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Germline DNA repair mutations in metastatic castration-resistant prostate cancer: Therapy response and applicability of circulating tumor DNA.

2017· article· en· W2597532271 on OpenAlexaff
Werner J. Struss, Matti Annala, Evan W. Warner, Kevin Beja, Gillian Vandekerkhove, Amanda Wong, Martin Gleave, Kim N., Alexander W. Wyatt

Bibliographic record

VenueJournal of Clinical Oncology · 2017
Typearticle
Languageen
FieldMedicine
TopicProstate Cancer Treatment and Research
Canadian institutionsBC Cancer AgencyUniversity of British Columbia
Fundersnot available
KeywordsProstate cancerPALB2MedicineGermlineDNA repairAndrogen deprivation therapyOncologyInternal medicineGermline mutationCancerCancer researchAndrogen receptorMutationGeneBiologyGenetics

Abstract

fetched live from OpenAlex

140 Background: Germline mutations in DNA repair genes were recently reported in 8-12% of patients with metastatic castration-resistant prostate cancer (mCRPC). It is unknown whether these mutations associate with differential response to Androgen Receptor (AR) targeted therapy. The aim of this study was to determine the clinical response of mCRPC patients with germline DNA repair defects to AR-directed therapies, and secondly to establish whether biallelic DNA-repair gene loss is detectable in matched circulating tumor DNA (ctDNA). Methods: We recruited 319 mCRPC patients and performed targeted germline sequencing of 22 DNA repair genes. In affected patients, matched plasma ctDNA was also sequenced. Prostate-specific antigen response and progression were assessed in relation to initial androgen deprivation therapy (ADT) and subsequent therapy for mCRPC using Kaplan-Meier analysis. Results: 24/319 (7.5%) patients had deleterious germline mutations, with BRCA2 (n = 16), PALB2 (n = 2) and CDK12 (n = 2) being the most frequent. Patients (n = 22) with mutations in genes linked to homologous recombination were heterogeneous at initial presentation but after starting ADT progressed to mCRPC with a median time of 12.3 months (95% CI 5.1-18.4). The median time to progression on first and second line AR-targeted therapy in the mCRPC setting was 3.2 months (95% CI 1.9-4.4) and 1.0 month (95% CI 0.8-1.1), respectively. For patients receiving chemotherapy as their initial therapy for mCRPC (n = 8) the median PFS was 7.5 months (95% CI 6.5-8.2). 10/11 evaluable patients with germline BRCA2 mutations had somatic deletion of the intact allele in ctDNA. Conclusions: mCRPC patients with germline DNA repair defects exhibit transient responses to AR-targeted therapy. Biallelic gene loss was robustly detected in ctDNA suggesting that this patient subset could be prioritized for therapies exploiting defective DNA repair using a liquid biopsy.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.200
GPT teacher head0.534
Teacher spread0.333 · 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 designObservational
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".

Quick stats

Citations3
Published2017
Admission routes1
Has abstractyes

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