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Marques TC, Marques LR, Fernandes PB, de Lima FS, do Prado Paim T, Leão KM. Machine Learning to Predict Pregnancy in Dairy Cows: An Approach Integrating Automated Activity Monitoring and On-Farm Data. Animals (Basel) 2024; 14:1567. [PMID: 38891614 PMCID: PMC11171395 DOI: 10.3390/ani14111567] [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: 04/22/2024] [Revised: 05/21/2024] [Accepted: 05/22/2024] [Indexed: 06/21/2024] Open
Abstract
Automated activity monitoring (AAM) systems are critical in the dairy industry for detecting estrus and optimizing the timing of artificial insemination (AI), thus enhancing pregnancy success rates in cows. This study developed a predictive model to improve pregnancy success by integrating AAM data with cow-specific and environmental factors. Utilizing data from 1,054 cows, this study compared the pregnancy outcomes between two AI timings-8 or 10 h post-AAM alarm. Variables such as age, parity, body condition, locomotion, and vaginal discharge scores, peripartum diseases, the breeding program, the bull used for AI, milk production at the time of AI, and environmental conditions (season, relative humidity, and temperature-humidity index) were considered alongside the AAM data on rumination, activity, and estrus intensity. Six predictive models were assessed to determine their efficacy in predicting pregnancy success: logistic regression, Bagged AdaBoost algorithm, linear discriminant, random forest, support vector machine, and Bagged Classification Tree. Integrating the on-farm data with AAM significantly enhanced the pregnancy prediction accuracy at AI compared to using AAM data alone. The random forest models showed a superior performance, with the highest Kappa statistic and lowest false positive rates. The linear discriminant and logistic regression models demonstrated the best accuracy, minimal false negatives, and the highest area under the curve. These findings suggest that combining on-farm and AAM data can significantly improve reproductive management in the dairy industry.
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Affiliation(s)
- Thaisa Campos Marques
- Departamento de Zootecnia, Instituto Federal Goiano, Rio Verde 75901-970, Brazil; (T.C.M.); (L.R.M.); (P.B.F.); (T.d.P.P.)
- Department of Population Health and Reproduction, University of California, Davis, CA 95616, USA;
| | - Letícia Ribeiro Marques
- Departamento de Zootecnia, Instituto Federal Goiano, Rio Verde 75901-970, Brazil; (T.C.M.); (L.R.M.); (P.B.F.); (T.d.P.P.)
| | - Patrick Bezerra Fernandes
- Departamento de Zootecnia, Instituto Federal Goiano, Rio Verde 75901-970, Brazil; (T.C.M.); (L.R.M.); (P.B.F.); (T.d.P.P.)
| | - Fabio Soares de Lima
- Department of Population Health and Reproduction, University of California, Davis, CA 95616, USA;
| | - Tiago do Prado Paim
- Departamento de Zootecnia, Instituto Federal Goiano, Rio Verde 75901-970, Brazil; (T.C.M.); (L.R.M.); (P.B.F.); (T.d.P.P.)
| | - Karen Martins Leão
- Departamento de Zootecnia, Instituto Federal Goiano, Rio Verde 75901-970, Brazil; (T.C.M.); (L.R.M.); (P.B.F.); (T.d.P.P.)
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Munhoz SK, Cooke RF, Munhoz AK, Prado CP, Pereira MHC, Vasconcelos JLM. Pregnancy losses in Bos indicus-influenced beef and dairy recipients assigned to a fixed-time embryo transfer protocol. Anim Reprod Sci 2024; 264:107471. [PMID: 38581821 DOI: 10.1016/j.anireprosci.2024.107471] [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: 11/29/2023] [Revised: 03/11/2024] [Accepted: 03/30/2024] [Indexed: 04/08/2024]
Abstract
Pregnancy losses from fixed-time embryo transfer (FTET) to calving were evaluated in Bos indicus-influenced beef and dairy recipients. Data from 4366 FTET events were collected from Nelore × Angus recipient heifers, and from 38538 FTET events in Gir × Holstein recipient heifers and cows. In beef recipients, pregnancy losses were greater (P < 0.01) from FTET (day 7 of the experiment) to day 32 compared with day 32-100 and with day 100 to calving (58.7, 39.5, and 36.7%, respectively), and did not differ (P = 0.56) between these latter periods. Recipients that lost the pregnancy from FTET to day 32 gained less (P < 0.01) body condition score after FTET compared with recipients that maintained the pregnancy. Pregnancy losses from day 32 to calving were greater (P < 0.01) in recipients reared in drylots and moved to pastures on day 32 compared with recipients reared on pasture. In dairy recipients, pregnancy losses from FTET (day 7) to day 32 were greater (P < 0.01) than losses from day 32 to calving (50.4 and 29.4%). Pregnancy losses throughout gestation were greater (P < 0.01) when the FTET event was performed during the warm season, and greater (P < 0.01) in recipients with < 3/8 Gir influence. Recipients with ≥ 3/8 Gir influence experienced a lesser (P ≤ 0.05) increase in pregnancy losses during the warm season compared with recipients with < 3/8 Gir influence. Collectively, this experiment provides novel information about pregnancy losses in B. indicus-influenced herds receiving FTET.
