Cronobacter sakazakii is a significant foodborne pathogen commonly found in dairy processing environments. Under chlorine stress, C. sakazakii may survive by adopting stress-resistant phenotypes such as biofilm and viable but nonculturable (VBNC) state. The formation of these phenotypes is regulated by the stringent response. However, the mechanisms by which the stringent response directs phenotypic fate differentiation under different chlorine concentrations remain unclear. In this study, we exposed C. sakazakii to chlorine concentrations (0.1-100 μg/mL) for 24 h and quantified viable cells, 100S ribosome levels, extracellular polymeric substances, and stringent response signals. The results showed that C. sakazakii exhibited pronounced differentiation into biofilm and VBNC phenotypes under chlorine stress ranging from 0.1 to 100 μg/mL. At low chlorine concentration (0.1 μg/mL), biofilm viable cell counts reached 5.10 × 105 cfu/mL, accompanied by significant increases in extracellular polysaccharides and proteins, promoting biofilm formation. In contrast, at high chlorine concentration (100 μg/mL), VBNC cell counts rose to 5.99 × 105 cfu/mL, extracellular components declined, and 100S ribosome levels were significantly elevated, indicating deeper metabolic dormancy. Time-course analysis further revealed that the first 0.5 h after chlorine treatment represents a critical window for phenotypic differentiation. During this period, the stringent response alarmone guanosine tetraphosphate (ppGpp) levels increased by 1.55- to 5.16-fold compared with the control and regulated the formation of biofilm and VBNC phenotypes. Gene expression analysis revealed that in the relA-overexpressing strain, ppGpp ribosome dimerization genes rmf and hpf were upregulated by 5.51- and 2.82-fold, VBNC-related genes ppk and lon upregulated by 3.44- and 3.24-fold, whereas biofilm-related genes dgcQ and bcsA were downregulated by 2.86- and 3.98-fold. These changes guided the selection of phenotypic fate differentiation: Low ppGpp levels interacted with cyclic diguanylate monophosphate (c-di-GMP) to promote biofilm formation, whereas high ppGpp levels induced VBNC phenotype by activating the PPK/Lon cascade. This study not only deepens our understanding of the mechanisms governing bacterial fate determination under environmental stress but also provides a theoretical basis and potential strategies for optimizing dairy disinfection processes and reducing pathogen survival.
{"title":"Phenotypic fate differentiation and its mechanism in Cronobacter sakazakii under different chlorine concentrations.","authors":"Jingfeng Zhang, Yunshao Mo, Ying Sun, Haoqing Zhao, Lei Shi, Lichao Zhao","doi":"10.3168/jds.2025-27960","DOIUrl":"https://doi.org/10.3168/jds.2025-27960","url":null,"abstract":"<p><p>Cronobacter sakazakii is a significant foodborne pathogen commonly found in dairy processing environments. Under chlorine stress, C. sakazakii may survive by adopting stress-resistant phenotypes such as biofilm and viable but nonculturable (VBNC) state. The formation of these phenotypes is regulated by the stringent response. However, the mechanisms by which the stringent response directs phenotypic fate differentiation under different chlorine concentrations remain unclear. In this study, we exposed C. sakazakii to chlorine concentrations (0.1-100 μg/mL) for 24 h and quantified viable cells, 100S ribosome levels, extracellular polymeric substances, and stringent response signals. The results showed that C. sakazakii exhibited pronounced differentiation into biofilm and VBNC phenotypes under chlorine stress ranging from 0.1 to 100 μg/mL. At low chlorine concentration (0.1 μg/mL), biofilm viable cell counts reached 5.10 × 10<sup>5</sup> cfu/mL, accompanied by significant increases in extracellular polysaccharides and proteins, promoting biofilm formation. In contrast, at high chlorine concentration (100 μg/mL), VBNC cell counts rose to 5.99 × 10<sup>5</sup> cfu/mL, extracellular components declined, and 100S ribosome levels were significantly elevated, indicating deeper metabolic dormancy. Time-course analysis further revealed that the first 0.5 h after chlorine treatment represents a critical window for phenotypic differentiation. During this period, the stringent response alarmone guanosine tetraphosphate (ppGpp) levels increased by 1.55- to 5.16-fold compared with the control and regulated the formation of biofilm and VBNC phenotypes. Gene expression analysis revealed that in the relA-overexpressing strain, ppGpp ribosome dimerization genes rmf and hpf were upregulated by 5.51- and 2.82-fold, VBNC-related genes ppk and lon upregulated by 3.44- and 3.24-fold, whereas biofilm-related genes dgcQ and bcsA were downregulated by 2.86- and 3.98-fold. These changes guided the selection of phenotypic fate differentiation: Low ppGpp levels interacted with cyclic diguanylate monophosphate (c-di-GMP) to promote biofilm formation, whereas high ppGpp levels induced VBNC phenotype by activating the PPK/Lon cascade. This study not only deepens our understanding of the mechanisms governing bacterial fate determination under environmental stress but also provides a theoretical basis and potential strategies for optimizing dairy disinfection processes and reducing pathogen survival.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Within the past decade, the use of beef semen in the dairy industry has risen, leading to a growing number of dairy × beef crossbred calves being born. However, limited studies compare the health and growth performance of purebred dairy and crossbred calves during the preweaning phase. This study aimed to evaluate the association of breed with morbidity, mortality, and growth performance during an 84-d rearing period. A total of 640 male calves were enrolled upon arrival to a calf-rearing facility and were classified as either Holstein (n = 446) or crossbred (n = 194), which were identified by hide color. Breed, source (local farm versus auction), and BW were recorded upon arrival. Calves were fed milk replacer (MR) twice daily until weaning, which occurred between d 42 and 63, and solid feed and water were offered ad libitum throughout the study. Health exams were performed twice daily, evaluating fecal consistency from arrival to d 21 and respiratory health from arrival to d 84. Mortalities and treatments administered, including electrolytes, nonsteroidal anti-inflammatory drugs, and antibiotics, were recorded throughout the study. Solid feed intake and BW were measured weekly following enrollment, and MR refusals were recorded daily. Statistical models, including Cox proportional hazards, Weibull, negative binomial, and linear regression, were built in Stata 18 (StataCorp LP) to assess the association of breed with calf health and growth. Holstein calves had a greater incidence of diarrhea compared with crossbred calves (incidence rate ratio = 1.23; 95% CI: 1.01-1.51) and a higher hazard of receiving a second (hazard ratio [HR] = 1.62; 95% CI: 1.04 to 2.51) or third (HR = 2.47; 95% CI: 1.24 to 4.91) treatment for respiratory disease. With respect to growth performance, crossbred calves had increased BW by d 28 and weighed 7.13 ± 1.31 kg (95% CI: 4.56 to 9.70) more than Holsteins by d 84. Similarly, ADG was greater for crossbreds starting between d 28 and 35. Feed-to-gain conversion ratios (FCR) were lower for crossbred calves during both the preweaning and weaning phases; however, Holstein calves had improved FCR between d 70 and 77 compared with crossbred calves. These results suggest that crossbred calves may be able to overcome illness quicker and with fewer therapeutic interventions than Holsteins in the rearing period while achieving superior growth performance.
