Identification of differentially expressed mRNAs and miRNAs in spermatozoa of bulls of varying fertility

Bulls used in artificial insemination, with apparently normal semen quality, can vary significantly in their field fertility. This study aimed to characterize the transcriptome of spermatozoa from high (HF) and low (LF) fertility bulls at the mRNA and miRNA level in order to identify potential novel...

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Published in:Frontiers in veterinary science Vol. 9; p. 993561
Main Authors: Donnellan, Eimear M., Perrier, Jean-Philippe, Keogh, Kate, Štiavnická, Miriam, Collins, Caitríona M., Dunleavy, Elaine M., Sellem, Eli, Bernecic, Naomi C., Lonergan, Patrick, Kenny, David A., Fair, Sean
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Abstract Bulls used in artificial insemination, with apparently normal semen quality, can vary significantly in their field fertility. This study aimed to characterize the transcriptome of spermatozoa from high (HF) and low (LF) fertility bulls at the mRNA and miRNA level in order to identify potential novel markers of fertility. Holstein-Friesian bulls were assigned to either the HF or LF group ( n = 10 per group) based on an adjusted national fertility index from a minimum of 500 inseminations. Total RNA was extracted from a pool of frozen-thawed spermatozoa from three different ejaculates per bull, following which mRNA-seq and miRNA-seq were performed. Six mRNAs and 13 miRNAs were found differentially expressed ( P < 0.05, FC > 1.5) between HF and LF bulls. Of particular interest, the gene pathways targeted by the 13 differentially expressed miRNAs were related to embryonic development and gene expression regulation. Previous studies reported that disruptions to protamine 1 mRNA ( PRM1 ) had deleterious consequences for sperm chromatin structure and fertilizing ability. Notably, PRM1 exhibited a higher expression in spermatozoa from LF than HF bulls. In contrast, Western Blot analysis revealed a decrease in PRM1 protein abundance for spermatozoa from LF bulls; this was not associated with increased protamine deficiency (measured by the degree of chromatin compaction) or DNA fragmentation, as assessed by flow cytometry analyses. However, protamine deficiency was positively and moderately correlated with the percentage of spermatozoa with DNA fragmentation, irrespective of fertility group. This study has identified potential biomarkers that could be used for improving semen quality assessments of bull fertility.
AbstractList Bulls used in artificial insemination, with apparently normal semen quality, can vary significantly in their field fertility. This study aimed to characterize the transcriptome of spermatozoa from high (HF) and low (LF) fertility bulls at the mRNA and miRNA level in order to identify potential novel markers of fertility. Holstein-Friesian bulls were assigned to either the HF or LF group (n = 10 per group) based on an adjusted national fertility index from a minimum of 500 inseminations. Total RNA was extracted from a pool of frozen-thawed spermatozoa from three different ejaculates per bull, following which mRNA-seq and miRNA-seq were performed. Six mRNAs and 13 miRNAs were found differentially expressed (P < 0.05, FC > 1.5) between HF and LF bulls. Of particular interest, the gene pathways targeted by the 13 differentially expressed miRNAs were related to embryonic development and gene expression regulation. Previous studies reported that disruptions to protamine 1 mRNA (PRM1) had deleterious consequences for sperm chromatin structure and fertilizing ability. Notably, PRM1 exhibited a higher expression in spermatozoa from LF than HF bulls. In contrast, Western Blot analysis revealed a decrease in PRM1 protein abundance for spermatozoa from LF bulls; this was not associated with increased protamine deficiency (measured by the degree of chromatin compaction) or DNA fragmentation, as assessed by flow cytometry analyses. However, protamine deficiency was positively and moderately correlated with the percentage of spermatozoa with DNA fragmentation, irrespective of fertility group. This study has identified potential biomarkers that could be used for improving semen quality assessments of bull fertility.
Bulls used in artificial insemination, with apparently normal semen quality, can vary significantly in their field fertility. This study aimed to characterize the transcriptome of spermatozoa from high (HF) and low (LF) fertility bulls at the mRNA and miRNA level in order to identify potential novel markers of fertility. Holstein-Friesian bulls were assigned to either the HF or LF group ( n = 10 per group) based on an adjusted national fertility index from a minimum of 500 inseminations. Total RNA was extracted from a pool of frozen-thawed spermatozoa from three different ejaculates per bull, following which mRNA-seq and miRNA-seq were performed. Six mRNAs and 13 miRNAs were found differentially expressed ( P < 0.05, FC > 1.5) between HF and LF bulls. Of particular interest, the gene pathways targeted by the 13 differentially expressed miRNAs were related to embryonic development and gene expression regulation. Previous studies reported that disruptions to protamine 1 mRNA ( PRM1 ) had deleterious consequences for sperm chromatin structure and fertilizing ability. Notably, PRM1 exhibited a higher expression in spermatozoa from LF than HF bulls. In contrast, Western Blot analysis revealed a decrease in PRM1 protein abundance for spermatozoa from LF bulls; this was not associated with increased protamine deficiency (measured by the degree of chromatin compaction) or DNA fragmentation, as assessed by flow cytometry analyses. However, protamine deficiency was positively and moderately correlated with the percentage of spermatozoa with DNA fragmentation, irrespective of fertility group. This study has identified potential biomarkers that could be used for improving semen quality assessments of bull fertility.
