Evidence map›Paper›PMID 41373405›Full record

ArticleInternational journal of molecular sciences2025

A Comprehensive Analysis of Novel Variations Associated with Bile Duct Cancer: Insights into Expression, Methylation, and 3D Protein Structure.

Alper Bülbül, Gizel Gerdan, Cansu Portakal, Sudenaz Bajrami, Cemaliye Boylu Akyerli

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

5 authors.

Alper BülbülDepartment of Biostatistics and Bioinformatics, Institute of Health Sciences, Acıbadem Mehmet Ali Aydınlar University, İstanbul 34638, Türkiye.ORCID 0000-0001-5359-4357
Gizel GerdanDepartment of Genome Studies, Institute of Health Sciences, Acıbadem Mehmet Ali Aydınlar University, İstanbul 34638, Türkiye.ORCID 0009-0001-5886-3269
Cansu PortakalDepartment of Genome Studies, Institute of Health Sciences, Acıbadem Mehmet Ali Aydınlar University, İstanbul 34638, Türkiye.ORCID 0009-0002-0853-9740
Sudenaz BajramiDepartment of Molecular Biology and Genetics, Faculty of Engineering and Natural Sciences, Acıbadem Mehmet Ali Aydınlar University, İstanbul 34638, Türkiye.ORCID 0009-0002-3550-3276
Cemaliye Boylu AkyerliDepartment of Genome Studies, Institute of Health Sciences, Acıbadem Mehmet Ali Aydınlar University, İstanbul 34638, Türkiye.ORCID 0000-0002-7263-2969

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cholangiocarcinoma is a rare but highly lethal cancer of the biliary epithelium, marked by heterogeneous molecular subtypes, unclear etiology, and poor five-year survival, highlighting the need for new diagnostic and therapeutic strategies; therefore, this study integrates genomic, transcriptomic, single-cell, methylomic, and molecular-dynamics data to pinpoint pathogenic variants. We performed an integrative multi-omics analysis of publicly available datasets. Somatic variants from 23 tumor samples in The Cancer Genome Atlas were annotated with 11 pathogenicity tools (AUC ≥ 0.86 across EVE, REVEL, SIFT, AlphaMissense, DEOGEN2 were the most stringent). Differential gene expression was assessed in matched bulk RNA-seq (tumor vs. non-tumor) using DESeq2 with Benjamini-Hochberg FDR correction. A single-cell RNA-seq dataset comprising 23,782 cells from an intrahepatic cholangiocarcinoma was clustered with marker genes identified by Wilcoxon rank-sum tests. Illumina 450 K methylation arrays (52 tumors, 12 normal livers) were analyzed with limma and DMRcate to detect differentially methylated probes and regions. AlphaFold3 models of wild-type and MAP2K1

Indexed as

Bile Duct NeoplasmsCholangiocarcinomaDNA MethylationGene Expression Regulation, NeoplasticHumansMolecular Dynamics SimulationProtein ConformationTranscriptomebile duct cancercholangiocarcinomamulti-omicssomatic variation analysis

Identifiers

PMID41373405
PMCPMC12692537

What Socratic holds

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Registered trials

None linked

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 Socratic graph.