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Yang X, Wang Q, Li T, Zhou Y, Gao J, Ma W, Zhao N, Liu X, Ai Z, Cheng SY, Gu Y, Zhao B, Yue S, Hu Z. A splicing variant in EFCAB7 hinders ciliary transport and disrupts cardiac development. J Biol Chem 2025; 301:108249. [PMID: 39894222 DOI: 10.1016/j.jbc.2025.108249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Accepted: 01/24/2025] [Indexed: 02/04/2025] Open
Abstract
The Tetralogy of Fallot (TOF), the most prevalent form of cyanotic congenital heart disease, stems from abnormal development of the outflow tract during embryogenesis. Despite the crucial role played by primary cilia in heart development, there is currently insufficient evidence to establish a causal relationship between defects in genes related to primary cilia and non-syndromic TOF. Here, we performed Sanger sequencing on 131 Chinese patients diagnosed with TOF and identified a splicing variant (c.683-1G > C) in the EFCAB7 gene. This splicing variant triggered exon skipping, leading to the production of a non-functional protein both in vitro and in vivo. Mice carrying this variant exhibited abnormal cardiac development, impaired ciliogenesis, disrupted Hedgehog signaling, and hindered Shh/Gli pathway activity. Through the integration of CUT&Tag data on Glis and bulk RNA-seq profiles of embryonic hearts at E10.5, we found that transcriptional downregulation of Gli target genes, including Myh6, Zfpm1, and Nkx2-5, is a consequence of Shh signaling inhibition. Our findings implicate EFCAB7 as a potential causative gene for TOF, underscoring the indispensable function of primary cilia in the intricate process of cardiac septation during heart development.
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Affiliation(s)
- Xin Yang
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China; Department of Medical Genetics, Jiangsu Key Laboratory of Xenotransplantation, Nanjing Medical University, Nanjing, China
| | - Qiuye Wang
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Tianyuan Li
- Department of Medical Genetics, Jiangsu Key Laboratory of Xenotransplantation, Nanjing Medical University, Nanjing, China
| | - Yan Zhou
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jimiao Gao
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Wanting Ma
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Na Zhao
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Xinyue Liu
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Zihe Ai
- Department of Medical Genetics, Jiangsu Key Laboratory of Xenotransplantation, Nanjing Medical University, Nanjing, China
| | - Steven Y Cheng
- Department of Medical Genetics, Jiangsu Key Laboratory of Xenotransplantation, Nanjing Medical University, Nanjing, China
| | - Yayun Gu
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Bijun Zhao
- Department of Cardiovascular Surgery, Xijing Hospital, The Fourth Military Medical University, Xi'an, China.
| | - Shen Yue
- Department of Medical Genetics, Jiangsu Key Laboratory of Xenotransplantation, Nanjing Medical University, Nanjing, China.
| | - Zhibin Hu
- State Key Laboratory of Reproductive Medicine, Nanjing Medical University, Nanjing, Jiangsu, China; School of Public Health, Center for Global Health, Nanjing Medical University, Nanjing, Jiangsu, China.
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Fish EW, Boschen KE, Parnell SE. Efcab7 deletion sensitizes mice to the teratogenic effects of gastrulation-stage alcohol exposure. Reprod Toxicol 2024; 130:108729. [PMID: 39366525 PMCID: PMC11624995 DOI: 10.1016/j.reprotox.2024.108729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Revised: 09/25/2024] [Accepted: 09/27/2024] [Indexed: 10/06/2024]
Abstract
Alcohol exposure during the gastrulation stage of development can disrupt Sonic hedgehog (Shh) signaling and cause eye, craniofacial, and brain defects. One of the genes that regulates Shh signaling is Efcab7, which encodes a protein that facilitates the actions of Smoothened (Smo), a critical component of the Shh pathway. Previous work from our lab has demonstrated that Efcab7 is differentially expressed between two sub-strains of C57BL/6 mice that differ in their sensitivity to gastrulation-stage alcohol exposure. The more alcohol-sensitive C57BL/6 J mice express lower levels of Efcab7 during gastrulation than do the less alcohol-sensitive C57BL/6NHsd mice. The current study examined whether partial or full Efcab7 deletions render mice more sensitive to gastrulation-stage alcohol exposure and affect the sensitivity to other modulators of Shh signaling that cause craniofacial malformations. Efcab7+/- dams were mated with Efcab7+/- sires to produce Efcab7+/+, Efcab7+/-, and Efcab7-/- fetuses. On gestational day 7 (GD 7), they received either alcohol (two doses of 2.9 g/kg, i.p., given 4 hours apart), the Smo antagonist vismodegib (40 mg/kg, or vehicle, p.o.), the Smo agonist SAG (20 mg/kg) or the appropriate vehicles. GD 17 fetuses were collected and examined for ocular and craniofacial dysmorphology. As compared to Efcab7+/+ fetuses, Efcab7-/- fetuses exposed to alcohol or vismodegib treatment had more severe ocular and craniofacial malformations. In contrast, Efcab7-/- fetuses had less severe malformations induced by SAG. These results confirm that Efcab7 can modify responses to Shh agonists and antagonists and further identify Efcab7 as a gene important for the sensitivity to gastrulation-stage alcohol exposure.