Author Donnellan, Eimear M.
Kenny, David A.
Keogh, Kate
Fair, Sean
Lonergan, Patrick
Štiavnická, Miriam
Dunleavy, Elaine M.
Collins, Caitríona M.
Bernecic, Naomi C.
Perrier, Jean-Philippe
Sellem, Eli
AuthorAffiliation 5 ALLICE, Innovation and Development , Paris , France
1 Laboratory of Animal Reproduction, Department of Biological Sciences, Biomaterials Research Cluster, Faculty of Science and Engineering, School of Natural Sciences, Bernal Institute, University of Limerick , Limerick , Ireland
3 Technical University of the Shannon , Athlone, Co. Westmeath , Ireland
2 Animal and Bioscience Research Department, Animal and Grassland Research and Innovation Centre , Teagasc , Ireland
6 School of Agriculture and Food Science, University College Dublin , Dublin , Ireland
4 Centre for Chromosome Biology, Biomedical Sciences, National University of Ireland , Galway , Ireland
AuthorAffiliation_xml – name: 2 Animal and Bioscience Research Department, Animal and Grassland Research and Innovation Centre , Teagasc , Ireland
– name: 6 School of Agriculture and Food Science, University College Dublin , Dublin , Ireland
– name: 3 Technical University of the Shannon , Athlone, Co. Westmeath , Ireland
– name: 4 Centre for Chromosome Biology, Biomedical Sciences, National University of Ireland , Galway , Ireland
– name: 1 Laboratory of Animal Reproduction, Department of Biological Sciences, Biomaterials Research Cluster, Faculty of Science and Engineering, School of Natural Sciences, Bernal Institute, University of Limerick , Limerick , Ireland
– name: 5 ALLICE, Innovation and Development , Paris , France
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Cites_doi 10.1016/j.theriogenology.2020.07.005
10.1016/j.theriogenology.2016.11.011
10.1093/humrep/dev031
10.1016/j.anireprosci.2020.106621
10.1111/aji.12673
10.1186/s13072-020-00340-0
10.1016/j.theriogenology.2010.08.002
10.1016/j.ab.2015.03.022
10.1111/j.2047-2927.2014.00196.x
10.1093/humupd/dmq035
10.1038/srep42392
10.1111/and.13412
10.1093/molehr/gah258
10.18632/oncotarget.17081
10.1095/biolreprod.112.103788
10.1093/bioinformatics/btu638
10.1093/nar/gky1141
10.3390/biology6030034
10.3389/fvets.2021.703101
10.1016/j.theriogenology.2011.03.009
10.1093/bioinformatics/btp616
10.1111/age.12941
10.1002/mrd.22871
10.1186/gb-2009-10-3-r25
10.1093/bioinformatics/btu170
10.1093/humrep/deu228
10.1038/srep31794
10.1016/j.fertnstert.2014.03.040
10.1016/j.theriogenology.2018.04.001
10.4103/aja.aja_40_18
10.1007/978-1-62703-038-0_33
10.1016/j.theriogenology.2018.09.010
10.1016/j.rvsc.2012.09.001
10.1186/s12864-020-6570-8
10.3168/jds.2008-1646
10.1371/journal.pone.0106795
10.1111/j.1365-2605.1996.tb00429.x
10.1016/j.anireprosci.2016.12.011
10.1016/S1642-431X(12)60077-1
10.1111/and.12767
10.1038/nri2957
10.1016/j.fertnstert.2006.04.024
10.1038/s41598-019-55868-3
10.1016/j.theriogenology.2017.04.042
10.1016/j.theriogenology.2012.12.001
10.1016/j.theriogenology.2012.07.016
10.1186/s12864-016-3394-7
10.1017/S0967199419000595
10.3168/jds.2021-20319
10.1007/s10815-019-01555-1
10.1242/dev.131755
10.1080/01485010701216526
10.1038/s41598-020-76152-9
10.1111/andr.12471
10.1016/j.fertnstert.2003.09.063
10.1016/j.febslet.2013.12.026
10.1093/nar/gkr688
10.1016/S0140-6736(02)09899-9
10.1186/1477-7827-10-82
10.1023/A:1009406231811
10.1023/A:1009844109023
10.1016/j.theriogenology.2011.09.002
10.7554/eLife.05005
10.1002/dvg.20598
10.1186/s12864-018-4764-0
10.1186/gb-2013-14-4-r36
10.1530/REP-19-0057
10.3168/jds.S0022-0302(00)75139-3
10.1373/clinchem.2011.169714
10.1016/j.theriogenology.2015.07.035
10.1093/nar/28.1.27
