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Abstract CT216: Response to first-line (1L) pembrolizumab (pembro) + chemotherapy (chemo) in non-small cell lung cancer (NSCLC) by blood tumor mutational burden (bTMB): the phase 2 KEYNOTE-782 trial

2023· article· en· W4365512043 on OpenAlexaff
Jair Bar, Emilio Esteban, Delvys Rodríguez‐Abreu, Santiago Ponce Aix, Zsuzsanna Szalai, Enriqueta Felip, Maya Gottfried, Mariano Provencio, Andrew Robinson, Andrea Fülöp, S. Rao, D. Ross Camidge, Giovanna Speranza, Steven M. Townson, Julie Kobie, Mark Ayers, Elisha J. Dettman, Robert McDaniel, Byoungsok Jung, David Burkhardt, Ruth E. Mauntz, Tibor Csőszi

Bibliographic record

VenueCancer Research · 2023
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicCancer Genomics and Diagnostics
Canadian institutionsUniversité de SherbrookeQueen's University
Fundersnot available
KeywordsMedicineLung cancerPemetrexedCarboplatinOncologyInternal medicineCirculating tumor DNAPembrolizumabCancerChemotherapyCisplatinImmunotherapy

Abstract

fetched live from OpenAlex

Abstract Background: 1L pembro + platinum-based chemo has shown clinical activity in metastatic NSCLC regardless of tissue tumor mutational burden (tTMB) status. bTMB assessed using circulating tumor DNA in plasma may be a surrogate for tTMB. The single-arm, phase 2 KEYNOTE-782 study (NCT03664024) evaluated the correlation of bTMB with efficacy of 1L pembro + chemo in nonsquamous NSCLC. Methods: Eligible patients (pts) had histologically or cytologically confirmed stage IV nonsquamous NSCLC with measurable disease per RECIST v1.1 and were not eligible for EGFR-, BRAF-, ROS1-, or ALK-directed therapy. Pts were not previously treated for advanced or metastatic disease, had an ECOG PS of 0 or 1, and had an evaluable biopsy sample for biomarker analysis. All pts received intravenous pembro 200 mg Q3W + platinum chemo doublet Q3W (pemetrexed 500 mg/m2 + 4 cycles of carboplatin AUC 5 mg/mL/min or cisplatin 75 mg/m2). The primary objective was to evaluate the association of baseline bTMB with ORR per RECIST v1.1 by investigator assessment. Secondary objectives were to determine safety and the association of baseline bTMB with PFS per RECIST v1.1 by investigator assessment and OS. A study-specific next-generation sequencing-based assay using a 1.9 Mb/654-gene cancer panel, which includes specific lung cancer-associated gene targets, was used to measure bTMB (continuous scale) in cell-free DNA extracted from baseline plasma samples. Paired white blood cell DNA sequencing was also performed to eliminate potential clonal hematopoiesis-derived somatic mutations. Database cutoff: November 5, 2021. Results: 117 pts were enrolled; median age was 64.0 years (range, 37-85), and the majority were male (60.7%), had an ECOG PS of 1 (69.2%), and no brain metastases at baseline (92.3%). Median time from first dose to data cutoff was 19.3 months (range, 1.0-35.5). ORR was 40.2% (95% CI, 31.2-49.6; 6 CRs, 41 PRs), median PFS was 7.2 months (95% CI, 5.6-9.8), and median OS was 18.1 months (95% CI, 13.5-25.6). Treatment-related adverse events (TRAEs) occurred in 113 pts (96.6%) and grade 3-5 TRAEs occurred in 56 (47.9%). Eight pts (6.8%) died due to a TRAE (febrile neutropenia and pneumonitis [n = 2 each], and septic shock, pulmonary sepsis, general physical health deterioration, and neutropenia [n = 1 each]). bTMB data were available for 101 pts. The area under the receiver operating curve for bTMB as a continuous variable to discriminate response was 0.47 (95% CI, 0.36-0.59). The posterior probabilities for a positive association of bTMB with PFS and OS were 16.8% and 7.8%, respectively. Conclusions: Baseline bTMB showed no evidence of an association with ORR, PFS, or OS in pts with nonsquamous NSCLC treated with 1L pembro + chemo. These findings indicate no clinical utility of bTMB in this patient population and treatment setting. No new safety signals were observed. Citation Format: Jair Bar, Emilio Esteban, Delvys Rodríguez-Abreu, Santiago Ponce Aix, Zsuzsanna Szalai, Enriqueta Felip, Maya Gottfried, Mariano Provencio Pulla, Andrew Robinson, Andrea Fülöp, Suman B. Rao, D. Ross Camidge, Giovanna Speranza, Steven M. Townson, Julie Kobie, Mark Ayers, Elisha J. Dettman, Robert McDaniel, Byoungsok Jung, David Burkhardt, Ruth Mauntz, Tibor Csőszi. Response to first-line (1L) pembrolizumab (pembro) + chemotherapy (chemo) in non-small cell lung cancer (NSCLC) by blood tumor mutational burden (bTMB): the phase 2 KEYNOTE-782 trial [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 2 (Clinical Trials and Late-Breaking Research); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(8_Suppl):Abstract nr CT216.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0080.002

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.

Opus teacher head0.029
GPT teacher head0.375
Teacher spread0.347 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNon-randomized trial
Domainnot available
GenreEmpirical

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".

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Citations0
Published2023
Admission routes1
Has abstractyes

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