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Huo C, Zhang C, Lu J, Su X, Qi X, Guo Y, Bao Y, Jia H, Cao G, Na R, Zhang W, Li X. A deep learning tissue classifier based on differential co-expression genes predicts the pregnancy outcomes of cattle†. Biol Reprod 2025; 112:550-562. [PMID: 39832283 DOI: 10.1093/biolre/ioaf009] [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: 08/19/2024] [Revised: 11/13/2024] [Accepted: 01/16/2025] [Indexed: 01/22/2025] Open
Abstract
Economic losses in cattle farms are frequently associated with failed pregnancies. Some studies found that the transcriptomic profiles of blood and endometrial tissues in cattle with varying pregnancy outcomes display discrepancies even before artificial insemination (AI) or embryo transfer (ET). In the study, 330 samples from seven distinct sources and two tissue types were integrated and divided into two groups based on the ability to establish and maintain pregnancy after AI or ET: P (pregnant) and NP (nonpregnant). By analyzing gene co-variation and employing machine learning algorithms, the objective was to identify genes that could predict pregnancy outcomes in cattle. Initially, within each tissue type, the top 100 differentially co-expressed genes (DCEGs) were identified based on the analysis of changes in correlation coefficients and network topological structure. Subsequently, these genes were used in models trained by seven different machine learning algorithms. Overall, models trained on DCEGs exhibited superior predictive accuracy compared to those trained on an equivalent number of differential expression genes. Among them, the deep learning models based on differential co-expression genes in blood and endometrial tissue achieved prediction accuracies of 91.7% and 82.6%, respectively. Finally, the importance of DCEGs was ranked using SHapley Additive exPlanations (SHAP) and enrichment analysis, identifying key signaling pathways that influence pregnancy. In summary, this study identified a set of genes potentially affecting pregnancy by analyzing the overall co-variation of gene connections between multiple sources. These key genes facilitated the development of interpretable machine learning models that accurately predict pregnancy outcomes in cattle.
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Affiliation(s)
- Chenxi Huo
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, China
| | - Chuanqiang Zhang
- Inner Mongolia SK·Xing Animal Breeding and Breeding Biotechnology Research Institute Co., Ltd, Hohhot, China
- National Center of Technology Innovation for Dairy, Hohhot, China
| | - Jing Lu
- College of Life Sciences, Inner Mongolia Agricultural University, Hohhot, China
| | - Xiaofeng Su
- Inner Mongolia Yili Industrial Group Co., Ltd, Hohhot, China
| | - Xiaoxia Qi
- Inner Mongolia SK·Xing Animal Breeding and Breeding Biotechnology Research Institute Co., Ltd, Hohhot, China
- National Center of Technology Innovation for Dairy, Hohhot, China
| | - Yaqiang Guo
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, China
| | - Yanchun Bao
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, China
| | - Hongxia Jia
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, China
| | - Guifang Cao
- Inner Mongolia SK·Xing Animal Breeding and Breeding Biotechnology Research Institute Co., Ltd, Hohhot, China
- College of Veterinary Medicine, Inner Mongolia Agricultural University, Hohhot, China
| | - Risu Na
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, China
- Inner Mongolia Engineering Research Center of Genomic Big Data for Agriculture, Inner Mongolia Agricultural University, Hohhot, China
| | - Wenguang Zhang
- College of Life Sciences, Inner Mongolia Agricultural University, Hohhot, China
- Inner Mongolia Engineering Research Center of Genomic Big Data for Agriculture, Inner Mongolia Agricultural University, Hohhot, China
| | - Xihe Li
- Inner Mongolia SK·Xing Animal Breeding and Breeding Biotechnology Research Institute Co., Ltd, Hohhot, China
- National Center of Technology Innovation for Dairy, Hohhot, China
- Inner Mongolia Yili Industrial Group Co., Ltd, Hohhot, China
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Cruz VA, Marques RS, Kvamme K, Limede AC, Cidrini FAA, Cidrini IA, Nascimento KS, Harvey KM, Llarena JFC, Cooke RF. Effects of omega-3 polyunsaturated fatty acid supplementation to first-calf beef heifers during late gestation on offspring physiology and performance. J Anim Sci 2025; 103:skaf091. [PMID: 40126062 DOI: 10.1093/jas/skaf091] [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: 01/31/2025] [Accepted: 03/19/2025] [Indexed: 03/25/2025] Open
Abstract
Forty-four pregnant Angus first-calf heifers (initial body weight [BW] = 490 ± 8 kg, body condition score [BCS] = 5.4 ± 0.06) were selected and assigned to the experiment at the end of their second trimester of gestation. From day 0 until calving, first-calf heifers were gathered and individually fed 3 times a week with dry distillers' grain (DDG; 3.5 kg/heifer per feeding; as-fed basis) + treatments. Treatments were 1) 234 g/heifer per feeding of Ca salts of PUFA based on eicosapentaenoic (EPA) and docosahexaenoic (DHA) acids (OMG, Strata; Virtus Nutrition LLC, Corcoran, CA; n = 22), or 2) 234 g/heifer per feeding of Ca salts of saturated and monosaturated fatty acids based on palmitic and oleic acids (CON; EnerGII, Virtus Nutrition; n = 22). From day -11 (d of gestation 192 ± 5.1) to calving, heifers were allocated to rangeland pasture. First-calf heifer BW and BCS were recorded (days -10 and -9), and blood was collected on day -10, and upon calving. Calves were weaned on day 260, and preconditioned from days 260 to 302, and feedlot was received from days 303 to 350. No differences were detected (P ≥ 0.33) for heifer BW or BCS changes at calving. A tendency for greater concentration of colostrum IgG (P = 0.08) was observed in heifers supplemented with OMG vs. CON cohorts. There were no differences (P ≥ 0.31) among treatments at calving for calving rate, birth BW, heart girth, and % of male calves born. Calves from OMG heifers had greater (P = 0.04) plasma IgG concentration compared to CON calves. No differences were observed (P ≥ 0.11) for weaning rate and age, birth to weaning average daily gain (ADG), weaning weight, liver enzymes, and serum antibodies against respiratory viruses. During the preconditioning, OMG calves had greater (P ≤ 0.05) final BW and ADG compared with calves born to CON heifers. These differences in performance remained (P ≤ 0.05) throughout the receiving phase. A treatment × day interaction was detected (P = 0.05) for plasma cortisol concentration, which was greater (P < 0.01) for calves born to OMG first-calf heifers on days 260 and 263 and lower (P < 0.01) on day 306 compared to CON cohorts. Supplementing omega-3 fatty acids to late-gestating first-calf beef heifers enhances IgG concentrations in both heifers and their offspring. While offspring growth from birth to weaning remained unaffected, OMG calves demonstrated increased weight during the preconditioning and receiving phases, suggesting potential long-term growth benefits.
