Evidence map›Paper›PMID 41859046›Full record

ArticleBiomedical reports2026

Integrated transcriptomic and molecular docking analysis identifies Rhotekin 2 as a promising therapeutic target for overcoming gemcitabine resistance in cholangiocarcinoma.

Sonexai Kidoikhammouan, Panupong Mahalapbutr, Prasertsri Ma-In, Worachart Lert-Itthiporn, Raksawan Deenonpoe, Utid Suriya, Sopit Wongkham, Wunchana Seubwai

Abstract read
In one paragraph

Article in Biomedical reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

8 authors.

Sonexai KidoikhammouanBiomedical Sciences Program, Graduate School, Khon Kaen University, Khon Kaen 40002, Thailand.
Panupong MahalapbutrDepartment of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand.
Prasertsri Ma-InBiomedical Sciences Program, Graduate School, Khon Kaen University, Khon Kaen 40002, Thailand.
Worachart Lert-ItthipornDepartment of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand.
Raksawan DeenonpoeDepartment of Pathology, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand.
Utid SuriyaDepartment of Biochemistry, Faculty of Science, Mahidol University, Bangkok 10400, Thailand.
Sopit WongkhamDepartment of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand.
Wunchana SeubwaiCenter for Translational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gemcitabine resistance remains a significant problem in cholangiocarcinoma (CCA) treatment. The present study aimed to identify novel molecular targets associated with gemcitabine resistance in CCA using integrated bioinformatics, molecular docking, and experimental validation. Commonly differentially expressed genes (DEGs) were identified based on three public transcriptomic datasets (GSE116118, GSE208659, and GSE140077) from stable gemcitabine-resistant cancer cell lines. Expression levels of selected upregulated genes were validated in Thai patients with CCA using the GEO datasets. Further validation was performed using real-time PCR on parental and gemcitabine-resistant CCA cell lines (KKU-213A/KKU-100 and KKU-213A-GemR/KKU-100-GemR). The 3D structure of the candidate protein was modeled using AlphaFold3 and refined by molecular dynamics simulations. Druggable pockets were predicted using CavityPlus. Virtual screening of 5,396 drug-repurposing compounds was performed using AutoDock Vina to identify potential inhibitors of the candidate protein. In total, 14 DEGs were commonly upregulated in three datasets from stable gemcitabine-resistant cancer cell lines. A total of six genes, including RAB1B, JAG1, PACS1, ANKS6, SF3B4, and RTKN2, were significantly elevated in CCA tissues compared with adjacent normal tissues. Reverse transcription-quatitative PCR confirmed that RTKN2 was significantly overexpressed in two stable gemcitabine-resistant CCA cell lines, KKU-213A-GemR and KKU-100-GemR. Pathway analysis of RTKN2-associated genes revealed enrichment in mitochondrial and metabolic processes, including suppression of the TP53-regulated metabolic pathway. Molecular docking analysis identified several candidate compounds with strong binding affinities to RTKN2 (-10.49 to -11.47 kcal/mol), including NKP608, tegatrabetan, umbralisib, vepdegestrant, and MK-3207. RTKN2 was identified as a novel and druggable molecular target potentially contributing to gemcitabine resistance in CCA. Targeting RTKN2 may offer a promising approach to overcome chemoresistance and improve outcomes for patients with CCA.

Indexed as

cholangiocarcinomagemcitabinemolecular dockingresistanceRhotekin 2transcriptomics

Identifiers

PMID41859046
PMCPMC12997093

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LicenceCC BY-NC-ND
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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.