Project description:Comprehensive analyses of tissues at single-cell level will benefit our understanding of genetic bases for complex traits. Here we present an initial effort of single-cell transcriptomic analyses of cattle ruminal epithelial cells during the rumen development. We obtained 5064 and 1372 cells from Holstein ruminal epithelial cells before and after weaning, respectively. We reported 6 cell types across their temporal and spatial distributions, which were partially correlated with rumen epithelium layer’s structures and functions. We also reported a distinct sets of cell markers for these cell types, for example, CRA1, HMMR, MKI67, and EZH2 for the dividing epithelial cells and the TGFB pathway and the keratin gene family for keratinized epithelial cells. Our proposed a cell lineage model may contribute to the understanding of cattle rumen epithelial proliferation and development.
Project description:We explored the effect of long-term high-concentrate diet feeding on ruminal pH and fermentation, and its effect on the rumen epithelial transcriptomes in Japanese Black beef cattle during a 20-month fattening period.
Project description:We aimed to elucidate the effects of feeding condition (indoor grain-feeding vs. grazing on pasture) on c-miRNAs in Japanese Black (JB) cattle (Wagyu). The cattle at 18 months old were divided into pasture feeding and conventional indoor grain feeding for 5 months. Microarray analysis of c-miRNAs from the plasma extracellular vesicles led to the detection of a total of 202 bovine miRNAs in the plasma, including 15 miRNAs that differed between the feeding conditions.
Project description:Beef represents a major diet component and one of the major sources of protein in human. The beef industry in the United States is currently undergoing changes and is facing increased demands especially for natural grass-fed beef. The grass-fed beef obtained their nutrients directly from pastures, which contained limited assimilable energy but abundant amount of fiber. On the contrary, the grain-fed steers received a grain-based regime that served as an efficient source of high-digestible energy. Lately, ruminant animals have been accused to be a substantial contributor for the green house effect. Therefore, the concerns from environmentalism, animal welfare and public health have driven consumers to choose grass-fed beef. Rumen is one of the key workshops to digest forage constituting a critical step to supply enough nutrients for animals’ growth and production. We hypothesize that rumen may function differently in grass- and grain-fed regimes. The objective of this study was to find the differentially expressed genes in the ruminal wall of grass-fed and grain-fed steers, and then explore the potential biopathways. In this study, the RNA Sequencing (RNA-Seq) method was used to measure the gene expression level in the ruminal wall. The total number of reads per sample ranged from 24,697,373 to 36,714,704. The analysis detected 342 differentially expressed genes between ruminal wall samples of animals raised under different regimens. The Fisher’s exact test performed in the Ingenuity Pathway Analysis (IPA) software found 16 significant molecular networks. Additionally, 13 significantly enriched pathways were identified, most of which were related to cell development and biosynthesis. Our analysis demonstrated that most of the pathways enriched with the differentially expressed genes were related to cell development and biosynthesis. Our results provided valuable insights into the molecular mechanisms resulting in the phenotype difference between grass-fed and grain-fed cattle.
Project description:Beef represents a major diet component and one of the major sources of protein in human. The beef industry in the United States is currently undergoing changes and is facing increased demands especially for natural grass-fed beef. The grass-fed beef obtained their nutrients directly from pastures, which contained limited assimilable energy but abundant amount of fiber. On the contrary, the grain-fed steers received a grain-based regime that served as an efficient source of high-digestible energy. Lately, ruminant animals have been accused to be a substantial contributor for the green house effect. Therefore, the concerns from environmentalism, animal welfare and public health have driven consumers to choose grass-fed beef. Rumen is one of the key workshops to digest forage constituting a critical step to supply enough nutrients for animals’ growth and production. We hypothesize that rumen may function differently in grass- and grain-fed regimes. The objective of this study was to find the differentially expressed genes in the ruminal wall of grass-fed and grain-fed steers, and then explore the potential biopathways. In this study, the RNA Sequencing (RNA-Seq) method was used to measure the gene expression level in the ruminal wall. The total number of reads per sample ranged from 24,697,373 to 36,714,704. The analysis detected 342 differentially expressed genes between ruminal wall samples of animals raised under different regimens. The Fisher’s exact test performed in the Ingenuity Pathway Analysis (IPA) software found 16 significant molecular networks. Additionally, 13 significantly enriched pathways were identified, most of which were related to cell development and biosynthesis. Our analysis demonstrated that most of the pathways enriched with the differentially expressed genes were related to cell development and biosynthesis. Our results provided valuable insights into the molecular mechanisms resulting in the phenotype difference between grass-fed and grain-fed cattle. Ruminal wall samples from two randomly chosen animals per group were obtained, totaling four samples. The animals were born, raised and maintained at the Wye Angus farm. This herd, which has been closed for almost 75 years and yielded genetically similar progenies, constitutes an excellent resource to perform transcriptomic analysis. The genetic resemblance among individuals permits us to better control the cause of variation between experimental clusters and individuals. The randomly chosen pairs of animals were part of larger sets of steers that received a particular treatment. All animals received the same diet until weaning. The grain group received conventional diet consisting of corn silage, shelled corn, soy bean and trace minerals. The grass fed steers consumed normally grazed alfalfa; during wintertime, bailage was utilized. The alfalfa has been harvested from land without any fertilizers, pesticides or other chemicals. The steers ate no animal, agricultural or industrial byproducts and never receive any type of grain. Then, the calves were randomly assigned to one diet and exclusively received that regimen until termination. Grain–fed animals reached the market weight around the age of 14 month-old, however, grass-fed steers required approximately 200 additional days to achieve the same weight. Immediately after termination at the Old Line Custom Meat Company (Baltimore, MD) a small piece of ruminal wall was excised, cleaned and preserved at -80°C for posterior processing.