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Affiliation(s)
- S K Munhoz
- School of Veterinary Medicine and Animal Science, Sao Paulo State University (UNESP), Botucatu 18168-000, Brazil
| | - R F Cooke
- Department of Animal Science, Texas A&M University, College Station, TX 77843-2471, USA.
| | - A K Munhoz
- School of Veterinary Medicine and Animal Science, Sao Paulo State University (UNESP), Botucatu 18168-000, Brazil
| | - C P Prado
- School of Veterinary Medicine and Animal Science, Sao Paulo State University (UNESP), Botucatu 18168-000, Brazil; Department of Animal Science, Texas A&M University, College Station, TX 77843-2471, USA
| | - M H C Pereira
- School of Veterinary Medicine and Animal Science, Sao Paulo State University (UNESP), Botucatu 18168-000, Brazil
| | - J L M Vasconcelos
- School of Veterinary Medicine and Animal Science, Sao Paulo State University (UNESP), Botucatu 18168-000, Brazil.
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Sitko EM, Laplacette A, Duhatschek D, Rial C, Perez MM, Tompkins S, Kerwin AL, Domingues RR, Wiltbank MC, Giordano JO. The ovarian function and endocrine phenotypes of lactating dairy cows during the estrous cycle were associated with genomic-enhanced predictions of fertility potential. J Dairy Sci 2024:S0022-0302(24)00753-7. [PMID: 38642658 DOI: 10.3168/jds.2023-24378] [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: 10/31/2023] [Accepted: 03/14/2024] [Indexed: 04/22/2024]
Abstract
The objectives of this prospective cohort study were to characterize associations among genomic merit for fertility with ovarian and endocrine function and the estrous behavior of dairy cows during an entire, non-hormonally manipulated estrous cycle. Lactating Holstein cows entering their first (n = 82) or second (n = 37) lactation had ear-notch tissue samples collected for genotyping using a commercial genomic test. Based on genomic predicted transmitting ability values for daughter pregnancy rate (gDPR) cows were classified into a high (Hi-Fert; gDPR > 0.6 n = 36), medium (Med-Fert; gDPR -1.3 to 0.6 n = 45), and low fertility (Lo-Fert; gDPR < -1.3 n = 38) group. At 33 to 39 DIM, cohorts of cows were enrolled in the Presynch-Ovsynch protocol for synchronization of ovulation and initiation of a new estrous cycle. Thereafter, the ovarian function and endocrine dynamics were monitored daily until the next ovulation by transrectal ultrasonography and concentrations of progesterone (P4), estradiol, and FSH. Estrous behavior was monitored with an ear-attached automated estrus detection system that recorded physical activity and rumination time. Overall, we observed an association between fertility group and the ovarian and hormonal phenotype of dairy cows during the estrous cycle. Cows in the Hi-Fert group had greater circulating concentrations of P4 than cows in the Lo-Fert group from d 4 to 13 after induction of ovulation and from day -3 to -1 before the onset of luteolysis. The frequency of atypical estrous cycles was 3-fold greater for cows in the Lo-Fert than the Hi-Fert group. We also observed other modest associations between genomic merit for fertility with the follicular dynamics and estrous behavior. There were several associations between milk yield and parity with ovarian, endocrine, and estrous behavior phenotypes as cows with greater milk yield and in the second lactation were more likely to have unfavorable phenotypes. These results demonstrate that differences in reproductive performance between cows of different genomic merit for fertility classified based on gDPR may be partially associated with circulating concentrations of P4, the incidence of atypical phenotypes during the estrous cycles, and to a lesser extent the follicular wave dynamics. The observed physiological and endocrine phenotypes might help explain part of the differences in reproductive performance between cows of superior and inferior genomic merit for fertility.
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Affiliation(s)
- E M Sitko
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - A Laplacette
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - D Duhatschek
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - C Rial
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - M M Perez
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - S Tompkins
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - A L Kerwin
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - R R Domingues
- Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53706
| | - M C Wiltbank
- Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53706
| | - J O Giordano
- Department of Animal Science, Cornell University, Ithaca, NY 14853.
