Evidence map›Paper›PMID 40493217›Full record

ArticleFunctional & integrative genomics2025

Unveiling the Therapeutic Potential of Targeting RRM2 in Hepatocellular Carcinoma: An Integrated In Silico and In Vitro Study.

Lobna Ibrahim, Rania Hassan Mohamed, Mahmoud M Tolba, Sara M Radwan, Nadia M Hamdy, Mahmoud Elhefnawi

Abstract read
In one paragraph

Article in Functional & integrative genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Lobna IbrahimBiochemistry Department, Faculty of Pharmacy, Ain Shams University, Abassia, Cairo, 11566, Egypt.
Rania Hassan MohamedBiochemistry Department, Faculty of Science, Ain Shams University, Abassia, Cairo, 11566, Egypt.
Mahmoud M TolbaClinical Research and Pharmaceutical Division, Ministry of Health and Population, Cairo, Egypt.
Sara M RadwanBiochemistry Department, Faculty of Pharmacy, Ain Shams University, Abassia, Cairo, 11566, Egypt.
Nadia M HamdyBiochemistry Department, Faculty of Pharmacy, Ain Shams University, Abassia, Cairo, 11566, Egypt. nadia_hamdy@pharma.asu.edu.eg.
Mahmoud ElhefnawiBiomedical Informatics and Chemoinformatics Group, Informatics and Systems Department, National Research Centre, Cairo, Egypt. mahef@aucegypt.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hepatocellular carcinoma (HCC) has attracted global and local interest, with alarming current and forecasted statistics. This is mainly due to its late-stage diagnosis, high recurrence rate and potential resistance to conventional therapies. Thus, there is an emerging need to explore new molecular targets and novel treatment strategies to effectively combat HCC. In this study, we analyzed four GEO datasets (GSE112790, GSE62232, GSE60502 and GSE84402) to identify upregulated differentially expressed genes (DEGs) associated with HCC. Enrichment analysis and protein‒protein interaction (PPI) network construction were performed on the overlapping upregulated DEGs to predict and prioritize potential therapeutic targets. Six hub genes (RRM2, TOP2A, CCNB1, CDK1, BIRC5 and PBK) were identified, with RRM2 emerging as the top candidate. The role of RRM2 in HCC was then validated through a literature review, in silico analysis and CRISPR/Cas9-mediated gene disruption, followed by in vitro functional assays in HepG2 cells. RRM2 knockdown resulted in significant reductions in cell viability, proliferation inhibition, migration impairment, G2/M phase cell cycle arrest and apoptosis. Our findings emphasize RRM2 as a critical player in HCC progression. Targeting RRM2 with CRISPR/Cas9 effectively reversed several hallmarks of HCC, offering new opportunities for the development of precise HCC therapeutic options.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsRibonucleoside Diphosphate ReductaseApoptosisCDC2 Protein KinaseCell MovementCell ProliferationComputer SimulationCyclin B1DNA Topoisomerases, Type IIGene Expression Regulation, NeoplasticHep G2 CellsHumansPoly-ADP-Ribose Binding ProteinsProtein Interaction MapsSurvivinBIRC5 protein, humanCCNB1 protein, humanCDC2 Protein KinaseCDK1 protein, humanCyclin B1DNA Topoisomerases, Type IIPoly-ADP-Ribose Binding ProteinsRibonucleoside Diphosphate Reductaseribonucleotide reductase M2SurvivinTOP2A protein, humanBioinformatic analysisCRISPR/Cas9Hepatocellular carcinomaLiver cancerRRM2

Identifiers

PMID40493217
PMCPMC12152083

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Registered trials

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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.