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Hannon FP, Green MJ, O'Grady L, Hudson C, Gouw A, Randall LV. Predictive models for the implementation of targeted reproductive management in multiparous cows on automatic milking systems. J Dairy Sci 2025; 108:1634-1643. [PMID: 39521405 DOI: 10.3168/jds.2024-24920] [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: 03/15/2024] [Accepted: 10/10/2024] [Indexed: 11/16/2024]
Abstract
Targeted reproductive management (TRM) aims to improve the fertility efficiency of the dairy herd by applying group-level management strategies based on expected reproductive performance. Key to the utility of TRM is the accuracy with which an animal's reproductive performance can be predicted. Automatic milking systems (AMS) allow for the collection of data relating to milk quantity, quality, and robot visit behavior throughout the transition period. In addition to this, auxiliary data sources, such as rumination and activity monitors, as well as historical cow-level data, are often readily available. The utility of this data for the prediction of fertility has not been previously explored. The first objective of this study was to assess the accuracy with which the likelihood of expression of estrus between 22 and 65 DIM and conception to first insemination between 22 and 80 DIM could be predicted using data collected by AMS from 1 to 21 DIM. Our second objective was to assess the change in model performance following the addition of 2 auxiliary data sources. Using data derived solely from the AMS (RBT dataset) a binary random forest classification model was constructed for both outcomes of interest. The performance of these models was compared with models constructed using AMS data in conjunction with 2 auxiliary sources (RBT+ dataset). Expression of estrus was classified with an area under the receiver operator curve (AUC-ROC) of 0.6 and 0.65, conception to first insemination with an AUC-ROC of 0.56 and 0.62 for the RBT and RBT+ datasets, respectively. No statistically significant improvement in classification accuracy was achieved by the addition of auxiliary data sources. This is the first study to report the utility of data collected by AMS for the prediction of reproductive performance. Though the performance described is comparable with previously reported models, their utility for the implementation of TRM is limited by poor classification accuracy within key subgroups. Of note within this study is the failure of the addition of auxiliary data sources to increase the accuracy of prediction over models built using AMS data alone. We discuss the advantages and limitations the integration of additional data sources imposes on model training and deployment and suggest alternative methods to improve performance while preserving model parsimony.
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Affiliation(s)
- Fergus P Hannon
- School of Veterinary Medicine and Science, University of Nottingham, Sutton Bonington Campus, Leicestershire LE12 5RD, United Kingdom.
| | - Martin J Green
- School of Veterinary Medicine and Science, University of Nottingham, Sutton Bonington Campus, Leicestershire LE12 5RD, United Kingdom
| | - Luke O'Grady
- School of Veterinary Medicine and Science, University of Nottingham, Sutton Bonington Campus, Leicestershire LE12 5RD, United Kingdom; School of Veterinary Medicine, University College Dublin, Belfield, Dublin 4, Ireland
| | - Chris Hudson
- School of Veterinary Medicine and Science, University of Nottingham, Sutton Bonington Campus, Leicestershire LE12 5RD, United Kingdom
| | - Anneke Gouw
- Lely International N.V., 3147 PB Maassluis, the Netherlands
| | - Laura V Randall
- School of Veterinary Medicine and Science, University of Nottingham, Sutton Bonington Campus, Leicestershire LE12 5RD, United Kingdom