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Affiliation(s)
- Vinicius A Cruz
- School of Animal Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA
| | - Rodrigo S Marques
- School of Animal Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA
| | - Keenan Kvamme
- Department of Animal and Range Sciences, Montana State University, Bozeman, MT 59717, USA
| | - Arnaldo Cintra Limede
- School of Animal Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA
| | | | - Iorrano Andrade Cidrini
- Universidade Estadual Paulista "Júlio de Mesquita Filho" (UNESP), Jaboticabal, São Paulo, Brazil
| | - Keuven S Nascimento
- Universidade Estadual Paulista "Júlio de Mesquita Filho" (UNESP), Jaboticabal, São Paulo, Brazil
| | - Kelsey M Harvey
- Prairie Research Unit, Mississippi State University, Prairie, MS 39756, USA
| | | | - Reinaldo F Cooke
- Department of Animal Science, Texas A&M University, College Station, TX 77845, USA
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Trauner AM, McCoski SR, Satterfield MC, Bradbery AN. Late gestation maternal overnutrition alters gene expression and histomorphology in neonatal foal testes. J Anim Sci 2025; 103:skaf060. [PMID: 40036360 PMCID: PMC11971635 DOI: 10.1093/jas/skaf060] [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: 12/12/2024] [Accepted: 02/25/2025] [Indexed: 03/06/2025] Open
Abstract
Reproductive health of male offspring following perturbations in maternal nutrition is not well-described in the horse; therefore, the objective of this study was to determine the effects of maternal overnutrition on neonatal foal testicular development. Sixteen Quarter Horse mares were used in a completely randomized design and stratified by expected foaling date, body weight, and body condition score into 1 of 2 dietary treatments beginning on gestational day 235: control (CON; n = 8) fed to meet nutrient requirements and overfed (HIGH; n = 8) fed 40% above CON. At 5 h postpartum, foals were euthanized, and testes from male foals were harvested, weighed, and stored for analyses. Samples were numerically coded in a blinded fashion and processed randomly to eliminate bias. Histomorphometric evaluations were performed following a hematoxylin & eosin stain and evaluated using ImageJ. All data were analyzed using the MIXED procedure in SAS v9.4. Horse within treatment served as a random effect, with a main effect of treatment. For RNA sequencing, differential gene expression analysis used DESeq2 1.20.0 R package to compare gene expression levels between CON and HIGH, and P-values were adjusted using the Benjamini-Hochberg correction. The threshold for significance was set at P ≤ 0.05 with trends toward significance at 0.05 < P ≤ 0.10, with sequencing data using adjusted P-values. Stringency was set to include differentially expressed genes with an unadjusted P-value < 0.05 for pathway enrichment analysis. Testes from HIGH foals (n = 4) were 61% heavier than testes from CON foals (n = 4; P < 0.01). There was no difference in individual seminiferous tubule area (P = 0.76) or Sertoli cell number within tubule (P = 0.57); however, testes from HIGH foals had 2.3 times fewer tubules per 10× magnification field than CON foals (P = 0.01). Further, tubules represented a lesser percentage of image area relative to interstitial tissue in testes from HIGH foals (P = 0.05). RNA sequencing revealed 56 differentially expressed genes between HIGH and CON testes (P-adjusted < 0.05). Differentially expressed genes represented biological processes related to steroidogenesis, cell regulation, and energy metabolism. Thus, late gestation maternal overnutrition alters fetal testicular development with potential long-term implications for reproductive function.
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Affiliation(s)
- Alex M Trauner
- Department of Animal & Range Sciences, Montana State University, Bozeman, MT 59717, USA
| | - Sarah R McCoski
- Department of Animal & Range Sciences, Montana State University, Bozeman, MT 59717, USA
| | - M Carey Satterfield
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
| | - Amanda N Bradbery
- Department of Animal & Range Sciences, Montana State University, Bozeman, MT 59717, USA
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Márton J, Bene SA, Szabó F. Heritability Estimates of Age at First Calving and Correlation Analysis in Angus Cows Bred in Hungary. Animals (Basel) 2024; 14:3715. [PMID: 39765619 PMCID: PMC11672652 DOI: 10.3390/ani14243715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2024] [Revised: 12/09/2024] [Accepted: 12/19/2024] [Indexed: 01/11/2025] Open
Abstract
This study aimed to examine the age at first calving (AFC) in Hungarian Angus herds. This study was conducted on the basis of data from 2955 registered cows, classified into five groups (based on different Angus types), and 200 breeding bulls, which were the sires of the cows. The data were made available by the Hungarian Hereford, Angus, and Galloway Breeders' Association. The variance and covariance components, heritability, breeding value (BV), and genetic trends of AFC between 1998 and 2021 were evaluated. A general linear model (univariate analysis of variance) was used to examine the various effects, while best linear unbiased prediction was used to estimate the population genetic parameters and BV, and linear regression analysis was used for the trend analysis. The average AFC obtained was 28.1 ± 0.1 months (SD = 5.3 months), showing a relatively large variance (CV = 18.9%). The environmental factors that influenced the development of the phenotype were the cow's birth season (28.99%, p < 0.01), cow's birth year (28.7%, p < 0.01), the cow's sire (18.32%, p < 0.01), and the herd (11.77, p < 0.05). The cow's color variant (8.10%, p > 0.05) was not significant and did not influence the AFC in this study. The direct heritability of AFC (h2 = 0.51 ± 0.06) was higher than data in the literature (0.38 ± 0.05); however, the maternal heritability was low (h2m = 0.00 ± 0.03). The correlation between direct and maternal genetic effects was zero (rdm = -0.97 ± 1.00). The phenotypic trend of AFC increased by +0.03 months per year, which was not statistically significant. The genetic trend calculation showed no significant changes. Based on the h2 and BV results, it seems that selecting a suitable sire can effectively reduce the AFC of daughters. Since AFC is also an important trait in economic terms, it would be appropriate to include AFC BV in the bull catalog.
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Affiliation(s)
- Judit Márton
- Hungarian Hereford, Angus and Galloway Breeders Association, Dénesmajor 2, H-7400 Kaposvár, Hungary
| | - Szabolcs Albin Bene
- Georgikon Campus, Hungarian University of Agriculture and Life Sciences, Deák Ferenc U. 16, H-8360 Keszthely, Hungary
| | - Ferenc Szabó
- Albert Kázmér Faculty of Agriculture and Food Sciences, Széchenyi István University, Vár T. 2, H-9200 Mosonmagyaróvár, Hungary
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Abay M, Abay S, Müştak HK, Diker KS, Gümüşsoy KS, Satıcıoğlu İB, Aydın F. Investigation of Aliarcobacter spp. and Campylobacter spp. in uterine contents of cows: Antibacterial susceptibility and phylogenetic analysis of the isolates. Microb Pathog 2024; 194:106810. [PMID: 39029598 DOI: 10.1016/j.micpath.2024.106810] [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: 02/26/2024] [Revised: 06/09/2024] [Accepted: 07/17/2024] [Indexed: 07/21/2024]
Abstract
The study aimed to isolate and identify Aliarcobacter spp. and Campylobacter spp. from the uterine contents of cows and to determine the susceptibilities of the isolates to various antibiotics. For this purpose, a total of 63 cows (with repeat breeder, metritis, and healthy) uterine contents were collected from a slaughterhouse. Pre-enrichment and membrane filtration methods were used to isolate Aliarcobacter and Campylobacter spp., and phenotypic and molecular methods were used to identify the isolates. Antibacterial susceptibilities of the isolates were determined by the disc diffusion method. A total of 11 (17.46 %, 11/63) samples were found positive for both genera, and 12 isolates were obtained from these samples. Out of 9 Campylobacter isolates, 5, 3, and 1 were identified as C. jejuni, C. sputorum, and C. hyointestinalis, respectively. Also, two and one of Aliarcobacter spp. isolates were identified as Aliarcobacter sp. and A. butzleri, respectively. All isolates of both genera were found to be sensitive to amoxicillin-clavulanic acid, ampicillin, erythromycin, and enrofloxacin and resistant to trimethoprim + sulfamethoxazole. This is the first study that reported on the isolation of C. hyointestinalis from cattle uterine contents. It was concluded that Campylobacter and Aliarcobacter species should be considered among the most important etiological agents in uterine infections that cause infertility in cows. The isolation of Aliarcobacter and Campylobacter spp. from healthy cow uteri within the scope of this study suggests the possibility that these agents could colonize the uterus, similar to the colonization observed in the intestine and gallbladder.
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Affiliation(s)
- Murat Abay
- Erciyes University, Faculty of Veterinary Medicine, Department of Obstetrics and Gynecology, TR-38280, Kayseri, Turkey
| | - Seçil Abay
- Erciyes University, Faculty of Veterinary Medicine, Department of Microbiology, TR-38280, Kayseri, Turkey.
