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Tirpak F, Hamilton LE, Schnabel RD, Sutovsky P. Biomarker-based high-throughput sperm phenotyping: Andrology in the age of precision medicine and agriculture. Anim Reprod Sci 2024; 271:107636. [PMID: 39522272 DOI: 10.1016/j.anireprosci.2024.107636] [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] [Received: 09/01/2024] [Revised: 10/25/2024] [Accepted: 11/07/2024] [Indexed: 11/16/2024]
Abstract
Reproductive efficiency is crucial for animal agriculture. This economically important aspect can be influenced by environmental burdens, nutritional imbalance, and gonadal or gametic malformations of genetic origin. Successful implementation of genomic-driven selective breeding in cattle depends on the reproductive performance of artificial insemination (AI) sires with valuable genomic production traits. Reproduction is traditionally viewed as a complex set of polygenic traits that are negatively impacted by using a small number of often closely related sires selected for AI due to their superior genetics. Despite recent progress, it remains difficult to define relationships between sire genome and variation in sperm phenotypes, even though several types of heritable, non-compensable sperm defects have been identified. In this review, we discuss the concept of sperm quality biomarker discovery and genomics of male fertility. We also outline a multidisciplinary genome-to-phenome approach for investigating heritable mutations and their impacts on bull fertility, sperm phenotypes and paternal contributions to early pregnancy. High-precision phenotyping requires novel, state-of-the-art instrumentation for sperm quality evaluation and development of new biomarkers of sperm quality in farm animals, with potential for incorporation into andrology-specific machine learning protocols and translation to human andrology. We conclude that reproduction is a complex phenotype that can be deciphered and explored for more precise male fertility evaluation and higher reproductive efficiency.
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Affiliation(s)
- Filip Tirpak
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - Lauren E Hamilton
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - Robert D Schnabel
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA; Genetics Area Program, University of Missouri, Columbia, MO, USA
| | - Peter Sutovsky
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA; Department of Obstetrics, Gynecology and Women's Health, University of Missouri, Columbia, MO, USA.
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2
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Kutchy NA, Morenikeji OB, Memili A, Ugur MR. Deciphering sperm functions using biological networks. Biotechnol Genet Eng Rev 2024; 40:3743-3767. [PMID: 36722689 DOI: 10.1080/02648725.2023.2168912] [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] [Received: 05/28/2022] [Indexed: 02/02/2023]
Abstract
The global human population is exponentially increasing, which requires the production of quality food through efficient reproduction as well as sustainable production of livestock. Lack of knowledge and technology for assessing semen quality and predicting bull fertility is hindering advances in animal science and food animal production and causing millions of dollars of economic losses annually. The intent of this systemic review is to summarize methods from computational biology for analysis of gene, metabolite, and protein networks to identify potential markers that can be applied to improve livestock reproduction, with a focus on bull fertility. We provide examples of available gene, metabolic, and protein networks and computational biology methods to show how the interactions between genes, proteins, and metabolites together drive the complex process of spermatogenesis and regulate fertility in animals. We demonstrate the use of the National Center for Biotechnology Information (NCBI) and Ensembl for finding gene sequences, and then use them to create and understand gene, protein and metabolite networks for sperm associated factors to elucidate global cellular processes in sperm. This study highlights the value of mapping complex biological pathways among livestock and potential for conducting studies on promoting livestock improvement for global food security.
