Pathological results and rates of treatment failure in high‐risk prostate cancer patients after radical prostatectomy
Bibliographic record
Abstract
Study Type – Therapy (outcomes research) Level of Evidence 2b What’s known on the subject? and What does the study add? In the current literature, cT3 stage, biopsy Gleason > 8, PSA > 20 ng/ml, and D’Amico high‐risk category are frequently used definitions of high‐risk prostate cancer. Patients with clinically localized high‐risk prostate cancer do not have a uniformly poor prognosis after surgery. The rates of favourable pathological characteristics and biochemical‐recurrence free survival vary depending on the definition used for high‐risk prostate cancer. OBJECTIVE • To investigate the pathological characteristics and the rates of biochemical recurrence (BCR) ‐free survival after radical prostatectomy (RP) in men with high‐risk prostate cancer. METHODS • Of 4760 patients treated with RP for prostate cancer at three institutions, 293 patients (6.2%) had clinical stage T3, 269 (5.7%) had a biopsy Gleason sum ≥ 8, 370 (7.8%) had preoperative PSA ≥ 20 ng/mL and 887 (18.6%) were considered high‐risk according to the D’Amico classification (clinical stage ≥ T2c or prostate‐specific antigen (PSA) ≥ 20 ng/mL or biopsy Gleason sum ≥ 8). • Actuarial BCR‐free survival probabilities after RP and the rate of favourable pathology (organ‐confined cancer, negative surgical margin and Gleason ≤ 7) were assessed. RESULTS • Median follow up was 2.4 years and 1179 (24.8%) patients had follow up beyond 5 years. • The rate of favourable pathology increased in the following order: clinical stage T3 (13.7%), biopsy Gleason ≥ 8 (16.4%), the D’Amico high‐risk group (21.4%) and PSA ≥ 20 ng/mL (21.6%). • The 5‐year BCR‐free survival probabilities were 35.4% for Gleason ≥ 8, 39.8% for PSA ≥ 20 ng/mL, 47.4% for D’Amico high‐risk group and 51.6% for clinical stage T3. • Patients with only one risk factor had the most favourable 5‐year BCR‐free survival (50.3%), relative to patients with two or more risk factors (27.5%) CONCLUSIONS • Men with clinically localized high‐risk prostate cancer do not have a uniformly poor prognosis after RP. • The rate of favourable pathology and of BCR‐free survival may vary substantially, depending on the definition used. • RP should be considered a valid treatment modality for high‐risk prostate cancer patients, as many can be surgically down‐staged.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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".