| | - Hamit Kaan Müştak
- Ankara University, Faculty of Veterinary Medicine, Department of Microbiology, TR-06070, Ankara, Turkey
| | - Kadir Serdar Diker
- Aydın Adnan Menderes University, Faculty of Veterinary Medicine, Department of Microbiology, TR-09020, Aydın, Turkey
| | - Kadir Semih Gümüşsoy
- Erciyes University, Faculty of Veterinary Medicine, Department of Microbiology, TR-38280, Kayseri, Turkey; Erciyes Technopark Co., Sistem Veterinary Laboratory Services Ltd., TR-38039, Kayseri, Turkey
| | - İzzet Burçin Satıcıoğlu
- Uludağ University, Faculty of Veterinary Medicine, Department of Aquatic Animal Diseases, TR-16059, Bursa, Turkey
| | - Fuat Aydın
- Erciyes University, Faculty of Veterinary Medicine, Department of Microbiology, TR-38280, Kayseri, Turkey
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Haque MA, Lee YM, Ha JJ, Jin S, Park B, Kim NY, Won JI, Kim JJ. Genome-wide association study identifies genomic regions associated with key reproductive traits in Korean Hanwoo cows. BMC Genomics 2024; 25:496. [PMID: 38778305 PMCID: PMC11112828 DOI: 10.1186/s12864-024-10401-3] [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: 12/15/2023] [Accepted: 05/09/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND Conducting genome-wide association studies (GWAS) for reproductive traits in Hanwoo cattle, including age at first calving (AFC), calving interval (CI), gestation length (GL), and number of artificial inseminations per conception (NAIPC), is of paramount significance. These analyses provided a thorough exploration of the genetic basis of these traits, facilitating the identification of key markers for targeted trait improvement. Breeders can optimize their selection strategies, leading to more efficient and sustainable breeding programs, by incorporating genetic insights. This impact extends beyond individual traits and contributes to the overall productivity and profitability of the Hanwoo beef cattle industry. Ultimately, GWAS is essential in ensuring the long-term genetic resilience and adaptability of Hanwoo cattle populations. The primary goal of this study was to identify significant single nucleotide polymorphisms (SNPs) or quantitative trait loci (QTLs) associated with the studied reproductive traits and subsequently map the underlying genes that hold promise for trait improvement. RESULTS A genome-wide association study of reproductive traits identified 68 significant single nucleotide polymorphisms (SNPs) distributed across 29 Bos taurus autosomes (BTA). Among them, BTA14 exhibited the highest number of identified SNPs (25), whereas BTA6, BTA7, BTA8, BTA10, BTA13, BTA17, and BTA20 exhibited 8, 5, 5, 3, 8, 2, and 12 significant SNPs, respectively. Annotation of candidate genes within a 500 kb region surrounding the significant SNPs led to the identification of ten candidate genes relevant to age at first calving. These genes were: FANCG, UNC13B, TESK1, TLN1, and CREB3 on BTA8; FAM110B, UBXN2B, SDCBP, and TOX on BTA14; and MAP3K1 on BTA20. Additionally, APBA3, TCF12, and ZFR2, located on BTA7 and BTA10, were associated with the calving interval; PAX1, SGCD, and HAND1, located on BTA7 and BTA13, were linked to gestation length; and RBM47, UBE2K, and GPX8, located on BTA6 and BTA20, were linked to the number of artificial inseminations per conception in Hanwoo cows. CONCLUSIONS The findings of this study enhance our knowledge of the genetic factors that influence reproductive traits in Hanwoo cattle populations and provide a foundation for future breeding strategies focused on improving desirable traits in beef cattle. This research offers new evidence and insights into the genetic variants and genome regions associated with reproductive traits and contributes valuable information to guide future efforts in cattle breeding.
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Affiliation(s)
- Md Azizul Haque
- Department of Biotechnology, Yeungnam University, Gyeongsan, Gyeongbuk, 38541, Korea
| | - Yun-Mi Lee
- Department of Biotechnology, Yeungnam University, Gyeongsan, Gyeongbuk, 38541, Korea
| | - Jae-Jung Ha
- Gyeongbuk Livestock Research Institute, Yeongju, 36052, Korea
| | - Shil Jin
- Hanwoo Research Institute, National Institute of Animal Science, Pyeongchang, 25340, Korea
| | - Byoungho Park
- Hanwoo Research Institute, National Institute of Animal Science, Pyeongchang, 25340, Korea
| | - Nam-Young Kim
- Hanwoo Research Institute, National Institute of Animal Science, Pyeongchang, 25340, Korea
| | - Jeong-Il Won
- Hanwoo Research Institute, National Institute of Animal Science, Pyeongchang, 25340, Korea.
| | - Jong-Joo Kim
- Department of Biotechnology, Yeungnam University, Gyeongsan, Gyeongbuk, 38541, Korea.
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Hernandez GP, Ferreira MFL, Santos ACR, Bohnert D, Ranches J. Effects of Trace Mineral Injections on Measures of Growth and Trace Mineral Status of Primiparous Cows and their Calves. Transl Anim Sci 2024; 8:txae068. [PMID: 38774510 PMCID: PMC11107845 DOI: 10.1093/tas/txae068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 05/11/2024] [Indexed: 05/24/2024] Open
Abstract
The objective of this study was to evaluate the effects of injectable trace minerals (ITM) administrations at strategic moments in the beef cattle production cycle. At calving, 50 primiparous cows (Angus × Hereford) and their calves were randomly assigned to 1 of 2 treatments: 1) ITM: cattle assigned to the ITM treatment received an ITM injection at calving and a subsequent administration at breeding (cattle over 2 yr: 1.0 mL/90 kg body weight [BW]; calves: 1.0 mL/45 kg BW); or 2) Control: cattle assigned to the control treatment were administered with saline following the same procedure as the cattle assigned to the ITM treatment. Body weight, blood, and liver samples were collected from dams and calves at multiple time points to evaluate the growth and mineral status of cow-calf pairs. All variables were analyzed using the MIXED procedure of SAS. A treatment effect (P = 0.02) was observed for Cu liver concentration of primiparous cows at breeding. Cows assigned to ITM treatment had greater Cu status than cohorts assigned to Control treatment. No treatment effects were observed for the mineral status or growth of calves. The administration of ITM to primiparous cows enhanced Cu status when grazing Cu forages scarce of Cu.
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Affiliation(s)
- Gracia P Hernandez
- Eastern Oregon Agricultural Research Center, Oregon State University, Burns, OR 97720, USA
| | | | - Aline C R Santos
- Eastern Oregon Agricultural Research Center, Oregon State University, Burns, OR 97720, USA
| | - David Bohnert
- Eastern Oregon Agricultural Research Center, Oregon State University, Burns, OR 97720, USA
| | - Juliana Ranches
- Eastern Oregon Agricultural Research Center, Oregon State University, Burns, OR 97720, USA
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Akbarinejad V, Cushman RA. Developmental programming of reproduction in the female animal. Anim Reprod Sci 2024; 263:107456. [PMID: 38503204 DOI: 10.1016/j.anireprosci.2024.107456] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2023] [Revised: 03/09/2024] [Accepted: 03/12/2024] [Indexed: 03/21/2024]
Abstract
Successful reproduction is a cornerstone in food animal industry in order to sustain food production for human. Therefore, various methods focusing on genetics and postnatal environment have been identified and applied to improve fertility in livestock. Yet there is evidence indicating that environmental factors during prenatal and/or neonatal life can also impact the function of reproductive system and fertility in the animals during adulthood, which is called the developmental programming of reproduction. The current review summarizes data associated with the developmental origins of reproduction in the female animals. In this regard, this review focuses on the effect of plane of nutrition, maternal body condition, hypoxia, litter size, maternal age, parity, level of milk production and milk components, lactocrine signaling, stress, thermal stress, exposure to androgens, endocrine disrupting chemicals, mycotoxins and pollutants, affliction with infection and inflammation, and maternal gut microbiota during prenatal and neonatal periods on the neuroendocrine system, puberty, health of reproductive organs and fertility in the female offspring. It is noteworthy that these prenatal and neonatal factors do not always exert their effects on the reproductive performance of the female by compromising the development of organs directly related to reproductive function such as hypothalamus, pituitary, ovary, oviduct and uterus. Since they can impair the development of non-reproductive organs and systems modulating reproductive function as well (e.g., metabolic system and level of milk yield in dairy animals). Furthermore, when these factors affect the epigenetics of the offspring, their adverse effects will not be limited to one generation and can transfer transgenerationally. Hence, pinpointing the factors influencing developmental programming of reproduction and considering them in management of livestock operations could be a potential strategy to help improve fertility in food animals.
