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Beckhaus T, Kachuri L, Nakase T, Schürmann P, Eisenblätter R, Geerts M, Böhmer G, Strauß H, Hirchenhain C, Schmidmayr M, Müller F, Fasching PA, Häfner N, Luyten A, Jentschke M, Hillemanns P, O'Mara TA, Francis SS, Witte JS, Dörk T, Ramachandran D. Genome-Wide Association Analyses of HPV16 and HPV18 Seropositivity Identify Susceptibility Loci for Cervical Cancer. J Med Virol 2025; 97:e70195. [PMID: 39891432 PMCID: PMC11786146 DOI: 10.1002/jmv.70195] [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: 06/20/2024] [Revised: 11/29/2024] [Accepted: 01/13/2025] [Indexed: 02/03/2025]
Abstract
Infection by high-risk human papillomavirus is known to exacerbate cervical cancer development. The host immune response is crucial in disease regression. Large-scale genetic association studies for cervical cancer have identified few susceptibility variants, mainly at the human leukocyte antigen locus on chromosome 6. We hypothesized that the host immune response modifies cervical cancer risk and performed three genome-wide association analyses for HPV16, HPV18 and HPV16/18 seropositivity in 7814, 7924, and 7924 samples from the UK Biobank, followed by validation genotyping in the German Cervigen case-control series of cervical cancer and dysplasia. In GWAS analyses, we identified two loci associated with HPV16 seropositivity (6p21.32 and 15q26.2), two loci associated with HPV18 seropositivity (5q31.2 and 14q24.3), and one locus for HPV16 and/or HPV18 seropositivity (at 6p21.32). MAGMA gene-based analysis identified HLA-DQA1 and HLA-DQB1 as genome-wide significant (GWS) genes. In validation genotyping, the genome-wide significant lead variant at 6p21.32, rs9272293 associated with overall cervical disease (OR = 0.86, p = 0.004, 95% CI = 0.78-0.95, n = 3710) and HPV16 positive invasive cancer (OR = 0.73, p = 0.005, 95% CI = 0.59-0.91, n = 1431). This variant was found to be a robust eQTL for HLA-DRB1, HLA-DQB1-AS1, C4B, HLA-DRB5, HLA-DRB6, HLA-DQB1, and HLA-DPB1 in a series of cervical epithelial tissue samples. We additionally genotyped twenty-four HPV seropositivity variants below the GWS threshold out of which eleven variants were found to be associated with cervical disease in our cohort, suggesting that further seropositivity variants may determine cervical disease outcome. Our study identifies novel genomic risk loci that associate with HPV type-specific cervical cancer and dysplasia risk and provides evidence for candidate genes at one of the risk loci.
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Affiliation(s)
- Theresa Beckhaus
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
| | - Linda Kachuri
- Department of Epidemiology and Population HealthStanford University School of MedicineStanfordCaliforniaUSA
- Stanford Cancer InstituteStanford School of MedicineStanfordCaliforniaUSA
| | - Taishi Nakase
- Department of Epidemiology and Population HealthStanford University School of MedicineStanfordCaliforniaUSA
| | - Peter Schürmann
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
| | - Rieke Eisenblätter
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
| | - Maya Geerts
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
| | | | - Hans‐Georg Strauß
- Department of GynaecologyMartin‐Luther UniversityHalle‐WittenbergGermany
| | - Christine Hirchenhain
- Department of GynaecologyClinics Carl Gustav Carus, University of DresdenDresdenGermany
| | - Monika Schmidmayr
- Department of GynaecologyTechnical University of MunichMunichGermany
| | | | - Peter A. Fasching
- Department of Gynecology and ObstetricsFriedrich Alexander University of Erlangen–Nuremberg (FAU)ErlangenGermany
| | - Norman Häfner
- Department of GynecologyJena University Hospital, Friedrich‐Schiller‐UniversityJenaGermany
| | - Alexander Luyten
- Dysplasia Unit, Department of Gynecology and ObstetricsMare KlinikumKronshagenGermany
- Department of GynecologyWolfsburg HospitalWolfsburgGermany
| | - Matthias Jentschke
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
| | - Peter Hillemanns
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
| | - Tracy A. O'Mara
- Cancer Research ProgramQIMR Berghofer Medical Research InstituteBrisbaneQueenslandAustralia
| | - Stephen S. Francis
- Department of Neurological Surgery, Weill Institute for NeuroscienceUniversity of California San FranciscoSan FranciscoCaliforniaUSA
| | - John S. Witte
- Stanford Cancer InstituteStanford School of MedicineStanfordCaliforniaUSA
- Department of Biomedical Data Science and Department of GeneticsStanford University School of MedicineStanfordCaliforniaUSA
| | - Thilo Dörk
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
| | - Dhanya Ramachandran
- Gynaecology Research Unit, Department of Gynecology and ObstetricsHannover Medical SchoolHannoverGermany
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Tang X, Yi S, Qin Z, Yi S, Chen J, Yang Q, Li S, Luo J. Compound heterozygous WDR19 variants associated with nephronophthisis, Caroli disease, refractory epilepsy and congenital bilateral central blindness: Case report. Heliyon 2024; 10:e23257. [PMID: 38163131 PMCID: PMC10754840 DOI: 10.1016/j.heliyon.2023.e23257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 11/29/2023] [Accepted: 11/29/2023] [Indexed: 01/03/2024] Open
