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Development of Second Primary Malignancies in Multiple Myeloma Patients Treated with Lenalidomide: An Alberta Perspective

2016· article· en· W2608522660 on OpenAlexaffabout
Katherine Fung, Peter Duggan, Carole Chambers, Patrick Yau, Deonne Dersch‐Mills, Frances Cusano, Nizar J. Bahlis, Sunita Ghosh

Bibliographic record

VenueBlood · 2016
Typearticle
Languageen
FieldMedicine
TopicMultiple Myeloma Research and Treatments
Canadian institutionsAlberta Children's HospitalUniversity of AlbertaUniversity of CalgaryAlberta Health Services
Fundersnot available
KeywordsLenalidomideMultiple myelomaMedicineInternal medicineOncologyThalidomideCancerTransplantation

Abstract

fetched live from OpenAlex

Abstract Background: Use of immunomodulatory agents such as lenalidomide have increased overall survival rates in multiple myeloma patients, but has been linked to increased development of second primary malignancies (SPM). The estimated incidence of SPM in multiple myeloma patients treated with lenalidomide ranges from 2.3- 7.2% in the literature. Objectives: The primary objective of this study was to identify the proportion of patients in Alberta who used lenalidomide to treat multiple myeloma and developed a SPM. Secondary objectives were to evaluate the types of SPM that occurred, examine duration of lenalidomide therapy, evaluate the impact of exposure to other immunomodulatory agents, alkylating agents, radiation therapy and stem cell transplant on the development of SPM, and compare overall survival between patients with and without a SPM. Methods: A retrospective chart review was conducted using the electronic medical record system ARIA Medical Oncology, the Alberta Cancer Registry, and the pharmacy dispensing system BDM Pharmacy from January 1, 2008 to June 30, 2015. Patients were eligible to be included if they received at least one dose of lenalidomide for multiple myeloma during the study timeframe and were ≥ 18 years of age. In addition to patient demographics, data collected included date and cause of death, cancer diagnoses prior to multiple myeloma, diagnosis of SPM, duration of lenalidomide therapy, and treatment with other immunomodulatory agents, alkylating agents, radiation therapy and stem cell transplantation. Non-invasive malignancies, such as squamous cell and basal cell carcinoma were excluded from the primary outcome. Results: A total of 777 charts were reviewed, of which 768 patients were included. The average age at diagnosis was 63.7 years (33 - 89 years), and 59.8% were male. Mean duration of follow up from the start of lenalidomide therapy was 27 months (1 -144 months). The average number of lenalidomide cycles received was 19 (1 - 121 cycles). There were 41 SPM, including 30 solid tumours and 11 hematological SPM, that developed in 35 lenalidomide treated patients resulting in an occurrence rate of 5.3%. Five patients developed more than one SPM, with one patient found to have as many as three different SPM. No difference was identified in the rate of SPM in patients who received alkylating agents, other immunomodulatory agents or radiation therapy. Patients who developed a SPM received treatment for a longer duration (26.5 vs. 19 mean cycles, p= 0.021) and were less likely to have had a stem cell transplant (34.3% vs. 52.3%, p=0.038). Prior to the diagnosis of myeloma, 127 malignancies had been diagnosed in 107 patients, and was similar between the two groups (22.9% vs. 13.5%, p=0.086). There was no difference found in overall survival between those patients with a SPM and those without (96.9 vs. 95.0 mean months, p=0.872). Conclusions: In this population-based study, rates of SPM identified in Alberta were similar to rates reported in the literature and overall patient survival was not found to differ between patients who developed a SPM and those who did not. Patients that developed a SPM received more cycles of lenalidomide and were less likely to have had stem cell transplant. There appeared to be higher rates of SPM in those patients who had a malignancy diagnosed prior to the development of multiple myeloma, but the difference was not statistically significant. Further research is needed to investigate the correlation between the development of a SPM and the number of malignancies found prior to being diagnosed with multiple myeloma. Disclosures No relevant conflicts of interest to declare.

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 score0.202
Threshold uncertainty score0.407

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.019
GPT teacher head0.253
Teacher spread0.234 · 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
Published2016
Admission routes2
Has abstractyes

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