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2
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Silva CP, Fernandes CCL, Alves JPM, Cavalcanti CM, Oliveira FBB, Conde AJH, Pinheiro DCSN, Teixeira DIA, Rego AC, Rondina D. Efficacy of Fat Supplements with Different Unsaturated/Saturated FA Ratios Undergoing First Postpartum Ovulation in Lactating Anovulatory Goats. Vet Sci 2025; 12:60. [PMID: 39852935 PMCID: PMC11768978 DOI: 10.3390/vetsci12010060] [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: 11/19/2024] [Revised: 12/17/2024] [Accepted: 01/08/2025] [Indexed: 01/26/2025] Open
Abstract
We investigated whether microalgae or linseed supply during the early postpartum period affects ovarian restimulation and supports the first postpartum ovulation in lactating anovulatory goats. Thirty-eight An-glo-Nubian-crossbred adult goats were allocated into three groups, one with a control diet (n = 12), fed a total mixed ration (TMR) comprising chopped elephant grass and concentrate; an algal diet (n = 13), fed TMR + green microalgae (1% dry matter); and a linseed diet (n = 13), TMR + linseed (12% dry matter). Supplements were furnished from the second to fifth week (time of weaning). Goats were estrus synchronized on day 40 by insertion of an intravaginal CIDR device for 5 days, after which 0.075 mg PGF2α was applied to induce ovulation, and estrus was monitored for 72 h. From the 5th-15th day of ovulation induction, the corpus luteum (CL) area and progesterone rate were monitored. The algal and linseed groups showed lower feed intake (p < 0.001) and higher (p < 0.001) triglyceride levels/follicle numbers, respectively. After estrus induction, no differences were observed in estrus response; however, the linseed group showed more and larger growing follicles (p = 0.016 and p < 0.01), a higher ovulation rate (p < 0.05), a larger CL area (p < 0.05), and higher progesterone levels (p < 0.001). Linseed after delivery stimulates follicular growth before and after ovulation induction, favoring better CL quality during the first ovulation.
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Affiliation(s)
- Caroline P. Silva
- School of Veterinary Medicine, Ceará State University (UECE), Fortaleza 60714-903, CE, Brazil; (C.P.S.); (J.P.M.A.); (C.M.C.); (A.J.H.C.); (D.C.S.N.P.); (D.I.A.T.)
| | - César C. L. Fernandes
- Health Sciences Center, University of Fortaleza (UNIFOR), Fortaleza 60811-905, CE, Brazil;
| | - Juliana P. M. Alves
- School of Veterinary Medicine, Ceará State University (UECE), Fortaleza 60714-903, CE, Brazil; (C.P.S.); (J.P.M.A.); (C.M.C.); (A.J.H.C.); (D.C.S.N.P.); (D.I.A.T.)
| | - Camila M. Cavalcanti
- School of Veterinary Medicine, Ceará State University (UECE), Fortaleza 60714-903, CE, Brazil; (C.P.S.); (J.P.M.A.); (C.M.C.); (A.J.H.C.); (D.C.S.N.P.); (D.I.A.T.)
| | - Felipe B. B. Oliveira
- Institute of Animal Health and Production, Amazônia Federal Rural University (UFRA), Belém 66077-830, PA, Brazil;
| | - Alfredo J. H. Conde
- School of Veterinary Medicine, Ceará State University (UECE), Fortaleza 60714-903, CE, Brazil; (C.P.S.); (J.P.M.A.); (C.M.C.); (A.J.H.C.); (D.C.S.N.P.); (D.I.A.T.)
| | - Diana Celia S. N. Pinheiro
- School of Veterinary Medicine, Ceará State University (UECE), Fortaleza 60714-903, CE, Brazil; (C.P.S.); (J.P.M.A.); (C.M.C.); (A.J.H.C.); (D.C.S.N.P.); (D.I.A.T.)
| | - Darcio I. A. Teixeira
- School of Veterinary Medicine, Ceará State University (UECE), Fortaleza 60714-903, CE, Brazil; (C.P.S.); (J.P.M.A.); (C.M.C.); (A.J.H.C.); (D.C.S.N.P.); (D.I.A.T.)
| | - Anibal C. Rego
- Animal Science Department, Federal University of Ceará, Fortaleza 60455-760, CE, Brazil;
| | - Davide Rondina
- School of Veterinary Medicine, Ceará State University (UECE), Fortaleza 60714-903, CE, Brazil; (C.P.S.); (J.P.M.A.); (C.M.C.); (A.J.H.C.); (D.C.S.N.P.); (D.I.A.T.)
