Integrating Serum Biomarkers into Prediction Models for Biochemical Recurrence Following Radical Prostatectomy.

Cox model biochemical recurrence calibration cytokine discrimination model evaluation prediction models prostate cancer

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
19 Aug 2021
Historique:
received: 15 07 2021
revised: 10 08 2021
accepted: 14 08 2021
entrez: 27 8 2021
pubmed: 28 8 2021
medline: 28 8 2021
Statut: epublish

Résumé

This study undertook to predict biochemical recurrence (BCR) in prostate cancer patients after radical prostatectomy using serum biomarkers and clinical features. Three radical prostatectomy cohorts were used to build and validate a model of clinical variables and serum biomarkers to predict BCR. The Cox proportional hazard model with stepwise selection technique was used to develop the model. Model evaluation was quantified by the AUC, calibration, and decision curve analysis. Cross-validation techniques were used to prevent overfitting in the Irish training cohort, and the Austrian and Norwegian independent cohorts were used as validation cohorts. The integration of serum biomarkers with the clinical variables (AUC = 0.695) improved significantly the predictive ability of BCR compared to the clinical variables (AUC = 0.604) or biomarkers alone (AUC = 0.573). This model was well calibrated and demonstrated a significant improvement in the predictive ability in the Austrian and Norwegian validation cohorts (AUC of 0.724 and 0.606), compared to the clinical model (AUC of 0.665 and 0.511). This study shows that the pre-operative biomarker PEDF can improve the accuracy of the clinical factors to predict BCR. This model can be employed prior to treatment and could improve clinical decision making, impacting on patients' outcomes and quality of life.

Identifiants

pubmed: 34439316
pii: cancers13164162
doi: 10.3390/cancers13164162
pmc: PMC8391749
pii:
doi:

Types de publication

Journal Article

Langues

eng

Subventions

Organisme : Science Foundation Ireland
ID : 15/IA/3104
Pays : Ireland
Organisme : Oslo University Hospital
ID : REC2013/1713

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Auteurs

Shirin Moghaddam (S)

School of Mathematical Sciences, University College Cork, T12XF62 Cork, Ireland.
UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Amirhossein Jalali (A)

School of Mathematical Sciences, University College Cork, T12XF62 Cork, Ireland.
UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Amanda O'Neill (A)

UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Lisa Murphy (L)

UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Laura Gorman (L)

UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Anne-Marie Reilly (AM)

UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Áine Heffernan (Á)

UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Thomas Lynch (T)

Department of Urology, Trinity College, St James Hospital, D08 W9RT Dublin 8, Ireland.

Richard Power (R)

Department of Urology, Royal College of Surgeons in Ireland, Beaumont Hospital, D09V2N0 Dublin 9, Ireland.

Kieran J O'Malley (KJ)

Department of Urology, University College Dublin, Mater Misericordiae University Hospital, D07YH5R Dublin 7, Ireland.

Kristin A Taskèn (KA)

Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway.
Department of Tumor Biology, Oslo University Hospital, 0379 Oslo, Norway.

Viktor Berge (V)

Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway.
Department of Urology, Oslo University Hospital, 0379 Oslo, Norway.

Vivi-Ann Solhaug (VA)

Department of Urology, Oslo University Hospital, 0379 Oslo, Norway.

Helmut Klocker (H)

Department of Urology, Medical University of Innsbruck, 6020 Innsbruck, Austria.

T Brendan Murphy (TB)

UCD School of Mathematics and Statistics, University College Dublin, D04V1W8 Dublin 4, Ireland.

R William Watson (RW)

UCD School of Medicine, Conway Institute of Biomolecular and Biomedical Research, UCD, D04V1W8 Dublin 4, Ireland.

Classifications MeSH