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Affiliation(s)
- Vahid Akbarinejad
- Department of Theriogenology, Faculty of Veterinary Medicine, University of Tehran, Tehran, Iran.
| | - Robert A Cushman
- USDA, Agricultural Research Service, US. Meat Animal Research Center, Clay Center, NE 68933-0166, United States
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de Moraes FLZ, Morotti F, Barca Junior FA, Seneda MM. Effects of maternal antral follicle count in Bos taurus indicus cattle on the genetic merit of male offspring and antral follicle count of female offspring. Theriogenology 2024; 217:151-158. [PMID: 38277797 DOI: 10.1016/j.theriogenology.2024.01.005] [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] [Received: 05/25/2023] [Revised: 01/04/2024] [Accepted: 01/05/2024] [Indexed: 01/28/2024]
Abstract
This study evaluated the effects of antral follicle count (AFC) in female cattle on offspring characteristics. Recently calved multiparous Bos indicus cows (Nelore; n = 222) were evaluated using ultrasonography on random days of their estrous cycle to determine the AFC and were classified into "low" (≤15 follicles), "intermediate" (≥16 and ≤ 29 follicles), and "high" (≥30 follicles) AFC groups. Weight and scrotal circumference (SC) of male offspring from these cows (n = 127) were determined from 20 to 27 months, and the data were added to a genetic evaluation program (economic total genetic merit, MGTe and TOP value) that uses the kinship matrix to evaluate the genetic relationship between animals. The AFC of female offspring from these cows (n = 95) was evaluated to analyze the relationship between the AFC of mothers and daughters. The effects of maternal AFC on the genetic merit of male and female offspring were analyzed using GLIMMIX and GLM, respectively. Correlations were assessed using the Pearson's coefficient. Male offspring of cows with high AFC had superior MGTe (P = 0.005) and TOP values (P = 0.01) than those from cows with low AFC. Additionally, the AFC of mothers was positively correlated with MGTe (R = 0.33; P < 0.0001) and negatively correlated with TOP values (R = -0.32; P < 0.0001). The SC (P = 0.01), but not body weight of the offspring (P = 0.46) was affected by maternal AFC. The daughters' AFC were correlated (R = 0.29; P = 0.004) with mothers' AFC and were influenced by maternal (P = 0.05) but not paternal (P = 0.77) effect. In conclusion, cows with high AFC produced males with greater MGTe, superior TOP values and higher SC. Maternal AFC did not influence the weight of male offspring but was correlated with the AFC of daughters.
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Affiliation(s)
| | - Fábio Morotti
- Universidade Estadual de Londrina (UEL), Londrina, PR, Brazil; Universidade Norte do Parana, UNOPAR, Arapongas, PR, Brazil
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Marrella M, Moorey SED, Campagna SR, Sarumi Q, Biase FH. Higher abundance of 2-dehydro-d-gluconate in the plasma of sub-fertile or infertile Bos taurus heifers. J Anim Sci 2024; 102:skae126. [PMID: 38720650 PMCID: PMC11247527 DOI: 10.1093/jas/skae126] [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: 01/31/2024] [Accepted: 05/07/2024] [Indexed: 07/16/2024] Open
Abstract
Infertility or subfertility impacts approximately 5% and 15% of dairy and beef heifers (Bos taurus), respectively. Heifers that do not produce a calf within an optimum window of time have a significant negative impact on the profitability and sustainability of the cattle industry. Selection of heifers based on their fertility potential remains a challenge yet to be resolved. Here, we tested the hypothesis that heifers of different fertility potential have differing metabolome signatures in their plasma. We obtained blood from Bos taurus heifers at their first artificial insemination and processed the samples to separate the plasma. The heifers were classified based on their reproductive outcome as fertile (pregnant and delivered a calf after their first artificial insemination (AI)) or sub-fertile (Angus heifers: no pregnancy after two AI and exposure to a bull; Holstein heifers: no pregnancy by the third AI). We tested the relative abundance of 140 metabolites obtained from 22 heifers (Angus fertile n = 5, Angus sub-fertile n = 7, Holstein fertile N = 5, Holstein sub-fertile N = 5). The metabolite 2-Dehydro-D-gluconate (C6H10O7) was significantly more abundant in the plasma of sub-fertile heifers in both breeds (1.4-fold, false discovery rate < 0.1). In the context that a small proportion of circulating metabolites in the plasma were quantified in this study, the results show that the metabolomic profile in the blood stream may be associated with heifer fertility potential.
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Affiliation(s)
- Mackenzie Marrella
- School of Animal Sciences, Virginia Polytechnique Institute and State University, Blacksburg, VA 24061, USA
| | - Sarah E D Moorey
- Department of Animal Science, University of Tennessee, Knoxville, TN 37996, USA
| | - Shawn R Campagna
- Department of Chemistry, University of Tennessee, Knoxville, TN 37919, USA
| | - Qudus Sarumi
- Department of Chemistry, University of Tennessee, Knoxville, TN 37919, USA
| | - Fernando H Biase
- School of Animal Sciences, Virginia Polytechnique Institute and State University, Blacksburg, VA 24061, USA
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11
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Hoorn QA, Zayas GA, Rodriguez EE, Jensen LM, Mateescu RG, Hansen PJ. Identification of quantitative trait loci and associated candidate genes for pregnancy success in Angus-Brahman crossbred heifers. J Anim Sci Biotechnol 2023; 14:137. [PMID: 37932831 PMCID: PMC10629031 DOI: 10.1186/s40104-023-00940-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 09/10/2023] [Indexed: 11/08/2023] Open
Abstract
BACKGROUND In beef cattle, more than 50% of the energy input to produce a unit of beef is consumed by the female that produced the calf. Development of genomic tools to identify females with high genetic merit for reproductive function could increase the profitability and sustainability of beef production. RESULTS Genome-wide association studies (GWAS) were performed using a single-step genomic best linear unbiased prediction approach on pregnancy outcome traits from a population of Angus-Brahman crossbred heifers. Furthermore, a validation GWAS was performed using data from another farm. Heifers were genotyped with the Bovine GGP F250 array that contains 221,077 SNPs. In the discovery population, heifers were bred in winter breeding seasons involving a single round of timed artificial insemination (AI) followed by natural mating for 3 months. Two phenotypes were analyzed: pregnancy outcome to first-service AI (PAI; n = 1,481) and pregnancy status at the end of the breeding season (PEBS; n = 1,725). The heritability was estimated as 0.149 and 0.122 for PAI and PEBS, respectively. In the PAI model, one quantitative trait locus (QTL), located between 52.3 and 52.5 Mb on BTA7, explained about 3% of the genetic variation, in a region containing a cluster of γ-protocadherin genes and SLC25A2. Other QTLs explaining between 0.5% and 1% of the genetic variation were found on BTA12 and 25. In the PEBS model, a large QTL on BTA7 was synonymous with the QTL for PAI, with minor QTLs located on BTA5, 9, 10, 11, 19, and 20. The validation population for pregnancy status at the end of the breeding season were Angus-Brahman crossbred heifers bred by natural mating. In concordance with the discovery population, the large QTL on BTA7 and QTLs on BTA10 and 12 were identified. CONCLUSIONS In summary, QTLs and candidate SNPs identified were associated with pregnancy outcomes in beef heifers, including a large QTL associated with a group of protocadherin genes. Confirmation of these associations with larger populations could lead to the development of genomic predictions of reproductive function in beef cattle. Moreover, additional research is warranted to study the function of candidate genes associated with QTLs.
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Affiliation(s)
- Quinn A Hoorn
- Department of Animal Sciences, Donald Henry Barron Reproductive and Perinatal Biology Research Program, and the Genetics Institute, University of Florida, Gainesville, FL, USA
| | - Gabriel A Zayas
- Department of Animal Sciences, Donald Henry Barron Reproductive and Perinatal Biology Research Program, and the Genetics Institute, University of Florida, Gainesville, FL, USA
| | - Eduardo E Rodriguez
- Department of Animal Sciences, Donald Henry Barron Reproductive and Perinatal Biology Research Program, and the Genetics Institute, University of Florida, Gainesville, FL, USA
| | - Laura M Jensen
- Present address: School of Applied Systems Biology, La Trobe University, Bundoora, VIC, 3083, Australia
| | - Raluca G Mateescu
- Department of Animal Sciences, Donald Henry Barron Reproductive and Perinatal Biology Research Program, and the Genetics Institute, University of Florida, Gainesville, FL, USA
| | - Peter J Hansen
- Department of Animal Sciences, Donald Henry Barron Reproductive and Perinatal Biology Research Program, and the Genetics Institute, University of Florida, Gainesville, FL, USA.