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Pereira MHC, Cappellozza BI, Cerri RLA, Sanches CP, Guida TG, Barbosa LFSP, Santos JEP, Vasconcelos JLM. Effects of additional gonadotropin-releasing hormone and prostaglandin F 2α treatment to an estradiol/progesterone-based embryo transfer protocol for recipient lactating dairy cows. J Dairy Sci 2023; 106:1414-1428. [PMID: 36460499 DOI: 10.3168/jds.2022-22134] [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: 03/28/2022] [Accepted: 08/29/2022] [Indexed: 11/30/2022]
Abstract
This study was designed to evaluate whether the utilization of a second PGF2α treatment at the end of an estradiol/progesterone (E2/P4)-based protocol with or without GnRH at the beginning of the protocol would improve pregnancy rates of lactating Holstein cows assigned to timed embryo transfer. A total of 501 lactating Holstein cows in 5 farms were enrolled in the experiment. Within farm, cows were blocked by parity and, within block, were assigned randomly to (1) insertion of an intravaginal P4 device (controlled internal drug-releasing device; CIDR) and estradiol benzoate on d -11, PGF2α on d -4, CIDR withdrawal and an injection of estradiol cypionate on d -2, and timed embryo transfer on d 7 (1-PGF; n = 164); (2) the same treatments as 1-PGF, but with PGF2α administered on d -4 and -2 (2-PGF; n = 171); and (3) 2-PGF with the addition of a GnRH treatment on d -11 (GnRH+2-PGF; n = 166). Ovaries were scanned by transrectal ultrasonography on d -11, -4, and 7, and blood samples were collected on d -11, -4, 0, and 7 for P4 determination. Treatment comparisons were performed using contrasts. The proportion of cows with a new corpus luteum on d -4 was greater in GnRH+2-PGF cows. Cows in 1-PGF had a greater P4 concentration on d 0 but lesser P4 on d 7 compared with cows in the other groups. Cows assigned to receive 2-PGF (2-PGF and GnRH+2-PGF) had greater estrus expression, and a greater proportion of cows ovulated to estradiol cypionate. No further contrast effects were observed for follicle diameter, double ovulation rate, pregnancy per embryo transfer (P/ET) on d 32 and 60, or pregnancy loss. As P4 concentration on d -4 increased, P/ET on d 60 tended to increase. Cows with P4 ≥3.66 ng/mL on d -4 had greater P/ET on d 32 and 60 than those with P4 below that threshold. Regardless of treatment, cows with P4 concentration ≥3.66 ng/mL also had a greater pregnancy per synchronized protocol (P/SP) on d 60. Also, a P4 concentration on d -4 (low or high) × follicle diameter (continuous) interaction tendency was observed when evaluating P/ET. Although P/ET did not differ among cows with different follicles sizes with reduced P4 concentration on d -4 (<3.66 ng/mL), it increased in cows with larger follicles exposed to increased P4 concentration (≥3.66 ng/mL). When P4 on d 0 was evaluated, P/ET on d 32 and 60 was greater for cows with low (≤0.09 ng/mL) versus high (>0.21 ng/mL) P4; as P4 concentration on d 0 increased, P/ET linearly decreased. In summary, cows with increased P4 concentrations during growth of the ovulatory follicular wave had improved P/ET. Administering a second PGF2α dose reduced P4 concentration on d 0 and increased ovulatory response to the protocol, but no benefits were observed on P/ET or P/SP.
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Affiliation(s)
- M H C Pereira
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP 18618-000, Brazil
| | - B I Cappellozza
- Chr. Hansen Animal Health & Nutrition, Hoersholm, 2970, Denmark
| | - R L A Cerri
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, Canada V6T 1Z4
| | - C P Sanches
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP 18618-000, Brazil
| | - T G Guida
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP 18618-000, Brazil
| | - L F S P Barbosa
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP 18618-000, Brazil
| | - J E P Santos
- Department of Animal Sciences, D.H. Barron Reproductive and Perinatal Biology Research Program, University of Florida, Gainesville 32611
| | - J L M Vasconcelos
- Department of Animal Production, São Paulo State University, Botucatu 18168-000, Brazil.
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de Souza Fonseca PA, Suárez-Vega A, Cánovas A. Unrevealing functional candidate genes for bovine fertility through RNA sequencing meta-analysis and regulatory elements networks of co-expressed genes and lncRNAs. Funct Integr Genomics 2022; 22:1361-1376. [PMID: 36001276 DOI: 10.1007/s10142-022-00893-1] [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: 03/29/2022] [Revised: 07/16/2022] [Accepted: 08/09/2022] [Indexed: 11/25/2022]
Abstract
The high genetic heterogeneity and environmental effects of subfertility in livestock species make the elucidation of the genetic mechanisms associated with reproductive efficiency a difficult task. Network and co-expression network meta-analyses were applied alongside genetic variant calling and long non-coding RNA (lncRNA) characterization to identify functionally relevant target genes and regulatory subnetworks associated with fertility in dairy cattle. In total, 505 lncRNAs (441 previously annotated in the bovine reference genome ARS-UCD 1.2 and 64 novel lncRNAs) were identified. Seven differentially expressed genes between high-fertile (HF) and sub-fertile (SF) Holstein cows were identified in the network meta-analysis (CA5A, ENSBTAG00000051149, ENSBTAG00000003272, DEFB7, DIO2, TRPV3, and COL4A4). Additionally, seven functional candidate differentially co-expressed (DcoExp) modules with a differential regulatory pattern (|z-score|>2) were identified between HF and SF cows. The functional candidate genes and DcoExp modules identified were associated with fertility relevant processes such as the regulation of embryonic implantation and proliferation, interaction and molecule transfer between the fetus and the cow, and the immune system. These results help to better understand the genetic mechanisms associated with reproductive efficiency in dairy cattle through the identification of potential biomarkers and genetic variants associated with differentially expressed regulatory gene and lncRNAs regulatory element networks.