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Affiliation(s)
- Naseer A Kutchy
- Department of Anatomy, Physiology and Pharmacology, School of Veterinary Medicine, St. George's University, St. George's, Grenada
- Department of Animal Sciences, School of Environmental and Biological Sciences Rutgers, The State University of New Jersey, New Brunswick, NJ, USA
| | - Olanrewaju B Morenikeji
- Division of Biological and Health Sciences, University of Pittsburgh at Bradford, Bradford, PA, USA
| | - Aylin Memili
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, NC, USA
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Peñagaricano F. Genomics and Dairy Bull Fertility. Vet Clin North Am Food Anim Pract 2024; 40:185-190. [PMID: 37669889 DOI: 10.1016/j.cvfa.2023.08.005] [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: 09/07/2023] Open
Abstract
Current evidence suggests that dairy bull fertility is influenced by genetic factors, and hence, it could be managed and improved by genetic means. There are major mutations that explain about 4% to 8% of the observed differences in conception rate between bulls segregating in most dairy breeds. Research has shown that genomic prediction of bull fertility is possible, and this could be used to make accurate genome-guided selection decisions, such as early culling of predicted subfertile bull calves. Inbreeding negatively influences bull fertility, and the increase in homozygosity seems an important risk factor for dairy bull subfertility.
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Yang HW, Lee S, Berry BC, Yang D, Zheng S, Carroll RS, Park PJ, Johnson MD. A role for mutations in AK9 and other genes affecting ependymal cells in idiopathic normal pressure hydrocephalus. Proc Natl Acad Sci U S A 2023; 120:e2300681120. [PMID: 38100419 PMCID: PMC10743366 DOI: 10.1073/pnas.2300681120] [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: 01/12/2023] [Accepted: 11/06/2023] [Indexed: 12/17/2023] Open
Abstract
Idiopathic normal pressure hydrocephalus (iNPH) is an enigmatic neurological disorder that develops after age 60 and is characterized by gait difficulty, dementia, and incontinence. Recently, we reported that heterozygous CWH43 deletions may cause iNPH. Here, we identify mutations affecting nine additional genes (AK9, RXFP2, PRKD1, HAVCR1, OTOG, MYO7A, NOTCH1, SPG11, and MYH13) that are statistically enriched among iNPH patients. The encoded proteins are all highly expressed in choroid plexus and ependymal cells, and most have been associated with cilia. Damaging mutations in AK9, which encodes an adenylate kinase, were detected in 9.6% of iNPH patients. Mice homozygous for an iNPH-associated AK9 mutation displayed normal cilia structure and number, but decreased cilia motility and beat frequency, communicating hydrocephalus, and balance impairment. AK9+/- mice displayed normal brain development and behavior until early adulthood, but subsequently developed communicating hydrocephalus. Together, our findings suggest that heterozygous mutations that impair ventricular epithelial function may contribute to iNPH.
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Affiliation(s)
- Hong Wei Yang
- Department of Neurological Surgery, University of Massachusetts Chan Medical School, Worcester, MA01655
| | - Semin Lee
- Brigham and Women’s Hospital, Boston, MA02115
- Harvard Medical School, Boston, MA02115
| | - Bethany C. Berry
- Department of Neurological Surgery, University of Massachusetts Chan Medical School, Worcester, MA01655
| | - Dejun Yang
- Department of Neurological Surgery, University of Massachusetts Chan Medical School, Worcester, MA01655
| | - Shaokuan Zheng
- Department of Neurological Surgery, University of Massachusetts Chan Medical School, Worcester, MA01655
| | - Rona S. Carroll
- Department of Neurological Surgery, University of Massachusetts Chan Medical School, Worcester, MA01655
- Brigham and Women’s Hospital, Boston, MA02115
- Harvard Medical School, Boston, MA02115
| | - Peter J. Park
- Brigham and Women’s Hospital, Boston, MA02115
- Harvard Medical School, Boston, MA02115
| | - Mark D. Johnson
- Department of Neurological Surgery, University of Massachusetts Chan Medical School, Worcester, MA01655
- Department of Neurological Surgery, University of Massachusetts Memorial Health, Worcester, MA01655
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Lockhart KN, Fallon LC, Ortega MS. Paternal determinants of early embryo development. Reprod Fertil Dev 2023; 36:43-50. [PMID: 38064190 DOI: 10.1071/rd23172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2023] Open
Abstract
Existing research has primarily focused on investigating the impacts of the maternal environment, female fertility phenotype, and genetics on pregnancy loss in dairy cattle. Recently, attention has been directed toward understanding the role the sire has on embryo quality and viability. Studies have shown there is a paternal influence on early pregnancy loss, but the specific mechanisms impacting pregnancy establishment and maintenance remain unclear. Despite clear differences that sires have on pregnancy outcomes, there is a lack of evidence regarding specifically how sires influence pregnancy. Sperm characteristics, such as motility, concentration, and morphology, have been extensively studied, but further research is needed to understand what makes one sire more or less fertile than another sire and how this affects pregnancy. To effectively address pregnancy loss, a deeper understanding of the processes involved from fertilisation to blastocyst formation is essential, particularly for understanding early pregnancy loss.
