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A four‐gene transcript score to predict metastatic‐lethal progression in men treated for localized prostate cancer: Development and validation studies
- Source :
- Prostate
- Publication Year :
- 2019
- Publisher :
- Wiley, 2019.
-
Abstract
- Background: Molecular studies have tried to address the unmet need for prognostic biomarkers in prostate cancer (PCa). Some gene expression tests improve upon clinical factors for prediction of outcomes, but additional tools for accurate prediction of tumor aggressiveness are needed. Methods: Based on a previously published panel of 23 gene transcripts that distinguished patients with metastatic progression, we constructed a prediction model using independent training and testing datasets. Using the validated messenger RNAs and Gleason score (GS), we performed model selection in the training set to define a final locked model to classify patients who developed metastatic-lethal events from those who remained recurrence-free. In an independent testing dataset, we compared our locked model to established clinical prognostic factors and utilized Kaplan-Meier curves and receiver operating characteristic analyses to evaluate the model's performance. Results: Thirteen of 23 previously identified gene transcripts that stratified patients with aggressive PCa were validated in the training dataset. These biomarkers plus GS were used to develop a four-gene (CST2, FBLN1, TNFRSF19, and ZNF704) transcript (4GT) score that was significantly higher in patients who progressed to metastatic-lethal events compared to those without recurrence in the testing dataset (P = 5.7 × 10-11). The 4GT score provided higher prediction accuracy (area under the ROC curve [AUC] = 0.76; 95% confidence interval [CI] = 0.69-0.83; partial area under the ROC curve [pAUC] = 0.008) than GS alone (AUC = 0.63; 95% CI = 0.56-0.70; pAUC = 0.002), and it improved risk stratification in subgroups defined by a combination of clinicopathological features (ie, Cancer of the Prostate Risk Assessment-Surgery). Conclusion: Our validated 4GT score has prognostic value for metastatic-lethal progression in men treated for localized PCa and warrants further evaluation for its clinical utility.
- Subjects :
- Male
0301 basic medicine
Oncology
medicine.medical_specialty
Urology
Risk Assessment
Sensitivity and Specificity
Article
Receptors, Tumor Necrosis Factor
03 medical and health sciences
Prostate cancer
0302 clinical medicine
Prostate
Internal medicine
Biomarkers, Tumor
medicine
Humans
In patient
RNA, Messenger
Neoplasm Metastasis
Aged
Gene transcript
Training set
Receiver operating characteristic
business.industry
Calcium-Binding Proteins
Prostatic Neoplasms
Cancer
Middle Aged
Prognosis
medicine.disease
Confidence interval
030104 developmental biology
medicine.anatomical_structure
ROC Curve
030220 oncology & carcinogenesis
Salivary Cystatins
Neoplasm Grading
Transcription Factors, General
business
Subjects
Details
- ISSN :
- 10970045 and 02704137
- Volume :
- 79
- Database :
- OpenAIRE
- Journal :
- The Prostate
- Accession number :
- edsair.doi.dedup.....2f71a34ea4f5f09d7c44b8c0ba0ff8c0