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Affiliation(s)
- Pablo Augusto de Souza Fonseca
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Aroa Suárez-Vega
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Angela Cánovas
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada.
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Pereira M, Cappellozza B, Costa W, Barbosa L, Cerri R, Vasconcelos J. Effects of estradiol cypionate dose as an ovulatory stimulus on reproductive performance of lactating dairy cows during the summer season. Theriogenology 2022; 182:110-118. [DOI: 10.1016/j.theriogenology.2022.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 01/02/2022] [Accepted: 02/01/2022] [Indexed: 11/28/2022]
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Progesterone release profile and follicular development in Holstein cows receiving intravaginal progesterone devices. Theriogenology 2021; 172:207-215. [PMID: 34274817 DOI: 10.1016/j.theriogenology.2021.07.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 06/30/2021] [Accepted: 07/06/2021] [Indexed: 01/09/2023]
Abstract
The aim of this study was to evaluate the progesterone (P4) release profile provided by eight commercial intravaginal P4 devices, as well as the effect of circulating P4 concentrations produced exclusively by these devices on the development of the dominant follicle (DF) in non-lactating multiparous Holstein cows. All cows were submitted to the same experimental design starting with the insertion of a reused P4 device (2 g - original P4 load) for 7 d, followed by two treatments of cloprostenol sodium (PGF; 0.482 mg), 24 h apart, 6 and 7 d after device insertion. Just before device removal, a Norgestomet ear implant was inserted and, 2 d later (Day 0), simultaneously to Norgestomet withdrawal, cows received one of the tested intravaginal devices and 2 mg of estradiol benzoate (EB) im. In Exp.1 (n = 22; three replicates), cows were randomized to receive: CIDR (1.38 g); PRID-Delta (1.55 g); Prociclar (0.75 g); or Repro sync (2 g). In Exp. 2 (n = 29; four replicates), cows were randomized to receive: Cue-Mate (1.56 g); DIB 0.5 (0.5 g); DIB (1 g); PRID-Delta (1.55 g); or Sincrogest (1 g). Blood samples were collected before P4 device insertion (Day 0), 12 h later and daily over 15 d (1 d after P4 device removal). Ultrasound examinations were performed to evaluate growth of the DF on Days 0, 7, 8, 9, and 10. Results are presented as mean ± SEM and differences were considered when P ≤ 0.05. Overall, the circulating P4 profile and mean circulating P4 over 10 d differed among treatments. However, no effects were observed on the DF diameter and follicular growth rate from Day 7-10 after P4 device insertion. In Exp. 2, devices that provided higher circulating P4 concentrations were associated to a slower DF growth during the treatment period. Finally, this study provided a better understanding of the P4 release profile produced by intravaginal P4 devices as well as their effect on circulating P4 concentrations and DF development in non-lactating Holstein cows.
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Timing of early resynchronization protocols affects subsequent pregnancy outcome in dairy cows. Theriogenology 2021; 167:61-66. [PMID: 33774367 DOI: 10.1016/j.theriogenology.2021.03.009] [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: 04/16/2020] [Revised: 02/15/2021] [Accepted: 03/09/2021] [Indexed: 11/23/2022]
Abstract
The aim of this study was to evaluate the outcomes of an early resynchronization protocol (Resynch) initiated at different timepoints after timed artificial insemination (TAI) and with unknown pregnancy status. Holstein cows (n = 164) were submitted to the following TAI protocol: D0, insertion of an intravaginal progesterone (P4) device and 2 mg im estradiol benzoate (EB); D8, removal of P4 device and treatment with 0.5 mg im sodium cloprostenol (PGF); D9, 0.1 mg im Lecirelin (LEC); and D10, TAI1. Cows were then randomly assigned to Resynch protocols starting either on day 20 (Resynch20D, n = 82) or 25 after TAI1 (Resynch25D, n = 82) with the insertion of a new P4 device and EB treatment. In both groups, P4 device was removed on day 8 after the beginning of Resynch, the same day of pregnancy diagnosis by ultrasonography. In pregnant cows there was no further action. Non-pregnant cows were treated with 0.5 mg im PGF, had a blood sample collected for serum P4 analysis and we measured and recorded the size of the largest follicle and the presence or absence of a corpus luteum (CL). One day later, cows were treated with 0.1 mg im LEC and TAI2 occurred 12-14 h later. The diameter of the largest follicle and serum P4 were compared between groups by ANOVA for the main effects of treatment, presence of a CL, and their interaction, whereas pregnancy per artificial insemination (P/AI) and the percentage of cows with a CL on the day of ultrasonography were analyzed using the Chi-square test. Follicle diameter on day 8 of Resynch was greater for cows in the Resynch20D group compared with Resynch25D (15.9 ± 3.9 vs 12.2 ± 2.5 mm, respectively; P = 0.046). The Resynch25D group had a greater percentage of cows with a CL (51.9 vs 18.9%, respectively; P = 0.0008) and higher serum P4 (2.8 ± 1.1 vs 1.7 ± 0.8 ng/mL; P = 0.041) at the end of the protocol compared with Resynch20D. P/AI at TAI1 was 35.4 and 36.6% (P > 0.10) for cows enrolled in Resynch20D and Resynch25D groups, respectively. P/AI to TAI2, after Resynch protocols, was greater in Resynch25D than Resynch20D (44.2 vs 22.6%, respectively; P < 0.05). In conclusion, starting an early resynchronization protocol 25 days after TAI increases P/AI compared with starting 20 days after TAI, and this was associated with a presumed greater proportion of cows with a functional CL at the moment of P4 device removal.