{"title":"Health and performance of Holstein versus dairy × beef calves: A retrospective single-cohort study.","authors":"M Kovacs, D L Renaud, A Keunen, M A Steele","doi":"10.3168/jds.2025-27748","DOIUrl":"https://doi.org/10.3168/jds.2025-27748","url":null,"abstract":"<p><p>Within the past decade, the use of beef semen in the dairy industry has risen, leading to a growing number of dairy × beef crossbred calves being born. However, limited studies compare the health and growth performance of purebred dairy and crossbred calves during the preweaning phase. This study aimed to evaluate the association of breed with morbidity, mortality, and growth performance during an 84-d rearing period. A total of 640 male calves were enrolled upon arrival to a calf-rearing facility and were classified as either Holstein (n = 446) or crossbred (n = 194), which were identified by hide color. Breed, source (local farm versus auction), and BW were recorded upon arrival. Calves were fed milk replacer (MR) twice daily until weaning, which occurred between d 42 and 63, and solid feed and water were offered ad libitum throughout the study. Health exams were performed twice daily, evaluating fecal consistency from arrival to d 21 and respiratory health from arrival to d 84. Mortalities and treatments administered, including electrolytes, nonsteroidal anti-inflammatory drugs, and antibiotics, were recorded throughout the study. Solid feed intake and BW were measured weekly following enrollment, and MR refusals were recorded daily. Statistical models, including Cox proportional hazards, Weibull, negative binomial, and linear regression, were built in Stata 18 (StataCorp LP) to assess the association of breed with calf health and growth. Holstein calves had a greater incidence of diarrhea compared with crossbred calves (incidence rate ratio = 1.23; 95% CI: 1.01-1.51) and a higher hazard of receiving a second (hazard ratio [HR] = 1.62; 95% CI: 1.04 to 2.51) or third (HR = 2.47; 95% CI: 1.24 to 4.91) treatment for respiratory disease. With respect to growth performance, crossbred calves had increased BW by d 28 and weighed 7.13 ± 1.31 kg (95% CI: 4.56 to 9.70) more than Holsteins by d 84. Similarly, ADG was greater for crossbreds starting between d 28 and 35. Feed-to-gain conversion ratios (FCR) were lower for crossbred calves during both the preweaning and weaning phases; however, Holstein calves had improved FCR between d 70 and 77 compared with crossbred calves. These results suggest that crossbred calves may be able to overcome illness quicker and with fewer therapeutic interventions than Holsteins in the rearing period while achieving superior growth performance.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353187","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
G R Dodd, F Miglior, F S Schenkel, B O Makanjuola, R E Jahnel, R L A Cerri, C F Baes
Genetic improvement of fertility in dairy cattle remains a significant challenge due to the complex interplay between reproductive and environmental factors resulting in low heritability traits. Recent advancements in sensor technologies have allowed for the assessment of estrus-related traits as indicators of fertility. Three sensor-derived estrus traits previously associated with fertility outcomes include estrus duration (ED), maximum estrus intensity (MEI), and the interval from calving to first estrus (CTFE). The objectives of this study were to estimate the genetic parameters of ED, MEI, and CTFE in Holsteins, to assess the reliability of EBVs, to evaluate the inclusion of genomic information, and to estimate breeding value correlations with economically important traits. Phenotypes were derived from activity-monitoring collars (CowScout, GEA) between 2020 and 2023 from a single farm in Slovakia. After editing, 8,363, 8,092, and 2,909 records on 2,390, 2,360, and 2,147 cows were available for analysis of ED, MEI, and CTFE, respectively. Heritability estimates for the traits were low to moderate, with values of 0.18 ± 0.02 for MEI, 0.16 ± 0.02 for ED, and 0.07 ± 0.03 for CTFE. Repeatability across lactations was 0.34 ± 0.03 for CTFE, but no significant permanent environmental effect was found across lactation for MEI and ED. Repeatability within lactation was low for MEI (0.25 ± 0.02) and ED (0.19 ± 0.01). The average reliability of EBVs was moderate for phenotyped cows, with values of 0.32 ± 0.05 for CTFE and 0.48 ± 0.09 for MEI and ED. For sires with at least 10 daughters, EBV reliability ranged from 0.56 ± 0.11 for CTFE to 0.79 ± 0.13 for MEI and ED. Inclusion of genomic information did not greatly affect genetic parameters and resulted in marginal improvements to reliability of breeding values. Genetic correlations among estrus traits were moderate and favorable, indicating that better performance of 1 trait will correspond to improved performance in the other 2 traits. Breeding value correlations between estrus traits and economically important traits were generally favorable. These results suggest that sensor-derived estrus traits are heritable, with potential for more rapid progress in reproduction than currently evaluated traits. Future research should estimate proper genetic correlations between estrus traits and other economically important traits and expand data sets to enhance the genetic evaluations of these sensor-derived estrus traits.
