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Molecular quantitative trait loci in reproductive tissues impact male fertility in cattle

Author

Listed:
  • Xena Marie Mapel

    (Universitatstrasse 2)

  • Naveen Kumar Kadri

    (Universitatstrasse 2)

  • Alexander S. Leonard

    (Universitatstrasse 2)

  • Qiongyu He

    (Universitatstrasse 2)

  • Audald Lloret-Villas

    (Universitatstrasse 2)

  • Meenu Bhati

    (Universitatstrasse 2
    The University of Edinburgh, Easter Bush Campus)

  • Maya Hiltpold

    (Universitatstrasse 2
    GenPhySE, Université de Toulouse, INRAE, ENVT)

  • Hubert Pausch

    (Universitatstrasse 2)

Abstract

Breeding bulls are well suited to investigate inherited variation in male fertility because they are genotyped and their reproductive success is monitored through semen analyses and thousands of artificial inseminations. However, functional data from relevant tissues are lacking in cattle, which prevents fine-mapping fertility-associated genomic regions. Here, we characterize gene expression and splicing variation in testis, epididymis, and vas deferens transcriptomes of 118 mature bulls and conduct association tests between 414,667 molecular phenotypes and 21,501,032 genome-wide variants to identify 41,156 regulatory loci. We show broad consensus in tissue-specific and tissue-enriched gene expression between the three bovine tissues and their human and murine counterparts. Expression- and splicing-mediating variants are more than three times as frequent in testis than epididymis and vas deferens, highlighting the transcriptional complexity of testis. Finally, we identify genes (WDR19, SPATA16, KCTD19, ZDHHC1) and molecular phenotypes that are associated with quantitative variation in male fertility through transcriptome-wide association and colocalization analyses.

Suggested Citation

  • Xena Marie Mapel & Naveen Kumar Kadri & Alexander S. Leonard & Qiongyu He & Audald Lloret-Villas & Meenu Bhati & Maya Hiltpold & Hubert Pausch, 2024. "Molecular quantitative trait loci in reproductive tissues impact male fertility in cattle," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-44935-7
    DOI: 10.1038/s41467-024-44935-7
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    1. Olivier Delaneau & Halit Ongen & Andrew A. Brown & Alexandre Fort & Nikolaos I. Panousis & Emmanouil T. Dermitzakis, 2017. "A complete tool set for molecular QTL discovery and analysis," Nature Communications, Nature, vol. 8(1), pages 1-7, August.
    2. Alvaro N. Barbeira & Scott P. Dickinson & Rodrigo Bonazzola & Jiamao Zheng & Heather E. Wheeler & Jason M. Torres & Eric S. Torstenson & Kaanan P. Shah & Tzintzuni Garcia & Todd L. Edwards & Eli A. St, 2018. "Exploring the phenotypic consequences of tissue specific gene expression variation inferred from GWAS summary statistics," Nature Communications, Nature, vol. 9(1), pages 1-20, December.
    3. Kensuke Yamaguchi & Kazuyoshi Ishigaki & Akari Suzuki & Yumi Tsuchida & Haruka Tsuchiya & Shuji Sumitomo & Yasuo Nagafuchi & Fuyuki Miya & Tatsuhiko Tsunoda & Hirofumi Shoda & Keishi Fujio & Kazuhiko , 2022. "Splicing QTL analysis focusing on coding sequences reveals mechanisms for disease susceptibility loci," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    4. Stephane E. Castel & Pejman Mohammadi & Wendy K. Chung & Yufeng Shen & Tuuli Lappalainen, 2016. "Rare variant phasing and haplotypic expression from RNA sequencing with phASER," Nature Communications, Nature, vol. 7(1), pages 1-6, November.
    5. Florent Murat & Noe Mbengue & Sofia Boeg Winge & Timo Trefzer & Evgeny Leushkin & Mari Sepp & Margarida Cardoso-Moreira & Julia Schmidt & Celine Schneider & Katharina Mößinger & Thoomke Brüning & Fran, 2023. "The molecular evolution of spermatogenesis across mammals," Nature, Nature, vol. 613(7943), pages 308-316, January.
    6. Claudia Giambartolomei & Damjan Vukcevic & Eric E Schadt & Lude Franke & Aroon D Hingorani & Chris Wallace & Vincent Plagnol, 2014. "Bayesian Test for Colocalisation between Pairs of Genetic Association Studies Using Summary Statistics," PLOS Genetics, Public Library of Science, vol. 10(5), pages 1-15, May.
    7. Kelsy C. Cotto & Yang-Yang Feng & Avinash Ramu & Megan Richters & Sharon L. Freshour & Zachary L. Skidmore & Huiming Xia & Joshua F. McMichael & Jason Kunisaki & Katie M. Campbell & Timothy Hung-Po Ch, 2023. "Integrated analysis of genomic and transcriptomic data for the discovery of splice-associated variants in cancer," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    8. Diego Garrido-Martín & Beatrice Borsari & Miquel Calvo & Ferran Reverter & Roderic Guigó, 2021. "Identification and analysis of splicing quantitative trait loci across multiple tissues in the human genome," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
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