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Factors That Optimize Reproductive Efficiency in Dairy Herds with an Emphasis on Timed Artificial Insemination Programs. Animals (Basel) 2021; 11:ani11020301. [PMID: 33503935 PMCID: PMC7912388 DOI: 10.3390/ani11020301] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Accepted: 01/20/2021] [Indexed: 02/07/2023] Open
Abstract
Simple Summary Reproductive efficiency is critical for profitability of dairy operations. The first part of this manuscript discusses the key physiology of dairy cows and how to practically manipulate this reproductive physiology to produce timed artificial insemination (TAI) programs with enhanced fertility. In addition, there are other critical factors that also influence reproductive efficiency of dairy herds such as genetics, management of the transition period, and body condition score changes and improve management and facilities to increase cow comfort and reduce health problems. Using optimized TAI protocols combined with enhancing cow/management factors that impact reproductive efficiency generates dairy herd programs with high reproductive efficiency, while improving health and productivity of the herds. Abstract Reproductive efficiency is closely tied to the profitability of dairy herds, and therefore successful dairy operations seek to achieve high 21-day pregnancy rates in order to reduce the calving interval and days in milk of the herd. There are various factors that impact reproductive performance, including the specific reproductive management program, body condition score loss and nutritional management, genetics of the cows, and the cow comfort provided by the facilities and management programs. To achieve high 21-day pregnancy rates, the service rate and pregnancy per artificial insemination (P/AI) should be increased. Currently, there are adjustments in timed artificial insemination (TAI) protocols and use of presynchronization programs that can increase P/AI, even to the point that fertility is higher with some TAI programs as compared with AI after standing estrus. Implementation of a systematic reproductive management program that utilizes efficient TAI programs with optimized management strategies can produce high reproductive indexes combined with healthy cows having high milk production termed “the high fertility cycle”. The scientific results that underlie these concepts are presented in this manuscript along with how these ideas can be practically implemented to improve reproductive efficiency on commercial dairy operations.
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Efficacy of estradiol or GnRH in combination with progesterone intravaginal devices to control the follicular wave dynamics and resulting fertility in lactating dairy cows. Anim Reprod Sci 2020; 223:106646. [PMID: 33157362 DOI: 10.1016/j.anireprosci.2020.106646] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 10/23/2020] [Accepted: 10/24/2020] [Indexed: 11/24/2022]
Abstract
This study was conducted to compare efficacy of treatments with EB or GnRH and different quantities of exogenous progesterone (P4) for synchronization of time of ovulation on follicular growth and pregnancy in lactating dairy cows. In Experiment 1, 40 cows were treated with EB or GnRH and 1.9 or 3.0 g of P4 via progesterone-containing intravaginal devices (IVPD; D0), two doses of PGF2α on D7, GnRH on D9, and TAI on D10. In Experiment 2, 1,440 cows were treated with EB or GnRH and 1 g IVPD on D0, cloprostenol, eCG and EB on D7. Cows in estrus by 48 h were AIDE, and non-estrous cows were administered GnRH and TAI 60 h after IVPD removal. Non-estrous cows were AIDE 72 h after IVPD removal. In Experiment 1, P4 was greater on D7 for cows treated with GnRH than those treated with EB. The dominant follicle was larger for cows treated with GnRH than those treated with EB. In Experiment 2, for estrous cows, pregnancy per AI was greater in cows AI at 48 h compared to 60 h after IVPD removal for cows treated with GnRH, and greater with AI at 60 h after IVPD removal compared to 48 h in EB-treated cows. In non-estrous cows, there was no effect on pregnancy. In conclusion, treatment with GnRH compared with EB resulted in increased P4 regardless of amount of exogenous P4, and there were differential proportions of estrous cows pregnant depending on time of AI after IVPD removal.
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Hansen PJ. The incompletely fulfilled promise of embryo transfer in cattle-why aren't pregnancy rates greater and what can we do about it? J Anim Sci 2020; 98:skaa288. [PMID: 33141879 PMCID: PMC7608916 DOI: 10.1093/jas/skaa288] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 08/27/2020] [Indexed: 12/11/2022] Open
Abstract
Typically, bovine embryos are transferred into recipient females about day 7 after estrus or anticipated ovulation, when the embryo has reached the blastocyst stage of development. All the biological and technical causes for failure of a female to produce a blastocyst 7 d after natural or artificial insemination (AI) are avoided when a blastocyst-stage embryo is transferred into the female. It is reasonable to expect, therefore, that pregnancy success would be higher for embryo transfer (ET) recipients than for inseminated females. This expectation is not usually met unless the recipient is exposed to heat stress or is classified as a repeat-breeder female. Rather, pregnancy success is generally similar for ET and AI. The implication is that either one or more of the technical aspects of ET have not yet been optimized or that underlying female fertility that causes an embryo to die before day 7 also causes it to die later in pregnancy. Improvements in pregnancy success after ET will depend upon making a better embryo, improving uterine receptivity, and forging new tools for production and transfer of embryos. Key to accelerating progress in improving pregnancy rates will be the identification of phenotypes or phenomes that allow the prediction of embryo competence for survival and maternal capacity to support embryonic development.