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Affiliation(s)
- Eric W Fish
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
| | - Karen E Boschen
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
| | - Scott E Parnell
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States; Department of Cell Biology and Physiology, University of North Carolina, Chapel Hill, NC, United States; Carolina Institute for Developmental Disabilities, University of North Carolina, Chapel Hill, NC, United States.
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Kovacs S, Scansen BA, Stern JA. The Genetics of Canine Pulmonary Valve Stenosis. Vet Clin North Am Small Anim Pract 2023; 53:1379-1391. [PMID: 37423844 DOI: 10.1016/j.cvsm.2023.05.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
There have been recent advancements in understanding the genetic contribution to pulmonary valve stenosis (PS) in brachycephalic breeds such as the French Bulldog and Bulldog. The associated genes are transcriptions factors involved in cardiac development, which is comparable to the genes that cause PS in humans. However, validation studies and functional follow up is necessary before this information can be used for screening purposes.
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Affiliation(s)
- Samantha Kovacs
- Anatomic Pathology Service, School of Veterinary Medicine, University of California Davis, UC Davis VMTH, 1 Garrod Drive, Davis, CA 95616, USA.
| | - Brian A Scansen
- College of Veterinary Medicine & Biomedical Sciences, Colorado State University, Veterinary Teaching Hospital, 300 West Drake Road, 1678 Campus Delivery, Fort Collins, CO 80523-1678, USA
| | - Joshua A Stern
- Department of Medicine and Epidemiology, School of Veterinary Medicine, University of California Davis, UC Davis VMTH, 1 Garrod Drive, Davis, CA 95616, USA
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Construction of Prognostic Risk Model of Patients with Skin Cutaneous Melanoma Based on TCGA-SKCM Methylation Cohort. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:4261329. [PMID: 36060650 PMCID: PMC9436567 DOI: 10.1155/2022/4261329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 07/13/2022] [Accepted: 07/23/2022] [Indexed: 11/17/2022]
Abstract
Skin cutaneous melanoma (SKCM) is a common malignant skin cancer. Early diagnosis could effectively reduce SKCM patient's mortality to a large extent. We managed to construct a model to examine the prognosis of SKCM patients. The methylation-related data and clinical data of The Cancer Gene Atlas- (TCGA-) SKCM were downloaded from TCGA database. After preprocessing the methylation data, 21,861 prognosis-related methylated sites potentially associated with prognosis were obtained using the univariate Cox regression analysis and multivariate Cox regression analysis. Afterward, unsupervised clustering was used to divide the patients into 4 clusters, and weighted correlation network analysis (WGCNA) was applied to construct coexpression modules. By overlapping the CpG sites between the clusters and turquoise model, a prognostic model was established by LASSO Cox regression and multivariate Cox regression. It was found that 9 methylated sites included cg01447831, cg14845689, cg20895058, cg06506470, cg09558315, cg06373660, cg17737409, cg21577036, and cg22337438. After constructing the prognostic model, the performance of the model was validated by survival analysis and receiver operating characteristic (ROC) curve, and the independence of the model was verified by univariate and multivariate regression. It was represented that the prognostic model was reliable, and riskscore could be used as an independent prognostic factor in SKCM patients. At last, we combined clinical data and patient's riskscore to establish and testify the nomogram that could determine patient's prognosis. The results found that the reliability of the nomogram was relatively good. All in all, we constructed a prognostic model that could determine the prognosis of SKCM patients and screened 9 key methylated sites through analyzing data in TCGA-SKCM dataset. Finally, a prognostic nomogram was established combined with clinical diagnosed information and riskscore. The results are significant for improving the prognosis of SKCM patients in the future.