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Campos-Gaona R, Correa-Orozco A, Salamanca-Carreño A, Vélez-Terranova M. Index Development to Comprehensive Assess Liver Function during the Dairy Cows' Transition Period in Low-Tropic Conditions. Animals (Basel) 2024; 14:2056. [PMID: 39061519 PMCID: PMC11273491 DOI: 10.3390/ani14142056] [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: 06/12/2024] [Revised: 07/10/2024] [Accepted: 07/11/2024] [Indexed: 07/28/2024] Open
Abstract
The aim of this work was to develop a liver tissue function index during the transition period of dairy cows managed in low-tropic conditions. In two farms, twenty crossbred and synthetic native cows during the peripartum period were selected, and blood samples were taken on days -30 and -15 prepartum, the calving day, and 7, 20, 35, 50, 65, 80 and 105 days postpartum for serum metabolic tests. On each measurement day, body condition scores (BCS) and parameters on nitrogen metabolism (total protein-TP, albumin-ALB, globulin-GLOB, urea), adipose tissue metabolism (cholesterol-COL, non-esterified fatty acids-NEFA) and two transaminases (alanine aminotransferase-ALT and aspartate aminotransferase-AST) were evaluated. Data analysis included the Spearman correlation, principal components, multiple linear regression and cluster analysis. Results showed that regarding the days after calving and BCS, a liver tissue function index can be constructed using the TP, urea, COL, ALT and NEFA. The estimated index generated three groupings, both by days after calving and BCS. In the former, the index discriminated the metabolic behavior in the prepartum, parturition and postpartum periods, while in the latter, the index discriminated between extreme (2.25, 2.50 and 4.25), slightly low (2.75 and 3.0) and slightly high (3.25 to 4) conditions. The results allow us to conclude that it is feasible to construct mathematical function indexes for liver function to monitor metabolic changes during highly demanding productive phases in dairy cows under tropical conditions.
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Affiliation(s)
- Rómulo Campos-Gaona
- Facultad de Ciencias Agropecuarias, Universidad Nacional de Colombia, Sede Palmira, Palmira 763531, Colombia
| | - Adriana Correa-Orozco
- Facultad de Ciencias Agropecuarias, Universidad Nacional de Colombia, Sede Palmira, Palmira 763531, Colombia
| | - Arcesio Salamanca-Carreño
- Facultad de Medicina Veterinaria y Zootecnia, Universidad Cooperativa de Colombia, Villavicencio 500001, Colombia
| | - Mauricio Vélez-Terranova
- Facultad de Ciencias Agropecuarias, Universidad Nacional de Colombia, Sede Palmira, Palmira 763531, Colombia
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Rial C, Laplacette A, Caixeta L, Florentino C, Peña-Mosca F, Giordano JO. Metabolic-digestive clinical disorders of lactating dairy cows were associated with alterations of rumination, physical activity, and lying behavior monitored by an ear-attached sensor. J Dairy Sci 2023; 106:9323-9344. [PMID: 37641247 DOI: 10.3168/jds.2022-23156] [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: 12/14/2022] [Accepted: 06/28/2023] [Indexed: 08/31/2023]
Abstract
The objective of this observational cohort study was to characterize the pattern of rumination time (RT), physical activity (PA), and lying time (LT) monitored by an automated health monitoring system, based on an ear-attached sensor, immediately before, during, and after clinical diagnosis (CD) of metabolic-digestive disorders. Sensor data were collected from 820 lactating Holstein cows monitored daily from calving up to 21 DIM for detection of health disorders (HD). Cows were grouped retrospectively in the no-clinical health disorder group (NCHD; n = 616) if no HD were diagnosed, or the metabolic-digestive group (METB-DIG; n = 58) if diagnosed with clinical ketosis or indigestion only. Cows with another clinical health disorder within -7 to +7 d of CD of displaced abomasum, clinical ketosis, or indigestion were included in the metabolic-digestive plus one group (METB-DIG+1; n = 25). Daily RT, PA, and LT, and absolute and relative changes within -7 to +7 d of CD were analyzed with linear mixed models with or without repeated measures. Rumination time and PA were smaller, and LT was greater for the METB-DIG and METB-DIG+1 group than for cows in the NCHD group for most days from -7 to +7 d of CD