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Nagirnaja L, Lopes AM, Charng WL, Miller B, Stakaitis R, Golubickaite I, Stendahl A, Luan T, Friedrich C, Mahyari E, Fadial E, Kasak L, Vigh-Conrad K, Oud MS, Xavier MJ, Cheers SR, James ER, Guo J, Jenkins TG, Riera-Escamilla A, Barros A, Carvalho F, Fernandes S, Gonçalves J, Gurnett CA, Jørgensen N, Jezek D, Jungheim ES, Kliesch S, McLachlan RI, Omurtag KR, Pilatz A, Sandlow JI, Smith J, Eisenberg ML, Hotaling JM, Jarvi KA, Punab M, Rajpert-De Meyts E, Carrell DT, Krausz C, Laan M, O’Bryan MK, Schlegel PN, Tüttelmann F, Veltman JA, Almstrup K, Aston KI, Conrad DF. Diverse monogenic subforms of human spermatogenic failure. Nat Commun 2022; 13:7953. [PMID: 36572685 PMCID: PMC9792524 DOI: 10.1038/s41467-022-35661-z] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 12/16/2022] [Indexed: 12/27/2022] Open
Abstract
Non-obstructive azoospermia (NOA) is the most severe form of male infertility and typically incurable. Defining the genetic basis of NOA has proven challenging, and the most advanced classification of NOA subforms is not based on genetics, but simple description of testis histology. In this study, we exome-sequenced over 1000 clinically diagnosed NOA cases and identified a plausible recessive Mendelian cause in 20%. We find further support for 21 genes in a 2-stage burden test with 2072 cases and 11,587 fertile controls. The disrupted genes are primarily on the autosomes, enriched for undescribed human "knockouts", and, for the most part, have yet to be linked to a Mendelian trait. Integration with single-cell RNA sequencing data shows that azoospermia genes can be grouped into molecular subforms with synchronized expression patterns, and analogs of these subforms exist in mice. This analysis framework identifies groups of genes with known roles in spermatogenesis but also reveals unrecognized subforms, such as a set of genes expressed across mitotic divisions of differentiating spermatogonia. Our findings highlight NOA as an understudied Mendelian disorder and provide a conceptual structure for organizing the complex genetics of male infertility, which may provide a rational basis for disease classification.
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Affiliation(s)
- Liina Nagirnaja
- grid.5288.70000 0000 9758 5690Division of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR USA
| | - Alexandra M. Lopes
- grid.5808.50000 0001 1503 7226i3S - Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal ,grid.5808.50000 0001 1503 7226IPATIMUP - Instituto de Patologia e Imunologia Molecular da Universidade do Porto, Porto, Portugal
| | - Wu-Lin Charng
- grid.4367.60000 0001 2355 7002Department of Neurology, Washington University, St. Louis, MO USA
| | - Brian Miller
- grid.5288.70000 0000 9758 5690Division of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR USA
| | - Rytis Stakaitis
- grid.475435.4Department of Growth and Reproduction, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark ,grid.475435.4International Center for Research and Research Training in Endocrine Disruption of Male Reproduction and Child Health (EDMaRC), Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark ,grid.45083.3a0000 0004 0432 6841Laboratory of Molecular Neurooncology, Neuroscience Institute, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Ieva Golubickaite
- grid.475435.4Department of Growth and Reproduction, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark ,grid.475435.4International Center for Research and Research Training in Endocrine Disruption of Male Reproduction and Child Health (EDMaRC), Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark ,grid.45083.3a0000 0004 0432 6841Department of Genetics and Molecular Medicine, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Alexandra Stendahl
- grid.5288.70000 0000 9758 5690Division of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR USA
| | - Tianpengcheng Luan
- grid.1008.90000 0001 2179 088XSchool of BioSciences, Faculty of Science, The University of Melbourne, Parkville, VIC Australia
| | - Corinna Friedrich
- grid.5949.10000 0001 2172 9288Institute of Reproductive Genetics, University of Münster, Münster, Germany
| | - Eisa Mahyari
- grid.5288.70000 0000 9758 5690Division of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR USA
| | - Eloise Fadial
- grid.5288.70000 0000 9758 5690Division of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR USA
| | - Laura Kasak
- grid.10939.320000 0001 0943 7661Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Katinka Vigh-Conrad
- grid.5288.70000 0000 9758 5690Division of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR USA