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Affiliation(s)
- Peter J Hansen
- Department of Animal Sciences, D.H. Barron Reproductive and Perinatal Biology Research Program, and Genetics Institute, University of Florida, Gainesville, FL
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Pereira MHC, Lopes FR, Munhoz AK, Pohler KG, Filho RVO, Cappellozza BI, Vasconcelos JLM. Increasing the length of an estradiol with progesterone timed artificial insemination protocol with 2 controlled internal drug release devices improves pregnancy per artificial insemination in lactating dairy cows. J Dairy Sci 2020; 104:1073-1086. [PMID: 33131810 DOI: 10.3168/jds.2020-18872] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Accepted: 08/17/2020] [Indexed: 11/19/2022]
Abstract
The objective of this study was to compare the effects of different lengths of ovulation synchronization protocols using 2 controlled internal drug release (CIDR) devices on ovarian dynamics and pregnancy outcomes in lactating dairy cows. Lactating Holstein cows (n = 1,979) were randomly assigned to receive timed artificial insemination (TAI; d 0) following 1 of 2 treatments: (1) 9-d protocol (n = 988; 9D) with 2 intravaginal devices containing 1.9 g of progesterone (CIDR) and 2.0 mg of estradiol benzoate on day -11; 25 mg (i.m.) of dinoprost tromethamine (PG) and withdrawal of 1 CIDR on d -4; 1.0 mg (i.m.) of estradiol cypionate, second CIDR withdrawal, and PG on d -2; and TAI on d 0 and (2) 10-d protocol (n = 991; 10D) with 2 CIDR and 2.0 mg of estradiol benzoate on d -12; 25 mg of PG and withdrawal of 1 CIDR on d -4; 1.0 mg of estradiol, second CIDR withdrawal, and PG on d -2; and TAI on d 0. There was no effect of protocol on estrus detection, whereas a greater percentage of cows from 10D had ovulated close to TAI [no corpus luteum (CL) at AI and a CL at d 7] versus cows assigned to 9D protocol. A protocol × heat stress (average cow temperature ≥39.1°C on day of AI and d 7) interaction was observed in a manner that pregnancy per AI (P/AI) was greater in non-heat-stressed 10D versus 9D cows, whereas P/AI did not differ when cows were under heat stress. Furthermore, 10D protocol did not increase P/AI when all cows that received AI were included in the analysis or in cows that ovulated near TAI. However, animals assigned to 9D without any event of heat stress had a reduced P/AI when compared with cows assigned to 10D without heat stress. A protocol × CL presence at the beginning of the protocol interaction was observed and cows with a CL at the beginning of the protocol had a greater P/AI in 10D versus 9D; meanwhile, in cows without a CL, no differences on P/AI were observed. The protocol × CL presence at the beginning of the protocol interaction on P/AI was also observed for cows that ovulated near TAI. A greater percentage of cows assigned to 9D had follicles of medium size (13-15.9 mm), and greater percentage of cows assigned to 10D had larger follicles (>16 mm). Increasing the length of an estradiol with progesterone-based ovulation synchronization protocol (10D vs. 9D) increased the proportion of cows with larger follicles (>16 mm) and increased P/AI in cows without heat stress and in cows with a CL at beginning of the protocol. Moreover, the 10D protocol increased the proportion of cows with ovulation near TAI, demonstrating the effectiveness of this protocol in improving the reproductive performance of lactating Holstein cows.
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Affiliation(s)
- M H C Pereira
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP 18618-000, Brazil
| | - F R Lopes
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP 18618-000, Brazil
| | - A K Munhoz
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP 18618-000, Brazil
| | - K G Pohler
- Department of Animal Science, Texas A&M University, College Station, TX 77843
| | - R V O Filho
- Department of Animal Science, Texas A&M University, College Station, TX 77843
| | | | - J L M Vasconcelos
- Department of Animal Production, São Paulo State University, Botucatu 18168-000, Brazil.