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Affiliation(s)
- Kelsey N Lockhart
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - Lindsey C Fallon
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - M Sofia Ortega
- Department of Animal and Dairy Sciences, University of Wisconsin-Madison, Madison, WI, USA
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O’Callaghan E, Navarrete-Lopez P, Štiavnická M, Sánchez JM, Maroto M, Pericuesta E, Fernández-González R, O’Meara C, Eivers B, Kelleher MM, Evans RD, Mapel XM, Lloret-Villas A, Pausch H, Balastegui-Alarcón M, Avilés M, Sanchez-Rodriguez A, Roldan ERS, McDonald M, Kenny DA, Fair S, Gutiérrez-Adán A, Lonergan P. Adenylate kinase 9 is essential for sperm function and male fertility in mammals. Proc Natl Acad Sci U S A 2023; 120:e2305712120. [PMID: 37812723 PMCID: PMC10589668 DOI: 10.1073/pnas.2305712120] [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: 04/10/2023] [Accepted: 08/23/2023] [Indexed: 10/11/2023] Open
Abstract
Despite passing routine laboratory tests for semen quality, bulls used in artificial insemination exhibit significant variation in fertility. Routine analysis of fertility data identified a dairy bull with extreme subfertility (10% pregnancy rate). To characterize the subfertility phenotype, a range of in vitro, in vivo, and molecular assays were carried out. Sperm from the subfertile bull exhibited reduced motility and severely reduced caffeine-induced hyperactivation compared to controls. Ability to penetrate the zona pellucida, cleavage rate, cleavage kinetics, and blastocyst yield after IVF or AI were significantly lower than in control bulls. Whole-genome sequencing from semen and RNA sequencing of testis tissue revealed a critical mutation in adenylate kinase 9 (AK9) that impaired splicing, leading to a premature termination codon and a severely truncated protein. Mice deficient in AK9 were generated to further investigate the function of the gene; knockout males were phenotypically indistinguishable from their wild-type littermates but produced immotile sperm that were incapable of normal fertilization. These sperm exhibited numerous abnormalities, including a low ATP concentration and reduced motility. RNA-seq analysis of their testis revealed differential gene expression of components of the axoneme and sperm flagellum as well as steroid metabolic processes. Sperm ultrastructural analysis showed a high percentage of sperm with abnormal flagella. Combined bovine and murine data indicate the essential metabolic role of AK9 in sperm motility and/or hyperactivation, which in turn affects sperm binding and penetration of the zona pellucida. Thus, AK9 has been found to be directly implicated in impaired male fertility in mammals.
