TY - JOUR
T1 - Comparison of the transcriptome in circulating leukocytes in early lactation between primiparous and multiparous cows provides evidence for age-related changes
AU - Buggiotti, Laura
AU - Cheng, Zhangrui
AU - Salavati, Mazdak
AU - Wathes, Claire
AU - Fahey, Alan
AU - Crisà, Alessandra
AU - Fouladi, Ali
AU - Wylie, Alistair
AU - Vanlierde, Amelie
AU - Fogh, Anders
AU - Santoro, Andreia
AU - Cromie, Andrew
AU - Van Laere, Anne Sophie
AU - Pearn, Armin
AU - Evertson, Arnold
AU - Laine, Aurelie
AU - Bernardo, Beatriz Sanz
AU - Moioli, Bianca
AU - Vanranst, Bonny
AU - Bastin, Catherine
AU - Gaillard, Charlotte
AU - Tan, Chen
AU - Elsik, Chris
AU - Marchitelli, Cinzia
AU - Wathes, Claire
AU - Grelet, Clement
AU - Byrne, Colin
AU - Ferris, Conrad
AU - Matthews, Daragh
AU - Triant, Deborah
AU - Werling, Dirk
AU - Matthews, Elizabeth
AU - Meyer, Else
AU - Froidmont, Eric
AU - Signorelli, Federica
AU - Carter, Fiona
AU - Napolitano, Francesco
AU - Kearney, Francis
AU - Becker, Frank
AU - Colinet, Frederic
AU - Dehareng, Frederic
AU - Conant, Gavin
AU - Opsomer, Geert
AU - Pollott, Geoff
AU - Wang, Guiqiang
AU - Hua, Guohua
AU - Bogaert, Hannes
AU - Takeda, Haruko
AU - Hammami, Hedi
AU - Chen, Huanchun
AU - Vandepitte, Jan
AU - Rothmann, Janne
AU - Ettema, Jehan
AU - De Koster, Jenne
AU - McClure, Jennifer
AU - Taylor, Jerry
AU - Hoglund, Johanna
AU - Zhao, Junlong
AU - Ingvartsen, Klaus
AU - Hermans, Kristof
AU - Vandevelde, Leila
AU - Foldager, Leslie
AU - Yang, Liguo
AU - Kosten, Linda
AU - Buttazzoni, Luca
AU - Pamplona, Marilou Ramos
AU - Crowe, Mark
AU - Sciarretta, Marlène
AU - Schulze, Martin
AU - Sorensen, Martin Tang
AU - Bell, Matt
AU - McClure, Matt
AU - Lucy, Matthew
AU - Bonneau, Michel
AU - Georges, Michel
AU - Vaneetvelde, Mieke
AU - Hostens, Miel
AU - Krogh, Mogens
AU - McLoughlin, Niamh
AU - Gengler, Nicolas
AU - the Genotype plus Environment Consortium
N1 - © 2021. The Author(s).