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Microdeletion of 4p16.2 in Children: A Case Report and Literature Review. Case Rep Genet 2022; 2022:6253690. [PMID: 35437470 PMCID: PMC9013304 DOI: 10.1155/2022/6253690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Revised: 03/16/2022] [Accepted: 03/29/2022] [Indexed: 11/17/2022] Open
Abstract
Copy number variations (CNV) are thought to play an important role in causing human diseases, including congenital anomalies, psychiatric disorders, and intellectual disabilities. We report here a one-year-old boy presented to our clinic as developmental delay. He presented a birth weight of 4.5 kg, motor delay, mental retardation, mild hypertonia, and some dysmorphic features (mild frontal bossing, hypertelorism, epicanthus, concave nasal ridge, slightly sparse hair, short hands, and mild nail dysplasia). The brain MRI indicated brain abnormalities; the Gross Motor Function Measure-66 score was 23.37; the Gesell test result showed the development quotient was 50, suggesting mental retardation. Chromosomal microarray analysis showed an approximately 97 kb microdeletion at 4p16.2 (4p16.2 CNV), including part of EVC and EVC2 genes, which were associated with Ellis-van Creveld syndrome (EvC) and Weyers acrofacial dysostosis (WAD). This report suggests 4p16.2 microdeletion may be associated with multiple developmental abnormalities, including motor delay and mental retardation.
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Akiel M. The genetic architecture behind congenital heart disease: A review of genetic and epigenetic factors. JOURNAL OF NATURE AND SCIENCE OF MEDICINE 2022. [DOI: 10.4103/jnsm.jnsm_126_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Tang CSM, Mononen M, Lam WY, Jin SC, Zhuang X, Garcia-Barcelo MM, Lin Q, Yang Y, Sahara M, Eroglu E, Chien KR, Hong H, Tam PK, Gruber PJ. Sequencing of a Chinese tetralogy of fallot cohort reveals clustering mutations in myogenic heart progenitors. JCI Insight 2021; 7:152198. [PMID: 34905512 PMCID: PMC8855809 DOI: 10.1172/jci.insight.152198] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 12/08/2021] [Indexed: 11/17/2022] Open
Abstract
Tetralogy of Fallot (TOF) is the most common cyanotic heart defect, yet the underlying genetic mechanisms remain poorly understood. Here, we performed whole-genome sequencing analysis on 146 nonsyndromic TOF parent-offspring trios of Chinese ethnicity. Comparison of de novo variants and recessive genotypes of this data set with data from a European cohort identified both overlapping and potentially novel gene loci and revealed differential functional enrichment between cohorts. To assess the impact of these mutations on early cardiac development, we integrated single-cell and spatial transcriptomics of early human heart development with our genetic findings. We discovered that the candidate gene expression was enriched in the myogenic progenitors of the cardiac outflow tract. Moreover, subsets of the candidate genes were found in specific gene coexpression modules along the cardiomyocyte differentiation trajectory. These integrative functional analyses help dissect the pathogenesis of TOF, revealing cellular hotspots in early heart development resulting in cardiac malformations.