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Affiliation(s)
- Elena O’Callaghan
- Animal and Crop Sciences, School of Agriculture and Food Science, University College Dublin, Belfield, DublinD04 V1W8, Ireland
| | - Paula Navarrete-Lopez
- Departamento de Reproducción Animal, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Centro Nacional integrado en la Agencia Estatal Consejo Superior de Investigaciones Científicas, Madrid28040, Spain
| | - Miriama Štiavnická
- Department of Biological Sciences, Bernal Institute, Faculty of Science and Engineering, University of Limerick, LimerickV94 T9PX, Ireland
| | - José M. Sánchez
- Animal and Crop Sciences, School of Agriculture and Food Science, University College Dublin, Belfield, DublinD04 V1W8, Ireland
- Departamento de Reproducción Animal, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Centro Nacional integrado en la Agencia Estatal Consejo Superior de Investigaciones Científicas, Madrid28040, Spain
| | - Maria Maroto
- Departamento de Reproducción Animal, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Centro Nacional integrado en la Agencia Estatal Consejo Superior de Investigaciones Científicas, Madrid28040, Spain
| | - Eva Pericuesta
- Departamento de Reproducción Animal, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Centro Nacional integrado en la Agencia Estatal Consejo Superior de Investigaciones Científicas, Madrid28040, Spain
| | - Raul Fernández-González
- Departamento de Reproducción Animal, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Centro Nacional integrado en la Agencia Estatal Consejo Superior de Investigaciones Científicas, Madrid28040, Spain
| | - Ciara O’Meara
- National Cattle Breeding Centre, County KildareW91 WF59, Ireland
| | - Bernard Eivers
- National Cattle Breeding Centre, County KildareW91 WF59, Ireland
| | - Margaret M. Kelleher
- Irish Cattle Breeding Federation, Link Road, Ballincollig, County CorkP31 D452, Ireland
| | - Ross D. Evans
- Irish Cattle Breeding Federation, Link Road, Ballincollig, County CorkP31 D452, Ireland
| | - Xena M. Mapel
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Zürich8092, Switzerland
| | - Audald Lloret-Villas
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Zürich8092, Switzerland
| | - Hubert Pausch
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Zürich8092, Switzerland
| | - Miriam Balastegui-Alarcón
- Departamento de Biología Celular e Histología, Universidad de Murcia-Instituto Murciano de Investigación Biosanitaria Pascual Parrilla, Murcia30120, Spain
| | - Manuel Avilés
- Departamento de Biología Celular e Histología, Universidad de Murcia-Instituto Murciano de Investigación Biosanitaria Pascual Parrilla, Murcia30120, Spain
| | - Ana Sanchez-Rodriguez
- Departmento de Biodiversidad y Biología Evolutiva, Museo Nacional de Ciencias Naturales, Madrid28006, Spain
| | - Eduardo R. S. Roldan
- Departmento de Biodiversidad y Biología Evolutiva, Museo Nacional de Ciencias Naturales, Madrid28006, Spain
| | - Michael McDonald
- Animal and Crop Sciences, School of Agriculture and Food Science, University College Dublin, Belfield, DublinD04 V1W8, Ireland
| | - David A. Kenny
- Animal and Bioscience Department, Teagasc, Animal and Grassland Research and Innovation Centre, Grange, Dunsany, County MeathC15 PW93, Ireland
| | - Sean Fair
- Department of Biological Sciences, Bernal Institute, Faculty of Science and Engineering, University of Limerick, LimerickV94 T9PX, Ireland
| | - Alfonso Gutiérrez-Adán
- Departamento de Reproducción Animal, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Centro Nacional integrado en la Agencia Estatal Consejo Superior de Investigaciones Científicas, Madrid28040, Spain
| | - Patrick Lonergan
- Animal and Crop Sciences, School of Agriculture and Food Science, University College Dublin, Belfield, DublinD04 V1W8, Ireland
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Pausch H, Mapel XM. Review: Genetic mutations affecting bull fertility. Animal 2023; 17 Suppl 1:100742. [PMID: 37567657 DOI: 10.1016/j.animal.2023.100742] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 01/23/2023] [Accepted: 01/24/2023] [Indexed: 08/13/2023] Open
Abstract
Cattle are a well-suited "model organism" to study the genetic underpinnings of variation in male reproductive performance. The adoption of artificial insemination and genomic prediction in many cattle breeds provide access to microarray-derived genotypes and repeated measurements for semen quality and insemination success in several thousand bulls. Similar-sized mapping cohorts with phenotypes for male fertility are not available for most other species precluding powerful association testing. The repeated measurements of the artificial insemination bulls' semen quality enable the differentiation between transient and biologically relevant trait fluctuations, and thus, are an ideal source of phenotypes for variance components estimation and genome-wide association testing. Genome-wide case-control association testing involving bulls with either aberrant sperm quality or low insemination success revealed several causal recessive loss-of-function alleles underpinning monogenic reproductive disorders. These variants are routinely monitored with customised genotyping arrays in the male selection candidates to avoid the use of subfertile or infertile bulls for artificial insemination and natural service. Genome-wide association studies with quantitative measurements of semen quality and insemination success revealed quantitative trait loci for male fertility, but the underlying causal variants remain largely unknown. Moreover, these loci explain only a small part of the heritability of male fertility. Integrating genome-wide association studies with gene expression and other omics data from male reproductive tissues is required for the fine-mapping of candidate causal variants underlying variation in male reproductive performance in cattle.
