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Adjuvant systemic therapies for melanoma in Alberta: An early descriptive analysis of population characteristics and treatment outcomes.

2020· article· en· W3032725515 on OpenAlexafffundabout
Rodrigo Rigo, Kim Koczka, Atul Batra, Winson Y. Cheung, Jose Gerard Monzon, Tina Cheng

Bibliographic record

VenueJournal of Clinical Oncology · 2020
Typearticle
Languageen
FieldMedicine
TopicCutaneous Melanoma Detection and Management
Canadian institutionsBaker Hughes (Canada)University of CalgaryBC Cancer Agency
FundersAlberta Health Services
KeywordsMedicineAdjuvantPembrolizumabDabrafenibAdjuvant therapyMelanomaSurgeryInternal medicineNivolumabLymph nodePopulationTrametinibSystemic therapyCancerMetastatic melanomaVemurafenibImmunotherapyBreast cancer

Abstract

fetched live from OpenAlex

e22013 Background: Adjuvant immunotherapies and adjuvant targeted therapy for melanoma became available in clinical practice in 2018 in Alberta, Canada. We describe the delivery of adjuvant systemic therapy, local-regional treatment, recurrence patterns, and treatment toxicity, in tertiary academic centers. Methods: We conducted a retrospective chart review of patients who received adjuvant systemic therapy for melanoma in Alberta. Adjuvant systemic treatment options included Nivolumab, Pembrolizumab, and Dabrafenib/Trametinib. Results: From September 2017 to January 2020, 71 patients were identified. Forty-one (61%) were male with a median age of 60 years (15-88). Seven (9.8%), 26 (36.6%), 27 (38%), 4 (5.6%), and 3 (4.2%) patients were stage IIIA, IIIB, IIIC, III-unspecified, and IV, respectively. BRAF mutations were detected in 31 (50.8%) patients. The median time from last surgical procedure to start of treatment was 10.8 weeks (4-28), with a median follow up time of 12 months. Sixty-one patients (85.9%) received Nivolumab, four (5.6%) patients received Pembrolizumab, and four (5.6%) Dabrafenib/Tremetinib. Twenty-eight (87.5%) of 32 patients with a positive sentinel lymph node biopsy did not complete elective regional lymph node dissection. Only two patients received adjuvant radiation. Local-regional surveillance with regular nodal ultrasound was not consistently performed. Seven (9.8%) patients had clinical or radiographic finding of enlarged regional lymph node while on treatment. At time of analysis, thirteen (18.3%) patients have completed adjuvant therapy, 18 (25.3%) discontinued therapy, and 39 (54.9%) patients were still on treatment. Eleven (15.4%) patients discontinued treatment due to toxicity, 8 (13.1%) from Nivolumab, 3 (75%) from Dabrafenib/Trametinib. Nine (12.6%) patients relapsed on treatment, of those, five (55.5%) had incidental findings on baseline imaging. Hypothyroidism affected 11 (15.4%) patients, hypophysitis and other immune-related side effects were described in 14 (19.7%) cases. Conclusions: Our cohort reflects excellent patient selection and delivery of adjuvant therapy consistent with clinical trial data. Surgical and radiation oncology care has adapted, and differs from trial procedure. Adjuvant immunotherapy was used in most patients. There appears to be a higher rate of discontinuation due to toxicity with Dabrafenib/Trametinib. Toxicity and recurrence findings are preliminary and will be updated.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.392
Threshold uncertainty score0.789

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
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 head0.125
GPT teacher head0.414
Teacher spread0.289 · 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".

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Citations0
Published2020
Admission routes3
Has abstractyes

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