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Updated: Mar 21, 2026

Methods for Evaluating the Role of c-Fos and Dusp1 in Oncogene Dependence
Published on: January 7, 2019
Integrated transcriptomic and molecular docking analysis identifies Rhotekin 2 as a promising therapeutic target for
Sonexai Kidoikhammouan1, Panupong Mahalapbutr2, Prasertsri Ma-In1,2
1Biomedical Sciences Program, Graduate School, Khon Kaen University, Khon Kaen 40002, Thailand.
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.
Insights
This study identifies RTKN2 as a novel target to overcome gemcitabine resistance in cholangiocarcinoma (CCA). Targeting RTKN2 may improve treatment outcomes for CCA patients.
Area of Science:
- Oncology
- Molecular Biology
- Genetics
Background:
- Gemcitabine is a key chemotherapy for cholangiocarcinoma (CCA), but resistance significantly limits its efficacy.
- Identifying novel molecular targets is crucial for overcoming gemcitabine resistance in CCA.
Purpose of the Study:
- To identify novel molecular targets associated with gemcitabine resistance in CCA.
- To validate RTKN2 as a druggable target and explore potential inhibitors.
Main Methods:
- Integrated bioinformatics analysis of transcriptomic datasets (GSE116118, GSE208659, GSE140077).
- Experimental validation using real-time PCR in CCA cell lines and patient tissues.
- Protein structure modeling, molecular docking, and virtual screening of drug-repurposing compounds.
Main Results:
- Fourteen differentially expressed genes (DEGs) were commonly upregulated in gemcitabine-resistant CCA cell lines.
- RTKN2 was significantly overexpressed in CCA tissues and resistant cell lines.
- Molecular docking identified several compounds (e.g., NKP608, umbralisib) with strong binding affinity to RTKN2.
Conclusions:
- RTKN2 is a novel and druggable molecular target implicated in gemcitabine resistance in CCA.
- Targeting RTKN2 presents a promising strategy to enhance chemosensitivity and improve patient outcomes in CCA.
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