Differential overall survival (OS) results in RECORD-3 study based on three distinct mRCC molecular subgroups classified by BAP1 and/or PBRM1 mutations.
Bibliographic record
Abstract
561 Background: PBRM1 and BAP1, both of which encode chromatin modulating proteins, have recently been identified as frequently mutated tumor suppressor genes in RCC. However, their correlation with outcomes of targeted therapies is unknown. We explored correlations between overall survival (OS) and mutations in archival tumor samples from RECORD-3, a randomized phase 2 trial comparing first-line everolimus (EVE) then sunitinib (SUN) to first-line SUN then EVE at progression in 471 treatment-naïve mRCC patients (J Clin Oncol 2014; 32:2764). Methods: Somatic mutations in exons of 341 cancer related genes were identified by a next generation sequencing (NGS) assay (MSK IMPACT). Association between genotypes and OS was assessed by Cox PH models and log-rank tests. Results: DNA of 258 archival tumor and 181 matched germline samples was successfully analyzed (median coverage 530X). Three molecular subgroups Gr1 (BAP1 MT [mutant], PBRM1 WT [wild-type]/MT; 17.4%), Gr2 (PBRM1 MT, BAP1 WT; 38.4%), and Gr3 (PBRM1 WT, BAP1 WT; 44.2%) with different OS outcomes after sequential EVE-SUN or SUN-EVE were identified (Table). In the sequential EVE-SUN arm, median OS (months) was shortest with Gr1 (9.8; 95% CI, 7.8–20.0), longest with Gr2 (39.6; 95% CI, 31.7–not estimable), and intermediate with Gr3 (18.1; 13.7–30.0), whereas in the SUN-EVE arm there was no significant difference among groups. When comparing OS between treatment sequences within molecular groups, a trend suggested differences for EVE-SUN vs SUN-EVE in Gr1 (HR 1.5), Gr2 (0.8), and Gr3 (1.2), although comparisons were not statistically significant. Conclusions: Our results suggest that these genotypes may represent distinct RCC molecular subtypes with potentially different predictive/prognostic values on targeted therapies. Different treatment sequences may be considered depending on the genotypes. Clinical trial information: NCT00903175. [Table: see text]
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| 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".