| | - Manon S. Oud
- grid.10417.330000 0004 0444 9382Department of Human Genetics, Radboud University Medical Centre, Nijmegen, Netherlands
| | - Miguel J. Xavier
- grid.1006.70000 0001 0462 7212Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle-upon-Tyne, UK
| | - Samuel R. Cheers
- grid.1008.90000 0001 2179 088XSchool of BioSciences, Faculty of Science, The University of Melbourne, Parkville, VIC Australia
| | - Emma R. James
- grid.223827.e0000 0001 2193 0096Andrology and IVF Laboratory, Department of Surgery (Urology), University of Utah School of Medicine, Salt Lake City, UT USA ,grid.223827.e0000 0001 2193 0096Department of Human Genetics, University of Utah School of Medicine, Salt Lake City, UT USA
| | - Jingtao Guo
- grid.223827.e0000 0001 2193 0096Andrology and IVF Laboratory, Department of Surgery (Urology), University of Utah School of Medicine, Salt Lake City, UT USA
| | - Timothy G. Jenkins
- grid.223827.e0000 0001 2193 0096Andrology and IVF Laboratory, Department of Surgery (Urology), University of Utah School of Medicine, Salt Lake City, UT USA
| | - Antoni Riera-Escamilla
- grid.418813.70000 0004 1767 1951Andrology Department, Fundació Puigvert, Universitat Autònoma de Barcelona, Instituto de Investigaciones Biomédicas Sant Pau (IIB-Sant Pau), Barcelona, Catalonia Spain ,grid.7080.f0000 0001 2296 0625Molecular Biology Laboratory, Fundació Puigvert, Instituto de Investigaciones Biomédicas Sant Pau (IIB Sant Pau), Universitat Autònoma de Barcelona, Barcelona, Catalonia 08025 Spain
| | - Alberto Barros
- grid.5808.50000 0001 1503 7226i3S - Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal ,grid.5808.50000 0001 1503 7226Serviço de Genética, Departamento de Patologia, Faculdade de Medicina da Universidade do Porto, Porto, Portugal
| | - Filipa Carvalho
- grid.5808.50000 0001 1503 7226i3S - Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal ,grid.5808.50000 0001 1503 7226Serviço de Genética, Departamento de Patologia, Faculdade de Medicina da Universidade do Porto, Porto, Portugal
| | - Susana Fernandes
- grid.5808.50000 0001 1503 7226i3S - Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal ,grid.5808.50000 0001 1503 7226Serviço de Genética, Departamento de Patologia, Faculdade de Medicina da Universidade do Porto, Porto, Portugal
| | - João Gonçalves
- grid.422270.10000 0001 2287 695XDepartamento de Genética Humana, Instituto Nacional de Saúde Dr. Ricardo Jorge, Lisboa, Portugal ,grid.10772.330000000121511713Centre for Toxicogenomics and Human Health, Nova Medical School, Lisbon, Portugal
| | - Christina A. Gurnett
- grid.4367.60000 0001 2355 7002Department of Neurology, Washington University, St. Louis, MO USA
| | - Niels Jørgensen
- grid.475435.4Department of Growth and Reproduction, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark ,grid.475435.4International Center for Research and Research Training in Endocrine Disruption of Male Reproduction and Child Health (EDMaRC), Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark
| | - Davor Jezek
- grid.4808.40000 0001 0657 4636Department of Histology and Embryology, University of Zagreb School of Medicine, Zagreb, Croatia
| | - Emily S. Jungheim
- grid.16753.360000 0001 2299 3507Department of Obstetrics and Gynecology at Northwestern University, Division of Reproductive Endocrinology, Chicago, IL USA
| | - Sabine Kliesch
- grid.16149.3b0000 0004 0551 4246Department of Clinical and Surgical Andrology, Centre of Reproductive Medicine and Andrology, University Hospital Münster, Münster, Germany
| | - Robert I. McLachlan
- grid.1002.30000 0004 1936 7857Hudson Institute of Medical Research and the Department of Obstetrics and Gynecology, Monash University, Clayton, VIC Australia
| | - Kenan R. Omurtag
- grid.34477.330000000122986657Department of Obstetrics and Gynecology at Washington University, Division of Reproductive Endocrinology, St. Louis, MO USA
| | - Adrian Pilatz
- grid.8664.c0000 0001 2165 8627Clinic for Urology, Pediatric Urology and Andrology, Justus Liebig University, Giessen, Germany
| | - Jay I. Sandlow
- grid.30760.320000 0001 2111 8460Department of Urology, Medical College of Wisconsin, Milwaukee, WI USA
| | - James Smith
- grid.266102.10000 0001 2297 6811Department of Urology, University California San Francisco, San Francisco, CA USA
| | - Michael L. Eisenberg
- grid.168010.e0000000419368956Department of Urology, Stanford University School of Medicine, Stanford, CA USA
| | - James M. Hotaling
- grid.223827.e0000 0001 2193 0096Andrology and IVF Laboratory, Department of Surgery (Urology), University of Utah School of Medicine, Salt Lake City, UT USA
| | - Keith A. Jarvi
