Anay D Ravelo, Megan Ruch, Miguel Suazo, Peter Ferm, Rui Su, Chi Chen, Brian A Crooker, Noelle R Noyes, Isaac J Salfer, Luciano S Caixeta
{"title":"产后2周荷斯坦奶牛高酮血症与瘤胃宏基因组和代谢组的关系","authors":"Anay D Ravelo, Megan Ruch, Miguel Suazo, Peter Ferm, Rui Su, Chi Chen, Brian A Crooker, Noelle R Noyes, Isaac J Salfer, Luciano S Caixeta","doi":"10.1186/s42523-025-00430-y","DOIUrl":null,"url":null,"abstract":"<p><p>Hyperketonemia (HYK) is characterized by elevated levels of blood ketone bodies in dairy cows. Despite previous research on the physiological events related to HYK, associations between the rumen metagenome, metabolome, and HYK have not been well described. Therefore, the objective of this study was to compare rumen metagenome and metabolome profiles of cows with naturally occurring HYK to those without HYK during the first two weeks postpartum. Blood beta-hydroxybutyrate (BHB) concentrations at d 5, 10 and 14 postpartum were used to classify 16 rumen cannulated Holstein cows as either hyperketonemic (+ HYK; ≥1.2 mmol/L BHB at any of the collection days) or non-hyperketonemic (-HYK). Five + HYK cows were identified and were paired with 5 -HYK cows based on parity and calving date. Microbial DNA was extracted from rumen fluid and sequenced using shotgun metagenomics with the Illumina platform. Kraken2 was used to map reads to microbial taxonomic groups and Humann3.8 was used to predict potential functions. Metabolome profiling of rumen fluid was conducted using high-resolution liquid chromatography-mass spectroscopy. MetaboAnalyst6.0 was used to identify potential changes in metabolic pathways. Metagenomes and metabolomes comparisons were conducted using mixed models that included the fixed effects of group, day, their interaction, and the random effect of cow. There was minimal difference detected in alpha diversity for the metagenome, but differences in the metabolome were detected by HYK status. The concentration of asparagine and p-cresol was greater in + HYK cows compared to -HYK, but citrulline was greater in -HYK cows throughout all days considered. On d5 the concentration of ornithine was greater in + HYK compared to-HYK cows, and on d10 acetate was greater in the -HYK cows. There were no differences detected in the pathway analysis from the metabolites quantified by HYK status. Overall, modest differences in rumen metabolome were observed between + HYK and -HYK cows in early lactation. Future studies should explore associations between the rumen environment and HYK as this could be informative for treatment and management practices.</p>","PeriodicalId":72201,"journal":{"name":"Animal microbiome","volume":"7 1","pages":"59"},"PeriodicalIF":4.9000,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12139155/pdf/","citationCount":"0","resultStr":"{\"title\":\"Associations between hyperketonemia and the rumen metagenome and metabolome in Holstein cows during the first 2 weeks postpartum.\",\"authors\":\"Anay D Ravelo, Megan Ruch, Miguel Suazo, Peter Ferm, Rui Su, Chi Chen, Brian A Crooker, Noelle R Noyes, Isaac J Salfer, Luciano S Caixeta\",\"doi\":\"10.1186/s42523-025-00430-y\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Hyperketonemia (HYK) is characterized by elevated levels of blood ketone bodies in dairy cows. Despite previous research on the physiological events related to HYK, associations between the rumen metagenome, metabolome, and HYK have not been well described. Therefore, the objective of this study was to compare rumen metagenome and metabolome profiles of cows with naturally occurring HYK to those without HYK during the first two weeks postpartum. Blood beta-hydroxybutyrate (BHB) concentrations at d 5, 10 and 14 postpartum were used to classify 16 rumen cannulated Holstein cows as either hyperketonemic (+ HYK; ≥1.2 mmol/L BHB at any of the collection days) or non-hyperketonemic (-HYK). Five + HYK cows were identified and were paired with 5 -HYK cows based on parity and calving date. Microbial DNA was extracted from rumen fluid and sequenced using shotgun metagenomics with the Illumina platform. Kraken2 was used to map reads to microbial taxonomic groups and Humann3.8 was used to predict potential functions. Metabolome profiling of rumen fluid was conducted using high-resolution liquid chromatography-mass spectroscopy. MetaboAnalyst6.0 was used to identify potential changes in metabolic pathways. Metagenomes and metabolomes comparisons were conducted using mixed models that included the fixed effects of group, day, their