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Nagao Y. Contribution of rare variants to heritability of a disease is much greater than conventionally estimated: modification of allele distribution model. J Hum Genet 2024; 69:663-668. [PMID: 39164359 DOI: 10.1038/s10038-024-01281-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 07/27/2024] [Accepted: 07/28/2024] [Indexed: 08/22/2024]
Abstract
"Missing heritability" is a current problem in human genetics. I previously reported a method to estimate heritability of a polymorphism (hp2) for a common disease without calculating the genetic variance under dominant and the recessive models. Here, I extend the method to the co-dominant model and carry out trial calculations of hp2. I also calculate hp2 applying the allele distribution model originally reported by Pawitan et al. for comparison as a conventional method. But unexpectedly, hp2 calculated for rare variants with high odds ratios was much higher than the calculated values with the allele distribution model. Also, while examining the basis for the difference in calculated hp2, I noticed that conventional methods use the allele frequency (AF) of a variant in the general population to calculate the genetic variance of that variant. However, this implicitly assumes that the unaffected are included among the phenotypes of the disease - an assumption that is inconsistent with case-control studies in which unaffected individuals belong to the control (unaffected) group. Therefore, I modified the allele distribution model by using the AF in the patient population. Consequently, the hp2 of rare variants calculated with the modified allele distribution model was quite high. Recalculating hp2 of several rare variants reported in the literature with the modified allele distribution model yielded results were 3.2 - 53.7 times higher than the hp2 calculated with the original allele distribution model. These results suggest that the contribution of rare variants to heritability of a disease has been considerably underestimated.
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Affiliation(s)
- Yoshiro Nagao
- Department of Clinical Genetics, Tokai University Hospital, Shimokasuya 143, Isehara, Kanagawa, Japan.
- Department of Laboratory Examination, Takashimadaira Chuo General Hospital, Itabashi, Tokyo, Japan.
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Ding Y, Li N, Lou D, Zhang Q, Chang G, Li J, Li X, Li Q, Huang X, Wang J, Jiang F, Wang X. Clinical and genetic analysis in a Chinese cohort of children and adolescents with diabetes/persistent hyperglycemia. J Diabetes Investig 2020; 12:48-62. [PMID: 32531870 PMCID: PMC7779271 DOI: 10.1111/jdi.13322] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Revised: 06/02/2020] [Accepted: 06/05/2020] [Indexed: 12/11/2022] Open
Abstract
Aims/Introduction To investigate the genetic etiology and evaluate the diagnostic application of next‐generation sequencing for diabetes/persistent hyperglycemia in children and adolescents. Materials and Methods Patients with diabetes/persistent hyperglycemia, presenting with at least one other clinical manifestation (other than diabetes) or with a family history of diabetes, were recruited. The clinical and laboratory characteristics of the patients were recorded. Next‐generation sequencing was carried out, and candidate variants were verified by Sanger sequencing. Variant pathogenicity was further evaluated according to the American College of Medical Genetics and Genomics guidelines. Results This study included 101 potential probands, 36 of whom were identified as positive by genetic testing. A further 51.2 and 20.9% of variants were determined to be pathogenic or likely pathogenic, respectively. Variants associated with the disease were primarily identified in 21 genes and three regions of copy number variants. Among the 39 variants in 21 genes, 61.5% (24/39) were novel. The genetic diagnosis of 23 patients was confirmed based on genetic evidence and associated clinical manifestations. We reported GCK variants (21.7%, 5/23) as the most common etiology in our cohort. Different clinical manifestations were observed in one family with WFS1 variants. Conclusions Our findings support the use of next‐generation sequencing as a standard method in patients with diabetes/persistent hyperglycemia and provide insights into the etiologies of these conditions.
