1
|
Omidiran O, Patel A, Usman S, Mhatre I, Abdelhalim H, DeGroat W, Narayanan R, Singh K, Mendhe D, Ahmed Z. GWAS advancements to investigate disease associations and biological mechanisms. CLINICAL AND TRANSLATIONAL DISCOVERY 2024; 4:e296. [PMID: 38737752 PMCID: PMC11086745 DOI: 10.1002/ctd2.296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2024] [Accepted: 04/16/2024] [Indexed: 05/14/2024]
Abstract
Genome-wide association studies (GWAS) have been instrumental in elucidating the genetic architecture of various traits and diseases. Despite the success of GWAS, inherent limitations such as identifying rare and ultra-rare variants, the potential for spurious associations, and in pinpointing causative agents can undermine diagnostic capabilities. This review provides an overview of GWAS and highlights recent advances in genetics that employ a range of methodologies, including Whole Genome Sequencing (WGS), Mendelian Randomization (MR), the Pangenome's high-quality T2T-CHM13 panel, and the Human BioMolecular Atlas Program (HuBMAP), as potential enablers of current and future GWAS research. State of the literature demonstrate the capabilities of these techniques in enhancing the statistical power of GWAS. WGS, with its comprehensive approach, captures the entire genome, surpassing the capabilities of the traditional GWAS technique focused on predefined Single Nucleotide Polymorphism (SNP) sites. The Pangenome's T2T-CHM13 panel, with its holistic approach, aids in the analysis of regions with high sequence identity, such as segmental duplications (SDs). Mendelian Randomization has advanced causative inference, improving clinical diagnostics and facilitating definitive conclusions. Furthermore, spatial biology techniques like HuBMAP, enable 3D molecular mapping of tissues at single-cell resolution, offering insights into pathology of complex traits. This study aims to elucidate and advocate for the increased application of these technologies, highlighting their potential to shape the future of GWAS research.
Collapse
Affiliation(s)
- Oluwaferanmi Omidiran
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Aashna Patel
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Sarah Usman
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Ishani Mhatre
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Habiba Abdelhalim
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - William DeGroat
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Rishabh Narayanan
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Kritika Singh
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Dinesh Mendhe
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
| | - Zeeshan Ahmed
- Rutgers Institute for Health, Health Care Policy and Aging Research, Rutgers University, 112 Paterson St, New Brunswick, NJ, USA
- Department of Medicine, Robert Wood Johnson Medical School, Rutgers Biomedical and Health Sciences, 125 Paterson St, New Brunswick, NJ, USA
| |
Collapse
|
3
|
Lee HY, Jang DH, Kim JW, Lee DW, Jang JH, Joo J. Compound heterozygous variants including a novel copy number variation in a child with atypical ataxia-telangiectasia: a case report. BMC Med Genomics 2021; 14:204. [PMID: 34404412 PMCID: PMC8371864 DOI: 10.1186/s12920-021-01053-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2020] [Accepted: 08/10/2021] [Indexed: 11/21/2022] Open
Abstract
Background Ataxia-telangiectasia is a rare autosomal recessive, neurodegenerative disorder caused by alterations in the ATM gene. The majority of ATM pathogenic variants are frameshift or nonsense variants which are predicted to truncate the whole ATM protein. Herein, we report on an ataxia telangiectasia child with atypical phenotype who was identified as compound heterozygous for two ATM variants involving a previously described pathogenic single nucleotide variation (SNV) and a novel copy number variation (CNV). Case presentation A 6-year-old boy presented with delayed development and oculomotor apraxia. Brain magnetic resonance imaging showed interval development of mild atrophy in the cerebellum. Serum alpha fetoprotein level was in normal range. Next-generation sequencing and single-nucleotide polymorphism array tests were performed. Next-generation sequencing revealed a heterozygous nonsense pathogenic variant in ATM, c.742C > T (p.Arg248Ter) inherited from the father. Single-nucleotide polymorphism array revealed a compound heterozygous CNV, arr[GRCh37] 11q22.3(10851766–108183226) × 1, 31460 bp (exons 24–40 deletion of ATM) inherited from the mother, which was validated by reverse transcription-polymerase chain reaction analysis (RT-PCR). We demonstrated that this variant (NM_000051.4:c.3403_6006del) generated a product of in-frame deletion of exon 24–40 of ATM (p.Ser1135_Gln2002del). Conclusions The compound heterozygosity for ATM variants involving a previously described pathogenic SNV and a novel CNV may be associated with the atypical clinical manifestations. This clinical report extends the genetic and phenotypic spectrum of ATM pathogenic variants in atypical ataxia-telangiectasia, thus making implementation of advanced analysis beyond the routine next-generation sequencing an important consideration in diagnosis and rehabilitation services for children with ataxia-telangiectasia. Supplementary Information The online version contains supplementary material available at 10.1186/s12920-021-01053-3.
