Identification of core gene networks and hub genes associated with progression of non‐alcoholic fatty liver disease by RNA sequencing. Issue 13 (29th March 2017)
- Record Type:
- Journal Article
- Title:
- Identification of core gene networks and hub genes associated with progression of non‐alcoholic fatty liver disease by RNA sequencing. Issue 13 (29th March 2017)
- Main Title:
- Identification of core gene networks and hub genes associated with progression of non‐alcoholic fatty liver disease by RNA sequencing
- Authors:
- Hotta, Kikuko
Kikuchi, Masataka
Kitamoto, Takuya
Kitamoto, Aya
Ogawa, Yuji
Honda, Yasushi
Kessoku, Takaomi
Kobayashi, Kaori
Yoneda, Masato
Imajo, Kento
Tomeno, Wataru
Nakaya, Akihiro
Suzuki, Yutaka
Saito, Satoru
Nakajima, Atsushi - Abstract:
- Abstract : Aim: Non‐alcoholic fatty liver disease (NAFLD) progresses because of the interaction between numerous genes. Thus, we carried out a weighted gene coexpression network analysis to identify core gene networks and key genes associated with NAFLD progression. Methods: We enrolled 39 patients with mild NAFLD (fibrosis stages 0–2) and 21 with advanced NAFLD (fibrosis stages 3–4). Total RNA was extracted from frozen liver biopsies, and sequenced to capture a large dynamic range of expression levels. Results: A total of 1777 genes differentially expressed between mild and advanced NAFLD ( q ‐value <0.05) clustered into four modules. One module was enriched for genes that encode cell surface or extracellular matrix proteins, and are involved in cell adhesion, proliferation, and signaling. This module formed a scale‐free network containing four hub genes ( PAPLN, LBH, DPYSL3, and JAG1 ) overexpressed in advanced NAFLD. PAPLN is a component of the extracellular matrix, LBH and DPYSL3 are reported to be tumor suppressors, and JAG1 is tumorigenic. Another module formed a random network, and was enriched for genes that accumulate in the mitochondria. These genes were downregulated in advanced NAFLD, reflecting impaired mitochondrial function. However, the other two modules did not form unambiguous networks. KEGG analysis indicated that 71 differentially expressed genes were involved in "pathways in cancer". Strikingly, expression of half of all differentially expressed genesAbstract : Aim: Non‐alcoholic fatty liver disease (NAFLD) progresses because of the interaction between numerous genes. Thus, we carried out a weighted gene coexpression network analysis to identify core gene networks and key genes associated with NAFLD progression. Methods: We enrolled 39 patients with mild NAFLD (fibrosis stages 0–2) and 21 with advanced NAFLD (fibrosis stages 3–4). Total RNA was extracted from frozen liver biopsies, and sequenced to capture a large dynamic range of expression levels. Results: A total of 1777 genes differentially expressed between mild and advanced NAFLD ( q ‐value <0.05) clustered into four modules. One module was enriched for genes that encode cell surface or extracellular matrix proteins, and are involved in cell adhesion, proliferation, and signaling. This module formed a scale‐free network containing four hub genes ( PAPLN, LBH, DPYSL3, and JAG1 ) overexpressed in advanced NAFLD. PAPLN is a component of the extracellular matrix, LBH and DPYSL3 are reported to be tumor suppressors, and JAG1 is tumorigenic. Another module formed a random network, and was enriched for genes that accumulate in the mitochondria. These genes were downregulated in advanced NAFLD, reflecting impaired mitochondrial function. However, the other two modules did not form unambiguous networks. KEGG analysis indicated that 71 differentially expressed genes were involved in "pathways in cancer". Strikingly, expression of half of all differentially expressed genes was inversely correlated with methylation of CpG sites ( q ‐value <0.05). Among clinical parameters, serum type IV collagen 7 s was most strongly associated with the epigenetic status in NAFLD. Conclusions: Newly identified core gene networks suggest that the NAFLD liver undergoes mitochondrial dysfunction and fibrosis, and acquires tumorigenic potential epigenetically. Our data provide novel insights into the pathology and etiology of NAFLD progression, and identify potential targets for diagnosis and treatment. … (more)
- Is Part Of:
- Hepatology research. Volume 47:Issue 13(2017)
- Journal:
- Hepatology research
- Issue:
- Volume 47:Issue 13(2017)
- Issue Display:
- Volume 47, Issue 13 (2017)
- Year:
- 2017
- Volume:
- 47
- Issue:
- 13
- Issue Sort Value:
- 2017-0047-0013-0000
- Page Start:
- 1445
- Page End:
- 1458
- Publication Date:
- 2017-03-29
- Subjects:
- DNA methylation -- fibrosis -- next‐generation RNA sequencing -- non‐alcoholic fatty liver disease -- weighted gene coexpression network analysis
Liver -- Diseases -- Periodicals
Liver Diseases -- Periodicals
Foie -- Maladies -- Périodiques
616.362 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09284346 ↗
http://firstsearch.oclc.org/journal=1386-6346;screen=info;ECOIP ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1872-034X ↗
http://www.sciencedirect.com/science/journal/13866346 ↗
http://www3.interscience.wiley.com/journal/118507311/home ↗
http://www.blackwell-synergy.com/rd.asp?goto=journal&code=hep ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/hepr.12877 ↗
- Languages:
- English
- ISSNs:
- 1386-6346
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4295.845000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 5699.xml