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Affiliation(s)
- Yu Ding
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Niu Li
- Department of Medical Genetics and Molecular Diagnostic Laboratory, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Dan Lou
- Department of Pediatrics, the First Affiliated Hospital of Henan University of Science and Technology, Henan University of Science and Technology, Luoyang, China
| | - Qianwen Zhang
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Guoying Chang
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Juan Li
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Xin Li
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Qun Li
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Xiaodong Huang
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Jian Wang
- Department of Medical Genetics and Molecular Diagnostic Laboratory, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Fan Jiang
- Department of Developmental and Behavioral Pediatrics, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Xiumin Wang
- Department of Endocrinology and Metabolism, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
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Yan YX, Li JJH, Xiao HB, Wang S, He Y, Wu LJ. Association analysis of copy number variations in type 2 diabetes-related susceptible genes in a Chinese population. Acta Diabetol 2018; 55:909-916. [PMID: 29858661 DOI: 10.1007/s00592-018-1168-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Accepted: 05/25/2018] [Indexed: 01/19/2023]
Abstract
AIMS Copy number variations (CNVs) have been implicated as an important genetic marker of common disease. In this study, we explored genetic effects of common CNVs in Type 2 diabetes (T2D) related susceptible genes in Chinese population. METHODS Seven common CNV loci were selected from genes enclosing the susceptible single nucleotide polymorphisms (SNPs) of T2D confirmed by genome-wide association studies (GWAS) and replication studies conducted in east Asia population. The CNVs and SNPs were genotyped in 504 T2D patients and 494 non-T2D controls. Cumulative effect of the positive CNV loci was measured using genetic risk score (GRS). Multiplicative and additive interaction between candidate CNV loci and SNPs were assessed. RESULTS Compared with the common two copies, the deletion of nsv6360 (adjusted OR = 2.28, 95% CI 1.37-3.78, P = 0.001), nsv8414 (adjusted OR = 1.89, 95% CI 1.16-3.08, P = 0.006) and nsv1898 (adjusted OR = 1.84, 95% CI 1.19-2.84, P = 0.005) were significantly associated with increased risk of T2D (P < 0.007). Significant dose-response relationship was observed between GRS and the risk of T2D (χ2 for trend = 19.51, P < 0.001). In addition, significant additive interactions between nsv8414 and rs17584499 in PTPRD (AP = 0.60, 95% CI 0.12-1.07) and nsv1898 and rs16955379 in CMIP (AP = 0.46, 95% CI 0.01-0.91) were observed. CONCLUSIONS There were three CNV loci (nsv6360, nsv8414 and nsv1898) associated with T2D, and a significant cumulative effect of these loci on the risk of T2D. The comprehensive effects of both CNVs and SNPs may provide a more useful tool for the identification of genetic susceptibility for T2D.
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Affiliation(s)
- Yu-Xiang Yan
- Department of Epidemiology and Biostatistics, School of Public Health, Capital Medical University, No. 10 Xitoutiao, You An Men, Beijing, 100069, People's Republic of China.
- Municipal Key Laboratory of Clinical Epidemiology, Beijing, People's Republic of China.
| | - Jia-Jiang-Hui Li
- Department of Epidemiology and Biostatistics, School of Public Health, Capital Medical University, No. 10 Xitoutiao, You An Men, Beijing, 100069, People's Republic of China
| | - Huan-Bo Xiao
- Department of Preventive Medicine, Yanjing Medical College, Capital Medical University, Beijing, People's Republic of China
| | - Shuo Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Capital Medical University, No. 10 Xitoutiao, You An Men, Beijing, 100069, People's Republic of China
| | - Yan He
- Department of Epidemiology and Biostatistics, School of Public Health, Capital Medical University, No. 10 Xitoutiao, You An Men, Beijing, 100069, People's Republic of China
- Municipal Key Laboratory of Clinical Epidemiology, Beijing, People's Republic of China
| | - Li-Juan Wu
- Department of Epidemiology and Biostatistics, School of Public Health, Capital Medical University, No. 10 Xitoutiao, You An Men, Beijing, 100069, People's Republic of China.
- Municipal Key Laboratory of Clinical Epidemiology, Beijing, People's Republic of China.
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Sekimoto T, Ishii M, Emi M, Kurogi S, Funamoto T, Yonezawa Y, Tajima T, Sakamoto T, Hamada H, Chosa E. Copy number loss in the region of the ASPN gene in patients with acetabular dysplasia: ASPN CNV in acetabular dysplasia. Bone Joint Res 2017; 6:439-445. [PMID: 28747338 PMCID: PMC5539304 DOI: 10.1302/2046-3758.67.bjr-2016-0094.r1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2016] [Accepted: 05/15/2017] [Indexed: 11/25/2022] Open
Abstract
Objectives We have previously investigated an association between the genome copy number variation (CNV) and acetabular dysplasia (AD). Hip osteoarthritis is associated with a genetic polymorphism in the aspartic acid repeat in the N-terminal region of the asporin (ASPN) gene; therefore, the present study aimed to investigate whether the CNV of ASPN is involved in the pathogenesis of AD. Methods Acetabular coverage of all subjects was evaluated using radiological findings (Sharp angle, centre-edge (CE) angle, acetabular roof obliquity (ARO) angle, and minimum joint space width). Genomic DNA was extracted from peripheral blood leukocytes. Agilent’s region-targeted high-density oligonucleotide tiling microarray was used to analyse 64 female AD patients and 32 female control subjects. All statistical analyses were performed using EZR software (Fisher’s exact probability test, Pearson’s correlation test, and Student’s t-test). Results CNV analysis of the ASPN gene revealed a copy number loss in significantly more AD patients (9/64) than control subjects (0/32; p = 0.0212). This loss occurred within a 60 kb region on 9q22.31, which harbours the gene for ASPN. The mean radiological parameters of these AD patients were significantly worse than those of the other subjects (Sharp angle, p = 0.0056; CE angle, p = 0.0076; ARO angle, p = 0.0065), and all nine patients required operative therapy such as total hip arthroplasty or pelvic osteotomy. Moreover, six of these nine patients had a history of operative or conservative therapy for developmental dysplasia of the hip. Conclusions Copy number loss within the region harbouring the ASPN gene on 9q22.31 is associated with severe AD. A copy number loss in the ASPN gene region may play a role in the aetiology of severe AD. Cite this article: T. Sekimoto, M. Ishii, M. Emi, S. Kurogi, T. Funamoto, Y. Yonezawa, T. Tajima, T. Sakamoto, H. Hamada, E. Chosa. Copy number loss in the region of the ASPN gene in patients with acetabular dysplasia: ASPN CNV in acetabular dysplasia. Bone Joint Res 2017;6:439–445. DOI: 10.1302/2046-3758.67.BJR-2016-0094.R1.