Collapse
Affiliation(s)
- Hoo Young Lee
- TBI Rehabilitation Center, National Traffic Injury Rehabilitation Hospital, Gyeonggi-do, Republic of Korea.,Department of Rehabilitation Medicine, Seoul National University Hospital, Seoul, Republic of Korea.,Department of Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea.,National Traffic Injury Rehabilitation Research Institute, National Traffic Injury Rehabilitation Hospital, Yangpyeong, Korea
| | - Dae-Hyun Jang
- Department of Rehabilitation Medicine, Incheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 56, Dongsu-ro, Bupyeong-gu, Incheon, 21431, Republic of Korea.
| | - Jae-Won Kim
- Department of Rehabilitation Medicine, Incheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 56, Dongsu-ro, Bupyeong-gu, Incheon, 21431, Republic of Korea
| | - Dong-Woo Lee
- Department of Rehabilitation Medicine, Incheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 56, Dongsu-ro, Bupyeong-gu, Incheon, 21431, Republic of Korea
| | - Ja-Hyun Jang
- Department of Laboratory Medicine and Genetics, Samsung Medical Center, Seoul, Korea
| | - Joungsu Joo
- EONE-DIAGNOMICS Genome Center, Incheon, Republic of Korea
| |
Collapse
|
4
|
Plug MB, van Wijngaarden V, de Wilde H, van Binsbergen E, Stegeman I, van den Boogaard MJH, Smit AL. Clinical Characteristics and Genetic Etiology of Children With Developmental Language Disorder. Front Pediatr 2021; 9:651995. [PMID: 34277514 PMCID: PMC8282268 DOI: 10.3389/fped.2021.651995] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Accepted: 06/07/2021] [Indexed: 11/17/2022] Open
Abstract
Objective: Developmental language delay (DLD) is one of the most common disabilities in childhood and can negatively affect a child's communication skills and academic and/or psychosocial development. To date, an increasing number of causative genes have been identified by diagnostic techniques like next generation sequencing. An early genetic diagnosis is important to properly prepare and counsel children and parents for possible future difficulties. Despite this, genetic assessment is usually not part of a standardized diagnostic set in children with developmental language delay. In this study, we aim to assess the diagnostic outcomes of children primarily assessed for speech and language delay who were subsequently referred for genetic etiological assessment. Methods: Medical records of children referred to the department of Otorhinolaryngology of the Wilhelmina Children's Hospital for diagnostic work-up for a suspected speech and language delay between June 2011 and December 2018 who were additionally referred to a geneticist were evaluated. Study parameters concerning medical history, behavioral problems, language development, intelligence, and hearing were recorded. Outcomes of genetic analysis were evaluated. Results: A total of 127 patients were diagnosed with a developmental language delay. Genetic analysis was conducted in 119 out of 127 patients with a language delay and eligible for this study. The median time between initial speech and language assessment and the first genetic consultation was 10 months (IQR 5.0-23.0). In 34 out of 127 patients a causative genetic diagnosis was found to explain their DLD. Conclusion: In approximately a quarter of the patients (26.8%) diagnosed with developmental language delay, a causative genetic diagnosis was confirmed. This demonstrates the opportunity to identify an underlying genetic etiology in children with developmental language delay. However, in order to optimize the diagnostic process and clinical care for these children, two important research gaps need to be addressed. First, research should focus on assessing the clinical impact and effect on treatment outcomes of a genetic diagnosis. Secondly, it is important to recognize for which children genetic testing is most beneficial.
Collapse
Affiliation(s)
- Marielle B Plug
- Department of Otorhinolaryngology Head and Neck Surgery, University Medical Center Utrecht, Utrecht, Netherlands
| | | | - Hester de Wilde
- Department of Otorhinolaryngology Head and Neck Surgery, University Medical Center Utrecht, Utrecht, Netherlands
| | | | - Inge Stegeman
- Department of Otorhinolaryngology Head and Neck Surgery, University Medical Center Utrecht, Utrecht, Netherlands.,Brain Center, University Medical Center Utrecht, Utrecht, Netherlands.,Epidemiology and Data Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, Netherlands
| | | | - Adriana L Smit
- Department of Otorhinolaryngology Head and Neck Surgery, University Medical Center Utrecht, Utrecht, Netherlands.,Brain Center, University Medical Center Utrecht, Utrecht, Netherlands.,Epidemiology and Data Science, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, Netherlands
| |
Collapse
|
5
|
Suratannon N, van Wijck RTA, Broer L, Xue L, van Meurs JBJ, Barendregt BH, van der Burg M, Dik WA, Chatchatee P, Langerak AW, Swagemakers SMA, Goos JAC, Mathijssen IMJ, Dalm VASH, Suphapeetiporn K, Heezen KC, Drabwell J, Uitterlinden AG, van der Spek PJ, van Hagen PM. Rapid Low-Cost Microarray-Based Genotyping for Genetic Screening in Primary Immunodeficiency. Front Immunol 2020; 11:614. [PMID: 32373116 PMCID: PMC7179678 DOI: 10.3389/fimmu.2020.00614] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Accepted: 03/17/2020] [Indexed: 11/13/2022] Open
Abstract
