Biochemical recurrence (BCR) and outcomes in patients (pts) with prostate cancer (PC) following radical prostatectomy (RP).
Bibliographic record
Abstract
e17112 Background: RP is often the primary treatment option for pts with clinically localized PC. Despite its frequent success, more than 30% of pts eventually present with BCR, defined as detectable prostate-specific antigen (PSA) after RP. BCR is associated with a higher risk of developing distant metastasis and ultimately death. Current patterns of BCR and the impact of BCR on treatment choice and clinical outcomes are not well characterized. Methods: This retrospective cohort study uses nationally representative Optum© Electronic Medical Records (EMR) data from 1/2010 to 9/2021. Eligible pts were adults who underwent RP after PC diagnosis, had ≥ 3 available PSA values after RP, and had EMR activity for at least 6 mo before and 12 mo after RP. Pts with prior malignancy except nonmelanoma skin cancers and pts with metastatic PC at baseline (BL) or within 3 months after RP were excluded. The BL period was 6 mo before RP. Primary outcome was frequency of BCR (defined as PSA ≥ 0.2 ng/mL); secondary analyses included % of pts who progressed to metastasis, castration-resistant PC (CRPC), and death after BCR, and factors associated with time to BCR. Results: 15,198 pts who underwent RP were included in this analysis. Key pt characteristics/outcomes are shown in the Table. Median (range) age was 63.0 (36-88) y, 85.9% of pts were White, and 10.0% were African American. Median (Q1-Q3) follow-up was 3.9 (2.4-5.7) y, and 14.3% of pts had subsequent adjuvant/salvage radiation therapy (RT). Overall, 19.8% of all pts and 61.4% of the subgroup of 2,178 pts with subsequent RT developed BCR. Among pts with BCR (n = 3,016), 16.3% had a PSA doubling time ≤ 10 mo, 17.1% developed metastasis, 13.8% developed CRPC, and 9.7% died. In multivariate Cox regression models (Table), the BL factors associated with an increased risk of developing BCR were PSA 10- < 20 or ≥ 20 ng/mL, Charlson comorbidity index (CCI) > 0, age ≥ 65, African American race, public insurance, and living in the US South region. Conclusions: This real-world (RW) study evaluates the occurrence of BCR in pts who underwent RP with a curative intent from a large US database. This study confirms BL PSA as an important prognostic marker for BCR. A considerable % of pts with BCR developed metastatic PC (17%) or died (10%) during the study period. Novel treatment strategies are needed to delay BCR and further progression to advanced PC among pts with high-risk localized disease. [Table: see text]
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".