10.3389/fcell.2021.647717
10.1006/abio.1993.1104
10.1093/molehr/gah064
10.1111/rda.12531
10.1186/1471-2105-13-134
10.1095/biolreprod.114.124255
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Copyright Copyright © 2022 Donnellan, Perrier, Keogh, Štiavnická, Collins, Dunleavy, Sellem, Bernecic, Lonergan, Kenny and Fair. 2022 Donnellan, Perrier, Keogh, Štiavnická, Collins, Dunleavy, Sellem, Bernecic, Lonergan, Kenny and Fair
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Present address: Jean-Philippe Perrier, INSERM U1209, CNRS UMR 5309, Institute for Advanced Biosciences, Université Grenoble Alpes, Grenoble, France
This article was submitted to Animal Reproduction - Theriogenology, a section of the journal Frontiers in Veterinary Science
Reviewed by: Karl Kerns, Iowa State University, United States; Rajan Iyyappan, National Institute of Environmental Health Sciences (NIEHS), United States
Edited by: M. Sofia Ortega, University of Wisconsin-Madison, United States
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References Virro (B80) 2004; 81
Turri (B23) 2021; 8
Friedlander (B42) 2012; 40
Lambard (B74) 2004; 10
Kumar (B15) 2018; 114
Sellem (B3) 2015; 84
Evenson (B50) 2000; 22
Xu (B24) 2020; 21
Ostermeier (B32) 2002; 360
Prakash (B63) 2021; 9
Berry (B26) 2011; 75
Fortes (B49) 2014; 2
Amann (B25) 2012; 77
Haueter (B71) 2010; 48
Salas-Huetos (B59) 2014; 102
Correia (B65) 2020; 159
Iranpour (B77) 2000; 17
Kempisty (B72) 2007; 1
Govindaraju (B46) 2012; 10
Browne (B53) 2018; 20
Dogan (B70) 2015; 92
Perrier (B34) 2018; 19
O'Neill (B54) 2011; 11
Gross (B19) 2019; 9
B38
Kozomara (B43) 2019; 47
Fagerlind (B20) 2015; 50
Aitken (B79) 2017; 84
Kasimanickam (B10) 2012; 78
Gross (B68) 2020; 51
Parthipan (B28) 2015; 482
Salilew-Wondim (B62) 2014; 9
Menezes (B21) 2020; 52
Kuscu (B66) 2019; 36
Capra (B22) 2017; 18
B40
Aoki (B76) 2006; 12
Kasimanickam (B14) 2017; 89
B41
Depa-Martynow (B73) 2012; 12
Kasimanickam (B12) 2013; 79
Goodrich (B27) 2007; 53
Bianchi (B29) 2018; 6
Yuan (B18) 2016; 143
Kanehisa (B51) 2000; 28
Bolger (B35) 2014; 30
Khan (B56) 2017; 8
Prakash (B69) 2020; 222
Ye (B33) 2012; 13
de Yebra (B47) 1993; 209
Agarwal (B45) 2015; 4
Card (B8) 2013; 88
Parthipan (B13) 2017; 98
El Fekih (B31) 2017
Sellem (B7) 2020; 13
Card (B16) 2017; 177
Hamilton (B78) 2020; 28
Reilly (B17) 2016; 6
Hayes (B1) 2009; 92
Aoki (B75) 2006; 86
Langmead (B44) 2009; 10
Parker (B57) 2017
Kim (B36) 2013; 14
Larson (B2) 2000; 83
Ganguly (B11) 2013; 94
Anders (B37) 2015; 31
Kuijk (B64) 2011; 17
Gad (B61) 2020; 10
Robinson (B39) 2010; 26
Selvaraju (B6) 2017; 7
Simon (B81) 2014; 29
Goodrich (B30) 2013; 927
Liu (B52) 2018; 122
Wang (B60) 2011; 57
Arangasamy (B9) 2011; 76
Narud (B5) 2020; 157
Bernecic (B4) 2021
Tsatsanis (B55) 2015; 30
Lolis (B48) 1996; 19
Gross (B67) 2017; 6
Xia (B58) 2014; 588
References_xml – volume: 157
  start-page: 24
  year: 2020
  ident: B5
  article-title: Differences in sperm functionality and intracellular metabolites in Norwegian Red bulls of contrasting fertility
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2020.07.005
  contributor:
    fullname: Narud
– volume: 89
  start-page: 162
  year: 2017
  ident: B14
  article-title: Associations of hypoosmotic swelling test, relative sperm volume shift, aquaporin7 mRNA abundance and bull fertility estimates
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2016.11.011
  contributor:
    fullname: Kasimanickam
– volume: 30
  start-page: 853
  year: 2015
  ident: B55
  article-title: Serum miR-155 as a potential biomarker of male fertility
  publication-title: Hum Reprod.