interaction, and the random effect of cow. There was minimal difference detected in alpha diversity for the metagenome, but differences in the metabolome were detected by HYK status. The concentration of asparagine and p-cresol was greater in + HYK cows compared to -HYK, but citrulline was greater in -HYK cows throughout all days considered. On d5 the concentration of ornithine was greater in + HYK compared to-HYK cows, and on d10 acetate was greater in the -HYK cows. There were no differences detected in the pathway analysis from the metabolites quantified by HYK status. Overall, modest differences in rumen metabolome were observed between + HYK and -HYK cows in early lactation. Future studies should explore associations between the rumen environment and HYK as this could be informative for treatment and management practices.</p>\",\"PeriodicalId\":72201,\"journal\":{\"name\":\"Animal microbiome\",\"volume\":\"7 1\",\"pages\":\"59\"},\"PeriodicalIF\":4.9000,\"publicationDate\":\"2025-06-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12139155/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Animal microbiome\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1186/s42523-025-00430-y\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MICROBIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Animal microbiome","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1186/s42523-025-00430-y","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MICROBIOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
高酮血症(HYK)的特征是奶牛血液中的酮体水平升高。尽管之前有关于HYK相关生理事件的研究,但瘤胃宏基因组、代谢组和HYK之间的关系尚未得到很好的描述。因此,本研究的目的是比较产后两周内自然发生HYK的奶牛与未发生HYK的奶牛的瘤胃宏基因组和代谢组谱。利用产后第5、10和14天的血液β -羟基丁酸(BHB)浓度将16头瘤胃插管的荷斯坦奶牛分为高酮血症(+ HYK;≥1.2 mmol/L BHB(任何采集日)或非高酮血症(-HYK)。选取5头+ HYK奶牛,根据胎次和产犊日期与5头-HYK奶牛配对。从瘤胃液中提取微生物DNA,并使用Illumina平台的霰弹枪宏基因组学进行测序。Kraken2用于将reads映射到微生物分类群,Humann3.8用于预测潜在功能。采用高分辨率液相色谱-质谱法对瘤胃液进行代谢组学分析。使用MetaboAnalyst6.0识别代谢途径的潜在变化。采用混合模型进行宏基因组和代谢组比较,混合模型包括组、日的固定效应、它们的相互作用和奶牛的随机效应。宏基因组的α多样性差异很小,但代谢组的差异可以通过HYK状态检测到。与-HYK奶牛相比,+ HYK奶牛的天冬酰胺和对甲酚浓度更高,而-HYK奶牛的瓜氨酸含量更高。5 d + HYK奶牛的鸟氨酸浓度高于-HYK奶牛,10 d -HYK奶牛的乙酸浓度高于-HYK奶牛。通过HYK状态量化的代谢物在通路分析中没有发现差异。总体而言,在泌乳早期,+ HYK和-HYK奶牛的瘤胃代谢组存在适度差异。未来的研究应该探索瘤胃环境和HYK之间的关系,因为这可能为治疗和管理实践提供信息。
Associations between hyperketonemia and the rumen metagenome and metabolome in Holstein cows during the first 2 weeks postpartum.
Hyperketonemia (HYK) is characterized by elevated levels of blood ketone bodies in dairy cows. Despite previous research on the physiological events related to HYK, associations between the rumen metagenome, metabolome, and HYK have not been well described. Therefore, the objective of this study was to compare rumen metagenome and metabolome profiles of cows with naturally occurring HYK to those without HYK during the first two weeks postpartum. Blood beta-hydroxybutyrate (BHB) concentrations at d 5, 10 and 14 postpartum were used to classify 16 rumen cannulated Holstein cows as either hyperketonemic (+ HYK; ≥1.2 mmol/L BHB at any of the collection days) or non-hyperketonemic (-HYK). Five + HYK cows were identified and were paired with 5 -HYK cows based on parity and calving date. Microbial DNA was extracted from rumen fluid and sequenced using shotgun metagenomics with the Illumina platform. Kraken2 was used to map reads to microbial taxonomic groups and Humann3.8 was used to predict potential functions. Metabolome profiling of rumen fluid was conducted using high-resolution liquid chromatography-mass spectroscopy. MetaboAnalyst6.0 was used to identify potential changes in metabolic pathways. Metagenomes and metabolomes comparisons were conducted using mixed models that included the fixed effects of group, day, their interaction, and the random effect of cow. There was minimal difference detected in alpha diversity for the metagenome, but differences in the metabolome were detected by HYK status. The concentration of asparagine and p-cresol was greater in + HYK cows compared to -HYK, but citrulline was greater in -HYK cows throughout all days considered. On d5 the concentration of ornithine was greater in + HYK compared to-HYK cows, and on d10 acetate was greater in the -HYK cows. There were no differences detected in the pathway analysis from the metabolites quantified by HYK status. Overall, modest differences in rumen metabolome were observed between + HYK and -HYK cows in early lactation. Future studies should explore associations between the rumen environment and HYK as this could be informative for treatment and management practices.