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Record W4405045016 · doi:10.1182/blood-2024-198393

The Burden of Transfusion Dependence on Caregivers of Patients with Lower-Risk Myelodysplastic Syndromes in North America and Europe

2024· article· en· W4405045016 on OpenAlexaboutno aff
María Díez‐Campelo, Sophie Park, Tracey Iraca, Mrudula B. Glassberg, Marc DeCongelio, Alison Bulkley, Abisola Olopoenia, Jennifer Lord‐Bessen, Grace Skiles, Katie Aguinaga, Neelanzana Paudel, Oliver Will, Dimana Miteva, Christina Hughes, Ahmed Hnoosh, Aylin Yücel

Bibliographic record

VenueBlood · 2024
Typearticle
Languageen
FieldMedicine
TopicAcute Myeloid Leukemia Research
Canadian institutionsnot available
Fundersnot available
KeywordsMyelodysplastic syndromesMedicineBlood transfusionHematologic NeoplasmsInternational Prognostic Scoring SystemIntensive care medicineInternal medicinePediatricsCancerBone marrow

Abstract

fetched live from OpenAlex

Introduction: Patients with lower-risk myelodysplastic syndromes (LR-MDS) who are dependent on red blood cell transfusions (RBCTs) often face substantial disruptions to their time and daily lives due to the frequent demands of their long-term disease and its treatment. However, the burden of transfusion dependence (TD) on the caregivers of patients with LR-MDS has not been well characterized. Methods: This was a cross-sectional survey assessing the burden of RBCTs on caregivers of TD patients with LR-MDS in the USA, Canada, Germany, France, Spain, and Italy (August 2023-January 2024). Surveys were developed based on input from patient advocates, clinical experts, published literature, and exploratory interviews. Eligible participants were caregivers of patients ≥ 18 years of age with a diagnosis of LR-MDS and ≥ 2 RBCTs in the previous 4 months. The MDS Foundation (USA only) and a contract research organization recruited convenience samples of patients and their caregivers in each country. All participants provided informed consent. Results: A total of 120 caregivers completed the surveys (Canada, n = 31 [26%]; Italy, n = 30 [25%]; Germany, n = 29 [24%]; France, n = 16 [13%]; USA, n = 10 [8%]; Spain, n = 4 [3%]). The mean age was 55 years, 60% were women, and all were the primary or co-primary caregiver for their person with LR-MDS (patient mean age, 69 years). Almost half (48%) of caregivers were spouses/partners of their person with LR-MDS and 70% lived with the patient. Caregivers reported their person with LR-MDS had a mean of 6.3 RBCT visits in the previous 4 months (median, 6.0; equating to an annual mean of 18.9 and median of 18.0 RBCT visits). Caregivers reported that their lives were impacted somewhat, quite a bit, or a lot in terms of their ability to perform daily activities (61%), physical health (52%), emotional health (77%), and social life (82%). Most caregivers reported reduced time with family/friends (63%) and social events (75%) due to caregiving (sometimes, often, or always), as well as feeling stressed about caregiving responsibilities (69%). Nearly all caregivers (84%) reported providing emotional support for their person with LR-MDS and worrying about their person's future health (91%) and life expectancy (90%). Caregivers noted that RBCTs take too much time from their person's life (82%); they worried both about the patient possibly needing more RBCTs in the future (80%), and about blood shortages (64%). The most common MDS-related assistance reported by caregivers was medical appointment transportation (92%), household duties (84%), scheduling appointments (79%), and picking up medications (78%). In the previous 6 months, caregivers reported accompanying their person with MDS, on average, 4.8 times for RBCT visits, 5.7 times for lab tests, and 5.9 times for healthcare provider visits in addition to RBCT visits, equating to approximately 2.7 transfusion and lab visits per month. In addition to RBCT visits, caregivers spent a mean of 93.3 hours/month helping their person with LR-MDS. These included LR-MDS-related administrative tasks including assistance with personal hygiene, RBCT-related travel, getting insurance verification, managing billing issues, and scheduling appointments. Nearly half (45%) of caregivers were employed full-time (n = 38, 32%) or part-time (n = 16, 13%). More than half of employed caregivers (56%, n = 30) missed ≥ 1 workday in the previous 3 months and 25% feared they would have to retire early due to caregiving. Overall work productivity for employed caregivers was impaired by a mean of 38% (a composite of working time, absenteeism, and presenteeism), with 8% of work time missed (absenteeism) and 35% of work performance impaired (presenteeism). Caregivers reported overall activity impairment of 51%. Conclusions: Overall, caregivers of TD patients with LR-MDS reported a negative impact of MDS and RBCT on their time, employment, and well-being. These findings emphasize the downstream impact that effective, less burdensome treatment regimens may have on the people in the lives of patients with LR-MDS in addition to the patients themselves.

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)0.003
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 score0.090
Threshold uncertainty score0.180

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
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 head0.006
GPT teacher head0.222
Teacher spread0.216 · 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
Published2024
Admission routes1
Has abstractyes

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