  doi: 10.1093/humrep/dev031
  contributor:
    fullname: Tsatsanis
– volume: 222
  start-page: 106621
  year: 2020
  ident: B69
  article-title: RNA-Seq analysis reveals functionally relevant coding and non-coding RNAs in crossbred bull spermatozoa
  publication-title: Anim Reprod Sci.
  doi: 10.1016/j.anireprosci.2020.106621
  contributor:
    fullname: Prakash
– start-page: 77
  year: 2017
  ident: B57
  article-title: MicroRNAs downregulated following immune activation of rat testis
  publication-title: Am J Reprod Immunol
  doi: 10.1111/aji.12673
  contributor:
    fullname: Parker
– volume: 13
  start-page: 19
  year: 2020
  ident: B7
  article-title: comprehensive overview of bull sperm-borne small non-coding RNAs and their diversity across breeds
  publication-title: Epigenetics Chromatin.
  doi: 10.1186/s13072-020-00340-0
  contributor:
    fullname: Sellem
– volume: 75
  start-page: 172
  year: 2011
  ident: B26
  article-title: Evaluation of bull fertility in dairy and beef cattle using cow field data
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2010.08.002
  contributor:
    fullname: Berry
– volume: 1
  start-page: S109
  year: 2007
  ident: B72
  article-title: Evaluation of protamines 1 and 2 transcript contents in spermatozoa from asthenozoospermic men
  publication-title: Folia Histochem Cytobiol.
  contributor:
    fullname: Kempisty
– ident: B41
– volume: 482
  start-page: 32
  year: 2015
  ident: B28
  article-title: Spermatozoa input concentrations and RNA isolation methods on RNA yield and quality in bull (Bos taurus)
  publication-title: Anal Biochem.
  doi: 10.1016/j.ab.2015.03.022
  contributor:
    fullname: Parthipan
– volume: 2
  start-page: 370
  year: 2014
  ident: B49
  article-title: Sperm protamine deficiency correlates with sperm DNA damage in Bos indicus bulls
  publication-title: Andrology.
  doi: 10.1111/j.2047-2927.2014.00196.x
  contributor:
    fullname: Fortes
– volume: 17
  start-page: 254
  year: 2011
  ident: B64
  article-title: The different shades of mammalian pluripotent stem cells
  publication-title: Hum Reprod Update.
  doi: 10.1093/humupd/dmq035
  contributor:
    fullname: Kuijk
– volume: 7
  start-page: 42392
  year: 2017
  ident: B6
  article-title: Occurrence and functional significance of the transcriptome in bovine (Bos taurus) spermatozoa
  publication-title: Sci Rep.
  doi: 10.1038/srep42392
  contributor:
    fullname: Selvaraju
– volume: 52
  start-page: e13412
  year: 2020
  ident: B21
  article-title: Sperm miR-15a and miR-29b are associated with bull fertility
  publication-title: Andrologia.
  doi: 10.1111/and.13412
  contributor:
    fullname: Menezes
– volume: 12
  start-page: 41
  year: 2006
  ident: B76
  article-title: novel mechanism of protamine expression deregulation highlighted by abnormal protamine transcript retention in infertile human males with sperm protamine deficiency
  publication-title: Mol Hum Reprod.
  doi: 10.1093/molehr/gah258
  contributor:
    fullname: Aoki
– volume: 8
  start-page: 54416
  year: 2017
  ident: B56
  article-title: Analysis of Bos taurus and Sus scrofa X and Y chromosome transcriptome highlights reproductive driver genes
  publication-title: Oncotarget.
  doi: 10.18632/oncotarget.17081
  contributor:
    fullname: Khan
– volume: 88
  start-page: 49
  year: 2013
  ident: B8
  article-title: Cryopreserved bovine spermatozoal transcript profile as revealed by high-throughput ribonucleic acid sequencing
  publication-title: Biol Reprod.