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Affiliation(s)
- Clara Sze Man Tang
- Department of Surgery, The University of Hong Kong, Hong Kong, Hong Kong
| | - Mimmi Mononen
- Department of Cell and Molecular Biology, Karolinska Institute, Stockholm, Sweden
| | - Wai-Yee Lam
- Department of Surgery, The University of Hong Kong, Hong Kong, Hong Kong
| | - Sheng Chih Jin
- Department of Genetics, Washington University School of Medicine, St. Louis, United States of America
| | - Xuehan Zhuang
- Department of Surgery, The University of Hong Kong, Hong Kong, Hong Kong
| | | | - Qiongfen Lin
- Department of Surgery, The University of Hong Kong, Hong Kong, Hong Kong
| | - Yujia Yang
- Department of Surgery, Yale University School of Medicine, New Haven, United States of America
| | - Makoto Sahara
- Department of Cell and Molecular Biology, Karolinska Institute, Stockholm, Sweden
| | - Elif Eroglu
- Department of Cell and Molecular Biology, Karolinska Institute, Stockholm, Sweden
| | - Kenneth R Chien
- Department of Cell and Molecular Biology, Karolinska Institute, Stockholm, Sweden
| | - Haifa Hong
- Department of Cardiovascular Surgery, Shanghai Children's Medical Center, Shanghai, China
| | - Paul Kh Tam
- Department of Surgery, The University of Hong Kong, Hong Kong, Hong Kong
| | - Peter J Gruber
- Yale University School of Medicine, New Haven, United States of America
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Zaka A, Shahzad S, Rao HZ, Kanwal S, Gul A, Basit S. An intrafamilial phenotypic variability in Ellis-Van Creveld syndrome due to a novel 27 bps deletion mutation. Am J Med Genet A 2021; 185:2888-2894. [PMID: 34037314 DOI: 10.1002/ajmg.a.62360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2021] [Revised: 03/22/2021] [Accepted: 05/08/2021] [Indexed: 11/09/2022]
Abstract
Ellis-van Creveld (EvC) syndrome is an autosomal recessive disease, characterized by ectodermal, skeletal, and cardiac anomalies. We report intrafamilial phenotypic variability in three new EvC syndrome cases. Affected males in this study showed only ectodermal abnormalities, whereas an affected female showed the classical presentation of EvC Syndrome, including bilateral postaxial polydactyly of hands and feet, and congenital heart defects. Whole exome sequencing was performed to identify the causative variant, followed by validation and segregation analysis using Sanger sequencing. A homozygous deletion variant (c.731_757del) was identified in exon 6 of the EVC gene (NM_153717.2). The identified variant is considered to be the most likely candidate variant for the EvC syndrome in the family based on previous reports validating the role of EVC variants in the EvC syndrome. The disease correctly segregated in the family members, as all affected members were homozygous, and obligate carriers were heterozygous. Our family is remarkable in highlighting the variable expressivity of the EvC phenotype within the same family, due to a homozygous deletion mutation in the EVC gene. The variable expressivity might be due to the hypomorphic nature of mutation, or the presence of additional variants in modifier genes or in the regulatory regions of the EVC/EVC2 genes.
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Affiliation(s)
- Ayesha Zaka
- Genomics Research Lab, Department of Biological Sciences, International Islamic University, Islamabad, Pakistan
| | - Shaheen Shahzad
- Genomics Research Lab, Department of Biological Sciences, International Islamic University, Islamabad, Pakistan
| | - Hadi Zahid Rao
- Department of Oral and Maxillofacial Surgery, Bahria University Medical and Dental College, Karachi, Pakistan
| | - Sadia Kanwal
- Genomics Research Lab, Department of Biological Sciences, International Islamic University, Islamabad, Pakistan
| | - Asma Gul
- Genomics Research Lab, Department of Biological Sciences, International Islamic University, Islamabad, Pakistan
| | - Sulman Basit
- Department of Pathology, College of Medicine and Center for Genetics and Inherited Diseases, Taibah University, Medina, Saudi Arabia
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Huang X, Guo Y, Xu H, Yang Z, Deng X, Deng H, Yuan L. Identification of a novel EVC variant in a Han-Chinese family with Ellis-van Creveld syndrome. Mol Genet Genomic Med 2019; 7:e885. [PMID: 31338997 PMCID: PMC6732296 DOI: 10.1002/mgg3.885] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Revised: 06/23/2019] [Accepted: 07/01/2019] [Indexed: 12/31/2022] Open
Abstract
Background Ellis‐van Creveld syndrome (EVC), a very rare genetic skeletal dysplasia, is clinically characterized by a tetrad consisting of chondrodystrophy, polydactyly, ectodermal dysplasia, and cardiac anomalies. The aim of this study was to identify the genetic defect for EVC in a five‐generation consanguineous Han‐Chinese pedigree. Methods A five‐generation, 12‐member Han‐Chinese pedigree was enrolled in this study. Exome sequencing was applied in the proband to screen potential genetic variant(s), and then Sanger sequencing was used to identify the variant in family members and 200 unrelated ethnicity‐matched controls. Results A novel homozygous variant, c.2014C>T, p.(Q672*), in the EvC ciliary complex subunit 1 gene (EVC), was detected in the patient, which was cosegregated with the disease in the family and absent in the controls. Conclusion The identified novel homozygous EVC variant, c.2014C>T, p.(Q672*), was responsible for EVC in this Han‐Chinese pedigree. The findings in this study extend the EVC mutation spectrum and may provide new insights into EVC causation and diagnosis with implications for genetic counseling and clinical management.