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12
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Gao Y, Marceau A, Iqbal V, Torres-Vázquez JA, Neupane M, Jiang J, Liu GE, Ma L. Genome-wide association analysis of heifer livability and early first calving in Holstein cattle. BMC Genomics 2023; 24:628. [PMID: 37865759 PMCID: PMC10590504 DOI: 10.1186/s12864-023-09736-0] [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: 05/19/2023] [Accepted: 10/12/2023] [Indexed: 10/23/2023] Open
Abstract
BACKGROUND The survival and fertility of heifers are critical factors for the success of dairy farms. The mortality of heifers poses a significant challenge to the management and profitability of the dairy industry. In dairy farming, achieving early first calving of heifers is also essential for optimal productivity and sustainability. Recently, Council on Dairy Cattle Breeding (CDCB) and USDA have developed new evaluations of heifer health and fertility traits. However, the genetic basis of these traits has yet to be thoroughly studied. RESULTS Leveraging the extensive U.S dairy genomic database maintained at CDCB, we conducted large-scale GWAS analyses of two heifer traits, livability and early first calving. Despite the large sample size, we found no major QTL for heifer livability. However, we identified a major QTL in the bovine MHC region associated with early first calving. Our GO analysis based on nearby genes detected 91 significant GO terms with a large proportion related to the immune system. This QTL in the MHC region was also confirmed in the analysis of 27 K bull with imputed sequence variants. Since these traits have few major QTL, we evaluated the genome-wide distribution of GWAS signals across different functional genomics categories. For heifer livability, we observed significant enrichment in promotor and enhancer-related regions. For early calving, we found more associations in active TSS, active Elements, and Insulator. We also identified significant enrichment of CDS and conserved variants in the GWAS results of both traits. By linking GWAS results and transcriptome data from the CattleGTEx project via TWAS, we detected four and 23 significant gene-trait association pairs for heifer livability and early calving, respectively. Interestingly, we discovered six genes for early calving in the Bovine MHC region, including two genes in lymph node tissue and one gene each in blood, adipose, hypothalamus, and leukocyte. CONCLUSION Our large-scale GWAS analyses of two heifer traits identified a major QTL in the bovine MHC region for early first calving. Additional functional enrichment and TWAS analyses confirmed the MHC QTL with relevant biological evidence. Our results revealed the complex genetic basis of heifer health and fertility traits and indicated a potential connection between the immune system and reproduction in cattle.
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Affiliation(s)
- Yahui Gao
- Department of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA
- Animal Genomics and Improvement Laboratory, BARC, USDA-ARS, Beltsville, MD, 20705, USA
| | - Alexis Marceau
- Department of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA
| | - Victoria Iqbal
- Department of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA
| | - Jose Antonio Torres-Vázquez
- Department of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA
| | - Mahesh Neupane
- Animal Genomics and Improvement Laboratory, BARC, USDA-ARS, Beltsville, MD, 20705, USA
| | - Jicai Jiang
- Department of Animal Science, North Carolina State University, Raleigh, 27695, USA
| | - George E Liu
- Animal Genomics and Improvement Laboratory, BARC, USDA-ARS, Beltsville, MD, 20705, USA
| | - Li Ma
- Department of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA.
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13
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Kertz NC, Banerjee P, Dyce PW, Diniz WJS. Harnessing Genomics and Transcriptomics Approaches to Improve Female Fertility in Beef Cattle-A Review. Animals (Basel) 2023; 13:3284. [PMID: 37894009 PMCID: PMC10603720 DOI: 10.3390/ani13203284] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 10/13/2023] [Accepted: 10/19/2023] [Indexed: 10/29/2023] Open
Abstract
Female fertility is the foundation of the cow-calf industry, impacting both efficiency and profitability. Reproductive failure is the primary reason why beef cows are sold in the U.S. and the cause of an estimated annual gross loss of USD 2.8 billion. In this review, we discuss the status of the genomics, transcriptomics, and systems genomics approaches currently applied to female fertility and the tools available to cow-calf producers to maximize genetic progress. We highlight the opportunities and limitations associated with using genomic and transcriptomic approaches to discover genes and regulatory mechanisms related to beef fertility. Considering the complex nature of fertility, significant advances in precision breeding will rely on holistic, multidisciplinary approaches to further advance our ability to understand, predict, and improve reproductive performance. While these technologies have advanced our knowledge, the next step is to translate research findings from bench to on-farm applications.
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14
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Shira KA, Murdoch BM, Davenport KM, Becker GM, Xie S, Colacchio AM, Bass PD, Colle MJ, Murdoch GK. Advanced Skeletal Ossification Is Associated with Genetic Variants in Chronologically Young Beef Heifers. Genes (Basel) 2023; 14:1629. [PMID: 37628680 PMCID: PMC10454746 DOI: 10.3390/genes14081629] [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: 07/26/2023] [Revised: 08/08/2023] [Accepted: 08/09/2023] [Indexed: 08/27/2023] Open
Abstract
Osteogenesis is a developmental process critical for structural support and the establishment of a dynamic reservoir for calcium and phosphorus. Changes in livestock breeding over the past 100 years have resulted in earlier bone development and increased physical size of cattle. Advanced skeletal maturity is now commonly observed at harvest, with heifers displaying more mature bone than is expected at 30 months of age (MOA). We surmise that selection for growth traits and earlier reproductive maturity resulted in co-selection for accelerated skeletal ossification. This study examines the relationship of single nucleotide polymorphisms (SNPs) in 793 beef heifers under 30 MOA with USDA-graded skeletal maturity phenotypes (A-, B-, C- skeletal maturity). Further, the estrogen content of FDA-approved hormonal implants provided to heifers prior to harvest was evaluated in association with the identified SNPs and maturities. Association tests were performed, and the impact of the implants were evaluated as covariates against genotypes using a logistic regression model. SNPs from the ESR1, ALPL, PPARGC1B, SORCS1 genes, and SNPs near KLF14, ANKRD61, USP42, H1C1, OVCA2, microRNA mir-29a were determined to be associated with the advanced skeletal ossification phenotype in heifers. Higher dosage estrogen implants increased skeletal maturity in heifers with certain SNP genotypes.
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Affiliation(s)
- Katie A. Shira
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
| | - Brenda M. Murdoch
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
| | - Kimberly M. Davenport
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
- Department of Animal Sciences, Washington State University, Pullman, WA 99164, USA
| | - Gabrielle M. Becker
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
| | - Shangqian Xie
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
| | - Antonetta M. Colacchio
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
| | - Phillip D. Bass
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
| | - Michael J. Colle
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
| | - Gordon K. Murdoch
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID 83844, USA
- Department of Animal Sciences, Washington State University, Pullman, WA 99164, USA
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15
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Marrella MA, Biase FH. A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus). Sci Rep 2023; 13:12664. [PMID: 37542054 PMCID: PMC10403585 DOI: 10.1038/s41598-023-39858-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 08/01/2023] [Indexed: 08/06/2023] Open
Abstract
Infertility or subfertility is a critical barrier to sustainable cattle production, including in heifers. The development of heifers that do not produce a calf within an optimum window of time is a critical factor for the profitability and sustainability of the cattle industry. In parallel, heifers are an excellent biomedical model for understanding the underlying etiology of infertility because well-nourished heifers can still be infertile, mostly because of inherent physiological and genetic causes. Using a high-density single nucleotide polymorphism (SNP) chip, we collected genotypic data, which were analyzed using an association analysis in PLINK with Fisher's exact test. We also produced quantitative transcriptome data and proteome data. Transcriptome data were analyzed using the quasi-likelihood test followed by the Wald's test, and the likelihood test and proteome data were analyzed using a generalized mixed model and Student's t-test. We identified two SNPs significantly associated with heifer fertility (rs110918927, chr12: 85648422, P = 6.7 × 10-7; and rs109366560, chr11:37666527, P = 2.6 × 10-5). We identified two genes with differential transcript abundance (eFDR ≤ 0.002) between the two groups (Fertile and Sub-Fertile): Adipocyte Plasma Membrane Associated Protein (APMAP, 1.16 greater abundance in the Fertile group) and Dynein Axonemal Intermediate Chain 7 (DNAI7, 1.23 greater abundance in the Sub-Fertile group). Our analysis revealed that the protein Alpha-ketoglutarate-dependent dioxygenase FTO was more abundant in the plasma collected from Fertile heifers relative to their Sub-Fertile counterparts (FDR < 0.05). Lastly, an integrative analysis of the three datasets identified a series of molecular features (SNPs, gene transcripts, and proteins) that discriminated 21 out of 22 heifers correctly based on their fertility category. Our multi-omics analyses confirm the complex nature of female fertility. Very importantly, our results also highlight differences in the molecular profile of heifers associated with fertility that transcend the constraints of breed-specific genetic background.