  doi: 10.1095/biolreprod.112.103788
  contributor:
    fullname: Card
– volume: 31
  start-page: 166
  year: 2015
  ident: B37
  article-title: HTSeq–a Python framework to work with high-throughput sequencing data
  publication-title: Bioinformatics.
  doi: 10.1093/bioinformatics/btu638
  contributor:
    fullname: Anders
– volume: 47
  start-page: D155
  year: 2019
  ident: B43
  article-title: miRBase: from microRNA sequences to function
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gky1141
  contributor:
    fullname: Kozomara
– volume: 6
  start-page: 34
  year: 2017
  ident: B67
  article-title: MicroRNA signaling in embryo development
  publication-title: Biology
  doi: 10.3390/biology6030034
  contributor:
    fullname: Gross
– volume: 8
  start-page: 703101
  year: 2021
  ident: B23
  article-title: Combined flow cytometric semen analysis and miRNA profiling as a tool to discriminate between high- and low-fertility bulls
  publication-title: Front Vet Sci.
  doi: 10.3389/fvets.2021.703101
  contributor:
    fullname: Turri
– volume: 76
  start-page: 570
  year: 2011
  ident: B9
  article-title: Association of CRISP2, CCT8, PEBP1 mRNA abundance in sperm and sire conception rate in Holstein bulls
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2011.03.009
  contributor:
    fullname: Arangasamy
– volume: 26
  start-page: 139
  year: 2010
  ident: B39
  article-title: edgeR: a Bioconductor package for differential expression analysis of digital gene expression data
  publication-title: Bioinformatics.
  doi: 10.1093/bioinformatics/btp616
  contributor:
    fullname: Robinson
– volume: 51
  start-page: 502
  year: 2020
  ident: B68
  article-title: Integration of whole-genome DNA methylation data with RNA sequencing data to identify markers for bull fertility
  publication-title: Anim Genet.
  doi: 10.1111/age.12941
  contributor:
    fullname: Gross
– volume: 84
  start-page: 1039
  year: 2017
  ident: B79
  article-title: Reactive oxygen species as mediators of sperm capacitation and pathological damage
  publication-title: Mol Reprod Dev.
  doi: 10.1002/mrd.22871
  contributor:
    fullname: Aitken
– volume: 10
  start-page: R25
  year: 2009
  ident: B44
  article-title: Ultrafast and memory-efficient alignment of short DNA sequences to the human genome
  publication-title: Genome Biol.
  doi: 10.1186/gb-2009-10-3-r25
  contributor:
    fullname: Langmead
– ident: B40
– volume: 30
  start-page: 2114
  year: 2014
  ident: B35
  article-title: Trimmomatic: a flexible trimmer for Illumina sequence data
  publication-title: Bioinformatics.
  doi: 10.1093/bioinformatics/btu170
  contributor:
    fullname: Bolger
– volume: 29
  start-page: 2402
  year: 2014
  ident: B81
  article-title: Paternal influence of sperm DNA integrity on early embryonic development
  publication-title: Hum Reprod.
  doi: 10.1093/humrep/deu228
  contributor:
    fullname: Simon
– volume: 6
  start-page: 31794
  year: 2016
  ident: B17
  article-title: Characterisation of mouse epididymosomes reveals a complex profile of microRNAs and a potential mechanism for modification of the sperm epigenome
  publication-title: Sci Rep.
  doi: 10.1038/srep31794
  contributor:
    fullname: Reilly
– volume: 102
  start-page: 213
  year: 2014
  ident: B59
  article-title: New insights into the expression profile and function of micro-ribonucleic acid in human spermatozoa
  publication-title: Fertil Steril
  doi: 10.1016/j.fertnstert.2014.03.040
  contributor:
    fullname: Salas-Huetos
– volume: 114
  start-page: 252
  year: 2018
  ident: B15
  article-title: Transcriptional abundance of type-1 endocannabinoid receptor (CB1) and fatty acid amide hydrolase (FAAH) in bull spermatozoa: Relationship with field fertility
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2018.04.001
  contributor:
    fullname: Kumar
– volume: 20
  start-page: 539
  year: 2018
  ident: B53
  article-title: Region-specific microRNA signatures in the human epididymis
  publication-title: Asian J Androl.
  doi: 10.4103/aja.aja_40_18
  contributor:
    fullname: Browne
– volume: 927
  start-page: 385
  year: 2013
  ident: B30
  article-title: Isolating mRNA and small noncoding RNAs from human sperm
  publication-title: Methods Mol Biol.
