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Updated: Jan 21, 2026

Heterotypic Three-dimensional In Vitro Modeling of Stromal-Epithelial Interactions During Ovarian Cancer Initiation and Progression
Published on: August 28, 2012
Diagnosis of epithelial ovarian cancer using a combined protein biomarker panel
Matthew R Russell1, Ciaren Graham2, Alfonsina D'Amato3
1Stoller Biomarker Discovery Centre and Manchester Molecular Pathology Innovation Centre, Division of Cancer Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK.
Background:
An early detection tool for EOC was constructed from analysis of biomarker expression data from serum collected during the UKCTOCS.
Methods:
This study included 49 EOC cases (19 Type I and 30 Type II) and 31 controls, representing 482 serial samples spanning seven years pre-diagnosis. A logit model was trained by analysis of dysregulation of expression data of four putative biomarkers, (CA125, phosphatidylcholine-sterol acyltransferase, vitamin K-dependent protein Z and C-reactive protein); by scoring the specificity associated with dysregulation from the baseline expression for each individual.
Results:
The model is discriminatory, passes k-fold and leave-one-out cross-validations and was further validated in a Type I EOC set. Samples were analysed as a simulated annual screening programme, the algorithm diagnosed cases with >30% PPV 1-2 years pre-diagnosis. For Type II cases (~80% were HGS) the algorithm classified 64% at 1 year and 28% at 2 years tDx as severe.
Conclusions:
The panel has the potential to diagnose EOC one-two years earlier than current diagnosis. This analysis provides a tangible worked example demonstrating the potential for development as a screening tool and scrutiny of its properties. Limits on interpretation imposed by the number of samples available are discussed.
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