Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Comparative RNA-Seq transcriptome analyses reveal dynamic time-dependent effects of 56Fe, 16O, and 28Si irradiation on the induction of murine hepatocellular carcinoma

Journal Article · · BMC Genomics
 [1];  [2];  [3];  [4];  [2];  [5]
  1. Univ. of Texas Medical Branch, Galveston, TX (United States). Biochemistry and Molecular Biology; OSTI
  2. Univ. of Texas Medical Branch, Galveston, TX (United States). Pharmacology and Toxicology
  3. Univ. of Texas Medical Branch, Galveston, TX (United States). Biochemistry and Molecular Biology
  4. The Radiation Effects Research Foundation (RERF), Hiroshima (Japan)
  5. Univ. of Texas Medical Branch, Galveston, TX (United States). Biochemistry and Molecular Biology. Pharmacology and Toxicology
One of the health risks posed to astronauts during deep space flights is exposure to high charge, high-energy (HZE) ions (Z > 13), which can lead to the induction of hepatocellular carcinoma (HCC). However, little is known on the molecular mechanisms of HZE irradiation-induced HCC. We performed comparative RNA-Seq transcriptomic analyses to assess the carcinogenic effects of 600 MeV/n 56Fe (0.2 Gy), 1 GeV/n 16O (0.2 Gy), and 350 MeV/n 28Si (0.2 Gy) ions in a mouse model for irradiation-induced HCC. C3H/HeNCrl mice were subjected to total body irradiation to simulate space environment HZE-irradiation, and liver tissues were extracted at five different time points post-irradiation to investigate the time-dependent carcinogenic response at the transcriptomic level. Our data demonstrated a clear difference in the biological effects of these HZE ions, particularly immunological, such as Acute Phase Response Signaling, B Cell Receptor Signaling, IL-8 Signaling, and ROS Production in Macrophages. Also seen in this study were novel unannotated transcripts that were significantly affected by HZE. To investigate the biological functions of these novel transcripts, we used a machine learning technique known as self-organizing maps (SOMs) to characterize the transcriptome expression profiles of 60 samples (45 HZE-irradiated, 15 non-irradiated control) from liver tissues. A handful of localized modules in the maps emerged as groups of co-regulated and co-expressed transcripts. The functional context of these modules was discovered using overrepresentation analysis. We found that these spots typically contained enriched populations of transcripts related to specific immunological molecular processes (e.g., Acute Phase Response Signaling, B Cell Receptor Signaling, IL-3 Signaling), and RNA Transcription/Expression. A large number of transcripts were found differentially expressed post-HZE irradiation. These results provide valuable information for uncovering the differences in molecular mechanisms underlying HZE specific induced HCC carcinogenesis. Additionally, a handful of novel differentially expressed unannotated transcripts were discovered for each HZE ion. Taken together, these findings may provide a better understanding of biological mechanisms underlying risks for HCC after HZE irradiation and may also have important implications for the discovery of potential countermeasures against and identification of biomarkers for HZE-induced HCC.
Research Organization:
National Academy of Sciences, Washington, DC (United States)
Sponsoring Organization:
USDOE Office of Environment, Health, Safety and Security (AU)
Grant/Contract Number:
HS0000031
OSTI ID:
1801028
Journal Information:
BMC Genomics, Journal Name: BMC Genomics Journal Issue: 1 Vol. 21; ISSN 1471-2164
Publisher:
SpringerCopyright Statement
Country of Publication:
United States
Language:
English

References (75)