  doi: 10.1007/978-1-62703-038-0_33
  contributor:
    fullname: Goodrich
– volume: 122
  start-page: 94
  year: 2018
  ident: B52
  article-title: Identification and differential expression of microRNAs in the testis of chicken with high and low sperm motility
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2018.09.010
  contributor:
    fullname: Liu
– volume: 94
  start-page: 256
  year: 2013
  ident: B11
  article-title: Differential expression of protamine 1 and 2 genes in mature spermatozoa of normal and motility impaired semen producing crossbred Frieswal (HFxSahiwal) bulls
  publication-title: Res Vet Sci.
  doi: 10.1016/j.rvsc.2012.09.001
  contributor:
    fullname: Ganguly
– volume: 21
  start-page: 165
  year: 2020
  ident: B24
  article-title: MicroRNA expression profile analysis in sperm reveals hsa-mir-191 as an auspicious omen of in vitro fertilization
  publication-title: BMC Genomics.
  doi: 10.1186/s12864-020-6570-8
  contributor:
    fullname: Xu
– volume: 92
  start-page: 433
  year: 2009
  ident: B1
  article-title: Invited review: Genomic selection in dairy cattle: progress and challenges
  publication-title: J Dairy Sci.
  doi: 10.3168/jds.2008-1646
  contributor:
    fullname: Hayes
– volume: 9
  start-page: e106795
  year: 2014
  ident: B62
  article-title: The expression pattern of microRNAs in granulosa cells of subordinate and dominant follicles during the early luteal phase of the bovine estrous cycle
  publication-title: PLoS One.
  doi: 10.1371/journal.pone.0106795
  contributor:
    fullname: Salilew-Wondim
– volume: 19
  start-page: 23
  year: 1996
  ident: B48
  article-title: Chromomycin A3-staining as an indicator of protamine deficiency and fertilization
  publication-title: Int J Androl.
  doi: 10.1111/j.1365-2605.1996.tb00429.x
  contributor:
    fullname: Lolis
– volume: 177
  start-page: 105
  year: 2017
  ident: B16
  article-title: Oligo-dT selected spermatozoal transcript profiles differ among higher and lower fertility dairy sires
  publication-title: Anim Reprod Sci.
  doi: 10.1016/j.anireprosci.2016.12.011
  contributor:
    fullname: Card
– ident: B38
– volume: 12
  start-page: 57
  year: 2012
  ident: B73
  article-title: Impact of protamine transcripts and their proteins on the quality and fertilization ability of sperm and the development of preimplantation embryos
  publication-title: Reprod Biol.
  doi: 10.1016/S1642-431X(12)60077-1
  contributor:
    fullname: Depa-Martynow
– start-page: 49
  year: 2017
  ident: B31
  article-title: Sperm RNA preparation for transcriptomic analysis: review of the techniques and personal experience
  publication-title: Andrologia
  doi: 10.1111/and.12767
  contributor:
    fullname: El Fekih
– volume: 11
  start-page: 163
  year: 2011
  ident: B54
  article-title: MicroRNAs: the fine-tuners of Toll-like receptor signalling
  publication-title: Nat Rev Immunol.
  doi: 10.1038/nri2957
  contributor:
    fullname: O'Neill
– volume: 86
  start-page: 1408
  year: 2006
  ident: B75
  article-title: Sperm protamine 1/protamine 2 ratios are related to in vitro fertilization pregnancy rates and predictive of fertilization ability
  publication-title: Fertil Steril.
  doi: 10.1016/j.fertnstert.2006.04.024
  contributor:
    fullname: Aoki
– volume: 9
  start-page: 20347
  year: 2019
  ident: B19
  article-title: Characterization and functional roles of paternal RNAs in 2-4 cell bovine embryos
  publication-title: Sci Rep.
  doi: 10.1038/s41598-019-55868-3
  contributor:
    fullname: Gross
– volume: 98
  start-page: 41
  year: 2017
  ident: B13
  article-title: Spermatozoal transcripts expression levels are predictive of semen quality and conception rate in bulls (Bos taurus)
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2017.04.042
  contributor:
    fullname: Parthipan
– volume: 79
  start-page: 766
  year: 2013
  ident: B12
  article-title: Associations of adiponectin and fertility estimates in Holstein bulls
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2012.12.001
  contributor:
    fullname: Kasimanickam
– volume: 78
  start-page: 2007
  year: 2012
  ident: B10
  article-title: Association between mRNA abundance of functional sperm function proteins and fertility of Holstein bulls
  publication-title: Theriogenology
  doi: 10.1016/j.theriogenology.2012.07.016
  contributor:
    fullname: Kasimanickam
– volume: 18
  start-page: 14
  year: 2017
  ident: B22
  article-title: Small RNA sequencing of cryopreserved semen from single bull revealed altered miRNAs and piRNAs expression between High- and Low-motile sperm populations
  publication-title: BMC Genomics.