{"title":"Potential of sensor-derived estrus traits for genetic selection in dairy cattle.","authors":"G R Dodd, F Miglior, F S Schenkel, B O Makanjuola, R E Jahnel, R L A Cerri, C F Baes","doi":"10.3168/jds.2025-27447","DOIUrl":"https://doi.org/10.3168/jds.2025-27447","url":null,"abstract":"<p><p>Genetic improvement of fertility in dairy cattle remains a significant challenge due to the complex interplay between reproductive and environmental factors resulting in low heritability traits. Recent advancements in sensor technologies have allowed for the assessment of estrus-related traits as indicators of fertility. Three sensor-derived estrus traits previously associated with fertility outcomes include estrus duration (ED), maximum estrus intensity (MEI), and the interval from calving to first estrus (CTFE). The objectives of this study were to estimate the genetic parameters of ED, MEI, and CTFE in Holsteins, to assess the reliability of EBVs, to evaluate the inclusion of genomic information, and to estimate breeding value correlations with economically important traits. Phenotypes were derived from activity-monitoring collars (CowScout, GEA) between 2020 and 2023 from a single farm in Slovakia. After editing, 8,363, 8,092, and 2,909 records on 2,390, 2,360, and 2,147 cows were available for analysis of ED, MEI, and CTFE, respectively. Heritability estimates for the traits were low to moderate, with values of 0.18 ± 0.02 for MEI, 0.16 ± 0.02 for ED, and 0.07 ± 0.03 for CTFE. Repeatability across lactations was 0.34 ± 0.03 for CTFE, but no significant permanent environmental effect was found across lactation for MEI and ED. Repeatability within lactation was low for MEI (0.25 ± 0.02) and ED (0.19 ± 0.01). The average reliability of EBVs was moderate for phenotyped cows, with values of 0.32 ± 0.05 for CTFE and 0.48 ± 0.09 for MEI and ED. For sires with at least 10 daughters, EBV reliability ranged from 0.56 ± 0.11 for CTFE to 0.79 ± 0.13 for MEI and ED. Inclusion of genomic information did not greatly affect genetic parameters and resulted in marginal improvements to reliability of breeding values. Genetic correlations among estrus traits were moderate and favorable, indicating that better performance of 1 trait will correspond to improved performance in the other 2 traits. Breeding value correlations between estrus traits and economically important traits were generally favorable. These results suggest that sensor-derived estrus traits are heritable, with potential for more rapid progress in reproduction than currently evaluated traits. Future research should estimate proper genetic correlations between estrus traits and other economically important traits and expand data sets to enhance the genetic evaluations of these sensor-derived estrus traits.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
I M G A Santman-Berends, K M J A van den Brink, M H Mars, A M B Veldhuis, R van den Brom, G van Schaik
<p><p>In 2023, bluetongue serotype 3 (BTV-3) emerged in the Netherlands, leading to a 19% prevalence of BTV antibodies in animals by spring 2024. This highlighted the urgent need for vaccination, which became available in May 2024. Despite this, BTV-3 spread extensively throughout 2024, causing farmers to perceive the vaccination as ineffective. High-quality census data on key health parameters from the cattle monitoring system were used to evaluate the impact of BTV-3 vaccination during the 2024 epidemic. Data were available for ~13,500 dairy herds from January 2020 to September 2024. Data included information on mortality, milk production, BTV-3 antibody status in the spring of 2024, and BTV-3 vaccination status. Herds were classified by BTV-3 status (no antibodies, low or high antibody levels) combined with the herds' vaccination status, for example, unvaccinated, fully but not timely vaccinated, or fully and timely vaccinated, to determine BTV-3 susceptibility at the start of the BTV-3 epidemic in 2024. Timely vaccination was defined as the full completion of herd immunization before BTV-3 began to spread in the area where the herd was located. Generalized Estimated Equations were used for analysis, with 4-wk moving average mortality per age category of cattle or average weekly milk production (kg/cow/d) as dependent variables. Mortality and milk production in vaccinated herds during the BTV-3 epidemic in 2024 were compared with (i) the period in which BTV-3 was not yet present and (ii) mortality and milk production in unvaccinated herds during the BTV-3 epidemic. Other explanatory variables included herd size, location (province), season, herd health status for several endemic diseases, and time trends. Herd and week were included as time series variables. Mortality in cows (≥2 yr) was significantly increased in all herds compared with mortality in BTV-3-free years. However, during the BTV-3 epidemic in 2024, mortality in fully and timely vaccinated herds was significantly lower compared with mortality in unvaccinated herds, with an incidence rate ratio (IRR) of 0.77 (95% CI: 0.67-0.89). Youngstock and calf mortality in fully and timely vaccinated herds did not significantly differ from the period herds were classified as BTV-3 free. During the BTV-3 epidemic in 2024 in unvaccinated herds, postnatal calf mortality (≤14 d old) increased with an IRR of 1.58 (95% CI: 1.49-1.67), preweaning calf mortality (15-55 d old) with an IRR of 1.28 (95% CI: 1.17-1.40), weaned calf mortality (56 d-1 yr old) with an IRR of 1.22 (95% CI: 1.08-1.38), and youngstock mortality increased with an IRR of 1.53 (95% CI: 1.32-1.76) compared with the period in which herds were classified as BTV-3 free. In addition, fully and timely vaccinated herds without naturally acquired antibodies had a 1.00 kg higher milk production per cow per day (95% CI: 0.40-1.61), and fully and timely vaccinated herds with high naturally acquired antibody levels had a 1.23 kg higher milk pr
{"title":"The impact of vaccination on Bluetongue serotype 3-associated mortality and reduced milk production in Dutch dairy cattle.","authors":"I M G A Santman-Berends, K M J A van den Brink, M H Mars, A M B Veldhuis, R van den Brom, G van Schaik","doi":"10.3168/jds.2025-27926","DOIUrl":"https://doi.org/10.3168/jds.2025-27926","url":null,"abstract":"<p><p>In 2023, bluetongue serotype 3 (BTV-3) emerged in the Netherlands, leading to a 19% prevalence of BTV antibodies in animals by spring 2024. This highlighted the urgent need for vaccination, which became available in May 2024. Despite this, BTV-3 spread extensively throughout 2024, causing farmers to perceive the vaccination as ineffective. High-quality census data on key health parameters from the cattle monitoring system were used to evaluate the impact of BTV-3 vaccination during the 2024 epidemic. Data were available for ~13,500 dairy herds from January 2020 to September 2024. Data included information on mortality, milk production, BTV-3 antibody status in the spring of 2024, and BTV-3 vaccination status. Herds were classified by BTV-3 status (no antibodies, low or high antibody levels) combined with the herds' vaccination status, for example, unvaccinated, fully but not timely vaccinated, or fully and timely vaccinated, to determine BTV-3 susceptibility at the start of the BTV-3 epidemic in 2024. Timely vaccination was defined as the full completion of herd immunization before BTV-3 began to spread in the area where the herd was located. Generalized Estimated Equations were used for analysis, with 4-wk moving average mortality per age category of cattle or average weekly milk production (kg/cow/d) as dependent variables. Mortality and milk production in vaccinated herds during the BTV-3 epidemic in 2024 were compared with (i) the period in which BTV-3 was not yet present and (ii) mortality and milk production in unvaccinated herds during the BTV-3 epidemic. Other explanatory variables included herd size, location (province), season, herd health status for several endemic diseases, and time trends. Herd and week were included as time series variables. Mortality in cows (≥2 yr) was significantly increased in all herds compared with mortality in BTV-3-free years. However, during the BTV-3 epidemic in 2024, mortality in fully and timely vaccinated herds was significantly lower compared with mortality in unvaccinated herds, with an incidence rate ratio (IRR) of 0.77 (95% CI: 0.67-0.89). Youngstock and calf mortality in fully and timely vaccinated herds did not significantly differ from the period herds were