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Affiliation(s)
- Mackenzie A Marrella
- School of Animal Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA
| | - Fernando H Biase
- School of Animal Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA.
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16
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Webb EM, Holman DB, Schmidt KN, Crouse MS, Dahlen CR, Cushman RA, Snider AP, McCarthy KL, Amat S. A Longitudinal Characterization of the Seminal Microbiota and Antibiotic Resistance in Yearling Beef Bulls Subjected to Different Rates of Gain. Microbiol Spectr 2023; 11:e0518022. [PMID: 36916922 PMCID: PMC10100376 DOI: 10.1128/spectrum.05180-22] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 02/16/2023] [Indexed: 03/16/2023] Open
Abstract
In this study, we evaluated the seminal and fecal microbiota in yearling beef bulls fed a common diet to achieve moderate (1.13 kg/day) or high (1.80 kg/day) rates of weight gain. Semen samples were collected on days 0 and 112 of dietary intervention (n = 19/group) as well as postbreeding (n = 6/group) using electroejaculation, and the microbiota was assessed using 16S rRNA gene sequencing, quantitative PCR (qPCR), and culturing. The fecal microbiota was also evaluated, and its similarity with seminal microbiota was assessed. A subset of seminal bacterial isolates (n = 33) was screened for resistance against 28 antibiotics. A complex and dynamic microbiota was detected in bovine semen, and the community structure was affected by sampling time (R2 = 0.16, P < 0.001). Microbial richness increased significantly from day 0 to day 112, and diversity increased after breeding (P > 0.05). Seminal microbiota remained unaffected by the differential rates of gain, and its overall composition was distinct from fecal microbiota, with only 6% of the taxa shared between them. A total of 364 isolates from 49 different genera were recovered under aerobic and anaerobic culturing. Among these seminal isolates were pathogenic species and those resistant to several antibiotics. Overall, our results suggest that bovine semen harbors a rich and complex microbiota which changes over time and during the breeding season but appears to be resilient to differential gains achieved via a common diet. Seminal microbiota is distinct from the fecal microbiota and harbors potentially pathogenic and antibiotic-resistant bacterial species. IMPORTANCE Increasing evidence from human and other animal species supports the existence of a commensal microbiota in semen and that this seminal microbiota may influence not only sperm quality and fertility but also female reproduction. Seminal microbiota in bulls and its evolution and factors shaping this community, however, remain largely underexplored. In this study, we characterized the seminal microbiota of yearling beef bulls and its response to the bull age, different weight gains, and mating activity. We compared bacterial composition between seminal and fecal microbiota and evaluated the diversity of culturable seminal bacteria and their antimicrobial resistance. Our results obtained from sequencing, culturing, and antibiotic susceptibility testing provide novel information on the taxonomic composition, evolution, and factors shaping the seminal microbiota of yearling beef bulls. This information will serve as an important basis for further understanding of the seminal microbiome and its involvement in reproductive health and fertility in cattle.
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Affiliation(s)
- Emily M. Webb
- Department of Microbiological Sciences, North Dakota State University, Fargo, North Dakota, USA
| | - Devin B. Holman
- Lacombe Research and Development Centre, Agriculture and Agri-Food Canada, Lacombe, Alberta, Canada
| | - Kaycie N. Schmidt
- Department of Microbiological Sciences, North Dakota State University, Fargo, North Dakota, USA
| | - Matthew S. Crouse
- USDA, Agriculture Research Service, U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Carl R. Dahlen
- Department of Animal Sciences, North Dakota State University, Fargo, North Dakota, USA
| | - Robert A. Cushman
- USDA, Agriculture Research Service, U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Alexandria P. Snider
- USDA, Agriculture Research Service, U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Kacie L. McCarthy
- Department of Animal Sciences, Institute of Agriculture and Natural Resources, University of Nebraska-Lincoln, Lincoln, Nebraska, USA
| | - Samat Amat
- Department of Microbiological Sciences, North Dakota State University, Fargo, North Dakota, USA
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17
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Banerjee P, Diniz WJS, Hollingsworth R, Rodning SP, Dyce PW. mRNA Signatures in Peripheral White Blood Cells Predict Reproductive Potential in Beef Heifers at Weaning. Genes (Basel) 2023; 14:498. [PMID: 36833425 PMCID: PMC9957530 DOI: 10.3390/genes14020498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 02/10/2023] [Accepted: 02/13/2023] [Indexed: 02/18/2023] Open
Abstract
Reproductive failure is a major contributor to inefficiency within the cow-calf industry. Particularly problematic is the inability to diagnose heifer reproductive issues prior to pregnancy diagnosis following their first breeding season. Therefore, we hypothesized that gene expression from the peripheral white blood cells at weaning could predict the future reproductive potential of beef heifers. To investigate this, the gene expression was measured using RNA-Seq in Angus-Simmental crossbred heifers sampled at weaning and retrospectively classified as fertile (FH, n = 8) or subfertile (SFH, n = 7) after pregnancy diagnosis. We identified 92 differentially expressed genes between the groups. Network co-expression analysis identified 14 and 52 hub targets. ENSBTAG00000052659, OLR1, TFF2, and NAIP were exclusive hubs to the FH group, while 42 hubs were exclusive to the SFH group. The differential connectivity between the networks of each group revealed a gain in connectivity due to the rewiring of major regulators in the SFH group. The exclusive hub targets from FH were over-represented for the CXCR chemokine receptor pathway and inflammasome complex, while for the SFH, they were over-represented for immune response and cytokine production pathways. These multiple interactions revealed novel targets and pathways predicting reproductive potential at an early stage of heifer development.
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Affiliation(s)
| | | | | | | | - Paul W. Dyce
- Department of Animal Sciences, Auburn University, Auburn, AL 36849, USA
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18
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Poole RK, Pickett AT, Oliveira Filho RV, de Melo GD, Palanisamy V, Chitlapilly Dass S, Cooke RF, Pohler KG. Shifts in uterine bacterial communities associated with endogenous progesterone and 17β-estradiol concentrations in beef cattle. Domest Anim Endocrinol 2023; 82:106766. [PMID: 36182815 DOI: 10.1016/j.domaniend.2022.106766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 08/26/2022] [Accepted: 09/01/2022] [Indexed: 11/28/2022]
Abstract
The relation between circulating concentrations of progesterone and 17β-estradiol prior to insemination play a key role in optimizing fertility in cattle. This study aimed to determine the impact of endogenous progesterone (P4) and estradiol (E2) concentrations on uterine bacterial community abundance and diversity in beef cattle. Angus-influenced heifers were subjected to an industry standard estrous synchronization protocol. Uterine flushes were collected on d -2 (endogenous P4) and d 0 (endogenous E2) and used for targeting the V4 hypervariable region of 16S rRNA bacterial gene. Plasma was collected on d -2 and 0 for quantification of P4 and E2 concentrations by radioimmunoassay, respectively. Heifers were allotted to one of the following groups: High P4 + High E2 (H-H; n = 11), High P4 + Low E2 (H-L; n = 9), Low P4 + High E2 (L-H; n = 9), Low P4 + Low E2 (L-L; n = 11). Results indicated that Shannon's diversity index tended to be greater for H-L heifers compared to L-H heifers on d 0 (P = 0.10). For H-L heifers from d -2 to d 0, the relative abundance of Actinobacteria decreased and Tenericutes increased (P < 0.01). Within phylum Actinobacteria, the relative abundance of Corynebacterium decreased from d -2 to d 0 in treatment groups H-H, H-L, and L-L (P < 0.05); however, did not differ by d for L-H heifers. Within phylum Tenericutes, the relative abundance of Ureaplasma increased from d -2 to d 0 for H-L heifers (P = 0.01). Additionally for H-L heifers, the relative abundance of Bacteroidetes tended to increase from day -2 to on d 0 (P = 0.07). For H-L heifers, uterine pH increased from day -2 to d 0 (P = 0.05). These results suggest that differing endogenous concentrations of P4 and E2 may be associated with shifts in uterine microbiota and pH, and this could ultimately impact fertility outcomes in beef cattle.