  doi: 10.1186/s12864-016-3394-7
  contributor:
    fullname: Capra
– volume: 28
  start-page: 1
  year: 2020
  ident: B78
  article-title: Sperm DNA fragmentation: causes and identification
  publication-title: Zygote.
  doi: 10.1017/S0967199419000595
  contributor:
    fullname: Hamilton
– year: 2021
  ident: B4
  article-title: Comprehensive functional analysis reveals that acrosome integrity and viability are key variables distinguishing artificial insemination bulls of varying fertility
  publication-title: J Dairy Sci.
  doi: 10.3168/jds.2021-20319
  contributor:
    fullname: Bernecic
– volume: 36
  start-page: 2121
  year: 2019
  ident: B66
  article-title: FoxO transcription factors 1 regulate mouse preimplantation embryo development
  publication-title: J Assist Reprod Genet.
  doi: 10.1007/s10815-019-01555-1
  contributor:
    fullname: Kuscu
– volume: 143
  start-page: 635
  year: 2016
  ident: B18
  article-title: Sperm-borne miRNAs and endo-siRNAs are important for fertilization and preimplantation embryonic development
  publication-title: Development.
  doi: 10.1242/dev.131755
  contributor:
    fullname: Yuan
– volume: 53
  start-page: 161
  year: 2007
  ident: B27
  article-title: The preparation of human spermatozoal RNA for clinical analysis
  publication-title: Arch Androl.
  doi: 10.1080/01485010701216526
  contributor:
    fullname: Goodrich
– volume: 10
  start-page: 19130
  year: 2020
  ident: B61
  article-title: Plasma extracellular vesicle miRNAs as potential biomarkers of superstimulatory response in cattle
  publication-title: Sci Rep.
  doi: 10.1038/s41598-020-76152-9
  contributor:
    fullname: Gad
– volume: 6
  start-page: 374
  year: 2018
  ident: B29
  article-title: High-quality human and rat spermatozoal RNA isolation for functional genomic studies
  publication-title: Andrology.
  doi: 10.1111/andr.12471
  contributor:
    fullname: Bianchi
– volume: 81
  start-page: 1289
  year: 2004
  ident: B80
  article-title: Sperm chromatin structure assay (SCSA) parameters are related to fertilization, blastocyst development, and ongoing pregnancy in in vitro fertilization and intracytoplasmic sperm injection cycles
  publication-title: Fertil Steril.
  doi: 10.1016/j.fertnstert.2003.09.063
  contributor:
    fullname: Virro
– volume: 588
  start-page: 574
  year: 2014
  ident: B58
  article-title: MiR-98 is involved in rat embryo implantation by targeting Bcl-xl
  publication-title: FEBS Lett.
  doi: 10.1016/j.febslet.2013.12.026
  contributor:
    fullname: Xia
– volume: 40
  start-page: 37
  year: 2012
  ident: B42
  article-title: miRDeep2 accurately identifies known and hundreds of novel microRNA genes in seven animal clades
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkr688
  contributor:
    fullname: Friedlander
– volume: 360
  start-page: 772
  year: 2002
  ident: B32
  article-title: Spermatozoal RNA profiles of normal fertile men
  publication-title: Lancet.
  doi: 10.1016/S0140-6736(02)09899-9
  contributor:
    fullname: Ostermeier
– volume: 10
  start-page: 82
  year: 2012
  ident: B46
  article-title: Dynamics of microRNAs in bull spermatozoa
  publication-title: Reprod Biol Endocrinol.
  doi: 10.1186/1477-7827-10-82
  contributor:
    fullname: Govindaraju
– volume: 17
  start-page: 60
  year: 2000
  ident: B77
  article-title: Chromomycin A3 staining as a useful tool for evaluation of male fertility
  publication-title: J Assist Reprod Genet.
  doi: 10.1023/A:1009406231811
  contributor:
    fullname: Iranpour
– volume: 22
  start-page: 169
  year: 2000
  ident: B50
  article-title: Sperm chromatin structure assay is useful for fertility assessment
  publication-title: Methods Cell Sci.
  doi: 10.1023/A:1009844109023
  contributor:
    fullname: Evenson
– volume: 77
  start-page: 795
  year: 2012
  ident: B25
  article-title: Impact of genomic selection of AI dairy sires on their likely utilization and methods to estimate fertility: a paradigm shift
  publication-title: Theriogenology.
  doi: 10.1016/j.theriogenology.2011.09.002
  contributor:
    fullname: Amann
– volume: 4
  start-page: e05005
  year: 2015
  ident: B45
  article-title: Predicting effective microRNA target sites in mammalian mRNAs
  publication-title: Elife.
