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Record W3097041936 · doi:10.1182/blood-2020-133369

Symptom Burden in Transplant Ineligible Patients with Newly Diagnosed Multiple Myeloma: A Population-Based Study of Patient-Reported Outcomes

2020· article· en· W3097041936 on OpenAlexaffabout
Hira Mian, Gregory R. Pond, Branavan Sivapathasundaram, Tanya M. Wildes, Jonathan Sussman, Hsien Seow

Bibliographic record

VenueBlood · 2020
Typearticle
Languageen
FieldMedicine
TopicMultiple Myeloma Research and Treatments
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMedicinePopulationNauseaDepression (economics)Multiple myelomaAnxietyDiseaseDisease burdenPediatricsIntensive care medicineEmergency medicineInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

Introduction Multiple myeloma (MM) is an incurable malignant plasma cell disease with a median age at diagnosis of 70 years, making it a disease of older patients. Although there has been much progress made in the therapeutics of MM, there is a paucity of data with regards to the symptoms experienced by these patients. Patient reported outcomes (PROS) represent an opportunity to both understand the magnitude as well as the temporal trend of this symptom burden. In 2007, routine prospective collection of patient-reported Edmonton Symptoms Assessment System (ESAS) scores during all outpatient cancer clinic visits was initiated in Ontario, Canada. The ESAS is a validated and reliable tool that assesses the severity of nine common symptoms: well-being, pain, tiredness, anxiety, depression, drowsiness, lack of appetite, nausea and shortness of breath. The study of longitudinal data from an administrative data base provides a unique opportunity to understand the symptom burden experienced by MM patients in the 'real-world' at a population level. Methods We conducted a retrospective population-based study using administrative data from the Institute of Clinical Evaluative Sciences (ICES), which maintains a central database of health records for all patients in the publicly funded health care system for the province of Ontario, Canada. All patients with newly diagnosed multiple identified using the ICD-O-3 code 9732 (Multiple Myeloma), who received treatment, but no transplant in the first year, between the years Jan 2007-Dec 2018, were identified. The main outcome of interest was an ESAS score of ≥4 which has been shown to represent clinically significant moderate to severe symptom burden, within the first 12 months following MM diagnosis. Logistic regression was used to assess the association between baseline factors identified a priori and moderate to severe symptoms for each domain. Results A total of 4611 transplant ineligible patients with newly diagnosed myeloma were identified between the years 2007-2018. Of these, 2876 (62.3%) with at least one ESAS score following diagnosis were included in this analysis. This represented 27,701 unique ESAS assessments recorded during the first year, which were used to form the cohort. Baseline characteristics for transplant ineligible patients with one or more ESAS are shown in Table I. Trajectory for moderate to severe symptoms in each month following diagnosis is shown in Figure 1. A high proportion of the cohort reported moderate to severe symptoms at diagnosis, with tiredness (64%) and impaired well-being (60%) being among the most prevalent and nausea being the least prevalent (13%). Most symptoms decreased over the first year, with the largest decline happening in the first 3 months. One year following diagnosis, there continued to be a substantial burden of symptoms, with over 25% of the cohort reporting at least one or more of the following moderate-severe symptoms: tiredness, pain, impaired well-being, drowsiness or loss of appetite. Self-reported depression rates marginally decreased over time; however, at the end of one year, 18% of cohort still reported moderate to severe depression. On multivariable analysis, younger age, female sex, urban geographic location, poor socioeconomic status, an earlier diagnosis year, myeloma defining end-organ damage and non-teaching hospital were associated with a higher odds of reporting moderate to severe symptoms. Conclusion Our results demonstrate that there is considerable symptom burden during the first year following MM diagnosis, with tiredness, impaired well-being and pain being the most common. Although symptoms improve over time, a significant proportion of patients continue to experience moderate to severe symptoms one-year post diagnosis. This study represents the largest population-based cohort study done to date in symptom burden among patients with MM. Future studies aimed at targeted intervention are needed early in the disease course in order to alleviate symptoms burden for at-risk patient groups. Disclosures Mian: Takeda: Consultancy, Honoraria; Celgene: Consultancy; Janssen: Consultancy, Honoraria; Amgen: Consultancy, Honoraria; Sanofi: Consultancy. Pond:Roche Canada: Other; Astra Zeneca: Consultancy; Takeda: Honoraria. Wildes:Janssen: Research Funding; Seattle Genetics: Consultancy; Carevive Systems: Consultancy.

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 score0.057
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
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 head0.017
GPT teacher head0.265
Teacher spread0.248 · 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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Citations2
Published2020
Admission routes2
Has abstractyes

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