of HD. In general, daily RT, PA, and LT differences were larger between the METB-DIG+1 and NCHD groups than between the METB-DIG and NCHD groups. In most cases, RT and PA decreased to a nadir and LT increased to a peak immediately before or after CD of HD, with a return to levels similar to the NCHD group within 7 d of CD. Absolute values and relative changes from 5 d before CD to the day of the nadir for RT and PA or peak for LT were different for cows in the METB-DIG and METB-DIG+1 group than for the NCHD group. For PA, the METB-DIG+1 group had greater changes than the METB-DIG group. For cows affected by metabolic-digestive disorders, RT, PA, and LT on the day of CD and resolution of clinical signs were different than for cows in the NCHD group, but an increase in RT and PA or a decrease in LT was observed from the day of CD to the day of resolution of clinical signs. We conclude that dairy cows diagnosed with metabolic-digestive disorders including displaced abomasum, clinical ketosis, and indigestion presented substantial alterations in the pattern of RT, PA, and LT captured by an ear-attached sensor. Thus, automated health monitoring systems based on ear-attached sensors might be used as an aid for identifying cows with metabolic-digestive disorders. Moreover, RT, PA, and LT changes after CD might be positive indicators of recovery from metabolic-digestive disorders.
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Affiliation(s)
- C Rial
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - A Laplacette
- Department of Animal Science, Cornell University, Ithaca, NY 14853
| | - L Caixeta
- College of Veterinary Medicine, University of Minnesota, St. Paul, MN 55108
| | - C Florentino
- College of Veterinary Medicine, University of Minnesota, St. Paul, MN 55108
| | - F Peña-Mosca
- College of Veterinary Medicine, University of Minnesota, St. Paul, MN 55108
| | - J O Giordano
- College of Veterinary Medicine, University of Minnesota, St. Paul, MN 55108.
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de Bruijn BGC, Kok A, Ma J, van Hoeij RJ, van Knegsel ATM. Feeding behavior in relation to ovarian cyclicity in cows with no or a short dry period. J Dairy Sci 2023; 106:1287-1300. [PMID: 36494228 DOI: 10.3168/jds.2021-21744] [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: 12/22/2021] [Accepted: 09/02/2022] [Indexed: 12/12/2022]
Abstract
The objective of this study was to investigate relations between feeding behavior (FB) variables focusing on intake of the basal ration during 3 wk prepartum until 3 wk postpartum, and postpartum onset of luteal activity (OLA) in dairy cows subjected to no (0-d) or a short (30-d) dry period (DP). Feeding behavior of the basal ration intake (concentrate intake excluded) was continuously recorded by computerized feeders for 123 dairy cows and analyzed from 3 wk prepartum to 3 wk postpartum. Cows were subjected to a DP length: 0-d DP (n = 81), or 30-d DP (n = 42). Milk progesterone concentration was determined 3 times per week until 100 DIM to determine OLA, which was classified as early OLA (<21 DIM) and late OLA (≥21 DIM). Relations between FB and OLA class were analyzed using mixed models. During 3 wk prepartum, FB differed between parity class (parity 2 or ≥3 after calving). Cows with a 30-d DP prepartum, regardless of their OLA class, had more visits per meal, higher meal duration, total meal time, total daily feeding time, and lower feed intake and feeding rate compared with cows with 0-d DP. During the first 2 d postpartum, cows with OLA <21 had more visits per day and visits per meal compared with cows with OLA ≥21. During the first 3 wk postpartum, cows within the 30-d DP group with OLA <21 had greater meal size, feed intake, and feeding rate compared with cows with OLA ≥21 of this group. Cows within the 0-d DP group with OLA <21 had higher meal duration, total daily meal time, total daily feeding time, and meal size, but a lower feeding rate compared with cows with OLA ≥21 of this group. Concluding from the current study, cows with OLA <21 had a postpartum FB that reflected a cow with faster recovery from parturition and better adaptation to onset of lactation compared with OLA ≥21. No or a short DP affected prepartum FB, suggesting that prepartum management affects FB. This study provides evidence of different FB between cows with different timing of resumption of ovarian cyclicity.
