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The Stockholm-3 Model for Prostate Cancer Detection: Algorithm Update, Biomarker Contribution, and Reflex Test
Peter Ström1, Tobias Nordström2, Markus Aly3
1Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
The Stockholm-3 model (S3M) significantly reduces unnecessary prostate cancer biopsies by 34% when used as a reflex test after an initial prostate-specific antigen (PSA) screening. This improved screening method aids in detecting aggressive cancers while minimizing invasive procedures.
Area of Science:
- Oncology
- Biomarker Discovery
- Diagnostic Accuracy
Background:
- Prostate-specific antigen (PSA) is a common but imperfect screening tool for prostate cancer.
- The Stockholm-3 model (S3M) has demonstrated superior performance compared to PSA alone.
- There is a need to refine S3M and assess its utility as a secondary screening test.
Purpose of the Study:
- To update the Stockholm-3 model (S3M) with new predictors.
- To quantify the contribution of each predictor within the S3M.
- To evaluate S3M's effectiveness as a reflex test for men with PSA levels ≥3 ng/ml.
Main Methods:
- The Stockholm-3 study (2012-2015) involved 59,159 men aged 50-69.
- Logistic regression updated S3M, incorporating HOXB13 and excluding intact PSA.
- Performance was compared by assessing the number of biopsies required to achieve equal sensitivity for high-grade cancer detection.
Main Results:
- The updated S3M showed a slight improvement in the area under the receiver operating characteristic curve (0.75 vs. 0.74).
- As a reflex test for men with PSA ≥3 ng/ml, S3M reduced the number of biopsies by 34% compared to PSA alone, maintaining equal sensitivity.
- A limitation noted was the ethnically homogeneous study population.
Conclusions:
- The Stockholm-3 model (S3M) effectively mitigates the issue of excessive unnecessary biopsies in PSA screening.
- Utilizing S3M as a reflex test offers a more efficient diagnostic pathway for prostate cancer.
- This approach aids in identifying aggressive prostate cancer while reducing the number of negative biopsies.
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