classified as BTV-3 free. During the BTV-3 epidemic in 2024 in unvaccinated herds, postnatal calf mortality (≤14 d old) increased with an IRR of 1.58 (95% CI: 1.49-1.67), preweaning calf mortality (15-55 d old) with an IRR of 1.28 (95% CI: 1.17-1.40), weaned calf mortality (56 d-1 yr old) with an IRR of 1.22 (95% CI: 1.08-1.38), and youngstock mortality increased with an IRR of 1.53 (95% CI: 1.32-1.76) compared with the period in which herds were classified as BTV-3 free. In addition, fully and timely vaccinated herds without naturally acquired antibodies had a 1.00 kg higher milk production per cow per day (95% CI: 0.40-1.61), and fully and timely vaccinated herds with high naturally acquired antibody levels had a 1.23 kg higher milk pr","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Prebiotics promote the proliferation and colonization of probiotics in the intestine; therefore, synergistic application of probiotics and functional oligosaccharides can confer significant health benefits to the host. This study optimized a complex prebiotic combination that enhanced the growth of Lactobacillus paracasei ProSci-92 by measuring the optical density at 600 nm, pH, and viable cell counts. Through response surface optimization, the optimal ratio was determined to be 1.959% trehalose, 1.029% inulin, and 1.582% fructooligosaccharides. Under these conditions, cell density reached 1.629 ± 0.012, and the viable cell count was (6.5 ± 0.28) × 109 cfu/mL, representing increases of 12.3% and 1.67-fold, respectively, compared with the de Man, Rogosa, and Sharpe agar medium control group. The optimized compound was subsequently applied to fermented milk; its rheological properties, texture characteristics, and viable bacterial counts were analyzed using sucrose as the control. The results show that the compound group coagulated 1 h earlier than did the sucrose control, and exhibited higher elasticity and viscosity coefficients. During the 28-d storage period, the pH decreased gradually (final value: 4.16), titratable acidity remained low (final value: 102°T [degrees of titratable acidity]), viable bacterial count remained above 108 cfu/mL, and water-holding capacity averaged 65.86%. Moreover, both textural attributes and sensory evaluation scores improved significantly. Metabolomic analysis identified 87 differential metabolites between the PC92-Oli (experimental) group and the PC92-Suc (control) group, which were primarily associated with the ABC transport system, AA biosynthesis, and carbon metabolism pathways. The compound oligosaccharide mixture activated specific metabolic pathways in the strain, promoted the synthesis of functional metabolites, inhibited fatty acid production, and accelerated extracellular polysaccharide synthesis. These findings provide a strong scientific basis for enhancing the product development and functional properties of probiotic fermented milk, and offer innovative perspectives and strategies for improving its production and storage characteristics.
{"title":"Efficient utilization of compound oligosaccharides by Lactobacillus paracasei ProSci-92 and their application in fermented milk.","authors":"Shuaisen Gao, Peng Liu, Shiyin Huang, Hongyang Li, ShiJia Shen, Hua Wang, Minjia Li, Jie Yu","doi":"10.3168/jds.2025-27993","DOIUrl":"https://doi.org/10.3168/jds.2025-27993","url":null,"abstract":"<p><p>Prebiotics promote the proliferation and colonization of probiotics in the intestine; therefore, synergistic application of probiotics and functional oligosaccharides can confer significant health benefits to the host. This study optimized a complex prebiotic combination that enhanced the growth of Lactobacillus paracasei ProSci-92 by measuring the optical density at 600 nm, pH, and viable cell counts. Through response surface optimization, the optimal ratio was determined to be 1.959% trehalose, 1.029% inulin, and 1.582% fructooligosaccharides. Under these conditions, cell density reached 1.629 ± 0.012, and the viable cell count was (6.5 ± 0.28) × 10<sup>9</sup> cfu/mL, representing increases of 12.3% and 1.67-fold, respectively, compared with the de Man, Rogosa, and Sharpe agar medium control group. The optimized compound was subsequently applied to fermented milk; its rheological properties, texture characteristics, and viable bacterial counts were analyzed using sucrose as the control. The results show that the compound group coagulated 1 h earlier than did the sucrose control, and exhibited higher elasticity and viscosity coefficients. During the 28-d storage period, the pH decreased gradually (final value: 4.16), titratable acidity remained low (final value: 102°T [degrees of titratable acidity]), viable bacterial count remained above 10<sup>8</sup> cfu/mL, and water-holding capacity averaged 65.86%. Moreover, both textural attributes and sensory evaluation scores improved significantly. Metabolomic analysis identified 87 differential metabolites between the PC92-Oli (experimental) group and the PC92-Suc (control) group, which were primarily associated with the ABC transport system, AA biosynthesis, and carbon metabolism pathways. The compound oligosaccharide mixture activated specific metabolic pathways in the strain, promoted the synthesis of functional metabolites, inhibited fatty acid production, and accelerated extracellular polysaccharide synthesis. These findings provide a strong scientific basis for enhancing the product development and functional properties of probiotic fermented milk, and offer innovative perspectives and strategies for improving its production and storage characteristics.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353050","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
K G Solano-Suarez, J C Arango-Sabogal, C Bédard, J P Roy, S Dufour
Lymphocyte count (LC) is an important hematological parameter in dairy cows. Historical studies establishing LC reference intervals often included cows that were not tested for bovine leukosis virus (BLV). As a result, BLV-infected cows showing subclinical lymphocytosis were possibly included in those studies, leading to higher LC reference intervals. Because BLV (among other pathogens or processes) can cause persistent lymphocytosis, including BLV-infected cows when establishing LC reference intervals could lead to their overestimation. Our objectives were to propose updated LC reference intervals for Holstein cows and to estimate the most discriminant LC threshold for differentiating cows belonging to the low- versus high-LC distributions. We conducted a cross-sectional observational study to collected blood samples from 631 Holstein cows, irrespective of their BLV status, across 8 herds in Québec, Canada. Blood samples were analyzed on the day of collection to determine LC in 109 cells/L. Using Gaussian finite mixture models, we identified the 2 most probable Gaussian LC distributions representing healthy versus abnormal cows within the complete dataset (i.e., all sampled lactating cows analyzed together, regardless of age), and within 2 age groups: young (2-4 yr-old lactating cows) and older cows (>4-year-old lactating cows). We used the identified distributions to propose LC reference intervals for Holstein cows. Then, we determined the most discriminant LC thresholds to distinguish cows belonging to the low- versus high-LC distributions (the latter being presumed to be affected by either a short-term or chronic immunological alteration). To assess persistent lymphocytosis, we collected a second set of blood samples 4 mo later from cows with an initial LC ≥5.5 × 109 cells/L. The LC reference intervals were 1.5 to 5.5 × 109 cells/L in the complete dataset, and 1.9 to 6.0 and 1.6 to 4.5 × 109 cells/L, in young and older cows, respectively. The most discriminant LC thresholds were ≥5.5 × 109 cells/L in the complete dataset, ≥5.5 × 109 cells/L for young cows, and ≥4.5 × 109 cells/L for older cows. The probability of belonging to the Gaussian LC distribution representing presumably abnormal values from cows affected by either a short-term or chronic immunological alteration increased markedly with increasing LC but was also high for cows with a very low LC (<1.5 × 109 cells/L). Persistent lymphocytosis was observed in 77% (49/64) of cows in the young group and 98% (55/56) of cows in the older group. The reference LC intervals proposed are lower than those reported in previous studies and reflect an expected age-related variation. The proposed LC thresholds provide a practical marker of chronic lymphocytosis.