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Affiliation(s)
- Hubert Pausch
- Animal Genomics, Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092 Zurich, Switzerland.
| | - Xena Marie Mapel
- Animal Genomics, Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092 Zurich, Switzerland
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Mészárosová M, Mészáros G, Moravčíková N, Pavlík I, Margetín M, Kasarda R. Within- and between-Breed Selection Signatures in the Original and Improved Valachian Sheep. Animals (Basel) 2022; 12:ani12111346. [PMID: 35681809 PMCID: PMC9179888 DOI: 10.3390/ani12111346] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 05/13/2022] [Accepted: 05/23/2022] [Indexed: 11/16/2022] Open
Abstract
This study explored the genomic diversity and selection signatures in two Slovakian national breeds, the Original Valachian and the Improved Valachian sheep. As they are an important animal genetic resource within the country, but with decreasing population size, our aim is to identify potentially valuable genomic regions. A total of 97 sheep (18 male and 79 female) from the Original Valachian, and 69 sheep (25 male and 44 female) from the Improved Valachian populations were genotyped using the GeneSeek GGP Ovine 50 K chip. The inbreeding levels were assessed with runs of homozygosity (ROH). The selection signatures within breeds were identified based on the top 1% of most homozygous regions within the breed, the so-called ROH islands. The selection signatures between breeds were assessed based on variance in linkage disequilibrium. Overall, we have identified selection signatures with quantitative trait loci (QTL) and genes pointing towards all three production purposes of the Valachian sheep, milk, meat, and wool, including their quality characteristics. Another group with apparent large importance was the various traits related to health and resistance to parasites, which is well in line with the sturdy nature of this breed.
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Affiliation(s)
- Mária Mészárosová
- Faculty of Agrobiology and Food Resources, Institute of Nutrition and Genomics, Slovak University of Agriculture in Nitra, Tr. A. Hlinku 2, 94976 Nitra, Slovakia; (M.M.); (R.K.)
| | - Gábor Mészáros
- Department of Sustainable Agricultural Systems, Division of Livestock Sciences, University of Natural Resources and Life Sciences, Vienna, Gregor-Mendel-Straße 33, 1180 Vienna, Austria;
| | - Nina Moravčíková
- Faculty of Agrobiology and Food Resources, Institute of Nutrition and Genomics, Slovak University of Agriculture in Nitra, Tr. A. Hlinku 2, 94976 Nitra, Slovakia; (M.M.); (R.K.)
- Correspondence:
| | - Ivan Pavlík
- Research Institute of Animal Production—NPPC Slovakia, Hlohovecká 2, 95141 Nitra—Lužianky, Slovakia;
| | - Milan Margetín
- Faculty of Agrobiology and Food Resources, Institute of Animal Science, Slovak University of Agriculture in Nitra, Tr. A. Hlinku 2, 94976 Nitra, Slovakia;
| | - Radovan Kasarda
- Faculty of Agrobiology and Food Resources, Institute of Nutrition and Genomics, Slovak University of Agriculture in Nitra, Tr. A. Hlinku 2, 94976 Nitra, Slovakia; (M.M.); (R.K.)