Trefoil factor family member 2 ( Tff2 ) KO mice are protected from high-fat diet-induced obesity: Tff2 Deficiency Alters Energy Balance in Mice journal June 2013
Redox changes induced in hippocampal precursor cells by heavy ion irradiation journal November 2006
Persistence of apoptosis and inflammatory responses in the heart and bone marrow of mice following whole-body exposure to 28Silicon (28Si) ions journal June 2013
Time-dependent LXR/RXR pathway modulation characterizes capillary remodeling in inflammatory corneal neovascularization journal February 2018
Polymorphisms in oxidative stress and inflammation pathway genes, low-dose ionizing radiation, and the risk of breast cancer among US radiologic technologists journal August 2010
Dominant negative MYC blocks transformation by ABL oncogenes journal September 1992
Effects of Ultraviolet Irradiation and Postirradiation Incubation on Heterogeneous Nuclear RNA Size in Murine Cells journal June 1978
Cell mediated immunity and the inflammatory system journal May 1976
Cancer risk from exposure to galactic cosmic rays: implications for space exploration by human beings journal May 2006
Genomic Maps and Comparative Analysis of Histone Modifications in Human and Mouse journal January 2005
Nonalcoholic fatty liver disease: predisposing factors and the role of nutrition☆ journal March 2007
Characterization of a recombinant extracellular domain of the type 1 tumor necrosis factor receptor: evidence for tumor necrosis factor .alpha. induced receptor aggregation journal February 1992
Metabolic oxidation/reduction reactions and cellular responses to ionizing radiation: A unifying concept in stress response biology journal August 2004
9-Cis retinoic acid stereoisomer binds and activates the nuclear receptor RXRα journal January 1992
Convergence of 9-cis retinoic acid and peroxisome proliferator signalling pathways through heterodimer formation of their receptors journal August 1992
Abnormal lung development and cleft palate in mice lacking TGF–β3 indicates defects of epithelial–mesenchymal interaction journal December 1995
Distinct and predictive chromatin signatures of transcriptional promoters and enhancers in the human genome journal February 2007
Reciprocal regulation of inflammation and lipid metabolism by liver X receptors journal January 2003
Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources journal December 2008
Ascorbic acid inhibits visceral obesity and nonalcoholic fatty liver disease by activating peroxisome proliferator-activated receptor α in high-fat-diet-fed C57BL/6J mice journal October 2018
Adipose-derived mesenchymal stem cells differentiate into heterogeneous cancer-associated fibroblasts in a stroma-rich xenograft model journal February 2021
Distinct transcriptomic response to Newcastle disease virus infection during heat stress in chicken tracheal epithelial tissue journal April 2021
Antigen receptor signaling: integration of protein tyrosine kinase functions journal September 1998
The cancer epidemiology of radiation journal August 2004
Maize pan-transcriptome provides novel insights into genome complexity and quantitative trait variation journal January 2016
Role of C/EBP homologous protein (CHOP-10) in the programmed activation of CCAAT/enhancer-binding protein-beta during adipogenesis journal October 2000
Transcription regulation of peroxisomal fatty acyl-CoA oxidase and enoyl-CoA hydratase/3-hydroxyacyl-CoA dehydrogenase in rat liver by peroxisome proliferators. journal March 1986
Isolation of nitric oxide synthetase, a calmodulin-requiring enzyme. journal January 1990
IRS-1 activates phosphatidylinositol 3'-kinase by associating with src homology 2 domains of p85. journal November 1992
Cloning of a D-type cyclin from murine erythroleukemia cells. journal March 1992
Mutant forms of growth factor-binding protein-2 reverse BCR-ABL-induced transformation. journal November 1995
Transforming Growth Factor-β Inhibits Adipocyte Differentiation by Smad3 Interacting with CCAAT/Enhancer-binding Protein (C/EBP) and Repressing C/EBP Transactivation Function journal March 2003
Identification of interferon-gamma as the lymphokine that activates human macrophage oxidative metabolism and antimicrobial activity. journal September 1983
Gamma interferon enhances macrophage transcription of the tumor necrosis factor/cachectin, interleukin 1, and urokinase genes, which are controlled by short-lived repressors. journal December 1986
Neutrophil-activating protein 1/interleukin 8 stimulates the binding activity of the leukocyte adhesion receptor CD11b/CD18 on human neutrophils. journal April 1990
The Down-Regulation of Albumin Transcription During Regeneration Is Due to the Loss of HNF-1 and the D-Site Transcription Factors journal September 1992
CAFU: a Galaxy framework for exploring unmapped RNA-Seq data journal February 2019
edgeR: a Bioconductor package for differential expression analysis of digital gene expression data journal November 2009
Causal analysis approaches in Ingenuity Pathway Analysis journal December 2013
