Determinants of biochemical failure and distant metastases-free survival in high-risk prostate cancer patients treated with external beam radiotherapy.
Bibliographic record
Abstract
371 Background: Objectives were to1) identify predictors of biochemical failure(BCF) -free survival (FFS) & distant metastases free-survival (DMFS) in high-risk prostate cancer (HRPC) patients treated with external beam radiotherapy (EBRT) with or without androgen deprivation therapy (ADT); 2) assess the impact of nodal irradiation & escalation of dose to the nodal volumes in HRPC. Methods: Between Feb 2000 & May 2011, 462 patients with HRPC were treated with EBRT +/- ADT. This spanned an era of technical development; prior to 2002 conventional dose radiotherapy was routinely delivered, between 2002-2008, dose escalation to the prostate & pelvic lymph nodes was undertaken in a phase II trial & subsequently all patients were treated with a dose-escalated protocol. The disease characteristics included, a median PSA of 20ng/ml (range: 1-563), T3-T4 in 33% (n=158), & Gleason grade group (GGG) 3-5 in 72% (n=331). The majority (n=405, 88%) received ADT with EBRT & median duration of ADT was 36 months (range: 0-197). Dose escalated EBRT was utilized in 52% (n=241) & nodal irradiation in 69% (n=317); escalation of dose to nodal volumes was performed in 20% (n=93). Results: The median follow-up was 8.7yrs (range: 0.9-18.9). Median nadir PSA was < 0.05ng/ml (range: <0.05-5.78) with median time to nadir (TTN) of 11 months (range: 2-130). Cumulative incidence rates of BCF at 5 and 10-yrs were 23% & 45%; corresponding rates for DM were 6.6% & 14%, respectively. The 5 & 10-yr FFS rates were 75% & 51%; corresponding DMFS rates were 91.5% & 80%, respectively. On multivariate analysis, T stage (p<0.001), GGG (p<0.001), ADT (p=0.002), dose escalation to prostate (P=0.012) & median nadir PSA (p<0.001) were independent predictors of FFS. The GGG (p=0.007), median nadir PSA (p=<0.001) & Nodal RT (p=0.03) were independent predictors of DMFS. PSA of 20 & TTN predicted neither FFS nor DMFS. Conclusions: Nadir PSA level was an independent predictor of FFS & DMFS. Undetectable PSA level was associated with prolonged FFS & DMFS. Dose escalation to prostate resulted in an improved FFS & Nodal irradiation in an improved DMFS. Further studies are required to identify subgroups that may benefit the most from nodal irradiation.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".