MétaCan
Menu
Back to cohort
Record W4389243774 · doi:10.1182/blood-2023-178879

A Real-World Evidence Study of the Temporal Evolution in Treatment Patterns and Outcomes for Chronic Lymphocytic Leukemia

2023· article· en· W4389243774 on OpenAlexaffabout
Winson Y. Cheung, Devon J. Boyne, Tamer N. Jarada, Chantelle Carbonell, Carolyn Owen

Bibliographic record

VenueBlood · 2023
Typearticle
Languageen
FieldMedicine
TopicChronic Lymphocytic Leukemia Research
Canadian institutionsUniversity of CalgaryAlberta Health Services
Fundersnot available
KeywordsMedicineChronic lymphocytic leukemiaPopulationCohortRetrospective cohort studyAsymptomaticDiseasePediatricsInternal medicineIntensive care medicineLeukemia

Abstract

fetched live from OpenAlex

CONCLUSIONS Chronic lymphocytic leukemia (CLL) is the most common lymphoproliferative disorder in North America. Treatment of CLL is currently indicated only for patients with disease-related symptoms or organ compromise, such as cytopenias, with no evidence of survival benefit for the treatment of asymptomatic patients. Patients with CLL are not cured with conventional therapy and typically require repeated treatments over their lifetime. Median overall survival (OS) is difficult to estimate given recent advances in therapy options but is dependent upon disease features, patient characteristics, and treatment choice. Since the recent introduction of targeted therapy for CLL, there has been limited Canadian data on the evolution of management approaches in a real-world setting. Data are needed to improve the current understanding of the treatment landscape of CLL. This retrospective observational cohort study used real-world, population-level data to describe the baseline characteristics, treatment patterns, clinical outcomes, and healthcare resource use of individuals diagnosed with CLL in Alberta, Canada. The study cohort included all individuals in Alberta over 18 diagnosed with CLL between 2010-2020 and who subsequently initiated systemic therapy. Data were collected through electronic health records and administrative databases. OS was defined as the date of diagnosis to death from any cause or last known contact with the health care system. A total of 890 individuals diagnosed with CLL between 2010-2020 who initiated first-line (1L) systemic therapy were included in the analyses. The mean age at initiation of 1L therapy was 69 years, and 68% were male. Among individuals who initiated 1L therapy in 2020+, the primary form of 1L systemic therapy was ibrutinib monotherapy (IBR) (29%), followed by bendamustine plus rituximab (BR) (21%). A considerable number of individuals did not initiate subsequent lines of therapy, with a drop of approximately 40-45% between each successive line. The treatment landscape changed over time, particularly with respect to decreased use of 1L fludarabine, cyclophosphamide, and rituximab (FCR; 40% in 2010-2013 vs. 9% in 2020+) and increased use of 1L IBR (6% in 2014-2017 vs. 29% in 2020+). Individuals treated at an academic centre were more likely to receive 1L IBR than those treated at a community centre. The median duration of 1L therapy was considerably longer for patients treated with targeted therapy (IBR: 9.8 months) compared to chemoimmunotherapy (BR: 5.6 months, FCR: 5.6 months). The majority of individuals did not initiate therapy immediately after diagnosis, with a median time from diagnosis to initiation of 1L therapy of 24 months (recognizing that the population described includes only those who initiated 1L therapy such that time to first therapy would be much longer for the entire CLL population). The time to next line of therapy (from the start of each line to the start of the subsequent line) was 17 months from 1L to second-line (2L), 14 months from 2L to third-line (3L), and 12 months from 3L to fourth-line. Median OS from initiation of 1L was 104 months, 2L was 70 months, and 3L was 64 months. On average, individuals had 39 healthcare encounters within the first year of initiating 1L systemic therapy, with an average of one hospitalization, six ambulatory care encounters, 25 non-cancer practitioner encounters, and seven cancer physician visits. The mean number of healthcare encounters within the first year of front-line therapy tended to decrease over time, which may be attributable to the changing treatment landscape. These findings highlight the rapid changes in CLL therapy that have occurred over the last decade. Our results demonstrate the significantly smaller cohorts of real-world patients receiving 2L or later therapies compared to 1L and highlight declining survival with subsequent lines of therapy, and a decreasing trend of healthcare resource use over time.

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)0.006
metaresearch head score (Gemma)0.021
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 score0.670
Threshold uncertainty score0.663

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.008
Science and technology studies0.0010.001
Scholarly communication0.0020.001
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 head0.052
GPT teacher head0.355
Teacher spread0.303 · 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

Citations0
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueBloodSame topicChronic Lymphocytic Leukemia ResearchFrench-language works237,207