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Hiltpold M, Janett F, Mapel XM, Kadri NK, Fang ZH, Schwarzenbacher H, Seefried FR, Spengeler M, Witschi U, Pausch H. A 1-bp deletion in bovine QRICH2 causes low sperm count and immotile sperm with multiple morphological abnormalities. Genet Sel Evol 2022; 54:18. [PMID: 35255804 PMCID: PMC8900305 DOI: 10.1186/s12711-022-00710-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 02/17/2022] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Semen quality and insemination success are monitored in artificial insemination bulls to ensure high male fertility rates. Only ejaculates that fulfill minimum quality requirements are processed and eventually used for artificial inseminations. We examined 70,990 ejaculates from 1343 Brown Swiss bulls to identify bulls from which all ejaculates were rejected due to low semen quality. This procedure identified a bull that produced 12 ejaculates with an aberrantly small number of sperm (0.2 ± 0.2 × 109 sperm per mL) which were mostly immotile due to multiple morphological abnormalities. RESULTS The genome of this bull was sequenced at a 12× coverage to investigate a possible genetic cause. Comparing the sequence variant genotypes of this bull with those from 397 fertile bulls revealed a 1-bp deletion in the coding sequence of the QRICH2 gene which encodes the glutamine rich 2 protein, as a compelling candidate causal variant. This 1-bp deletion causes a frameshift in translation and a premature termination codon (ENSBTAP00000018337.1:p.Cys1644AlafsTer52). The analysis of testis transcriptomes from 76 bulls showed that the transcript with the premature termination codon is subject to nonsense-mediated mRNA decay. The 1-bp deletion resides in a 675-kb haplotype that includes 181 single nucleotide polymorphisms (SNPs) from the Illumina BovineHD Bead chip. This haplotype segregates at a frequency of 5% in the Brown Swiss cattle population. Our analysis also identified another bull that carried the 1-bp deletion in the homozygous state. Semen analyses from the second bull confirmed low sperm concentration and immotile sperm with multiple morphological abnormalities that primarily affect the sperm flagellum and, to a lesser extent, the sperm head. CONCLUSIONS A recessive loss-of-function allele of the bovine QRICH2 gene likely causes low sperm concentration and immotile sperm with multiple morphological abnormalities. Routine sperm analyses unambiguously identify homozygous bulls for this allele. A direct gene test can be implemented to monitor the frequency of the undesired allele in cattle populations.
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Affiliation(s)
- Maya Hiltpold
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Universitätstrasse 2, 8092 Zürich, Switzerland
| | - Fredi Janett
- Clinic of Reproductive Medicine, Vetsuisse Faculty, University of Zürich, Winterthurerstrasse 260, 8057 Zürich, Switzerland
| | - Xena Marie Mapel
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Universitätstrasse 2, 8092 Zürich, Switzerland
| | - Naveen Kumar Kadri
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Universitätstrasse 2, 8092 Zürich, Switzerland
| | - Zih-Hua Fang
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Universitätstrasse 2, 8092 Zürich, Switzerland
- Present Address: Genome Biology of Neurodegenerative Diseases, Deutsches Zentrum Für Neurodegenerative Erkrankungen e. V. (DZNE), Otfried-Müller-Str. 23, 72076 Tübingen, Germany
| | | | | | | | - Ulrich Witschi
- Swissgenetics, Meielenfeldweg 12, 3052 Zollikofen, Switzerland
| | - Hubert Pausch
- Animal Genomics, Institute of Agricultural Sciences, ETH Zürich, Universitätstrasse 2, 8092 Zürich, Switzerland
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