{"title":"Establishing age-specific reference intervals for peripheral blood lymphocyte counts in lactating Holstein dairy cows using Gaussian finite mixture models and characterizing persistent lymphocytosis.","authors":"K G Solano-Suarez, J C Arango-Sabogal, C Bédard, J P Roy, S Dufour","doi":"10.3168/jds.2025-27389","DOIUrl":"https://doi.org/10.3168/jds.2025-27389","url":null,"abstract":"<p><p>Lymphocyte count (LC) is an important hematological parameter in dairy cows. Historical studies establishing LC reference intervals often included cows that were not tested for bovine leukosis virus (BLV). As a result, BLV-infected cows showing subclinical lymphocytosis were possibly included in those studies, leading to higher LC reference intervals. Because BLV (among other pathogens or processes) can cause persistent lymphocytosis, including BLV-infected cows when establishing LC reference intervals could lead to their overestimation. Our objectives were to propose updated LC reference intervals for Holstein cows and to estimate the most discriminant LC threshold for differentiating cows belonging to the low- versus high-LC distributions. We conducted a cross-sectional observational study to collected blood samples from 631 Holstein cows, irrespective of their BLV status, across 8 herds in Québec, Canada. Blood samples were analyzed on the day of collection to determine LC in 10<sup>9</sup> cells/L. Using Gaussian finite mixture models, we identified the 2 most probable Gaussian LC distributions representing healthy versus abnormal cows within the complete dataset (i.e., all sampled lactating cows analyzed together, regardless of age), and within 2 age groups: young (2-4 yr-old lactating cows) and older cows (>4-year-old lactating cows). We used the identified distributions to propose LC reference intervals for Holstein cows. Then, we determined the most discriminant LC thresholds to distinguish cows belonging to the low- versus high-LC distributions (the latter being presumed to be affected by either a short-term or chronic immunological alteration). To assess persistent lymphocytosis, we collected a second set of blood samples 4 mo later from cows with an initial LC ≥5.5 × 10<sup>9</sup> cells/L. The LC reference intervals were 1.5 to 5.5 × 10<sup>9</sup> cells/L in the complete dataset, and 1.9 to 6.0 and 1.6 to 4.5 × 10<sup>9</sup> cells/L, in young and older cows, respectively. The most discriminant LC thresholds were ≥5.5 × 10<sup>9</sup> cells/L in the complete dataset, ≥5.5 × 10<sup>9</sup> cells/L for young cows, and ≥4.5 × 10<sup>9</sup> cells/L for older cows. The probability of belonging to the Gaussian LC distribution representing presumably abnormal values from cows affected by either a short-term or chronic immunological alteration increased markedly with increasing LC but was also high for cows with a very low LC (<1.5 × 10<sup>9</sup> cells/L). Persistent lymphocytosis was observed in 77% (49/64) of cows in the young group and 98% (55/56) of cows in the older group. The reference LC intervals proposed are lower than those reported in previous studies and reflect an expected age-related variation. The proposed LC thresholds provide a practical marker of chronic lymphocytosis.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yi Shan, Xue Han, Yu Sun, Jiuyuan Wang, Yanfeng Qu
Food allergies are a major challenge in current healthcare. Probiotics and human milk oligosaccharides (HMO) are increasingly being used to address food allergies. However, the role of nonfucosylated neutral oligosaccharides in food allergies remains unclear. Moreover, HMO interact positively with probiotics, but the synergistic effects and underlying mechanisms of their combined action in alleviating food allergies remain poorly understood. Consequently, Bifidobacterium longum ssp. infantis (B. infantis), which exhibits the greatest capacity to use HMO, was chosen for this study. The effects of lacto-N-neotetraose (LNnT), B. infantis, and their combination on allergy was assessed using an ovalbumin (OVA)-induced allergic mouse model. The mechanisms underlying the alleviation of food allergies by LNnT + B. infantis were also investigated through genomics and metabolomics. The results demonstrated that LNnT and B. infantis exerted partial modulatory effects on allergic symptoms, BW, mast cell degranulation, cytokine levels, and immune cell populations in mice. Notably, the simultaneous administration of LNnT and B. infantis significantly outperformed the administration of either LNnT or B. infantis alone, indicating a synergistic effect. Furthermore, LNnT + B. infantis was found to alleviate intestinal injury. Gut microbiota analysis revealed that LNnT + B. infantis reduced the abundance of the allergy-associated bacterium Desulfovibrio and significantly increased the levels of beneficial bacteria, including Lactobacillus, Limosilactobacillus, and Blautia. The LNnT + B. infantis treatment also enhanced steroid hormone biosynthesis, ascorbate and aldarate metabolism, and nucleotide metabolism. Some substances in these pathways are produced by the gut microbiota and are linked to allergy amelioration. In conclusion, LNnT + B. infantis alleviates food allergies by modulating the gut microbiota and its associated metabolic functions in OVA mice.