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Research and development of a silicone letrozole-releasing device to control reproduction in cattle. Theriogenology 2020; 146:104-110. [PMID: 32070830 DOI: 10.1016/j.theriogenology.2020.02.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Revised: 02/05/2020] [Accepted: 02/06/2020] [Indexed: 01/25/2023]
Abstract
Two experiments were conducted to test the effectiveness of a silicone matrix as an intravaginal drug delivery device for letrozole, an aromatase inhibitor used for synchronization protocols in cattle. A wax dip-coat formulation of the intravaginal device used in previous studies was effective in releasing letrozole but was cumbersome to manufacture and deploy, resulting in unwanted variation in drug delivery and circulating concentrations of letrozole. In Experiment 1, a 3 × 3 design was used to test the release kinetics of letrozole from silicone in vitro. Silicone was mixed with 3 different letrozole drug loads (5%, 10%, 15%) and 3 different mineral oil loads (5%, 10%, 15%), and letrozole release into 62.5% ethanol was compared with the wax dip-coat formulation (positive control) by UV spectrophotometry. Letrozole was released from silicone in a dose-dependent manner, with no effect of mineral oil. Release kinetics were then examined in vivo (Experiment 2) in nulliparous beef heifers assigned randomly to six groups (n = 6/group) and given either a large surface area (LSA) with 5% or 15% drug load, a standard surface area (SSA) intravaginal silicone device impregnated with 10% or 15% drug load, a wax dip-coat device (positive control), or a blank device (negative control). Devices were inserted on Day 3 (Day 0 = ovulation) until Day 11. Blood samples were collected at 0, 30 min, 1, 2, 3, 4, 6, 8, 10, 12, and 24 h, and twice daily until Day 11 to determine letrozole plasma concentrations by LC-MS/MS and estradiol plasma concentrations by radioimmunoassay The ovaries were examined once daily from Day 3-13 by ultrasonography to determine follicular and luteal responses to treatment. Letrozole plasma concentrations were higher in heifers given a device with an LSA vs SSA (P < 0.05). Plasma concentrations of estradiol decreased the most in heifers given the 15% LSA device (P = 0.06). The interval between emergence of successive follicular waves was longest (P < 0.05) in the positive control and the 15% LSA groups. As well, the diameter profiles of the dominant follicle and the corpus luteum were largest (P < 0.01) in the positive control and 15% LSA groups. In conclusion, letrozole was released from a silicone matrix in vitro in a dose-dependent manner, and the 15% LSA devices achieved target effects on ovarian function. Results may be used to manufacture a silicone intravaginal device for delivering aromatase inhibitors in a novel synchronization protocol for cattle.
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Pereira MHC, Wiltbank MC, Guida TG, Lopes FR, Cappellozza BI, Vasconcelos JLM. Evaluation of presynchronization and addition of GnRH at the beginning of an estradiol/progesterone protocol on circulating progesterone and fertility of lactating dairy cows. Theriogenology 2019; 147:124-134. [PMID: 31787467 DOI: 10.1016/j.theriogenology.2019.11.025] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 11/22/2019] [Accepted: 11/22/2019] [Indexed: 12/27/2022]
Abstract
The objectives of this study were to determine if the utilization of a presynchronization strategy would improve fertility at first artificial insemination (AI) during an E2/P4 ovulation synchronization protocol with or without GnRH administration at the beginning of the protocol. This experiment was conducted using cows (n = 665) at their first postpartum service and the following breeding treatment: CIDR insertion and 2.0 mg of estradiol benzoate (EB) on day -11; 25 mg dinoprost tromethamine (PG) on day -4; PG, CIDR withdrawal, and 1.0 mg of estradiol cypionate (ECP) on day -2; timed-AI on day 0. At 31 ± 3 days postpartum, cows were randomly allocated to one of three treatments on a weekly basis: 1) -P + GnRH: cows assigned to the breeding protocol with 100 μg of GnRH on day -11, 2) P + GnRH: cows assigned to a presynchronization protocol using CIDR insertion +2 mg EB on day -28, PG + ECP and CIDR withdrawal on day -21, and beginning of the breeding protocol plus GnRH (100 μg) on day -11, and 3) +P-GnRH: cows assigned to a presynchronization protocol and the breeding treatment without GnRH on day -11. No treatment effects were observed on P/AI at the pregnancy diagnoses on days 32 and 60, or for pregnancy losses between days 32 and 60 of pregnancy whether analyses included all cows or only cows that ovulated near TAI. Moreover, milk yield negatively affected P/AI. Cows with greater circulating P4 concentrations on day -4 had greater P/AI on day 60. Cows without CL on day -11 had a reduced P/AI and this effect was more significant in cows not treated with GnRH. Cows assigned to -P + GnRH had the lowest circulating P4 concentration on day -4 (3.4 ± 0.16 ng/mL), followed by + P-GnRH (4.56 ± 0.17 ng/mL), and +P + GnRH (5.08 ± 0.17 ng/mL) cohorts. The data of the current study suggest that the combination of a Presynch and GnRH administration at the beginning of a TAI protocol was the most effective way to increase the % of cows with a functional CL and with elevated circulating P4 concentrations at the time of PG treatment.
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Affiliation(s)
- M H C Pereira
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP, 18618-000, Brazil
| | - M C Wiltbank
- Department of Dairy Science, University of Wisconsin, Madison, 53706, United States
| | - T G Guida
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP, 18618-000, Brazil
| | - F R Lopes
- Faculdade de Medicina Veterinária e Zootecnia, Universidade Estadual Paulista (UNESP), Botucatu, SP, 18618-000, Brazil
| | | | - J L M Vasconcelos
- Department of Animal Production, São Paulo State University, Botucatu, 18168-000, Brazil.