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Affiliation(s)
- T Sekimoto
- Department of Medicine of Sensory and Motor Organs, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
| | - M Ishii
- CNV Laboratory, DNA Chip Research Institute, 1-15-1 Kaigan, Minatoku, Tokyo 105-0022, Japan
| | - M Emi
- Thoracic Oncology and Cancer Biology, University of Hawaii Cancer Center, 651 Ilalo Street, BSB231, Honolulu, HI 96813, USA
| | - S Kurogi
- Department of Medicine of Sensory and Motor Organs, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
| | - T Funamoto
- Department of Medicine of Sensory and Motor Organs, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
| | - Y Yonezawa
- Division of Data Management, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
| | - T Tajima
- Department of Medicine of Sensory and Motor Organs, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
| | - T Sakamoto
- Department of Medicine of Sensory and Motor Organs, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
| | - H Hamada
- Department of Medicine of Sensory and Motor Organs, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
| | - E Chosa
- Department of Medicine of Sensory and Motor Organs, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan
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Copy number variations play important roles in heredity of common diseases: a novel method to calculate heritability of a polymorphism. Sci Rep 2015; 5:17156. [PMID: 26599540 PMCID: PMC4657159 DOI: 10.1038/srep17156] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2015] [Accepted: 10/26/2015] [Indexed: 11/13/2022] Open
Abstract
“Missing heritability” in genome wide association studies, the failure to account for a considerable fraction of heritability by the variants detected, is a current puzzle in human genetics. For solving this puzzle the involvement of genetic variants like rare single nucleotide polymorphisms (SNPs) and copy number variations (CNVs) has been proposed. Many papers have published estimating the heritability of sets of polymorphisms, however, there has been no paper discussing the estimation of a heritability of a single polymorphism. Here I show a simple but rational method to calculate heritability of an individual polymorphism, hp2. Using this method, I carried out a trial calculation of hp2 of CNVs and SNPs using published data. It turned out that hp2 of some CNVs is quite large. Noteworthy examples were that about 25% of the heritability of type 2 diabetes mellitus and about 15% of the heritability of schizophrenia could be accounted for by one CNV and by four CNVs, respectively. The results suggest that a large part of missing heritability could be accounted for by re-evaluating the CNVs which have been already found and by searching novel CNVs with large hp2.
