MétaCan
Menu
Back to cohort
Record W4400643471 · doi:10.1016/j.clml.2024.07.007

Pomalidomide Use and Kidney Outcomes in Patients With Relapsed/Refractory Multiple Myeloma and Chronic Kidney Disease: A Real-World, Population-Based Cohort Study

2024· article· en· W4400643471 on OpenAlexafffundabout
Alejandro Meraz-Muñoz, Hira Mian, David H. Kirkwood, Nivethika Jeyakumar, Arleigh McCurdy, Navdeep Tangri, Refik Saskin, Nelson Leung, Ron Wald, Abhijat Kitchlu

Bibliographic record

VenueClinical Lymphoma Myeloma & Leukemia · 2024
Typearticle
Languageen
FieldMedicine
TopicMultiple Myeloma Research and Treatments
Canadian institutionsUniversity Health NetworkUniversity of TorontoSt. Michael's HospitalSeven Oaks General HospitalUniversity of ManitobaOttawa HospitalMcMaster UniversitySt. Boniface Hospital
FundersOntario Ministry of Health and Long-Term CareGovernment of OntarioAmgen
KeywordsPomalidomideMedicineInternal medicineKidney diseaseCohortRenal functionMultiple myelomaPopulationOncologyLenalidomideEnvironmental health

Abstract

fetched live from OpenAlex

BACKGROUND: Pomalidomide-based regimens are the cornerstone of treatment for relapsed/refractory MM (RRMM). Despite the high incidence of chronic kidney disease (CKD) in RRMM, individuals with advanced CKD have been excluded from phase II/III RCTs, creating a gap in our understanding of the effects of pomalidomide use in patients with RRMM complicated with advanced CKD. We undertook a cohort to study to understand the efficacy safety of pomalidomide-based regimens among patients with CKD using real-world data. METHODS: Population-based, cohort study of patients ≥ 18 years with RRMM treated with pomalidomide in Ontario, Canada. Primary outcome was all-cause mortality. Secondary outcomes were time-to-major adverse kidney events (MAKE), time-to-next treatment, kidney response and safety. RESULTS: ). Mean age was 70.2 years, 43.3% were women. Patients with advanced CKD had a higher risk of all-cause mortality compared to the preserved kidney function group (aHR 1.37, 95% CI 1.06, 1.78). MAKE was higher in advanced CKD (aHR 1.70, 95% CI 1.03, 2.35). Kidney response was similar between moderate and severe CKD groups (aOR 1.04, 95%, CI 0.56-1.90). Safety outcomes were similar between groups. CONCLUSIONS: Patients with advanced CKD and RRMM on pomalidomide-based regimens exhibited reduced survival and a higher risk for MAKE. However, the probability of experiencing some degree of kidney recovery is 50% in both moderate and severe CKD, with comparable safety outcomes.

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 score0.246
Threshold uncertainty score0.489

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
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 head0.024
GPT teacher head0.326
Teacher spread0.302 · 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

Citations2
Published2024
Admission routes3
Has abstractyes

Explore more

Same venueClinical Lymphoma Myeloma & LeukemiaSame topicMultiple Myeloma Research and TreatmentsFrench-language works237,207