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Melo L, Monteiro P, Nascimento A, Drum J, Spies C, Prata A, Wiltbank M, Sartori R. Follicular dynamics, circulating progesterone, and fertility in Holstein cows synchronized with reused intravaginal progesterone implants that were sanitized by autoclave or chemical disinfection. J Dairy Sci 2018; 101:3554-3567. [DOI: 10.3168/jds.2017-13570] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2017] [Accepted: 12/05/2017] [Indexed: 11/19/2022]
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Melo LF, Monteiro PLJ, Oliveira LH, Guardieiro MM, Drum JN, Wiltbank MC, Sartori R. Circulating progesterone concentrations in nonlactating Holstein cows during reuse of intravaginal progesterone implants sanitized by autoclave or chemical disinfection. J Dairy Sci 2018; 101:3537-3544. [PMID: 29428743 DOI: 10.3168/jds.2017-13569] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2017] [Accepted: 12/05/2017] [Indexed: 11/19/2022]
Abstract
The aim of this study was to compare plasma progesterone (P4) concentrations in nonlactating, multiparous Holstein cows (n = 24) treated with 2 types of intravaginal implants containing either 1.0 or 1.9 g of P4 either at the first use or during reuse of the implants after sanitizing the implant by autoclave or chemical disinfection. In a completely randomized design with a 2 × 3 factorial arrangement and 2 replicates, every cow underwent 2 of 6 treatments. Two sources of P4 [controlled internal drug release (1.9 g of P4) from Zoetis (São Paulo, Brazil), and Sincrogest (1.0 g of P4) from Ourofino (Cravinhos, Brazil)] and 3 types of processing, new (N), reused after autoclave (RA), and reused after chemical disinfection (RC), were used. After inducing luteolysis to avoid endogenous circulating P4, the cows were randomized in 1 of 6 treatments (1.9 g of N, 1.9 g of RA, 1.9 g of RC, 1.0 g of N, 1.0 g of RA, and 1.0 g RC). Cows were treated with the implants for 8 d and during this period blood samples were collected at 0, 2, 12, 24, 48, 72, 96, 120, 144, 168, and 192 h. Statistical analyses were performed using Proc-Mixed and the mean ± standard error of the mean P4 concentrations were calculated using the Proc-Means procedures of SAS 9.4 (SAS Institute Inc., Cary, NC). No interaction between treatments was observed. Comparing types of implant, average P4 concentrations during treatments were greater for 1.9 g than 1.0 g (1.46 vs. 1.14 ± 0.04 ng/mL). When types of processing were compared, average P4 concentrations did not differ between autoclaved and new inserts (1.46 vs. 1.37 ± 0.05 ng/mL; respectively), but both were greater than chemically disinfected implants (1.09 ± 0.04 ng/mL). Within 1.9-g P4 inserts, P4 concentrations from autoclaved implants were greater than new, which were greater than chemically disinfected (1.67 ± 0.06 vs. 1.49 ± 0.07 vs. 1.21 ± 0.05 ng/mL; respectively). For 1.0-g P4 implants, P4 concentrations from autoclaved did not differ from new, but both were greater than chemically disinfected (1.20 ± 0.08 vs. 1.24 ± 0.06 vs. 0.97 ± 0.05 ng/mL; respectively). In conclusion, the mean plasma P4 concentration in nonlactating Holstein cows was greater for 1.9 than 1.0 g of P4 and regardless of the type of implant, the autoclaving process provided greater circulating P4 in relation to chemical disinfection, and similar or greater P4 concentrations compared with a new implant.
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Affiliation(s)
- L F Melo
- Department of Animal Science, University of São Paulo, Piracicaba, SP 13418-900 Brazil
| | - P L J Monteiro
- Department of Animal Science, University of São Paulo, Piracicaba, SP 13418-900 Brazil
| | - L H Oliveira
- Department of Animal Science, University of São Paulo, Piracicaba, SP 13418-900 Brazil
| | - M M Guardieiro
- National Agricultural Laboratory, Ministry of Agriculture, Livestock and Food Supply, Campinas, SP 13100-105, Brazil
| | - J N Drum
- Department of Animal Science, University of São Paulo, Piracicaba, SP 13418-900 Brazil
| | - M C Wiltbank
- Department of Dairy Science, University of Wisconsin-Madison, Madison 53706
| | - R Sartori
- Department of Animal Science, University of São Paulo, Piracicaba, SP 13418-900 Brazil.
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Pereira M, Wiltbank M, Guida T, Lopes F, Vasconcelos J. Comparison of 2 protocols to increase circulating progesterone concentration before timed artificial insemination in lactating dairy cows with or without elevated body temperature. J Dairy Sci 2017; 100:8455-8470. [DOI: 10.3168/jds.2016-12145] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2016] [Accepted: 06/08/2017] [Indexed: 01/10/2023]
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