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Genome-wide copy number variation study reveals KCNIP1 as a modulator of insulin secretion. Genomics 2014; 104:113-20. [DOI: 10.1016/j.ygeno.2014.05.004] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2014] [Revised: 05/19/2014] [Accepted: 05/23/2014] [Indexed: 01/09/2023]
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Kodama S, Yamada T, Imai J, Sawada S, Takahashi K, Tsukita S, Kaneko K, Uno K, Ishigaki Y, Oka Y, Katagiri H. Simultaneous copy number losses within multiple subtelomeric regions in early-onset type 2 diabetes mellitus. PLoS One 2014; 9:e88602. [PMID: 24709989 PMCID: PMC3977841 DOI: 10.1371/journal.pone.0088602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2013] [Accepted: 01/13/2014] [Indexed: 11/23/2022] Open
Abstract
Genetic factors play very important roles in the onset and progression of type 2 diabetes mellitus (T2DM). However, the genetic factors correlating with T2DM onset have not as yet been fully clarified. We previously found that copy number losses in the subtelomeric region on chromosome 4p16.3 were detected in early-onset Japanese T2DM patients (onset age <35 years) at a high frequency. Herein, we additionally found two novel copy number losses within the subtelomeric regions on chromosomes 16q24.2-3 and 22q13.31-33, which have significant associations with early-onset Japanese T2DM. The associations were statistically significant by Fisher's exact tests with P values of 5.19×10−3 and 1.81×10−3 and odds ratios of 5.7 and 4.4 for 16q24.2-3 and 22q13.31-33, respectively. Furthermore, copy number variation (CNV) analysis of the whole genome using the CNV BeadChip system verified simultaneous copy number losses in all three subtelomeric regions in 11 of our 100 T2DM subjects, while none of 100 non-diabetic controls showed the copy number losses in all three regions. Our results suggest that the mechanism underlying induction of CNVs is involved in the pathogenesis of early-onset T2DM. Thus, copy number losses within multiple subtelomeric regions are strongly associated with early-onset T2DM and examination of simultaneous CNVs in these three regions may lead to the development of an accurate and selective procedure for detecting genetic susceptibility to T2DM.
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Affiliation(s)
- Shinjiro Kodama
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Tetsuya Yamada
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Junta Imai
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Shojiro Sawada
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Kei Takahashi
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Sohei Tsukita
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Keizo Kaneko
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Kenji Uno
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Yasushi Ishigaki
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Yoshitomo Oka
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hideki Katagiri
- Division of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
- Japan Science and Technology Agency, CREST, Tokyo, Japan
- * E-mail:
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Sekimoto T, Ishii M, Emi M, Kurogi S, Funamoto T, Hamada H, Chosa E. Segmental copy number loss in the region of Semaphorin 4D gene in patients with acetabular dysplasia. J Orthop Res 2013; 31:957-61. [PMID: 23335257 DOI: 10.1002/jor.22310] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2012] [Accepted: 12/13/2012] [Indexed: 02/04/2023]
Abstract
Acetabular dysplasia (AD) appears to be a multi-factorial disease, which may involve both genetic and environmental factors and whose pathogenesis remains obscure. The present study aims to identify a genetic variation that might confer risk of AD. We performed whole-genome screening of a copy number variation (CNV) using a deCODE-Illumina CNV beadchip with 20 female AD patients and 131 control subjects. Subsequently, Agilent's region-targeted high-density oligonucleotide tiling microarray was used to analyze 64 female AD patients and 32 female control subjects. By sequential analyses, we found a copy number loss in 18 of 64 AD patients, but none in the 32 controls. The loss occurred within a 472 kb region on 9q22.2, which harbors the gene for Semaphorin 4D (Sema4D; 18/64 vs. 0/32, p = 4.81 × 10(-4) , OR = 25.86). We suggest that a copy number loss of the Sema4D gene region may play a role in the etiology of AD.
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Affiliation(s)
- Tomohisa Sekimoto
- Division of Orthopedic Surgery, Department of Medicine of Sensory and Motor Organs, Faculty of Medicine, University of Miyazaki, 5200 Kihara, Kiyotake, Miyazaki 889-1692, Japan.
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Ventura M, Catacchio CR, Sajjadian S, Vives L, Sudmant PH, Marques-Bonet T, Graves TA, Wilson RK, Eichler EE. The evolution of African great ape subtelomeric heterochromatin and the fusion of human chromosome 2. Genome Res 2012; 22:1036-49. [PMID: 22419167 PMCID: PMC3371704 DOI: 10.1101/gr.136556.111] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Chimpanzee and gorilla chromosomes differ from human chromosomes by the presence of large blocks of subterminal heterochromatin thought to be composed primarily of arrays of tandem satellite sequence. We explore their sequence composition and organization and show a complex organization composed of specific sets of segmental duplications that have hyperexpanded in concert with the formation of subterminal satellites. These regions are highly copy number polymorphic between and within species, and copy number differences involving hundreds of copies can be accurately estimated by assaying read-depth of next-generation sequencing data sets. Phylogenetic and comparative genomic analyses suggest that the structures have arisen largely independently in the two lineages with the exception of a few seed sequences present in the common ancestor of humans and African apes. We propose a model where an ancestral human-chimpanzee pericentric inversion and the ancestral chromosome 2 fusion both predisposed and protected the chimpanzee and human genomes, respectively, to the formation of subtelomeric heterochromatin. Our findings highlight the complex interplay between duplicated sequences and chromosomal rearrangements that rapidly alter the cytogenetic landscape in a short period of evolutionary time.
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Affiliation(s)
- Mario Ventura
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195, USA
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