Identification of serum peptide biomarkers for cholangiocarcinoma diagnosis and staging via MALDI-TOF MS and LC-MS/MS.
[BACKGROUND] Cholangiocarcinoma (CCA) is a highly aggressive malignancy frequently diagnosed at advanced stages due to the lack of effective biomarkers for early-stage detection.
APA
Jareanrat A, Prajumwongs P, et al. (2026). Identification of serum peptide biomarkers for cholangiocarcinoma diagnosis and staging via MALDI-TOF MS and LC-MS/MS.. British journal of cancer, 134(2), 342-353. https://doi.org/10.1038/s41416-025-03249-1
MLA
Jareanrat A, et al.. "Identification of serum peptide biomarkers for cholangiocarcinoma diagnosis and staging via MALDI-TOF MS and LC-MS/MS.." British journal of cancer, vol. 134, no. 2, 2026, pp. 342-353.
PMID
41225193
Abstract
[BACKGROUND] Cholangiocarcinoma (CCA) is a highly aggressive malignancy frequently diagnosed at advanced stages due to the lack of effective biomarkers for early-stage detection. This study aimed to identify serum peptide biomarkers capable of distinguishing healthy individuals, benign bile duct disease, different stages of CCA, and hepatocellular carcinoma (HCC).
[METHODS] We analyzed 306 serum samples, comprising 50 healthy controls, 53 benign bile duct disease, 138 CCA, and 65 HCC patients. Peptide mass fingerprints (PMFs) were generated using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS), and a random forest model was applied to classify these groups based on PMF patterns. To complement this analysis, liquid chromatography-tandem mass spectrometry (LC-MS/MS) was performed on pooled serum samples to identify representative peptides associated with each group.
[RESULTS] The 94 PMFs from MALDI-TOF MS yielded high classification performance within the study cohort, with an internal accuracy of 97.96. LC-MS/MS analysis of pooled samples identified representative peptides associated with each disease group, providing complementary information to PMF-based classification. Importantly, peptide biomarkers with high classification performance were associated with specific patient groups.
[CONCLUSION] These findings suggest that serum peptide biomarkers may serve as potential signatures to support CCA diagnosis, staging, and risk stratification, offering a non-invasive approach that warrants further investigation.
[METHODS] We analyzed 306 serum samples, comprising 50 healthy controls, 53 benign bile duct disease, 138 CCA, and 65 HCC patients. Peptide mass fingerprints (PMFs) were generated using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS), and a random forest model was applied to classify these groups based on PMF patterns. To complement this analysis, liquid chromatography-tandem mass spectrometry (LC-MS/MS) was performed on pooled serum samples to identify representative peptides associated with each group.
[RESULTS] The 94 PMFs from MALDI-TOF MS yielded high classification performance within the study cohort, with an internal accuracy of 97.96. LC-MS/MS analysis of pooled samples identified representative peptides associated with each disease group, providing complementary information to PMF-based classification. Importantly, peptide biomarkers with high classification performance were associated with specific patient groups.
[CONCLUSION] These findings suggest that serum peptide biomarkers may serve as potential signatures to support CCA diagnosis, staging, and risk stratification, offering a non-invasive approach that warrants further investigation.
MeSH Terms
Humans; Cholangiocarcinoma; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization; Biomarkers, Tumor; Female; Male; Tandem Mass Spectrometry; Bile Duct Neoplasms; Middle Aged; Chromatography, Liquid; Peptides; Aged; Neoplasm Staging; Liver Neoplasms; Case-Control Studies; Carcinoma, Hepatocellular; Adult; Liquid Chromatography-Mass Spectrometry