食物过敏是当前医疗保健的一个主要挑战。益生菌和人乳寡糖(HMO)越来越多地被用于治疗食物过敏。然而,非集中中性低聚糖在食物过敏中的作用尚不清楚。此外,HMO与益生菌的相互作用是积极的,但它们在减轻食物过敏中的协同作用和潜在机制尚不清楚。因此,长双歧杆菌。婴儿(B. infantis)表现出最大的使用HMO的能力,被选择为本研究。采用卵清蛋白(OVA)诱导的过敏小鼠模型,评估乳-n -新四糖(LNnT)、B.婴儿及其联合使用对过敏的影响。通过基因组学和代谢组学研究了LNnT + b型婴儿减轻食物过敏的机制。结果表明,LNnT和B.婴儿对小鼠的过敏症状、体重、肥大细胞脱颗粒、细胞因子水平和免疫细胞群具有部分调节作用。值得注意的是,同时给药LNnT和b型婴儿明显优于单独给药LNnT或b型婴儿,表明协同效应。此外,还发现LNnT + B. infant可减轻肠道损伤。肠道菌群分析显示,LNnT +婴儿B.降低了与过敏相关的Desulfovibrio细菌的丰度,并显著增加了有益细菌的水平,包括乳酸杆菌、Limosilactobacillus和Blautia。LNnT + b型婴儿治疗也增强了类固醇激素的生物合成、抗坏血酸和醛酸盐代谢以及核苷酸代谢。这些途径中的一些物质是由肠道菌群产生的,与过敏的改善有关。综上所述,LNnT + B. infant通过调节OVA小鼠肠道菌群及其相关代谢功能来减轻食物过敏。
{"title":"Lacto-N-neotetraose and Bifidobacterium longum ssp. infantis together shape the unique gut microbiota and metabolites of allergic mice.","authors":"Yi Shan, Xue Han, Yu Sun, Jiuyuan Wang, Yanfeng Qu","doi":"10.3168/jds.2025-27877","DOIUrl":"https://doi.org/10.3168/jds.2025-27877","url":null,"abstract":"<p><p>Food allergies are a major challenge in current healthcare. Probiotics and human milk oligosaccharides (HMO) are increasingly being used to address food allergies. However, the role of nonfucosylated neutral oligosaccharides in food allergies remains unclear. Moreover, HMO interact positively with probiotics, but the synergistic effects and underlying mechanisms of their combined action in alleviating food allergies remain poorly understood. Consequently, Bifidobacterium longum ssp. infantis (B. infantis), which exhibits the greatest capacity to use HMO, was chosen for this study. The effects of lacto-N-neotetraose (LNnT), B. infantis, and their combination on allergy was assessed using an ovalbumin (OVA)-induced allergic mouse model. The mechanisms underlying the alleviation of food allergies by LNnT + B. infantis were also investigated through genomics and metabolomics. The results demonstrated that LNnT and B. infantis exerted partial modulatory effects on allergic symptoms, BW, mast cell degranulation, cytokine levels, and immune cell populations in mice. Notably, the simultaneous administration of LNnT and B. infantis significantly outperformed the administration of either LNnT or B. infantis alone, indicating a synergistic effect. Furthermore, LNnT + B. infantis was found to alleviate intestinal injury. Gut microbiota analysis revealed that LNnT + B. infantis reduced the abundance of the allergy-associated bacterium Desulfovibrio and significantly increased the levels of beneficial bacteria, including Lactobacillus, Limosilactobacillus, and Blautia. The LNnT + B. infantis treatment also enhanced steroid hormone biosynthesis, ascorbate and aldarate metabolism, and nucleotide metabolism. Some substances in these pathways are produced by the gut microbiota and are linked to allergy amelioration. In conclusion, LNnT + B. infantis alleviates food allergies by modulating the gut microbiota and its associated metabolic functions in OVA mice.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353173","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fujun Liu, Zhiyao Ma, Jiayin Wang, Chuanrui Jiang, Wenfei Fu, Guanxin Xie, Yan Zhang, Mengxue Diao, Cuina Wang
Lactoferrin (LF) is a naturally occurring heat-sensitive globular glycoprotein that undergoes denaturation and aggregation during thermal treatment, thereby affecting its binding with other components. In this study we examined the impact of thermal treatment (50°C-90°C) of LF on the physicochemical, structural, and functional properties of self-assembled ternary complexes comprising LF, chlorogenic acid (CA), and low methoxyl pectin (LMP). At all heating temperatures, thermally treated LF exhibited enhanced particle size, turbidity, and zeta-potential compared with native LF. Structural characterization revealed a pronounced reduction in α-helix content with thermal intensity, whereas SDS-PAGE patterns confirmed the onset of protein aggregation phenomena above 70°C. Thermally modified LF was assembled with CA and LMP under neutral pH to yield ternary complexes, which exhibited enhanced zeta-potential, greater turbidity, and increased fluorescence intensity with a characteristic redshift compared with those incorporating unheated LF. The emulsifying and foaming properties of ternary complexes were improved, whereas emulsifying and foaming stability decreased with increasing thermal treatment temperature. Although the antioxidant activity of ternary samples decreased when LF was heated, it still maintained a relatively high level (>70% for 2,2-diphenyl-1-picrylhydrazyl and >80% for 2,2'-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) diammonium salt). Antibacterial activity of LF and ternary complexes decreased due to thermal treatment, yet they still retained the ability to inhibit Escherichia coli and Staphylococcus aureus. Collectively, these findings elucidate that thermal treatment of LF tailors the structural and functional properties of its ternary complexes with polyphenols and polysaccharides, enabling their rational design for specific food applications.