Abstract
The WDR19 gene has been reported to be involved in nephronophthisis-related ciliopathies such as isolated nephronophthisis 13 (NPHP13), Sensenbrenner syndrome, Jeune syndrome, Senior-Loken syndrome, Caroli disease, retinitis pigmentosa and Asthenoteratospermia. In the present study, we provided the detailed clinical characteristics and genetic analysis of a patient with four variants in WDR19 and TG, reviewed a comprehensive mutation analysis in the WDR19-related ciliopathies, discussed the relationship between genotype and phenotype, and compared the allele frequencies (AFs) of WDR19 variants depending on the ethnic background. We used whole-exome sequencing (WES) combined with bioinformatics analysis to investigate the genetic variants of a 3-year-old boy with common features of WDR19-associated NPHP13 and Caroli disease, bilateral central blindness, refractory epilepsy, and elevated thyroid stimulating hormone. A novel splice-donor variant, c.98+1G > C, and a recurrent missense variant, c.3533G > A, were identified in the WDR19 gene. We used effective mRNA analysis to verify the effects on pre-mRNA processing and to assess the pathogenicity of the splice-site variant. The patient also harbored compound heterozygous variants of the TG gene (c.4889A > G, c.274+2T > G). Of note, using a review of an in-house database, we identified four additional likely pathogenic WDR19 variants and estimated the overall AF of WDR19 mutations to be 0.0025 in the southern Chinese population. Our findings have expanded the allelic spectrum of mutations in the WDR19 gene and broadened the clinical phenotype spectrum of WDR19-related ciliopathies. The results have also provided new insights into the clinical heterogeneity of the disorder, which would be useful in accurate genetic counseling for affected individuals and carrier screening in a general population.
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Affiliation(s)
- Xianglian Tang
- Genetic and Metabolic Central Laboratory, Guangxi Birth Defects Research and Prevention Institute, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
- Guangxi Clinical Research Center for Pediatric Diseases, Guangxi Key Laboratory of Reproductive Health and Birth Defects Prevention, Guangxi Key Laboratory of Precision Medicine for Genetic Diseases, Guangxi Key Laboratory of Birth Defects and Stem Cell Biobank, Guangxi Key Laboratory of Birth Defects Research and Prevention, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Sheng Yi
- Genetic and Metabolic Central Laboratory, Guangxi Birth Defects Research and Prevention Institute, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
- Guangxi Clinical Research Center for Pediatric Diseases, Guangxi Key Laboratory of Reproductive Health and Birth Defects Prevention, Guangxi Key Laboratory of Precision Medicine for Genetic Diseases, Guangxi Key Laboratory of Birth Defects and Stem Cell Biobank, Guangxi Key Laboratory of Birth Defects Research and Prevention, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Zailong Qin
- Genetic and Metabolic Central Laboratory, Guangxi Birth Defects Research and Prevention Institute, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
- Guangxi Clinical Research Center for Pediatric Diseases, Guangxi Key Laboratory of Reproductive Health and Birth Defects Prevention, Guangxi Key Laboratory of Precision Medicine for Genetic Diseases, Guangxi Key Laboratory of Birth Defects and Stem Cell Biobank, Guangxi Key Laboratory of Birth Defects Research and Prevention, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Shang Yi
- Genetic and Metabolic Central Laboratory, Guangxi Birth Defects Research and Prevention Institute, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
- Guangxi Clinical Research Center for Pediatric Diseases, Guangxi Key Laboratory of Reproductive Health and Birth Defects Prevention, Guangxi Key Laboratory of Precision Medicine for Genetic Diseases, Guangxi Key Laboratory of Birth Defects and Stem Cell Biobank, Guangxi Key Laboratory of Birth Defects Research and Prevention, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Junjie Chen
- Department of Radiology, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Qi Yang
- Genetic and Metabolic Central Laboratory, Guangxi Birth Defects Research and Prevention Institute, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
- Guangxi Clinical Research Center for Pediatric Diseases, Guangxi Key Laboratory of Reproductive Health and Birth Defects Prevention, Guangxi Key Laboratory of Precision Medicine for Genetic Diseases, Guangxi Key Laboratory of Birth Defects and Stem Cell Biobank, Guangxi Key Laboratory of Birth Defects Research and Prevention, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Shanshan Li
- Department of Radiology, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Jingsi Luo
- Genetic and Metabolic Central Laboratory, Guangxi Birth Defects Research and Prevention Institute, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