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Affiliation(s)
- R K Poole
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA.
| | - A T Pickett
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA
| | - R V Oliveira Filho
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA
| | - G D de Melo
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA
| | - V Palanisamy
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA
| | - S Chitlapilly Dass
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA
| | - R F Cooke
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA
| | - K G Pohler
- Department of Animal Science, Texas A&M University, College Station, TX, 77843, USA
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19
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Pickett AT, Cooke RF, Mackey SJ, Brandão AP, Colombo EA, Oliveira Filho RV, de Melo GD, Pohler KG, Poole RK. Shifts in bacterial communities in the rumen, vagina, and uterus of beef heifers receiving different levels of concentrate. J Anim Sci 2022; 100:skac338. [PMID: 36239685 PMCID: PMC9733499 DOI: 10.1093/jas/skac338] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 10/12/2022] [Indexed: 12/15/2022] Open
Abstract
This experiment investigated the effects of diet composition on rumen, vaginal, and uterine microbiota of beef heifers. Fifteen rumen-cannulated, pubertal Angus-influenced heifers were used in a replicated 3 × 3 Latin square design (28-d periods and 21-d washout intervals). Dietary treatments included diets based on (as-fed) 100% grass hay (HF), 60% grass hay + 40% corn-based concentrate (INT), or 25% grass hay + 75% corn-based concentrate (HG). Treatments were offered individually to heifers once daily at 2% body weight. Rumen, vaginal, and uterine samples were collected on days 0 and 28 of each period. Data were analyzed using orthogonal contrasts (linear and quadratic), using results from day 0 as independent covariates and heifer as the experimental unit. Ruminal pH on day 28 decreased linearly (P < 0.01) as concentrate inclusion increased. Uterine and vaginal pH on day 28 were not affected by treatments (P ≥ 0.35). Within the rumen samples, Bacteriodetes was the most abundant phylum and its relative abundance linearly decreased (P ≤ 0.01) with the inclusion of concentrate. Prevotella was the most abundant genus within the rumen but was not affected by treatments (P ≥ 0.44). Genera with relative abundance ≥1% (average across treatments) in the rumen that were impacted by treatments (P ≤ 0.01) included Bacteroides, Pedobacter, Dysgonomonas, Caloramator, and Ruminococcus. Firmicutes was the most abundant phylum in the vagina and uterus, but it was unaffected by treatments (P ≥ 0.16). Prevotella was the most abundant genus in the vagina, and its relative abundance increased (P < 0.01) with the inclusion of concentrate. Other genera with relative abundance ≥1% that were significantly affected (P ≤ 0.05) by treatments were Clostridium, Pedobacter, Roseburia, Oscillospira, Faecalibacterium, Caloramator, Paludibacter, Rhodothermus, and Porphyromonas. In uterine samples, Prevotella was the most abundant genus but was unaffected by treatments (P ≥ 0.29). Genera with relative abundance ≥1% in the uterus that were significantly affected (P < 0.01) by treatments were Caloramator, Paludibacter, and Thalassospira. Collectively, inclusion of concentrate in the diet altered the bacterial composition within the rumen as well as shifting bacterial populations within the vagina and uterus. Research is warranted to further understand the impacts of these diet-induced microbiota changes on reproductive function and performance of beef heifers.
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Affiliation(s)
- Autumn T Pickett
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
| | - Reinaldo F Cooke
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
| | - Shea J Mackey
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
| | - Alice P Brandão
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
| | - Eduardo A Colombo
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
| | | | | | - Ky G Pohler
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
| | - Rebecca K Poole
- Department of Animal Science, Texas A&M University, College Station, TX 77843, USA
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20
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Luecke SM, Webb EM, Dahlen CR, Reynolds LP, Amat S. Seminal and vagino-uterine microbiome and their individual and interactive effects on cattle fertility. Front Microbiol 2022; 13:1029128. [PMID: 36425035 PMCID: PMC9679222 DOI: 10.3389/fmicb.2022.1029128] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 10/19/2022] [Indexed: 09/13/2023] Open
Abstract
Reproductive failure is a major economical drain on cow-calf operations across the globe. It can occur in both males and females and stem from prenatal and postnatal influences. Therefore, the cattle industry has been making efforts to improve fertility and the pregnancy rate in cattle herds as an attempt to maintain sustainability and profitability of cattle production. Despite the advancements made in genetic selection, nutrition, and the implementation of various reproductive technologies, fertility rates have not significantly improved in the past 50 years. This signifies a missing factor or factors in current reproductive management practices that influence successful fertilization and pregnancy. Emerging lines of evidence derived from human and other animals including cattle suggest that the microbial continuum along the male and female reproductive tracts are associated with male and female fertility-that is, fertilization, implantation, and pregnancy success-highlighting the potential for harnessing the male and female reproductive microbiome to improve fertility in cattle. The objective of this narrative review is to provide an overview of the recent studies on the bovine seminal and vagino-uterine microbiome and discuss individual and interactive roles of these microbial communities in defining cattle fertility.
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Affiliation(s)
- Sarah M. Luecke
- Department of Microbiological Sciences, North Dakota State University, Fargo, ND, United States
| | - Emily M. Webb
- Department of Microbiological Sciences, North Dakota State University, Fargo, ND, United States
| | - Carl R. Dahlen
- Department of Animal Sciences, and Center for Nutrition and Pregnancy, North Dakota State University, Fargo, ND, United States
| | - Lawrence P. Reynolds
- Department of Animal Sciences, and Center for Nutrition and Pregnancy, North Dakota State University, Fargo, ND, United States
| | - Samat Amat
- Department of Microbiological Sciences, North Dakota State University, Fargo, ND, United States
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21
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Sethi M, Shah N, Mohanty TK, Bhakat M, Baithalu RK. New dimensions on maternal and prepubertal nutritional disruption on bull fertility: A review. Anim Reprod Sci 2022; 247:107151. [DOI: 10.1016/j.anireprosci.2022.107151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 10/06/2022] [Accepted: 11/11/2022] [Indexed: 11/15/2022]
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22
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Diniz WJS, Banerjee P, Rodning SP, Dyce PW. Machine Learning-Based Co-Expression Network Analysis Unravels Potential Fertility-Related Genes in Beef Cows. Animals (Basel) 2022; 12:2715. [PMID: 36230456 PMCID: PMC9559512 DOI: 10.3390/ani12192715] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 09/22/2022] [Accepted: 10/07/2022] [Indexed: 11/06/2022] Open
Abstract
Reproductive failure is still a challenge for beef producers and a significant cause of economic loss. The increased availability of transcriptomic data has shed light on the mechanisms modulating pregnancy success. Furthermore, new analytical tools, such as machine learning (ML), provide opportunities for data mining and uncovering new biological events that explain or predict reproductive outcomes. Herein, we identified potential biomarkers underlying pregnancy status and fertility-related networks by integrating gene expression profiles through ML and gene network modeling. We used public transcriptomic data from uterine luminal epithelial cells of cows retrospectively classified as pregnant (P, n = 25) and non-pregnant (NP, n = 18). First, we used a feature selection function from BioDiscML and identified SERPINE3, PDCD1, FNDC1, MRTFA, ARHGEF7, MEF2B, NAA16, ENSBTAG00000019474, and ENSBTAG00000054585 as candidate biomarker predictors of pregnancy status. Then, based on co-expression networks, we identified seven genes significantly rewired (gaining or losing connections) between the P and NP networks. These biomarkers were co-expressed with genes critical for uterine receptivity, including endometrial tissue remodeling, focal adhesion, and embryo development. We provided insights into the regulatory networks of fertility-related processes and demonstrated the potential of combining different analytical tools to prioritize candidate genes.
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23
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Banerjee P, Rodning SP, Diniz WJS, Dyce PW. Co-Expression Network and Integrative Analysis of Metabolome and Transcriptome Uncovers Biological Pathways for Fertility in Beef Heifers. Metabolites 2022; 12:metabo12080708. [PMID: 36005579 PMCID: PMC9413342 DOI: 10.3390/metabo12080708] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 07/27/2022] [Accepted: 07/28/2022] [Indexed: 12/13/2022] Open
Abstract
Reproductive failure remains a significant challenge to the beef industry. The omics technologies have provided opportunities to improve reproductive efficiency. We used a multistaged analysis from blood profiles to integrate metabolome (plasma) and transcriptome (peripheral white blood cells) in beef heifers. We used untargeted metabolomics and RNA-Seq paired data from six AI-pregnant (AI-P) and six nonpregnant (NP) Angus-Simmental crossbred heifers at artificial insemination (AI). Based on network co-expression analysis, we identified 17 and 37 hub genes in the AI-P and NP groups, respectively. Further, we identified TGM2, TMEM51, TAC3, NDRG4, and PDGFB as more connected in the NP heifers’ network. The NP gene network showed a connectivity gain due to the rewiring of major regulators. The metabolomic analysis identified 18 and 15 hub metabolites in the AI-P and NP networks. Tryptophan and allantoic acid exhibited a connectivity gain in the NP and AI-P networks, respectively. The gene–metabolite integration identified tocopherol-a as positively correlated with ENSBTAG00000009943 in the AI-P group. Conversely, tocopherol-a was negatively correlated in the NP group with EXOSC2, TRNAUIAP, and SNX12. In the NP group, α-ketoglutarate-SMG8 and putrescine-HSD17B13 were positively correlated, whereas a-ketoglutarate-ALAS2 and tryptophan-MTMR1 were negatively correlated. These multiple interactions identified novel targets and pathways underlying fertility in bovines.
