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PB2114: BELANTAMAB MAFODOTIN FOR RELAPSED/REFRACTORY MULTIPLE MYELOMA: A REAL-WORLD OBSERVATIONAL STUDY UPDATE

2023· article· en· W4385655058 on OpenAlexaff
Malin Hultcrantz, David Kleinman, Ravi Vij, Fernando Escalante, Michel Delforge, Nirali Kotowsky, Jacopo Bitetti, Natalie Boytsov, Leena Camadoo-O'Byrne, Lindsey Powers Happ, Mujib Rohman, Guillaume Germain, Mei Sheng Duh, François Laliberté, Malena Mahendran, Ana Urosevic, Hans C. Lee

Bibliographic record

VenueHemaSphere · 2023
Typearticle
Languageen
FieldMedicine
TopicMultiple Myeloma Research and Treatments
Canadian institutionsGroup for Research in Decision Analysis
Fundersnot available
KeywordsMedicineInternal medicineMultiple myelomaObservational studyAdverse effectRetrospective cohort studyRefractory (planetary science)Incidence (geometry)OncologySurgery

Abstract

fetched live from OpenAlex

Topic: 14. Myeloma and other monoclonal gammopathies - Clinical Background: A prior retrospective analysis of US patients with relapsed/refractory multiple myeloma (RRMM) suggested that patients treated with belantamab mafodotin (belamaf), a B-cell maturation antigen-targeting antibody-drug conjugate, experienced similar outcomes to those who received belamaf in the pivotal DREAMM-2 study. Aims: This updated analysis aimed to characterize patients, assess occurrence and management of ocular adverse events (AEs), and evaluate belamaf effectiveness in a real-world setting. Methods: This retrospective, longitudinal, observational study used data sourced from the US electronic health record-derived Flatiron Health de-identified database (01/01/2011–06/30/2022). Eligible patients had a confirmed MM diagnosis, initiated belamaf after FDA approval (08/05/2020; first administration=index date), were ≥18 years old at index, and had chart abstraction data for ocular safety and treatment effectiveness. Data on ocular AEs were reported separately for all patients and patients with ≥4 months of follow-up to allow for sufficient follow-up to evaluate incidence of ocular AEs and their mitigations. Tumor response was assessed in all patients, along with Kaplan-Meier estimates of duration of response (DoR), overall survival (OS), and progression-free survival (PFS). Results: Of the 184 patients included in the study, mean age was 68.7 years; 64% were White and 47% were female. Eastern Cooperative Oncology Group (ECOG) status was ≥2 in 28% patients, 62% had received ≥5 prior lines of therapy, and 82% were triple-class refractory. Median (IQR) follow-up was 4.1 (1.9–8.5) months. Among patients with ≥4 months of follow-up (n=94), 75% had ≥1 ocular AE, with keratopathy and blurred vision being the most frequent. Mean (SD) time to first ocular AE was 39 (34) days. Most ocular AEs were managed by therapy hold (69%; of which 73% restarted belamaf) and/or AE treatment (63%). The median dose hold due to ocular AEs was 43 days (physician-reported keratopathy: mild, 21 days; moderate/severe, 56 days). In all patients, 39 (21%) had a derived tumor response based on serum free light chain levels, (partial response: 74%, very good partial response: 51%). For all patients, the estimated median DoR was 9.1 months, PFS 4.5 months, and OS 7.9 months, while the 6-month DoR rate was 57%, PFS rate was 46%, and OS rate was 58%. Summary/Conclusion: Overall, belamaf was effective in the real world setting in heavily pre-treated patients with RRMM and with limited therapy options. The AE profile was consistent with DREAMM-2. Ocular AEs were manageable and despite their occurrence, a high percentage of patients remained on treatment, suggesting belamaf may fill an unmet need for triple-class refractory patients with RRMM. Funding: GSK (218905) This abstract was previously submitted to the American Society of Clinical Oncology (ASCO) Annual Meeting, June 2–6, 2023, and is submitted on behalf of the original authors with their permission. ©2023 American Society of Clinical Oncology, Inc. Reused with permission. All rights reserved. Figure. Ocular AE and belamaf responseKeywords: Multiple myeloma, Real world data

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)0.004
metaresearch head score (Gemma)0.008
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 score0.004
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.003
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.124
GPT teacher head0.376
Teacher spread0.252 · 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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Citations4
Published2023
Admission routes1
Has abstractyes

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