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Record W3158888399 · doi:10.1097/cmr.0000000000000736

Impact of the development of immune related adverse events in metastatic melanoma treated with PD -1 inhibitors

2021· article· en· W3158888399 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMelanoma Research · 2021
Typearticle
Languageen
FieldMedicine
TopicCancer Immunotherapy and Biomarkers
Canadian institutionsQueen's University
Fundersnot available
KeywordsMetastatic melanomaAdverse effectMelanomaImmune systemMedicineOncologyCancer researchImmunologyInternal medicine

Abstract

fetched live from OpenAlex

Some clinical trials have described improved outcomes in patients who develop immune-related adverse events (irAEs) while receiving immune checkpoint inhibitors for advanced melanoma. It is unknown if this effect would be seen in a real-world population. This is a single-center retrospective analysis of all patients receiving single-agent PD-1 inhibitor for unresectable stage III or stage IV melanoma between 2012 and 2018. The majority of patients had cutaneous melanoma and were elderly (put in median and range). Totally 33.3% were BRAF mutated and 66.7% had PD-1 inhibitor as first-line treatment for metastatic disease. Also, 22% of patients had brain metastases at presentation. Of the 87 patients included in this analysis, 48 (55%) developed at least one irAE. Dermatologic toxicities were the most common irAE. The median time to develop any irAE was 12 weeks. Only one patient died of immune-related toxicity. Overall survival in the population of patients that had an irAE was significantly greater than those that did not have any toxicity (21.1 vs. 7.5 months; P < 0.001). The development of endocrine toxicity had the strongest correlation with survival as did patient with grade 1 (NCI V.5) toxicity. The development of multiple toxicities did not correlate with survival. In patients with multiple toxicities, the type of irAE that presented initially did not impact the outcome. These findings add to the growing body of literature suggesting an association between irAEs and immune-checkpoint inhibitor efficacy while suggesting that this benefit may depend on the type of toxicity and severity.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.007
Threshold uncertainty score0.465

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.043
GPT teacher head0.355
Teacher spread0.313 · 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