PY - 2021/9/25
Y1 - 2021/9/25
N2 - Background: Previous studies have identified many immune pathways which are consistently altered in humans and model organisms as they age. Dairy cows are often culled at quite young ages due to an inability to cope adequately with metabolic and infectious diseases, resulting in reduced milk production and infertility. Improved longevity is therefore a desirable trait which would benefit both farmers and their cows. This study analysed the transcriptome derived from RNA-seq data of leukocytes obtained from Holstein cows in early lactation with respect to lactation number. Results: Samples were divided into three lactation groups for analysis: i) primiparous (PP, n = 53), ii) multiparous in lactations 2–3 (MP 2–3, n = 121), and iii) MP in lactations 4–7 (MP > 3, n = 55). Leukocyte expression was compared between PP vs MP > 3 cows with MP 2–3 as background using DESeq2 followed by weighted gene co-expression network analysis (WGCNA). Seven modules were significantly correlated (r ≥ 0.25) to the trait lactation number. Genes from the modules which were more highly expressed in either the PP or MP > 3 cows were pooled, and the gene lists subjected to David functional annotation cluster analysis. The top three clusters from modules more highly expressed in the PP cows all involved regulation of gene transcription, particularly zinc fingers. Another cluster included genes encoding enzymes in the mitochondrial beta-oxidation pathway. Top clusters up-regulated in MP > 3 cows included the terms Glycolysis/Gluconeogenesis, C-type lectin, and Immunity. Differentially expressed candidate genes for ageing previously identified in the human blood transcriptome up-regulated in PP cows were mainly associated with T-cell function (CCR7, CD27, IL7R, CAMK4, CD28), mitochondrial ribosomal proteins (MRPS27, MRPS9, MRPS31), and DNA replication and repair (WRN). Those up-regulated in MP > 3 cows encoded immune defence proteins (LYZ, CTSZ, SREBF1, GRN, ANXA5, ADARB1). Conclusions: Genes and pathways associated with lactation number in cows were identified for the first time to date, and we found that many were comparable to those known to be associated with ageing in humans and model organisms. We also detected changes in energy utilization and immune responses in leukocytes from older cows.
AB - Background: Previous studies have identified many immune pathways which are consistently altered in humans and model organisms as they age. Dairy cows are often culled at quite young ages due to an inability to cope adequately with metabolic and infectious diseases, resulting in reduced milk production and infertility. Improved longevity is therefore a desirable trait which would benefit both farmers and their cows. This study analysed the transcriptome derived from RNA-seq data of leukocytes obtained from Holstein cows in early lactation with respect to lactation number. Results: Samples were divided into three lactation groups for analysis: i) primiparous (PP, n = 53), ii) multiparous in lactations 2–3 (MP 2–3, n = 121), and iii) MP in lactations 4–7 (MP > 3, n = 55). Leukocyte expression was compared between PP vs MP > 3 cows with MP 2–3 as background using DESeq2 followed by weighted gene co-expression network analysis (WGCNA). Seven modules were significantly correlated (r ≥ 0.25) to the trait lactation number. Genes from the modules which were more highly expressed in either the PP or MP > 3 cows were pooled, and the gene lists subjected to David functional annotation cluster analysis. The top three clusters from modules more highly expressed in the PP cows all involved regulation of gene transcription, particularly zinc fingers. Another cluster included genes encoding enzymes in the mitochondrial beta-oxidation pathway. Top clusters up-regulated in MP > 3 cows included the terms Glycolysis/Gluconeogenesis, C-type lectin, and Immunity. Differentially expressed candidate genes for ageing previously identified in the human blood transcriptome up-regulated in PP cows were mainly associated with T-cell function (CCR7, CD27, IL7R, CAMK4, CD28), mitochondrial ribosomal proteins (MRPS27, MRPS9, MRPS31), and DNA replication and repair (WRN). Those up-regulated in MP > 3 cows encoded immune defence proteins (LYZ, CTSZ, SREBF1, GRN, ANXA5, ADARB1). Conclusions: Genes and pathways associated with lactation number in cows were identified for the first time to date, and we found that many were comparable to those known to be associated with ageing in humans and model organisms. We also detected changes in energy utilization and immune responses in leukocytes from older cows.
KW - Ageing
KW - Cow
KW - Leukocytes
KW - Longevity
KW - Multiparous
KW - Primiparous
KW - Lactation
KW - Humans
KW - Transcriptome
KW - RNA-Binding Proteins
KW - Cattle Diseases
KW - Animals
KW - Cattle
KW - Female
KW - Adenosine Deaminase
KW - Milk
UR - http://www.scopus.com/inward/record.url?scp=85115832545&partnerID=8YFLogxK
U2 - 10.1186/s12864-021-07977-5
DO - 10.1186/s12864-021-07977-5
M3 - Article
C2 - 34563126
AN - SCOPUS:85115832545
SN - 1471-2164
VL - 22
JO - BMC Genomics
JF - BMC Genomics
IS - 1
M1 - 693
ER -