{"title":"Thermal treatment of lactoferrin influences the physicochemical, structural, and functional characteristics of its ternary complexes with chlorogenic acid and pectin.","authors":"Fujun Liu, Zhiyao Ma, Jiayin Wang, Chuanrui Jiang, Wenfei Fu, Guanxin Xie, Yan Zhang, Mengxue Diao, Cuina Wang","doi":"10.3168/jds.2025-28194","DOIUrl":"https://doi.org/10.3168/jds.2025-28194","url":null,"abstract":"<p><p>Lactoferrin (LF) is a naturally occurring heat-sensitive globular glycoprotein that undergoes denaturation and aggregation during thermal treatment, thereby affecting its binding with other components. In this study we examined the impact of thermal treatment (50°C-90°C) of LF on the physicochemical, structural, and functional properties of self-assembled ternary complexes comprising LF, chlorogenic acid (CA), and low methoxyl pectin (LMP). At all heating temperatures, thermally treated LF exhibited enhanced particle size, turbidity, and zeta-potential compared with native LF. Structural characterization revealed a pronounced reduction in α-helix content with thermal intensity, whereas SDS-PAGE patterns confirmed the onset of protein aggregation phenomena above 70°C. Thermally modified LF was assembled with CA and LMP under neutral pH to yield ternary complexes, which exhibited enhanced zeta-potential, greater turbidity, and increased fluorescence intensity with a characteristic redshift compared with those incorporating unheated LF. The emulsifying and foaming properties of ternary complexes were improved, whereas emulsifying and foaming stability decreased with increasing thermal treatment temperature. Although the antioxidant activity of ternary samples decreased when LF was heated, it still maintained a relatively high level (>70% for 2,2-diphenyl-1-picrylhydrazyl and >80% for 2,2'-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) diammonium salt). Antibacterial activity of LF and ternary complexes decreased due to thermal treatment, yet they still retained the ability to inhibit Escherichia coli and Staphylococcus aureus. Collectively, these findings elucidate that thermal treatment of LF tailors the structural and functional properties of its ternary complexes with polyphenols and polysaccharides, enabling their rational design for specific food applications.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353236","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The objective of this study was to compare growth and future milk production of Holstein calves fed either an intensified liquid feeding program (INT; n = 32) or a conventional early weaning program (CON; n = 33). At 3 d of age, female Holstein calves in individual hutches were assigned to CON (milk replacer [22% CP, 20% fat] plus starter [18% CP, as fed]) or INT (milk replacer [28% CP, 20% fat] plus starter [22% CP, as fed]). In yr 1, 12 calves on CON and 11 calves on INT were used, whereas in yr 2, there were 21 calves on each treatment. For CON, calves were fed a constant amount of milk replacer (1.25% of birth weight as powder) through wk 4, were fed one-half of that amount during wk 5, and were weaned at the end of wk 5. For INT, calves were fed milk replacer at 2% of BW during wk 1 and 2.5% of BW during wk 2 to 5 (adjusted weekly in yr 1, held constant in yr 2). During wk 6, calves were fed half the amount offered during wk 5 and were weaned at the end of wk 6. After wk 8, calves were housed together by treatment in superhutches through wk 12. Total milk replacer consumed was greater for INT compared with CON, but CON consumed greater amounts of calf starter over the 8 wk trial. Body weight, withers height, body length, and heart girth were increased during the milk-fed period and through wk 8. Average daily gain was greater for INT at wk 4, at weaning, and at wk 8. Gain to feed ratio was greater for INT than CON. By wk 12, there was no difference in BW between groups. Calving BW and age at first calving were not different between groups. Primiparous cows that were fed INT as calves produced 1,048 kg more milk than CON herdmates. Production of milk protein also was greater for INT, but milk fat did not differ between groups. In conclusion, feeding more milk replacer to calves resulted in greater early growth, but that was not maintained through 12 wk. Regardless, primiparous cows fed INT as calves produced more milk and milk protein than those fed CON.
本研究的目的是比较饲喂强化液体喂养计划(INT, n = 32)和常规早期断奶计划(CON, n = 33)的荷斯坦犊牛的生长和未来产奶量。在3日龄时,将单独饲养的荷斯坦母犊牛分为CON组(代乳剂[22%粗蛋白质,20%脂肪]+发酵剂[18%粗蛋白质,以饲料形式])和INT组(代乳剂[28%粗蛋白质,20%脂肪]+发酵剂[22%粗蛋白质,以饲料形式])。在第1年,12头小牛使用CON, 11头小牛使用INT,而在第2年,每个处理有21头小牛。对于CON,犊牛在第4周前饲喂等量的代乳粉(占出生体重的1.25%),在第5周饲喂该量的一半,并在第5周结束时断奶。对于INT,犊牛在第1周和第2至第5周分别以2%和2.5%的体重添加代乳粉(第1年每周调整一次,第2年保持不变)。在第6周,犊牛的饲料量为第5周的一半,并在第6周结束时断奶。第8周后,小牛在超级笼子里一起饲养,直到第12周。在8周的试验中,对照组消耗的犊牛发酵剂总量大于对照组,但对照组消耗的犊牛发酵剂量更多。在母乳喂养期间和第8周,体重、肩高、体长和心围均有所增加。在第4周、断奶和第8周,INT的平均日增重更大。对照组增重比大于对照组。12周时,各组体重无显著差异。组间产犊体重和初产犊龄无显著差异。用INT喂养的初产奶牛产奶量比用CON喂养的奶牛多1048公斤。INT组的乳蛋白产量也更高,但乳脂肪在各组之间没有差异。综上所述,犊牛饲粮中添加更多的代乳剂有利于犊牛的早期生长,但这种情况在12周内无法维持。无论如何,在犊牛阶段饲喂INT的初产奶牛比饲喂CON的初产奶牛产奶量和乳蛋白更多。
{"title":"An intensified nutrition program for dairy calves: Effects on growth and subsequent milk production.","authors":"J K Drackley, B C Pollard, H M Dann, J A Stamey","doi":"10.3168/jds.2025-28038","DOIUrl":"https://doi.org/10.3168/jds.2025-28038","url":null,"abstract":"<p><p>The objective of this study was to compare growth and future milk production of Holstein calves fed either an intensified liquid feeding program (INT; n = 32) or a conventional early weaning program (CON; n = 33). At 3 d of age, female Holstein calves in individual hutches were assigned to CON (milk replacer [22% CP, 20% fat] plus starter [18% CP, as fed]) or INT (milk replacer [28% CP, 20% fat] plus starter [22% CP, as fed]). In yr 1, 12 calves on CON and 11 calves on INT were used, whereas in yr 2, there were 21 calves on each treatment. For CON, calves were fed a constant amount of milk replacer (1.25% of birth weight as powder) through wk 4, were fed one-half of that amount during wk 5, and were weaned at the end of wk 5. For INT, calves were fed milk replacer at 2% of BW during wk 1 and 2.5% of BW during wk 2 to 5 (adjusted weekly in yr 1, held constant in yr 2). During wk 6, calves were fed half the amount offered during wk 5 and were weaned at the end of wk 6. After wk 8, calves were housed together by treatment in superhutches through wk 12. Total milk replacer consumed was greater for INT compared with CON, but CON consumed greater amounts of calf starter over the 8 wk trial. Body weight, withers height, body length, and heart girth were increased during the milk-fed period and through wk 8. Average daily gain was greater for INT at wk 4, at weaning, and at wk 8. Gain to feed ratio was greater for INT than CON. By wk 12, there was no difference in BW between groups. Calving BW and age at first calving were not different between groups. Primiparous cows that were fed INT as calves produced 1,048 kg more milk than CON herdmates. Production of milk protein also was greater for INT, but milk fat did not differ between groups. In conclusion, feeding more milk replacer to calves resulted in greater early growth, but that was not maintained through 12 wk. Regardless, primiparous cows fed INT as calves produced more milk and milk protein than those fed CON.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353068","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
