:10.1371/journal.pgen.1001184
PMCID: PMC2965750
PMID: 21060863