MétaCan
Menu
← Back to cohort
Record W2966611796 · doi:10.1182/blood-2018-99-111377

Predictors of Hydroxyurea Use in Children with Sickle Cell Disease

2018· article· en· W2966611796 on OpenAlexaffabout
Chisom Ifeoma Adaeze Okwor, Robert J. Klaassen, Mary‐Ann Harrison, Ken Tang, Isabelle Laforest, Brooke Bowerman, Ewurabena Simpson

Bibliographic record

VenueBlood · 2018
Typearticle
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsChildren's Hospital of Eastern OntarioUniversity of Ottawa
Fundersnot available
KeywordsMedicineHydroxycarbamideSickle cell anemiaAcute chest syndromeAnemiaPediatricsHemoglobinopathyFetal hemoglobinThalassemiaMedical prescriptionDiseaseInternal medicinePharmacologyPregnancy

Abstract

fetched live from OpenAlex

Abstract Background: Since hydroxyurea emerged as an effective therapy for sickle cell disease (SCD), there have been numerous studies that have demonstrated its safety and efficacy in children and adults with SCD. In their 2014 guidelines, the NHLBI recommended that hydroxyurea treatment should be offered to all infants and children with sickle cell anemia (HbSS and HbS/beta0 thalassemia) starting at 9 months of age. However, hydroxyurea is underused among children and adolescents with SCD and to date, there have been no studies that have identified the specific determinants that may predict hydroxyurea adherence in these patients. Objectives: 1. To identify predictors of hydroxyurea adherence in children with SCD. 2. To measure the rate of hydroxyurea use among CHEO patients with SCD who were born between January 1, 2003 and December 31, 2015; and 3. To compare the rates of SCD-related complications between patients who were not prescribed hydroxyurea, patients who were adherent to hydroxyurea and patients who were not adherent to hydroxyurea Methods: We extracted medical chart data to identify patients with SCD who were born between January 1, 2003 and December 31, 2015. Patients were classified as either "Not prescribed hydroxyurea" or "Prescribed hydroxyurea" based on clinical documentation and the presence of at least one hydroxyurea outpatient prescription. For those patients who were prescribed hydroxyurea, hematological indices were collected and analyzed over time to estimate adherence to hydroxyurea. To measure the adherence of children prescribed hydroxyurea, we examined the trends in the patient's hematological indices after their first prescription of hydroxyurea. Adherence was defined as increased hematological indices (from baseline) by greater than or equal to any 2 of the following: Mean corpuscular volume (MCV) by 10 fL; Hemoglobin levels (g/L) by 10 g/L and/or %HbF (fetal hemoglobin) by 10%. We measured the frequency of disease-related complications among CHEO patients with SCD according to their use of hydroxyurea and used multivariate analyses to evaluate immigration status, newborn screening status, SCD subtype, SCD complications, income, age and sex as predictors for hydroxyurea adherence. Results: Children with HbSS were more likely to have been prescribed hydroxyurea compared to children with HbSC (87.8% vs. 9.5%). Canadian citizenship, newborn hemoglobinopathy screening and lower familial income were associated with better hydroxyurea adherence (Table 1). Although the association was not statistically significant, patients were more likely to be prescribed hydroxyurea if they were from a lower income background (61.9% for lowest and second lowest quartiles vs. 38.1% for third and highest quintiles). Patients were also more likely to adhere to hydroxyurea if they did not have private medical insurance for hydroxyurea coverage (Table 1). Finally, hydroxyurea adherence was associated with reduced rates of health care utilization and SCD-related complications (Table 2). Conclusions: In line with previous studies of hydroxyurea for the treatment of SCD, patients who were adherent to hydroxyurea had fewer complications compared to those patients who were either non-adherent to or not prescribed hydroxyurea. Similarly, patients had fewer complications after being prescribed hydroxyurea compared to before they started hydroxyurea with a reduction in the rate of ED visits, acute chest syndromes, complications, transfusions and hospitalizations. Patients from non-immigrant families, patients who were identified through newborn hemoglobinopathy screening and patients from lower income families were more likely to be adherent to hydroxyurea. Although the results of this study were limited by its small sample size, further studies will clarify these determinants of hydroxyurea adherence among SCD patients and enable clinicians to improve hydroxyurea adherence for SCD patients. Disclosures Klaassen: Shire: Consultancy; Novartis: Research Funding; Hoffman-La Roche: Consultancy; Amgen Inc.: Membership on an entity's Board of Directors or advisory committees; Octapharma AG: Consultancy, Honoraria; Agios Pharmaceuticals Inc.: Consultancy; Cangene: Research Funding.

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 score0.017
Threshold uncertainty score0.033

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.004
GPT teacher head0.192
Teacher spread0.188 · 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
Published2018
Admission routes2
Has abstractyes

Explore more

Same venueBlood→Same topicHemoglobinopathies and Related Disorders→French-language works237,207→