Discovery of a Secretory Granule Lumen-Enriched Serum Protein Signature in Resectable Pancreatic Ductal Adenocarcinoma

<i>Background and Objectives</i>: Serum biomarker discovery in resectable pancreatic ductal adenocarcinoma (PDAC) remains a critical unmet need, as over 80% of patients present with unresectable disease. Serum proteomics offers a promising approach for identifying circulating biomarkers associated with early-stage disease; however, clinical translation has been limited by inconsistent validation and the absence of clinically relevant comparator populations. <i>Materials and Methods</i>: We performed a discovery-phase study using data-independent acquisition mass spectrometry-based serum proteomics in 35 patients with resectable, non-metastatic PDAC and 34 non-cancer controls without hepato-biliary-pancreatic disease. Following quality filtering (≥80% detection threshold), 407 proteins were retained for analysis. Differential abundance was assessed using Welch's <i>t</i>-test with Benjamini-Hochberg correction (FDR < 0.01, |FC| ≥ 1.5). Diagnostic performance was evaluated using receiver operating characteristic (ROC) analysis and logistic regression with repeated stratified 5-fold cross-validation (100 repetitions) and bootstrap resampling (1000 iterations). Functional enrichment analysis was performed using g:Profiler. <i>Results</i>: Ninety proteins were significantly altered in PDAC (50 increased, 40 decreased). Inter-alpha-trypsin inhibitor heavy chain H3 (ITIH3) demonstrated the highest individual diagnostic performance (AUC = 0.90), followed by coagulation factor XIII A chain (F13A1; AUC = 0.89) and ferritin light chain (FTL; AUC = 0.86). Functional enrichment revealed significant overrepresentation of secretory granule lumen components (adjusted <i>p</i> = 0.001) and complement/coagulation pathways (adjusted <i>p</i> < 0.001). An enrichment-guided three-protein panel (ITIH3, F13A1, and FTL) achieved an AUC of 0.98 (95% CI: 0.95-1.00), with a cross-validated mean AUC of 0.96, sensitivity of 83% (95% CI: 66.4-93.4%), and specificity of 100% (95% CI: 89.7-100%) within the discovery cohort. <i>Conclusions</i>: This discovery-phase study identifies a biologically coherent serum protein signature enriched for secretory granule lumen components in resectable PDAC. The three-protein panel demonstrates strong internal validation performance; however, these estimates may be optimistic due to feature selection performed prior to cross-validation. External validation in independent cohorts-including chronic pancreatitis controls and parallel CA19-9 assessment-will be essential to determine clinical applicability.

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Journal
Medicina
Published
2026-03-23
DOI
https://doi.org/10.3390/medicina62030605
Primary Topic
Advanced Proteomics Techniques and Applications
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article
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article

Discovery of a Secretory Granule Lumen-Enriched Serum Protein Signature in Resectable Pancreatic Ductal Adenocarcinoma

Andra CIOCAN, Florin Graur, Cristina Adela Iuga, Septimiu Moldovan et al.
Medicina
Advanced Proteomics Techniques and Applications
article

Discovery of a Secretory Granule Lumen-Enriched Serum Protein Signature in Resectable Pancreatic Ductal Adenocarcinoma

Andra CIOCAN, Florin Graur, Cristina Adela Iuga, Septimiu Moldovan, Vlad I. Nechita, Mihaela Ştefana Moldovan, Luminița Furcea, Emil Moiş, Simona Mirel, Maria Iacobescu, Andrada Seicean, Nadim Al Hajjar, Maria-Andreea Soporan, Florin Vasile Zaharie, Ioana-Ecaterina Pralea
article en

Abstract

<i>Background and Objectives</i>: Serum biomarker discovery in resectable pancreatic ductal adenocarcinoma (PDAC) remains a critical unmet need, as over 80% of patients present with unresectable disease. Serum proteomics offers a promising approach for identifying circulating biomarkers associated with early-stage disease; however, clinical translation has been limited by inconsistent validation and the absence of clinically relevant comparator populations. <i>Materials and Methods</i>: We performed a discovery-phase study using data-independent acquisition mass spectrometry-based serum proteomics in 35 patients with resectable, non-metastatic PDAC and 34 non-cancer controls without hepato-biliary-pancreatic disease. Following quality filtering (≥80% detection threshold), 407 proteins were retained for analysis. Differential abundance was assessed using Welch's <i>t</i>-test with Benjamini-Hochberg correction (FDR < 0.01, |FC| ≥ 1.5). Diagnostic performance was evaluated using receiver operating characteristic (ROC) analysis and logistic regression with repeated stratified 5-fold cross-validation (100 repetitions) and bootstrap resampling (1000 iterations). Functional enrichment analysis was performed using g:Profiler. <i>Results</i>: Ninety proteins were significantly altered in PDAC (50 increased, 40 decreased). Inter-alpha-trypsin inhibitor heavy chain H3 (ITIH3) demonstrated the highest individual diagnostic performance (AUC = 0.90), followed by coagulation factor XIII A chain (F13A1; AUC = 0.89) and ferritin light chain (FTL; AUC = 0.86). Functional enrichment revealed significant overrepresentation of secretory granule lumen components (adjusted <i>p</i> = 0.001) and complement/coagulation pathways (adjusted <i>p</i> < 0.001). An enrichment-guided three-protein panel (ITIH3, F13A1, and FTL) achieved an AUC of 0.98 (95% CI: 0.95-1.00), with a cross-validated mean AUC of 0.96, sensitivity of 83% (95% CI: 66.4-93.4%), and specificity of 100% (95% CI: 89.7-100%) within the discovery cohort. <i>Conclusions</i>: This discovery-phase study identifies a biologically coherent serum protein signature enriched for secretory granule lumen components in resectable PDAC. The three-protein panel demonstrates strong internal validation performance; however, these estimates may be optimistic due to feature selection performed prior to cross-validation. External validation in independent cohorts-including chronic pancreatitis controls and parallel CA19-9 assessment-will be essential to determine clinical applicability.

MedicinaVol. 62(3)
Iuliu Hațieganu University of Medicine and Pharmacy (RO), Clinical Emergency Hospital Bucharest (RO), Institutul Regional de Gastroenterologie Prof. Dr. Octavian Fodor (RO)
Good health and well-being
Openalex Percentile: Top 11%
Advanced Proteomics Techniques and Applications
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