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Affiliation(s)
- B G C de Bruijn
- Adaptation Physiology group, Wageningen University, PO Box 338, 6700 AH Wageningen, the Netherlands.
| | - A Kok
- Adaptation Physiology group, Wageningen University, PO Box 338, 6700 AH Wageningen, the Netherlands
| | - J Ma
- Adaptation Physiology group, Wageningen University, PO Box 338, 6700 AH Wageningen, the Netherlands
| | - R J van Hoeij
- Adaptation Physiology group, Wageningen University, PO Box 338, 6700 AH Wageningen, the Netherlands
| | - A T M van Knegsel
- Adaptation Physiology group, Wageningen University, PO Box 338, 6700 AH Wageningen, the Netherlands
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Vatnikov Y, Rudenko A, Gnezdilova L, Sotnikova E, Byakhova V, Piven E, Kulikov E, Petrov A, Drukovskiy S, Petrukhina O. Clinical and diagnostic characteristics of the development of hepatocardial syndrome in black and white cows in the early lactation period. Vet World 2022; 15:2259-2268. [PMID: 36341078 PMCID: PMC9631371 DOI: 10.14202/vetworld.2022.2259-2268] [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: 04/22/2022] [Accepted: 08/19/2022] [Indexed: 11/18/2022] Open
Abstract
Background and Aim: It is known that during the early postpartum and lactation periods in dairy cows, metabolic disorders develop, that is, ketosis, which can lead to secondary damage to internal organs. Therefore, it is important to address the issues of changing the lactating cows’ clinical, laboratory, and physiological parameters regarding the development of hepatocardial syndrome. This study aimed to provide clinical and diagnostic justification for developing hepatocardial syndrome in highly productive dairy cows. Materials and Methods: The study was conducted on 20 black and white cows in the early postpartum period (7–10 days after birth), with a milk production level of >4500 kg of milk during the previous lactation period, a positive result in the formol colloid sedimentary test, the presence of deafness and splitting of heart sounds, changes in the size, or increased pain sensitivity of the percussion field of the liver. Clinically healthy dairy cows in the early postpartum period were used as controls (n = 24). Clinical, electrocardiographic, echocardiographic, and biochemical parameters were also evaluated. Results: Dairy cows with hepatocardial syndrome developed arterial hypertension and sinus tachycardia, which led to a significant decrease in PQ and QT intervals at ECG. A significant increase in the diastolic size of the interventricular septum, systolic size of the free wall of the left ventricle, and diastolic and systolic sizes of the left ventricle and a significant decrease in the shortening fraction of the left ventricular myocardium were observed in the cows due to the development of hepatocardial syndrome. The affected cows demonstrated a significant increase in serum activity of gamma-glutamyl transferase, alanine aminotransferase, lactate dehydrogenase, creatine phosphokinase, alkaline phosphatase, troponin, malondialdehyde, diene conjugates, and ceruloplasmin and a decrease in glucose concentration. In addition, they demonstrated decreased activity of superoxide dismutase, catalase, glutathione peroxidase, and glutathione reductase. Conclusion: Hepatocardial syndrome in dairy cows occurs due to ketosis, characterized by arterial hypertension, sinus tachycardia, a moderate decrease in myocardial contractility, oxidative stress, and cytolysis of cardiomyocytes and hepatocytes. Therefore, the control and prevention of the development of hepatocardial syndrome will make it possible to maintain the productive health and longevity of dairy cows.
