Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Apr 17;56(1):100.
doi: 10.1007/s12029-025-01226-8.

Identification of Novel Protein Biomarkers for Intrahepatic Cholangiocarcinoma by Integrating Human Plasma Proteome with Genome

Affiliations

Identification of Novel Protein Biomarkers for Intrahepatic Cholangiocarcinoma by Integrating Human Plasma Proteome with Genome

Yu-Sen Chen et al. J Gastrointest Cancer. .

Abstract

Background: The proteome serves as a key source for the discovery of therapeutic targets. This study utilized proteome-wide Mendelian randomization (MR) to identify protein biomarkers potentially associated with intrahepatic cholangiocarcinoma (ICC).

Methods: We derived protein quantitative trait loci (pQTLs) from the deCODE plasma proteome GWAS and genetic ICC associations from a European meta-analysis. Proteome-wide MR identified candidate proteins linked to ICC risk. Expression of MR-identified biomarkers in the plasma of ICC patients was detected by ELISA. ScRNA-seq analysis detected the specific cell type with enrichment expression. Prognostic and diagnostic evaluations in ICC of these proteins were performed using samples derived from TCGA and GTEx databases.

Results: MR analysis genetically predicted 5 proteins were associated with ICC risk (STX12, A2M, CD163, CXADR and FOXJ2). The results of the MR analysis for the five identified targets were consistent with the measured plasma concentrations of these targets in ICC patients and healthy volunteers. The differential RNA-seq analysis between tumor and adjacent normal tissues showed that STX12 was expressed at higher levels in tumor tissues, while A2M, CXADR, CD163, and FOXJ2 were expressed at higher levels in adjacent normal tissues. ScRNA-seq analysis revealed that these protein-coding genes are mainly expressed in TAMs, TEC, HPC-like cells and malignant cells in ICC tumor tissue. Prognosis analysis showed higher CXADR expression correlated with longer OS in CHOL (P = 0.041). The AUC for A2M, CD163, CXADR, FOXJ2, and STX12 were 0.975, 0.705, 0.917, 0.997, and 0.956, respectively.

Conclusion: This study represents the first Proteome-MR analysis of ICC, revealing its complex genetic architecture and identifying five novel blood proteins with potential causal links to the disease. Through proteome-MR analysis, scRNA-seq analysis, and diagnostic-prognostic evaluation using TCGA and GTEx databases, these proteins were assessed as promising therapeutic and diagnostic targets. The findings provide a theoretical foundation for future ICC treatment strategies.

Keywords: Biomarker; Intrahepatic cholangiocarcinoma; Protein; Proteome-wide Mendalian randomization.

PubMed Disclaimer

Conflict of interest statement

Declarations. Competing Interest: The authors declare no competing interests. Consent for Publication: NA.

Similar articles

References

    1. Brindley PJ, Bachini M, Ilyas SI, Khan SA, Loukas A, Sirica AE, Teh BT, Wongkham S, Gores GJ. Cholangiocarcinoma. Nat Rev Dis Primers. 2021;7(1):65. https://doi.org/10.1038/s41572-021-00300-2 . - DOI - PubMed - PMC
    1. Razumilava N, Gores GJ. Cholangiocarcinoma. Lancet. 2014;383(9935):2168–79. https://doi.org/10.1016/s0140-6736(13)61903-0 . - DOI - PubMed - PMC
    1. Cardinale V, Bragazzi MC, Carpino G, Torrice A, Fraveto A, Gentile R, Pasqualino V, Melandro F, Aliberti C, Bastianelli C, et al. Cholangiocarcinoma: increasing burden of classifications. Hepatobiliary Surg Nutr. 2013;2(5):272–80. https://doi.org/10.3978/j.issn.2304-3881.2013.10.02 . - DOI - PubMed - PMC
    1. Anderson NL, Anderson NG. The human plasma proteome: history, character, and diagnostic prospects. Mol Cell Proteomics. 2002;1(11):845–67. https://doi.org/10.1074/mcp.r200007-mcp200 . - DOI - PubMed
    1. Bonney GK, Craven RA, Prasad R, Melcher AF, Selby PJ, Banks RE. Circulating markers of biliary malignancy: opportunities in proteomics? Lancet Oncol. 2008;9(2):149–58. https://doi.org/10.1016/s1470-2045(08)70027-5 . - DOI - PubMed