ArticleFrontiers in oncology2021
Systems Biomedicine of Primary and Metastatic Colorectal Cancer Reveals Potential Therapeutic Targets.
Article in Frontiers in oncology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it, 20 citations in OpenAlex.
- Prognostic significance of cyclin-dependent kinase subunit 2 (CKS2) in malignant tumours: a meta-analysis and bioinformatic analysis.BMJ open · 2024Pooled it
- Investigating the mechanisms of PhIP-induced colorectal cancer through network toxicology, machine learning, and molecular dynamics simulation.Translational cancer research · 2026Article
- A network toxicology and machine learning approach to uncover the molecular machinery of bisphenol A-induced colorectal cancer.Scientific reports · 2026Article
- TMEM131-Mediated Soluble TRAIL Triggered Type II Alveolar Epithelial Cell Senescence in Radiation-Induced Lung Injury.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Single-cell RNA sequencing reveals Shen-Bai-Jie-Du decoction retards colorectal tumorigenesis by regulating the TMEM131-TNF signaling pathway-mediated differentiation of immunosuppressive dendritic cells.Acta pharmaceutica Sinica. B · 2025Article
- ZNF385A was identified as a novel colorectal cancer-related functional gene by analysis of the interaction and immune characteristics of oxidative stress and the inflammatory response.Discover oncology · 2025Article
- Integration of Gastric Cancer RNA-Seq Datasets Along With PPI Network Suggests That Nonhub Nodes Have the Potential to Become Biomarkers.Cancer reports (Hoboken, N.J.) · 2025Article
- SQOR as a metabolic rheostat of HFrontiers in cell and developmental biology · 2025Review
- ETHE1 dampens colorectal cancer angiogenesis by promoting TC45 Dephosphorylation of STAT3 to inhibit VEGF-A expression.Cell death & disease · 2024Article
- Bioinformatic Identification of Signaling Pathways and Hub Genes in Vascular Dementia.Actas espanolas de psiquiatria · 2024Article
- Biological functions and therapeutic potential of CKS2 in human cancer.Frontiers in oncology · 2024Review
- Sulfur Metabolism of the Gut Microbiome and Colorectal Cancer: The Threat to the Younger Generation.Nutrients · 2023Review
- Implications of hydrogen sulfide in colorectal cancer: Mechanistic insights and diagnostic and therapeutic strategies.Redox biology · 2023Review
- Single-cell transcriptome analysis of tumor immune microenvironment characteristics in colorectal cancer liver metastasis.Annals of translational medicine · 2022Article
- Review
- Clinical value of M1 macrophage-related genes identification in bladder urothelial carcinoma andFrontiers in genetics · 2022Article
- Ethylmalonic Encephalopathy 1 Protein Is Increased in Colorectal Adenocarcinoma.Anticancer research · 2021Article
- A Comprehensive Prognostic Model for Colon Adenocarcinoma Depending on Nuclear-Mitochondrial-Related Genes.Technology in cancer research & treatmentArticle
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Authors and funding
5 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Colorectal cancer (CRC) is one of the major causes of cancer deaths across the world. Patients' survival at time of diagnosis depends mainly on stage of the tumor. Therefore, understanding the molecular mechanisms from low-grade to high-grade stages of cancer that lead to cellular migration from one tissue/organ to another tissue/organ is essential for implementing therapeutic approaches. To this end, we performed a unique meta-analysis flowchart by identifying differentially expressed genes (DEGs) between normal, primary (primary sites), and metastatic samples (Colorectal metastatic lesions in liver and lung) in some Test datasets. DEGs were employed to construct a protein-protein interaction (PPI) network. A smaller network containing 39 DEGs was then extracted from the PPI network whose nodes expression induction or suppression alone or in combination with each other would inhibit tumor progression or metastasis. These DEGs were then verified by gene expression profiling, survival analysis, and multiple Validation datasets. We suggested for the first time that downregulation of mitochondrial genes, including ETHE1, SQOR, TST, and GPX3, would help colorectal cancer cells to produce more energy under hypoxic conditions through mechanisms that are different from "Warburg Effect". Augmentation of given antioxidants and repression of P4HA1 and COL1A2 genes could be a choice of CRC treatment. Moreover, promoting active GSK-3β together with expression control of EIF2B would prevent EMT. We also proposed that OAS1 expression enhancement can induce the anti-cancer effects of interferon-gamma, while suppression of CTSH hinders formation of focal adhesions. ATF5 expression suppression sensitizes cancer cells to anchorage-dependent death signals, while LGALS4 induction recovers cell-cell junctions. These inhibitions and inductions would be another combinatory mechanism that inhibits EMT and cell migration. Furthermore, expression inhibition of TMPO, TOP2A, RFC3, GINS1, and CKS2 genes could prevent tumor growth. Besides, TRIB3 suppression would be a promising target for anti-angiogenic therapy. SORD is a poorly studied enzyme in cancer, found to be upregulated in CRC. Finally, TMEM131 and DARS genes were identified in this study whose roles have never been interrogated in any kind of cancer, neither as a biomarker nor curative target. All the mentioned mechanisms must be further validated by experimental wet-lab techniques.
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