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Affiliation(s)
- Yury Vatnikov
- Department of Veterinary Medicine, Agrarian and Technological Institute, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
| | - Andrey Rudenko
- Department of Veterinary Medicine, State University of Food Production, Moscow, Russia
| | - Larisa Gnezdilova
- Department of Diseases, Diagnostics, Therapy, Obstetrics and Reproduction of Animals, Moscow State Academy of Veterinary Medicine and Biotechnology - MVA Named after K.I. Skryabin, Moscow, Russia
| | - Elena Sotnikova
- Department of Veterinary Medicine, Agrarian and Technological Institute, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
| | - Varvara Byakhova
- Department of Veterinary Medicine, Agrarian and Technological Institute, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
| | - Elena Piven
- Department of Public Health, Healthcare, and Hygiene, Institute of Medicine, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
| | - Evgeny Kulikov
- Department of Veterinary Medicine, Agrarian and Technological Institute, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
| | - Aleksandr Petrov
- Department of Veterinary Medicine, Agrarian and Technological Institute, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
| | - Stanislav Drukovskiy
- Department of Veterinary Medicine, Agrarian and Technological Institute, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
| | - Olesya Petrukhina
- Department of Veterinary Medicine, Agrarian and Technological Institute, Peoples' Friendship University of Russia (RUDN University), Moscow, Russia
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Stevenson JS, Atanasov B. Changes in body condition score from calving to first insemination and milk yield, pregnancy per AI, and pregnancy loss in lactating dairy cows: A meta-analysis. Theriogenology 2022; 193:93-102. [PMID: 36156429 DOI: 10.1016/j.theriogenology.2022.09.010] [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: 02/10/2022] [Revised: 09/07/2022] [Accepted: 09/10/2022] [Indexed: 10/31/2022]
Abstract
We determined the association of body condition score (BCS) at calving, at first postpartum artificial insemination (AI), and change in BCS between calving and first AI on pregnancy per AI (P/AI) at 30-45 d, pregnancy loss to 60-85 d, and milk yield in lactating dairy cows. Outcome data were included from 15 studies and 47 herd-year combinations. Additional variables included season of AI, herd, days in milk at first AI, parity, and of mean daily milk yield within 2 wk of first AI. The BCS scale employed was a standard 1-5 scale (1 = severe under conditioning or emaciated and 5 = severe over conditioning) with 0.25 cut points. Presynchronization treatments that included PGF2α and GnRH increased (P < 0.05) the proportion of cows with luteal function before AI compared with PGF2α alone. Compared with no presynchronization treatment those that included PGF2α or PGF2α and GnRH increased (P < 0.05) first P/AI. Cows having BCS ≥2.75 at AI had greater (P < 0.01) first P/AI than cows with BCS <2.75. As BCS at first AI increased, P/AI increased in a linear (P = 0.04) fashion and was greater in cows expressing estrus when BCS at AI was <2.50. Presynchronization had no association with P/AI for cows with BCS at calving <3.00 compared with those with BCS ≥3.00. In contrast, multiparous cows tended (P = 0.06) to have greater P/AI when they calved with BCS ≥3.00 compared with <3.00. Increasing BCS at AI was associated with decreased (P = 0.01) pregnancy loss. Pregnancy per AI did not differ among cows according to the magnitude of prebreeding BCS loss, but more multiparous cows losing more than 0.5 units of BCS tended to have greater pregnancy losses in second-parity cows (P = 0.09) and in cows of third or greater (P < 0.001) parity. Daily milk yields at first AI differed among parities as expected, but a parity by BCS at calving interaction was detected (P = 0.008). Daily milk yield at first AI decreased (P < 0.001) linearly as BCS at AI increased, with an exacerbated greater negative effect during summer. More prebreeding loss in BCS was associated with more (P < 0.05) milk yield in first- and second-parity cows. We concluded that greater BCS at first AI was associated with improved P/AI, but magnitude of prebreeding BCS loss was not associated with P/AI. In contrast, more pregnancy loss was associated with more prebreeding BCS loss in multiparous cows. Cow having lesser BCS at AI and greater prebreeding loss in BCS produced more milk than their herd mates of greater BCS and lesser prebreeding loss in BCS, respectively.
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Affiliation(s)
- Jeffrey S Stevenson
- Department of Animal Sciences and Industry, Kansas State University, Manhattan, 66506-0201, USA.
| | - Branko Atanasov
- Faculty of Veterinary Medicine, Ss. Cyril and Methodius University in Skopje, Republic of North Macedonia
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