Integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.

Using published dairy cattle liver transcriptomics dataset along with novel blood biomarkers of liver function, metabolism, and inflammation we have attempted an integrative systems biology approach applying the classical functional enrichment analysis using DAVID, a newly-developed Dynamic Impact A...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Khuram Shahzad, Massimo Bionaz, Erminio Trevisi, Giuseppe Bertoni, Sandra L Rodriguez-Zas, Juan J Loor
Formato: article
Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2014
Materias:
R
Q
Acceso en línea:https://doaj.org/article/ea5df2d33db34bec98fed147d79c6bdf
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:ea5df2d33db34bec98fed147d79c6bdf
record_format dspace
spelling oai:doaj.org-article:ea5df2d33db34bec98fed147d79c6bdf2021-11-18T08:16:28ZIntegrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.1932-620310.1371/journal.pone.0099757https://doaj.org/article/ea5df2d33db34bec98fed147d79c6bdf2014-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24914544/?tool=EBIhttps://doaj.org/toc/1932-6203Using published dairy cattle liver transcriptomics dataset along with novel blood biomarkers of liver function, metabolism, and inflammation we have attempted an integrative systems biology approach applying the classical functional enrichment analysis using DAVID, a newly-developed Dynamic Impact Approach (DIA), and an upstream gene network analysis using Ingenuity Pathway Analysis (IPA). Transcriptome data was generated from experiments evaluating the impact of prepartal plane of energy intake [overfed (OF) or restricted (RE)] on liver of dairy cows during the peripartal period. Blood biomarkers uncovered that RE vs. OF led to greater prepartal liver distress accompanied by a low-grade inflammation and larger proteolysis (i.e., higher haptoglobin, bilirubin, and creatinine). Post-partum the greater bilirubinaemia and lipid accumulation in OF vs. RE indicated a large degree of liver distress. The re-analysis of microarray data revealed that expression of >4,000 genes was affected by diet × time. The bioinformatics analysis indicated that RE vs. OF cows had a liver with a greater lipid and amino acid catabolic capacity both pre- and post-partum while OF vs. RE cows had a greater activation of pathways/functions related to triglyceride synthesis. Furthermore, RE vs. OF cows had a larger (or higher capacity to cope with) ER stress likely associated with greater protein synthesis/processing, and a higher activation of inflammatory-related functions. Liver in OF vs. RE cows had a larger cell proliferation and cell-to-cell communication likely as a response to the greater lipid accumulation. Analysis of upstream regulators indicated a pivotal role of several lipid-related transcription factors (e.g., PPARs, SREBPs, and NFE2L2) in priming the liver of RE cows to better face the early postpartal metabolic and inflammatory challenges. An all-encompassing dynamic model was proposed based on the findings.Khuram ShahzadMassimo BionazErminio TrevisiGiuseppe BertoniSandra L Rodriguez-ZasJuan J LoorPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 9, Iss 6, p e99757 (2014)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Khuram Shahzad
Massimo Bionaz
Erminio Trevisi
Giuseppe Bertoni
Sandra L Rodriguez-Zas
Juan J Loor
Integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.
description Using published dairy cattle liver transcriptomics dataset along with novel blood biomarkers of liver function, metabolism, and inflammation we have attempted an integrative systems biology approach applying the classical functional enrichment analysis using DAVID, a newly-developed Dynamic Impact Approach (DIA), and an upstream gene network analysis using Ingenuity Pathway Analysis (IPA). Transcriptome data was generated from experiments evaluating the impact of prepartal plane of energy intake [overfed (OF) or restricted (RE)] on liver of dairy cows during the peripartal period. Blood biomarkers uncovered that RE vs. OF led to greater prepartal liver distress accompanied by a low-grade inflammation and larger proteolysis (i.e., higher haptoglobin, bilirubin, and creatinine). Post-partum the greater bilirubinaemia and lipid accumulation in OF vs. RE indicated a large degree of liver distress. The re-analysis of microarray data revealed that expression of >4,000 genes was affected by diet × time. The bioinformatics analysis indicated that RE vs. OF cows had a liver with a greater lipid and amino acid catabolic capacity both pre- and post-partum while OF vs. RE cows had a greater activation of pathways/functions related to triglyceride synthesis. Furthermore, RE vs. OF cows had a larger (or higher capacity to cope with) ER stress likely associated with greater protein synthesis/processing, and a higher activation of inflammatory-related functions. Liver in OF vs. RE cows had a larger cell proliferation and cell-to-cell communication likely as a response to the greater lipid accumulation. Analysis of upstream regulators indicated a pivotal role of several lipid-related transcription factors (e.g., PPARs, SREBPs, and NFE2L2) in priming the liver of RE cows to better face the early postpartal metabolic and inflammatory challenges. An all-encompassing dynamic model was proposed based on the findings.
format article
author Khuram Shahzad
Massimo Bionaz
Erminio Trevisi
Giuseppe Bertoni
Sandra L Rodriguez-Zas
Juan J Loor
author_facet Khuram Shahzad
Massimo Bionaz
Erminio Trevisi
Giuseppe Bertoni
Sandra L Rodriguez-Zas
Juan J Loor
author_sort Khuram Shahzad
title Integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.
title_short Integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.
title_full Integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.
title_fullStr Integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.
title_full_unstemmed Integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.
title_sort integrative analyses of hepatic differentially expressed genes and blood biomarkers during the peripartal period between dairy cows overfed or restricted-fed energy prepartum.
publisher Public Library of Science (PLoS)
publishDate 2014
url https://doaj.org/article/ea5df2d33db34bec98fed147d79c6bdf
work_keys_str_mv AT khuramshahzad integrativeanalysesofhepaticdifferentiallyexpressedgenesandbloodbiomarkersduringtheperipartalperiodbetweendairycowsoverfedorrestrictedfedenergyprepartum
AT massimobionaz integrativeanalysesofhepaticdifferentiallyexpressedgenesandbloodbiomarkersduringtheperipartalperiodbetweendairycowsoverfedorrestrictedfedenergyprepartum
AT erminiotrevisi integrativeanalysesofhepaticdifferentiallyexpressedgenesandbloodbiomarkersduringtheperipartalperiodbetweendairycowsoverfedorrestrictedfedenergyprepartum
AT giuseppebertoni integrativeanalysesofhepaticdifferentiallyexpressedgenesandbloodbiomarkersduringtheperipartalperiodbetweendairycowsoverfedorrestrictedfedenergyprepartum
AT sandralrodriguezzas integrativeanalysesofhepaticdifferentiallyexpressedgenesandbloodbiomarkersduringtheperipartalperiodbetweendairycowsoverfedorrestrictedfedenergyprepartum
AT juanjloor integrativeanalysesofhepaticdifferentiallyexpressedgenesandbloodbiomarkersduringtheperipartalperiodbetweendairycowsoverfedorrestrictedfedenergyprepartum
_version_ 1718422019136028672