- grid.17063.330000 0001 2157 2938Division of Urology, Department of Surgery, Mount Sinai Hospital, University of Toronto, Toronto, ON Canada
| | - Margus Punab
- grid.412269.a0000 0001 0585 7044Andrology Center, Tartu University Hospital, Tartu, Estonia ,grid.10939.320000 0001 0943 7661Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Ewa Rajpert-De Meyts
- grid.475435.4Department of Growth and Reproduction, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark ,grid.475435.4International Center for Research and Research Training in Endocrine Disruption of Male Reproduction and Child Health (EDMaRC), Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark
| | - Douglas T. Carrell
- grid.223827.e0000 0001 2193 0096Andrology and IVF Laboratory, Department of Surgery (Urology), University of Utah School of Medicine, Salt Lake City, UT USA
| | - Csilla Krausz
- grid.8404.80000 0004 1757 2304Department of Experimental and Clinical Biomedical Sciences, University of Florence, Florence, Italy
| | - Maris Laan
- grid.10939.320000 0001 0943 7661Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Moira K. O’Bryan
- grid.1008.90000 0001 2179 088XSchool of BioSciences, Faculty of Science, The University of Melbourne, Parkville, VIC Australia ,grid.1002.30000 0004 1936 7857School of Biological Sciences, Monash University, Clayton, VIC Australia
| | - Peter N. Schlegel
- grid.5386.8000000041936877XDepartment of Urology, Weill Cornell Medicine, New York, NY USA
| | - Frank Tüttelmann
- grid.5949.10000 0001 2172 9288Institute of Reproductive Genetics, University of Münster, Münster, Germany
| | - Joris A. Veltman
- grid.1006.70000 0001 0462 7212Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle-upon-Tyne, UK
| | - Kristian Almstrup
- grid.475435.4Department of Growth and Reproduction, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark ,grid.475435.4International Center for Research and Research Training in Endocrine Disruption of Male Reproduction and Child Health (EDMaRC), Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark
| | - Kenneth I. Aston
- grid.223827.e0000 0001 2193 0096Andrology and IVF Laboratory, Department of Surgery (Urology), University of Utah School of Medicine, Salt Lake City, UT USA
| | - Donald F. Conrad
- grid.5288.70000 0000 9758 5690Division of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR USA
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Wu X, Zhou L, Shi J, Cheng CY, Sun F. Multiomics analysis of male infertility. Biol Reprod 2022; 107:118-134. [PMID: 35639635 DOI: 10.1093/biolre/ioac109] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 04/12/2022] [Accepted: 05/17/2022] [Indexed: 11/14/2022] Open
Abstract
Infertility affects 8-12% of couples globally, and the male factor is a primary cause in approximately 50% of couples. Male infertility is a multifactorial reproductive disorder, which can be caused by paracrine and autocrine factors, hormones, genes, and epigenetic changes. Recent studies in rodents and most notably in humans using multiomics approach have yielded important insights into understanding the biology of spermatogenesis. Nonetheless, the etiology and pathogenesis of male infertility are still largely unknown. In this review, we summarized and critically evaluated findings based on the use of advanced technologies to compare normal and obstructive azoospermia (OA) versus non-obstructive azoospermia (NOA) men, including whole-genome bisulfite sequencing (WGBS), single cell RNA-seq (scRNA-seq), whole exome sequencing (WES), and ATAC-seq. It is obvious that the multiomics approach is the method of choice for basic research and clinical studies including clinical diagnosis of male infertility.
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Affiliation(s)
- Xiaolong Wu
- Department of Urology & Andrology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310016, China.,Institute of Reproductive Medicine, Nantong University School of Medicine, Nantong, Jiangsu 226001, China
| | - Liwei Zhou
- Institute of Reproductive Medicine, Nantong University School of Medicine, Nantong, Jiangsu 226001, China
| | - Jie Shi
- Institute of Reproductive Medicine, Nantong University School of Medicine, Nantong, Jiangsu 226001, China
| | - C Yan Cheng
- Department of Urology & Andrology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310016, China.,Institute of Reproductive Medicine, Nantong University School of Medicine, Nantong, Jiangsu 226001, China
| | - Fei Sun
- Department of Urology & Andrology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310016, China.,Institute of Reproductive Medicine, Nantong University School of Medicine, Nantong, Jiangsu 226001, China
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