MetaMap: an atlas of metatranscriptomic reads in human disease-related RNA-seq data journal June 2018
Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists journal November 2008
Differential expression analysis of multifactor RNA-Seq experiments with respect to biological variation journal January 2012
ADD1/SREBP1 promotes adipocyte differentiation and gene expression linked to fatty acid metabolism. journal May 1996
Jun is phosphorylated by several protein kinases at the same sites that are modified in serum-stimulated fibroblasts. journal October 1992
9-cis retinoic acid inhibition of activation-induced apoptosis is mediated via regulation of fas ligand and requires retinoic acid receptor and retinoid X receptor activation journal October 1995
Translation in Saccharomyces cerevisiae: initiation factor 4E-dependent cell-free system. journal October 1989
Jun is phosphorylated by several protein kinases at the same sites that are modified in serum-stimulated fibroblasts. journal October 1992
Jun is phosphorylated by several protein kinases at the same sites that are modified in serum-stimulated fibroblasts journal October 1992
Translation in Saccharomyces cerevisiae: initiation factor 4E-dependent cell-free system journal October 1989
NUCLEAR RECEPTORS IN MACROPHAGE BIOLOGY: At the Crossroads of Lipid Metabolism and Inflammation journal November 2004
Genetic Analysis of b cell Antigen Receptor Signaling journal April 1999
Absence of the human retinoblastoma gene product in the megakaryoblastic crisis of chronic myelogenous leukemia journal November 1991
Heme oxygenase is a positive acute-phase reactant in human Hep3B hepatoma cells journal March 1992
Absence of the human retinoblastoma gene product in the megakaryoblastic crisis of chronic myelogenous leukemia journal November 1991
Heme oxygenase is a positive acute-phase reactant in human Hep3B hepatoma cells journal March 1992
Efficient identification of multiple pathways: RNA-Seq analysis of livers from 56Fe ion irradiated mice journal March 2020
What’s in your next-generation sequence data? An exploration of unmapped DNA and RNA sequence reads from the bovine reference individual journal December 2015
Short- and long-term effects of 56Fe irradiation on cognition and hippocampal DNA methylation and gene expression journal October 2016
Exploring the unmapped DNA and RNA reads in a songbird genome journal January 2019
Hypophysectomy Inhibits the Synthesis of Tumor Necrosis Factor α by Rat Macrophages: Partial Restoration by Exogenous Growth Hormone or Interferon γ* journal February 1991
Robust hyperparameter estimation protects against hypervariable genes and improves power to detect differential expression journal June 2016
Effects of 28Si Ions, 56Fe Ions, and Protons on the Induction of Murine Acute Myeloid Leukemia and Hepatocellular Carcinoma journal August 2014
Low Doses of Oxygen Ion Irradiation Cause Acute Damage to Hematopoietic Cells in Mice journal July 2016
Comprehensive assembly of novel transcripts from unmapped human RNA‐Seq data and their association with cancer journal August 2015
Understanding Cancer Development Processes after HZE-Particle Exposure: Roles of ROS, DNA Damage Repair and Inflammation journal January 2015
Incidence of Acute Myeloid Leukemia and Hepatocellular Carcinoma in Mice Irradiated with 1 GeV/nucleon 56 Fe Ions journal August 2009
Inflammation and Chronic Oxidative Stress in Radiation-Induced Late Normal Tissue Injury: Therapeutic Implications journal January 2009
Effects of Insulin-Like Growth Factors (IGFs) and IGF Receptor Antibodies on the Proliferation of Human Breast Cancer Cells journal January 1992
Combined Effects of Three High-Energy Charged Particle Beams Important for Space Flight on Brain, Behavioral and Cognitive Endpoints in B6D2F1 Female and Male Mice journal March 2019
IL-8 Directly Enhanced Endothelial Cell Survival, Proliferation, and Matrix Metalloproteinases Production and Regulated Angiogenesis journal March 2003
B Cell Receptor (BCR) Cross-Talk: IL-4 Creates an Alternate Pathway for BCR-Induced ERK Activation That Is Phosphatidylinositol 3-Kinase Independent journal April 2005
PPAR-alpha agonist treatment increases trefoil factor family-3 expression and attenuates apoptosis in the liver tissue of bile duct-ligated rats journal April 2013
Short- and long-term effects of 56Fe irradiation on cognition and hippocampal DNA methylation and gene expression collection January 2016
Exploring the unmapped DNA and RNA reads in a songbird genome collection January 2019
Efficient identification of multiple pathways: RNA-Seq analysis of livers from 56Fe ion irradiated mice collection January 2020


Similar Records

Mitochondrial Effects in the Liver of C57BL/6 Mice by Low Dose, High Energy, High Charge Irradiation
Journal Article · Sat Oct 30 00:00:00 EDT 2021 · International Journal of Molecular Sciences (Online) · OSTI ID:1981148

Role of Interleukin-6 in the Radiation Response of Liver Tumors
Journal Article · Fri Nov 30 23:00:00 EST 2012 · International Journal of Radiation Oncology, Biology and Physics · OSTI ID:22149688