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Transcriptome analysis reveals gender-specific differences in overall metabolic response of male and female patients in lung adenocarcinoma
- Source :
- PLoS ONE, PLoS ONE, Vol 15, Iss 4, p e0230796 (2020)
- Publication Year :
- 2020
- Publisher :
- Public Library of Science, 2020.
-
Abstract
- BackgroundEvidence from multiple studies suggests metabolic abnormalities play an important role in lung cancer. Lung adenocarcinoma (LUAD) is the most common subtype of lung cancer. The present study aimed to explore differences in the global metabolic response between male and female patients in LUAD and to identify the metabolic genes associated with lung cancer susceptibility.MethodsTranscriptome and clinical LUAD data were acquired from The Cancer Genome Atlas (TCGA) database. Information on metabolic genes and metabolic subsystems were collected from the Recon3D human metabolic model. Two validation datasets (GSE68465 and GSE72094) were downloaded from the Gene Expression Omnibus (GEO) database. Differential expression analysis, gene set enrichment analysis and protein-protein interaction networks were used to identified key metabolic pathways and genes. Functional experiments were used to verify the effects of genes on proliferation, migration, and invasion in lung cancer cells in vitro.ResultsSamples of tumors and adjacent non-tumor tissue from both male and female patients exhibited distinct global patterns of gene expression. In addition, we found large differences in methionine and cysteine metabolism, pyruvate metabolism, cholesterol metabolism, nicotinamide adenine dinucleotide (NAD) metabolism, and nuclear transport between male and female LUAD patients. We identified 34 metabolic genes associated with lung cancer susceptibility in males and 15 in females. Most of the metabolic cancer-susceptibility genes had high prediction accuracy for lung cancer (AUC > 0.9). Furthermore, both bioinformatics analysis and experimental results showed that TAOK2 was down-regulated and ASAH1 was up-regulated in male tumor tissue and female tumor tissue in LUAD. Functional experiments showed that inhibiting ASAH1 suppressed the proliferation, migration, and invasion of lung cancer cells.ConclusionsMetabolic cancer-susceptibility genes may be used alone or in combination as diagnostic markers for LUAD. Further studies are required to elucidate the functions of these genes in LUAD.
- Subjects :
- 0301 basic medicine
Male
Acid Ceramidase
Gene Expression
Biochemistry
Lung and Intrathoracic Tumors
Transcriptome
0302 clinical medicine
Drug Metabolism
Adenocarcinomas
Medicine and Health Sciences
Protein Metabolism
Regulation of gene expression
Multidisciplinary
Adenocarcinoma of the Lung
Gender Identity
Prognosis
Gene Expression Regulation, Neoplastic
Oncology
030220 oncology & carcinogenesis
Medicine
Adenocarcinoma
Female
Metabolic Networks and Pathways
Research Article
Science
Adenocarcinoma of Lung
Biology
Protein Serine-Threonine Kinases
Carcinomas
03 medical and health sciences
Diagnostic Medicine
Adenocarcinoma of the lung
medicine
Genetics
Biomarkers, Tumor
Humans
Pharmacokinetics
Genetic Predisposition to Disease
Lung cancer
Gene
Pharmacology
Gene Expression Profiling
Cancers and Neoplasms
Biology and Life Sciences
medicine.disease
Lung cancer susceptibility
Gene expression profiling
030104 developmental biology
Metabolism
Cancer research
Secondary Lung Tumors
Subjects
Details
- Language :
- English
- ISSN :
- 19326203
- Volume :
- 15
- Issue :
- 4
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....c0744ad83e90d6e18290c157c91d1446