- Guangxi Clinical Research Center for Pediatric Diseases, Guangxi Key Laboratory of Reproductive Health and Birth Defects Prevention, Guangxi Key Laboratory of Precision Medicine for Genetic Diseases, Guangxi Key Laboratory of Birth Defects and Stem Cell Biobank, Guangxi Key Laboratory of Birth Defects Research and Prevention, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
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Cao C, Kossinna P, Kwok D, Li Q, He J, Su L, Guo X, Zhang Q, Long Q. Disentangling genetic feature selection and aggregation in transcriptome-wide association studies. Genetics 2021; 220:6444993. [PMID: 34849857 DOI: 10.1093/genetics/iyab216] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 11/04/2021] [Indexed: 12/14/2022] Open
Abstract
The success of transcriptome-wide association studies (TWAS) has led to substantial research towards improving the predictive accuracy of its core component of Genetically Regulated eXpression (GReX). GReX links expression information with genotype and phenotype by playing two roles simultaneously: it acts as both the outcome of the genotype-based predictive models (for predicting expressions) and the linear combination of genotypes (as the predicted expressions) for association tests. From the perspective of machine learning (considering SNPs as features), these are actually two separable steps-feature selection and feature aggregation-which can be independently conducted. In this work, we show that the single approach of GReX limits the adaptability of TWAS methodology and practice. By conducting simulations and real data analysis, we demonstrate that disentangled protocols adapting straightforward approaches for feature selection (e.g., simple marker test) and aggregation (e.g., kernel machines) outperform the standard TWAS protocols that rely on GReX. Our development provides more powerful novel tools for conducting TWAS. More importantly, our characterization of the exact nature of TWAS suggests that, instead of questionably binding two distinct steps into the same statistical form (GReX), methodological research focusing on optimal combinations of feature selection and aggregation approaches will bring higher power to TWAS protocols.
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Affiliation(s)
- Chen Cao
- Department of Biochemistry & Molecular Biology, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Pathum Kossinna
- Department of Biochemistry & Molecular Biology, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Devin Kwok
- Department of Mathematics & Statistics, University of Calgary, Calgary, AB T2N 1N4, Canada
| | - Qing Li
- Department of Biochemistry & Molecular Biology, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Jingni He
- Department of Biochemistry & Molecular Biology, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Liya Su
- Department of Pathology, Anatomy and Cell Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Xingyi Guo
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN 37203, USA
| | - Qingrun Zhang
- Department of Biochemistry & Molecular Biology, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB T2N 4N1, Canada.,Department of Mathematics & Statistics, University of Calgary, Calgary, AB T2N 1N4, Canada
| | - Quan Long
- Department of Biochemistry & Molecular Biology, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB T2N 4N1, Canada.,Department of Mathematics & Statistics, University of Calgary, Calgary, AB T2N 1N4, Canada.,Department of Medical Genetics, University of Calgary, Calgary, AB T2N 4N1, Canada.,Hotchkiss Brain Institute, O'Brien Institute for Public Health, University of Calgary, Calgary, AB T2N 4N1, Canada
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Ramachandran D, Dörk T. Genomic Risk Factors for Cervical Cancer. Cancers (Basel) 2021; 13:5137. [PMID: 34680286 PMCID: PMC8533931 DOI: 10.3390/cancers13205137] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Revised: 10/04/2021] [Accepted: 10/11/2021] [Indexed: 12/28/2022] Open
Abstract
Cervical cancer is the fourth common cancer amongst women worldwide. Infection by high-risk human papilloma virus is necessary in most cases, but not sufficient to develop invasive cervical cancer. Despite a predicted genetic heritability in the range of other gynaecological cancers, only few genomic susceptibility loci have been identified thus far. Various case-control association studies have found corroborative evidence for several independent risk variants at the 6p21.3 locus (HLA), while many reports of associations with variants outside the HLA region remain to be validated in other cohorts. Here, we review cervical cancer susceptibility variants arising from recent genome-wide association studies and meta-analysis in large cohorts and propose 2q14 (PAX8), 17q12 (GSDMB), and 5p15.33 (CLPTM1L) as consistently replicated non-HLA cervical cancer susceptibility loci. We further discuss the available evidence for these loci, knowledge gaps, future perspectives, and the potential impact of these findings on precision medicine strategies to combat cervical cancer.
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Affiliation(s)
| | - Thilo Dörk
- Gynaecology Research Unit, Department of Gynaecology and Obstetrics, Comprehensive Cancer Center, Hannover Medical School, D-30625 Hannover, Germany;
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