Project description:As the unique organ, rumen plays vital roles in providing products for humans, however, the underlying cell composition and interactions with epithelium-attached microbes remain largely unknown. Herein, we performed an integrated analysis in single-cell transcriptome, epithelial microbiome, and metabolome of rumen tissues to explore the differences of microbiota-host crosstalk between newborn and adult cattle models. We found that fewer epithelial cell subtypes and more abundant immune cells (e.g., Th17 cells) in the rumen tissue of adult cattle. Metabolism-related functions and oxidation-reduction process were significantly upregulated in the adult rumen epithelial cell subtypes. The epithelial Desulfovibrio was significantly enriched in the adult cattle. To further clarify the role of Desulfovibrio in host’s oxidation-reduction process, we performed metabolomics analysis of rumen tissues and found that Desulfovibrio showed a high co-occurrence probability with the pyridoxal in the adult cattle compared with newborn ones. The adult rumen epithelial cell subtypes also showed stronger ability of pyridoxal binding. These indicates that Desulfovibrio and pyridoxal likely play important roles in maintaining redox balance in adult rumen. The integrated analysis provides novel insights into the understanding of rumen function and facilitate the future precision improvement of rumen function and milk/meat production in cattle.
Project description:While DNA methylation in other tissues can be approximated through model species, the dynamic distribution and regulatory significance of DNA methylation in the rumen, a unique organ in ruminant, remain largely unknown. Here, we employed whole-genome bisulfite sequencing (WGBS), transcriptomics, and histone modification data to compare fetal and adult stages of bovine rumen with other tissues, including pluripotent stem cells (PSCs) approximating pre-implantation embryos. We found extensive methylation differences, including CG methylation (mCG) and non-CG methylation (mCH; H represents A, C and T) between the rumen at fetal and adult stages and other tissues and PSCs. These differentially methylated regions (DMRs) are closely associated with other epigenetic regulatory components, such as transcription factors (TFs) and histone modifications. These DMRs can also combine to form large hypo CG-DMRs to regulate a cluster of functionally related genes. We elucidated the reasons for morphological and functional differences between fetal and adult rumen at the epigenetic level and the interactions between epigenetic modifications and gene expression. This study highlights the differences in methylation patterns between the rumen and other tissues during development and the role of DNA methylation in controlling gene expression and establishing tissue-specific functions.
Project description:While DNA methylation in other tissues can be approximated through model species, the dynamic distribution and regulatory significance of DNA methylation in the rumen, a unique organ in ruminant, remain largely unknown. Here, we employed whole-genome bisulfite sequencing (WGBS), transcriptomics, and histone modification data to compare fetal and adult stages of bovine rumen with other tissues, including pluripotent stem cells (PSCs) approximating pre-implantation embryos. We found extensive methylation differences, including CG methylation (mCG) and non-CG methylation (mCH; H represents A, C and T) between the rumen at fetal and adult stages and other tissues and PSCs. These differentially methylated regions (DMRs) are closely associated with other epigenetic regulatory components, such as transcription factors (TFs) and histone modifications. These DMRs can also combine to form large hypo CG-DMRs to regulate a cluster of functionally related genes. We elucidated the reasons for morphological and functional differences between fetal and adult rumen at the epigenetic level and the interactions between epigenetic modifications and gene expression. This study highlights the differences in methylation patterns between the rumen and other tissues during development and the role of DNA methylation in controlling gene expression and establishing tissue-specific functions.
Project description:The objective of this study was to characterise a small panel of differentially expressed genes in the muscle that could be utilised to authenticate animals raised on pasture versus animals raised indoors on a concentrate based diet.
Project description:While DNA methylation in other tissues can be approximated through model species, the dynamic distribution and regulatory significance of DNA methylation in the rumen, a unique organ in ruminant, remain largely unknown. Here, we employed whole-genome bisulfite sequencing (WGBS), transcriptomics, and histone modification data to compare fetal and adult stages of bovine rumen with other tissues, including pluripotent stem cells (PSCs) approximating pre-implantation embryos. We found extensive methylation differences, including CG methylation (mCG) and non-CG methylation (mCH; H represents A, C and T) between the rumen at fetal and adult stages and other tissues and PSCs. These differentially methylated regions (DMRs) are closely associated with other epigenetic regulatory components, such as transcription factors (TFs) and histone modifications. These DMRs can also combine to form large hypo CG-DMRs to regulate a cluster of functionally related genes. We elucidated the reasons for morphological and functional differences between fetal and adult rumen at the epigenetic level and the interactions between epigenetic modifications and gene expression. This study highlights the differences in methylation patterns between the rumen and other tissues during development and the role of DNA methylation in controlling gene expression and establishing tissue-specific functions.