ArticleJournal of experimental & clinical cancer research : CR2018
Liver cancer cell lines distinctly mimic the metabolic gene expression pattern of the corresponding human tumours.
Article in Journal of experimental & clinical cancer research : CR, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 95 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
95 citing papers in PubMed, 1 synthesis or guideline pooled it, 145 citations in OpenAlex.
- Rodent model of metabolic dysfunction-associated fatty liver disease: a systematic review.Journal of gastroenterology and hepatology · 2025Pooled it
- Effects of Ulva prolifera polysaccharide calcium on flavor compound deposition, myofiber conversion and gut microbiota profiles in broilers.Science China. Life sciences · 2026Article
- MDM2 Alters Cellular Iron Homeostasis by Promoting the Degradation of Proteins Involved in Iron Storage and Iron Export.Current issues in molecular biology · 2026Article
- Longstanding Transcriptional Activation of APOA1 and PON1 in Human Hepatocytes by CRISPR/dCas9 Technology: Transcriptomic Profile and Crosstalk with Endothelial Cells.International journal of molecular sciences · 2026Article
- Geranylgeranoic acid, toll-like receptor 4, and pyroptosis-related signaling in hepatocellular carcinoma: a hypothesis-generating perspective.Oncology reviews · 2026Article
- Discovering TEAD4 modulators for hepatocellular carcinoma: a GAN-enabled generative modelling framework.Frontiers in bioinformatics · 2026Article
- Article
- Novel emerging cell and organoid systems for the study of drug metabolism and toxicity in humans.Drug metabolism and disposition: the biological fate of chemicals · 2025Review
- New Experimental Mouse Models to Evaluate the Role of Transforming Growth Factor-Beta in Liver Tumorigenesis.Liver international : official journal of the International Association for the Study of the Liver · 2025Article
- The application of liver cancer organoids in tumour precision medicine: A comprehensive review.iLIVER · 2025Review
- Article
- Deciphering the Oncogenic Landscape of Hepatocytes Through Integrated Single-Nucleus and Bulk RNA-Seq of Hepatocellular Carcinoma.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Exploring the potential mechanisms of sorafenib resistance in hepatocellular carcinoma cell lines based on RNA sequencing.Cancer cell international · 2025Article
- Overexpression and clinicopathological significance of zinc finger protein 71 in hepatocellular carcinoma.World journal of hepatology · 2025Article
- SERPING1 Reduces Cell Migration via ERK-MMP2-MMP-9 Cascade in Sorafenib- Resistant Hepatocellular Carcinoma.Environmental toxicology · 2025Article
- Integrated proteogenomic characterization of ampullary adenocarcinoma.Cell discovery · 2025Article
- Modelling hepatocellular carcinoma microenvironment phenotype to evaluate drug efficacy.Scientific reports · 2025Article
- IGFBP1 is One of 10 Metabolic Factors Predicting Recurrence Free Survival in Gastric Cancer and Promotes Cancer Progression via ZFX-IGFBP1 Axis.OncoTargets and therapy · 2025Article
- Liquid-liquid phase separation-driven molecular subtyping and prognostic modeling in colorectal cancer.Frontiers in immunology · 2025Article
- The Expression of Ferroptosis-Related Genes in Hepatocellular Carcinoma and Their Relationships With Prognosis.Journal of hepatocellular carcinoma · 2025Article
35 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
12 authors at 6 institutions in 1 country.
Funding
Abstract
backgroundAlthough metabolism is profoundly altered in human liver cancer, the extent to which experimental models, e.g. cell lines, mimic those alterations is unresolved. Here, we aimed to determine the resemblance of hepatocellular carcinoma (HCC) cell lines to human liver tumours, specifically in the expression of deregulated metabolic targets in clinical tissue samples.
methodsWe compared the overall gene expression profile of poorly-differentiated (HLE, HLF, SNU-449) to well-differentiated (HUH7, HEPG2, HEP3B) HCC cell lines in three publicly available microarray datasets. Three thousand and eighty-five differentially expressed genes in ≥2 datasets (P < 0.05) were used for pathway enrichment and gene ontology (GO) analyses. Further, we compared the topmost gene expression, pathways, and GO from poorly differentiated cell lines to the pattern from four human HCC datasets (623 tumour tissues). In well- versus poorly differentiated cell lines, and in representative models HLE and HUH7 cells, we specifically assessed the expression pattern of 634 consistently deregulated metabolic genes in human HCC. These data were complemented by quantitative PCR, proteomics, metabolomics and assessment of response to thirteen metabolism-targeting compounds in HLE versus HUH7 cells.
resultsWe found that poorly-differentiated HCC cells display upregulated MAPK/RAS/NFkB signaling, focal adhesion, and downregulated complement/coagulation cascade, PPAR-signaling, among pathway alterations seen in clinical tumour datasets. In HLE cells, 148 downregulated metabolic genes in liver tumours also showed low gene/protein expression - notably in fatty acid β-oxidation (e.g. ACAA1/2, ACADSB, HADH), urea cycle (e.g. CPS1, ARG1, ASL), molecule transport (e.g. SLC2A2, SLC7A1, SLC25A15/20), and amino acid metabolism (e.g. PHGDH, PSAT1, GOT1, GLUD1). In contrast, HUH7 cells showed a higher expression of 98 metabolic targets upregulated in tumours (e.g. HK2, PKM, PSPH, GLUL, ASNS, and fatty acid synthesis enzymes ACLY, FASN). Metabolomics revealed that the genomic portrait of HLE cells co-exist with profound reliance on glutamine to fuel tricarboxylic acid cycle, whereas HUH7 cells use both glucose and glutamine. Targeting glutamine pathway selectively suppressed the proliferation of HLE cells.
conclusionsWe report a yet unappreciated distinct expression pattern of clinically-relevant metabolic genes in HCC cell lines, which could enable the identification and therapeutic targeting of metabolic vulnerabilities at various liver cancer stages.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.