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24
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Integrating genome-wide association study and pathway analysis reveals physiological aspects affecting heifer early calving defined at different ages in Nelore cattle. Genomics 2022; 114:110395. [DOI: 10.1016/j.ygeno.2022.110395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 05/23/2022] [Accepted: 06/01/2022] [Indexed: 11/22/2022]
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25
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W3112: Reproductive Performance in Domestic Ruminants. J Anim Sci 2022; 100:6596706. [PMID: 35648130 DOI: 10.1093/jas/skac162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 04/28/2022] [Indexed: 11/15/2022] Open
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26
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Chen H, Wang C, Huasai S, Chen A. Effect of prepartum dietary energy density on beef cow energy metabolites, and birth weight and antioxidative capabilities of neonatal calves. Sci Rep 2022; 12:4828. [PMID: 35318381 PMCID: PMC8941139 DOI: 10.1038/s41598-022-08809-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 03/09/2022] [Indexed: 11/23/2022] Open
Abstract
The objective of this study was to investigate the effect of prepartum diets that differ in energy density on beef cow energy metabolites and birth weight, immunity and antioxidative capabilities of neonatal calves. On d 0 (approximately 45 d before calving), 90 multiparous Angus cows (BW = 510 ± 16 kg) were randomly allocated into 1 of 9 drylot pens (10 cows/pen). Each pen was randomly assigned to a treatment condition (three pens/treatment), the cows in each treatment were assigned randomly to receive a high-energy (HE) density diet (NEm = 1.67 Mcal/kg of DM), medium-energy (ME) density diet (NEm = 1.53 Mcal/kg of DM), or low-energy (LE) density diet (NEm = 1.36 Mcal/kg of DM). Blood samples were collected - 45, - 21, - 14, and - 7 d from calving, and plasma concentrations of cortisol, glucose, total protein, β-hydroxybutyrate (BHBA), and nonesterified fatty acids (NEFAs) were measured. After calving, the birth weights, body height, body length, thoracic girth and umbilical girth of the calves in each group were recorded, and blood samples were collected for analysis of IgG, IL-2, IL-4, IL-6, total antioxidant capacity, superoxide dismutase, glutathione peroxidase, and maleic dialdehyde levels. The amounts of feed offered and orts were recorded for individual cows 4 d/wk. The results indicated that although dry matter intake (DMI) levels did not differ among the LE, ME, and or HE groups before parturition, the group that received the HE diet had higher plasma glucose concentrations and lower prepartum blood NEFA concentrations than the other groups. Birth weight, body height, thoracic girth, and levels of IL-2, cortisol, total antioxidant capacity, and superoxide dismutase were increased in calves of the HE group compared with those of the LE group. The plasma IL-4 and serum IgG concentrations tended to be decreased in the ME group compared with the HE group, and the ME group had lower maleic dialdehyde concentrations; maleic dialdehyde levels were significantly increased in the LE group compared with the HE group. Overall, these results indicate that feeding of a low-energy diet during the last 45 d before parturition has negative effects on the growth, immunity, and antioxidative capabilities of neonatal calves. Increasing maternal energy density during late gestation may be useful to improve the energy status of cows.
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Affiliation(s)
- Hao Chen
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, 010018, China
| | - Chunjie Wang
- College of Veterinary Medicine, Inner Mongolia Agricultural University, Hohhot, 010018, China
| | - Simujide Huasai
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, 010018, China
| | - Aorigele Chen
- College of Animal Science, Inner Mongolia Agricultural University, Hohhot, 010018, China.
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27
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Protection of Cattle against Epizootic Bovine Abortion (EBA) Using a Live Pajaroellobacter abortibovis Vaccine. Vaccines (Basel) 2022; 10:vaccines10020335. [PMID: 35214793 PMCID: PMC8874702 DOI: 10.3390/vaccines10020335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 02/15/2022] [Accepted: 02/16/2022] [Indexed: 02/05/2023] Open
Abstract
Epizootic bovine abortion (EBA) is an arthropod-borne bacterial disease that causes significant economic loss for cattle producers in the western United States. The etiologic agent, Pajaroellobacter abortibovis, is an intracellular pathogen that has yet to be cultivated in vitro, thereby requiring novel methodologies for vaccine development. A vaccine candidate, using live P. abortibovis-infected cells (P.a-LIC) harvested from mouse spleens, was tested in beef cattle. Over the course of two safety studies and four efficacy trials, safety risks were evaluated, and dosage and potencies refined. No incidence of anaphylaxis, recognized health issues or significant impact upon conception rates were noted. Vaccination did result in subclinical skin reactions. Early fetal losses were noted in two trials and were significant when the vaccine was administered within 21 days prior to conception. Administration of the EBA agent (EBAA) vaccine as a single dose, at a potency of 500 P.a–LIC, 56 days prior to breeding, provided 100% protection with no early fetal losses. Seroconversion occurred in all animals following EBAA vaccination and corresponded well with protection of the fetus from epizootic bovine abortion.
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28
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Ricci A, Gallo S, Banchi P, Santhia M, Starvaggi Cucuzza A, Vincenti L. Creatine kinase as marker for purulent vaginal discharge and fertility in beef cattle. ITALIAN JOURNAL OF ANIMAL SCIENCE 2022. [DOI: 10.1080/1828051x.2022.2031318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Alessandro Ricci
- Dipartimento di Scienze Veterinarie, Università di Torino, Grugliasco, Italy
| | - Stefano Gallo
- Dipartimento di Scienze Veterinarie, Università di Torino, Grugliasco, Italy
- Large Animal Practitioner, Piemonte, Italy
| | - Penelope Banchi
- Dipartimento di Scienze Veterinarie, Università di Torino, Grugliasco, Italy
| | | | | | - Leila Vincenti
- Dipartimento di Scienze Veterinarie, Università di Torino, Grugliasco, Italy
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29
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Ugur MR, Guerreiro DD, Moura AA, Memili E. Identification of biomarkers for bull fertility using functional genomics. Anim Reprod 2022; 19:e20220004. [PMID: 35573862 PMCID: PMC9083437 DOI: 10.1590/1984-3143-ar2022-0004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 03/28/2022] [Indexed: 09/21/2023] Open
Abstract
Prediction of bull fertility is critical for the sustainability of both dairy and beef cattle production. Even though bulls produce ample amounts of sperm with normal parameters, some bulls may still suffer from subpar fertility. This causes major economic losses in the cattle industry because using artificial insemination, semen from one single bull can be used to inseminate hundreds of thousands of cows. Although there are several traditional methods to estimate bull fertility, such methods are not sufficient to explain and accurately predict the subfertility of individual bulls. Since fertility is a complex trait influenced by a number of factors including genetics, epigenetics, and environment, there is an urgent need for a comprehensive methodological approach to clarify uncertainty in male subfertility. The present review focuses on molecular and functional signatures of bull sperm associated with fertility. Potential roles of functional genomics (proteome, small noncoding RNAs, lipidome, metabolome) on determining male fertility and its potential as a fertility biomarker are discussed. This review provides a better understanding of the molecular signatures of viable and fertile sperm cells and their potential to be used as fertility biomarkers. This information will help uncover the underlying reasons for idiopathic subfertility.
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Affiliation(s)
| | | | - Arlindo A. Moura
- Universidade Federal do Ceará, Brasil; Universidade Federal do Ceará, Brasil
| | - Erdogan Memili
- Mississippi State University, USA; Prairie View A&M University, USA
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