  doi: 10.7554/eLife.05005
  contributor:
    fullname: Agarwal
– volume: 48
  start-page: 151
  year: 2010
  ident: B71
  article-title: Genetic vasectomy-overexpression of Prm1-EGFP fusion protein in elongating spermatids causes dominant male sterility in mice
  publication-title: Genesis.
  doi: 10.1002/dvg.20598
  contributor:
    fullname: Haueter
– volume: 19
  start-page: 404
  year: 2018
  ident: B34
  article-title: A multi-scale analysis of bull sperm methylome revealed both species peculiarities and conserved tissue-specific features
  publication-title: BMC Genomics.
  doi: 10.1186/s12864-018-4764-0
  contributor:
    fullname: Perrier
– volume: 14
  start-page: R36
  year: 2013
  ident: B36
  article-title: TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions
  publication-title: Genome Biol.
  doi: 10.1186/gb-2013-14-4-r36
  contributor:
    fullname: Kim
– volume: 159
  start-page: R173
  year: 2020
  ident: B65
  article-title: The mTOR pathway in reproduction: from gonadal function to developmental coordination
  publication-title: Reproduction.
  doi: 10.1530/REP-19-0057
  contributor:
    fullname: Correia
– volume: 83
  start-page: 2473
  year: 2000
  ident: B2
  article-title: Can relative spermatozoal galactosyltransferase activity be predictive of dairy bull fertility
  publication-title: J Dairy Sci.
  doi: 10.3168/jds.S0022-0302(00)75139-3
  contributor:
    fullname: Larson
– volume: 57
  start-page: 1722
  year: 2011
  ident: B60
  article-title: Altered profile of seminal plasma microRNAs in the molecular diagnosis of male infertility
  publication-title: Clin Chem.
  doi: 10.1373/clinchem.2011.169714
  contributor:
    fullname: Wang
– volume: 84
  start-page: 1447
  year: 2015
  ident: B3
  article-title: Use of combinations of in vitro quality assessments to predict fertility of bovine semen
  publication-title: Theriogenology
  doi: 10.1016/j.theriogenology.2015.07.035
  contributor:
    fullname: Sellem
– volume: 28
  start-page: 27
  year: 2000
  ident: B51
  article-title: kyoto encyclopedia of genes and genomes
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/28.1.27
  contributor:
    fullname: Kanehisa
– volume: 9
  start-page: 647717
  year: 2021
  ident: B63
  article-title: Comparative Transcriptomic Analysis of Spermatozoa From High- and Low-Fertile Crossbred Bulls: Implications for Fertility Prediction
  publication-title: Front Cell Dev Biol.
  doi: 10.3389/fcell.2021.647717
  contributor:
    fullname: Prakash
– volume: 209
  start-page: 201
  year: 1993
  ident: B47
  article-title: Rapid analysis of mammalian sperm nuclear proteins
  publication-title: Anal Biochem.
  doi: 10.1006/abio.1993.1104
  contributor:
    fullname: de Yebra
– volume: 10
  start-page: 535
  year: 2004
  ident: B74
  article-title: Analysis and significance of mRNA in human ejaculated sperm from normozoospermic donors: relationship to sperm motility and capacitation
  publication-title: Mol Hum Reprod.
  doi: 10.1093/molehr/gah064
  contributor:
    fullname: Lambard
– volume: 50
  start-page: 587
  year: 2015
  ident: B20
  article-title: Expression of miRNAs in bull spermatozoa correlates with fertility rates
  publication-title: Reprod Domest Anim.
  doi: 10.1111/rda.12531
  contributor:
    fullname: Fagerlind
– volume: 13
  start-page: 134
  year: 2012
  ident: B33
  article-title: Primer-BLAST: a tool to design target-specific primers for polymerase chain reaction
  publication-title: BMC Bioinformatics.
  doi: 10.1186/1471-2105-13-134
  contributor:
    fullname: Ye
– volume: 92
  start-page: 92
  year: 2015
  ident: B70
  article-title: Sperm protamine-status correlates to the fertility of breeding bulls
  publication-title: Biol Reprod.
  doi: 10.1095/biolreprod.114.124255
  contributor:
    fullname: Dogan
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Snippet Bulls used in artificial insemination, with apparently normal semen quality, can vary significantly in their field fertility. This study aimed to characterize...
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SubjectTerms bovine
male fertility
miRNA
RNA
spermatozoa
Veterinary Science
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Title Identification of differentially expressed mRNAs and miRNAs in spermatozoa of bulls of varying fertility
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