<p><p>Hoof lesion detection remains a challenge in lameness management on dairy farms. Recent studies have proposed locomotion score (LS)-based thresholds using an autonomous camera system (AUTO), which generates BCS and LS. However, these thresholds have limited ability to distinguish affected cows. In the first phase, the primary objective was to develop and tune classification models optimized for the F<sub>0.5</sub> scores, which emphasize positive predictive value (PPV) over sensitivity. In the second phase, which was a prospective, live implementation design, the primary objective was to evaluate the positive classifications generated by the top-performing approach identified in phase 1, with a secondary objective of comparing its PPV to that of the farm's existing passive surveillance approach, defined as on-farm identification of cows for hoof trimming independent of structured locomotion scoring. In phase 1, a total of 511 Holstein cows between 8 and 100 DIM with no typically treated hoof lesions and no more than one prior noninfectious lesion were enrolled from 2 sites. Cows were classified based on hoof trimming outcomes as typically treated (TT), which included hoof lesions typically requiring treatment (e.g., digital dermatitis, sole ulcer, white line disease), or as typically not treated (TNT), which included. Five machine learning algorithms incorporating AUTO BCS and LS, along with health and milk production data, were tuned and evaluated across multiple feature sets using cross-validation. For the on-farm evaluation, cows similar to the enrollment criteria were processed by the model, and those classified as positive were trimmed by the on-site hoof trimmer. The PPV was calculated against on-site hoof trimmer-reported nonhealthy outcomes and compared with PPV from cows flagged through passive surveillance using the same subset. During development, the top-performing model was a random forest model incorporating AUTO-derived BCS and LS features from the 14-d period before hoof trimming, selected based on the highest F<sub>0.5</sub> score (59.1), with PPV values of 100% (95% CI: 100, 100) in training and 92.3% (95% CI: 76.4, 100) in testing. During live implementation, this random forest model yielded a lower PPV of 13.7% (22/187; 95% CI: 9.9-17). Meanwhile, passive surveillance yielded a greater PPV of 48.6% (34/70; 95% CI: 40-57.9). Both passive surveillance and random forest identified a total of 78 cows with an outcome at hoof trimming. Of these, 12.8% (10/78) were flagged by both random forest and passive surveillance, 39.7% (31/78) by the random forest model only, and 47.4% (37/78) by passive surveillance only. Although the random forest model demonstrated lower PPV than passive surveillance, each approach identified cows that were not detected by the other. Although the model resulted in potentially more unnecessary trims, it also flagged cows that would have otherwise gone undetected. These findings highlight the potential
{"title":"Hoof lesion detection in lactating Holsteins: Part II. Development and on-farm validation of a predictive classification model using autonomous camera system data compared to passive surveillance.","authors":"D Swartz, A Rendahl, G Cramer","doi":"10.3168/jds.2025-27832","DOIUrl":"https://doi.org/10.3168/jds.2025-27832","url":null,"abstract":"<p><p>Hoof lesion detection remains a challenge in lameness management on dairy farms. Recent studies have proposed locomotion score (LS)-based thresholds using an autonomous camera system (AUTO), which generates BCS and LS. However, these thresholds have limited ability to distinguish affected cows. In the first phase, the primary objective was to develop and tune classification models optimized for the F<sub>0.5</sub> scores, which emphasize positive predictive value (PPV) over sensitivity. In the second phase, which was a prospective, live implementation design, the primary objective was to evaluate the positive classifications generated by the top-performing approach identified in phase 1, with a secondary objective of comparing its PPV to that of the farm's existing passive surveillance approach, defined as on-farm identification of cows for hoof trimming independent of structured locomotion scoring. In phase 1, a total of 511 Holstein cows between 8 and 100 DIM with no typically treated hoof lesions and no more than one prior noninfectious lesion were enrolled from 2 sites. Cows were classified based on hoof trimming outcomes as typically treated (TT), which included hoof lesions typically requiring treatment (e.g., digital dermatitis, sole ulcer, white line disease), or as typically not treated (TNT), which included. Five machine learning algorithms incorporating AUTO BCS and LS, along with health and milk production data, were tuned and evaluated across multiple feature sets using cross-validation. For the on-farm evaluation, cows similar to the enrollment criteria were processed by the model, and those classified as positive were trimmed by the on-site hoof trimmer. The PPV was calculated against on-site hoof trimmer-reported nonhealthy outcomes and compared with PPV from cows flagged through passive surveillance using the same subset. During development, the top-performing model was a random forest model incorporating AUTO-derived BCS and LS features from the 14-d period before hoof trimming, selected based on the highest F<sub>0.5</sub> score (59.1), with PPV values of 100% (95% CI: 100, 100) in training and 92.3% (95% CI: 76.4, 100) in testing. During live implementation, this random forest model yielded a lower PPV of 13.7% (22/187; 95% CI: 9.9-17). Meanwhile, passive surveillance yielded a greater PPV of 48.6% (34/70; 95% CI: 40-57.9). Both passive surveillance and random forest identified a total of 78 cows with an outcome at hoof trimming. Of these, 12.8% (10/78) were flagged by both random forest and passive surveillance, 39.7% (31/78) by the random forest model only, and 47.4% (37/78) by passive surveillance only. Although the random forest model demonstrated lower PPV than passive surveillance, each approach identified cows that were not detected by the other. Although the model resulted in potentially more unnecessary trims, it also flagged cows that would have otherwise gone undetected. These findings highlight the potential ","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147353119","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}