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Affiliation(s)
- Xiangjun Huang
- Department of General Surgery, The First Affiliated Hospital of Hunan University of Chinese Medicine, Changsha, China
| | - Yi Guo
- Department of Medical Information, School of Life Sciences, Central South University, Changsha, China
| | - Hongbo Xu
- Center for Experimental Medicine, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Zhijian Yang
- Center for Experimental Medicine, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Xiong Deng
- Center for Experimental Medicine, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Hao Deng
- Center for Experimental Medicine, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Lamei Yuan
- Center for Experimental Medicine, The Third Xiangya Hospital, Central South University, Changsha, China
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Nguyen TQN, Doan NMT, Trinh HT, Mizuguchi M. Novel mutation in EFCAB7 alters expression and interaction of Ellis-van Creveld ciliary proteins. Congenit Anom (Kyoto) 2019; 59:49-50. [PMID: 29845660 DOI: 10.1111/cga.12291] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Revised: 05/08/2018] [Accepted: 05/23/2018] [Indexed: 11/30/2022]
Affiliation(s)
- Tran Quynh Nhu Nguyen
- Department of Developmental Medical Sciences, School of International Health, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.,Children's Hospital, Ho Chi Minh City, Vietnam
| | - Nguyen Minh Thien Doan
- Department of Pediatrics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | | | - Masashi Mizuguchi
- Department of Developmental Medical Sciences, School of International Health, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.,Department of Pediatrics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
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Rudra P, Broadaway KA, Ware EB, Jhun MA, Bielak LF, Zhao W, Smith JA, Peyser PA, Kardia SL, Epstein MP, Ghosh D. Testing cross-phenotype effects of rare variants in longitudinal studies of complex traits. Genet Epidemiol 2018; 42:320-332. [PMID: 29601641 PMCID: PMC5980726 DOI: 10.1002/gepi.22121] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2017] [Revised: 01/19/2018] [Accepted: 02/19/2018] [Indexed: 01/09/2023]
Abstract
Many gene mapping studies of complex traits have identified genes or variants that influence multiple phenotypes. With the advent of next-generation sequencing technology, there has been substantial interest in identifying rare variants in genes that possess cross-phenotype effects. In the presence of such effects, modeling both the phenotypes and rare variants collectively using multivariate models can achieve higher statistical power compared to univariate methods that either model each phenotype separately or perform separate tests for each variant. Several studies collect phenotypic data over time and using such longitudinal data can further increase the power to detect genetic associations. Although rare-variant approaches exist for testing cross-phenotype effects at a single time point, there is no analogous method for performing such analyses using longitudinal outcomes. In order to fill this important gap, we propose an extension of Gene Association with Multiple Traits (GAMuT) test, a method for cross-phenotype analysis of rare variants using a framework based on the distance covariance. The approach allows for both binary and continuous phenotypes and can also adjust for covariates. Our simple adjustment to the GAMuT test allows it to handle longitudinal data and to gain power by exploiting temporal correlation. The approach is computationally efficient and applicable on a genome-wide scale due to the use of a closed-form test whose significance can be evaluated analytically. We use simulated data to demonstrate that our method has favorable power over competing approaches and also apply our approach to exome chip data from the Genetic Epidemiology Network of Arteriopathy.
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Affiliation(s)
- Pratyaydipta Rudra
- Department of Biostatistics and Informatics, Colorado School of Public Health, Aurora, CO
| | | | - Erin B. Ware
- Department of Epidemiology, University of Michigan, Ann Arbor, MI
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI
| | - Min A. Jhun
- Department of Epidemiology, University of Michigan, Ann Arbor, MI
| | | | - Wei Zhao
- Department of Epidemiology, University of Michigan, Ann Arbor, MI
| | | | | | | | | | - Debashis Ghosh
- Department of Biostatistics and Informatics, Colorado School of Public Health, Aurora, CO
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