Background: Genetic tests for primary immunodeficiency disorders (PIDs) are expensive, time-consuming, and not easily accessible in developing countries. Therefore, we studied the feasibility of a customized single nucleotide variant (SNV) microarray that we developed to detect disease-causing variants and copy number variation (CNV) in patients with PIDs for only 40 Euros. Methods: Probes were custom-designed to genotype 9,415 variants of 277 PID-related genes, and were added to the genome-wide Illumina Global Screening Array (GSA). Data analysis of GSA was performed using Illumina GenomeStudio 2.0, Biodiscovery Nexus 10.0, and R-3.4.4 software. Validation of genotype calling was performed by comparing the GSA with whole-genome sequencing (WGS) data of 56 non-PID controls. DNA samples of 95 clinically diagnosed PID patients, of which 60 patients (63%) had a genetically established diagnosis (by Next-Generation Sequencing (NGS) PID panels or Sanger sequencing), were analyzed to test the performance of the GSA. The additional SNVs detected by GSA were validated by Sanger sequencing. Results: Genotype calling of the customized array had an accuracy rate of 99.7%. The sensitivity for detecting rare PID variants was high (87%). The single sample replication in two runs was high (94.9%). The customized GSA was able to generate a genetic diagnosis in 37 out of 95 patients (39%). These 37 patients included 29 patients in whom the genetic variants were confirmed by conventional methods (26 patients by SNV and 3 by CNV analysis), while in 8 patients a new genetic diagnosis was established (6 patients by SNV and 2 patients suspected for leukemia by CNV analysis). Twenty-eight patients could not be detected due to the limited coverage of the custom probes. However, the diagnostic yield can potentially be increased when newly updated variants are added. Conclusion: Our robust customized GSA seems to be a promising first-line rapid screening tool for PIDs at an affordable price, which opens opportunities for low-cost genetic testing in developing countries. The technique is scalable, allows numerous new genetic variants to be added, and offers the potential for genetic testing not only in PIDs, but also in many other genetic diseases.
Collapse
Affiliation(s)
- Narissara Suratannon
- Department of Immunology, Laboratory Medical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Pediatric Allergy & Clinical Immunology Research Unit, Division of Allergy and Immunology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Bangkok, Thailand
| | - Rogier T A van Wijck
- Department Internal Medicine, Division of Clinical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Linda Broer
- Genetic Laboratory and Human Genomics Facility HuGeF, Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Laixi Xue
- Department Internal Medicine, Division of Clinical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Joyce B J van Meurs
- Genetic Laboratory and Human Genomics Facility HuGeF, Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Barbara H Barendregt
- Department of Immunology, Laboratory Medical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Academic Center for Rare Immunological Diseases (Rare Immunological Disease Center, RIDC), Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Mirjam van der Burg
- Laboratory for Immunology, Department of Pediatrics, Leiden University Medical Centre, Leiden, Netherlands
| | - Willem A Dik
- Department of Immunology, Laboratory Medical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Department Internal Medicine, Division of Clinical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Academic Center for Rare Immunological Diseases (Rare Immunological Disease Center, RIDC), Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Pantipa Chatchatee
- Pediatric Allergy & Clinical Immunology Research Unit, Division of Allergy and Immunology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Bangkok, Thailand
| | - Anton W Langerak
- Department of Immunology, Laboratory Medical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Academic Center for Rare Immunological Diseases (Rare Immunological Disease Center, RIDC), Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Sigrid M A Swagemakers
- Academic Center for Rare Immunological Diseases (Rare Immunological Disease Center, RIDC), Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Department of Pathology & Clinical Bioinformatics, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Jacqueline A C Goos
- Department of Plastic and Reconstructive Surgery, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Irene M J Mathijssen
- Department of Plastic and Reconstructive Surgery, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Virgil A S H Dalm
- Department of Immunology, Laboratory Medical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Department Internal Medicine, Division of Clinical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Academic Center for Rare Immunological Diseases (Rare Immunological Disease Center, RIDC), Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Kanya Suphapeetiporn
- Center of Excellence for Medical Genomics, Division of Medical Genetics and Metabolism, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.,Excellence Center for Genomics and Precision Medicine, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Bangkok, Thailand
| | - Kim C Heezen
- Department of Immunology, Laboratory Medical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Jose Drabwell
- International Patient Organization for Primary Immunodeficiencies (IPOPI), Downderry, United Kingdom
| | - André G Uitterlinden
- Genetic Laboratory and Human Genomics Facility HuGeF, Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Peter J van der Spek
- Pediatric Allergy & Clinical Immunology Research Unit, Division of Allergy and Immunology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Bangkok, Thailand.,Academic Center for Rare Immunological Diseases (Rare Immunological Disease Center, RIDC), Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Laboratory for Immunology, Department of Pediatrics, Leiden University Medical Centre, Leiden, Netherlands
| | - P Martin van Hagen
- Department of Immunology, Laboratory Medical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Pediatric Allergy & Clinical Immunology Research Unit, Division of Allergy and Immunology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Bangkok, Thailand.,Department Internal Medicine, Division of Clinical Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands.,Academic Center for Rare Immunological Diseases (Rare Immunological Disease Center, RIDC), Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | | |
Collapse
|