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Record W3211456396 · doi:10.1182/blood-2021-147813

Pharmacist Integration into the Hemophilia Treatment Centre: A Canadian Pilot Project to Optimize Treatment and Improve Cost-Savings Using Pharmacokinetic Assessments of Hemophilia Patients

2021· article· en· W3211456396 on OpenAlexaffabout
Nisha Varughese, Alex Wong, Robert J. Klaassen, Elaine Leung, Kathryn E. Webert, Sylvain Grenier, Sarah Jennings, Utsav Patel, C Jones, Simmi Sidhu, Régis Vaillancourt

Bibliographic record

VenueBlood · 2021
Typearticle
Languageen
FieldMedicine
TopicHemophilia Treatment and Research
Canadian institutionsCanadian Blood ServicesUniversity of OttawaChildren's Hospital of Eastern Ontario
Fundersnot available
KeywordsMedicinePharmacistFormularyContext (archaeology)Health careIntensive care medicinePharmacyFamily medicine

Abstract

fetched live from OpenAlex

Abstract Context Prophylactic treatment with coagulation factors in patients with hemophilia A and B is associated with significant costs to the health care system. Whether recombinant or plasma-derived therapies, factors are expensive products that follow complicated pharmacokinetic (PK) trajectories and are subject to tremendous inter-individual variation, making their efficient use challenging. Effective management of these products therefore requires tailoring treatment to the patient. To do so, it is essential to systematically assess and interpret the PK profiles of patients. A dedicated pharmacist could greatly assist this process by standardizing the approach and assisting with interpretation. In Canada, pharmacists are not currently part of the comprehensive care team for the hemophilia population. Aim The purpose of this pilot project was to determine whether employment of a pharmacist as part of the Hemophilia Treatment Centre (HTC) would be an effective strategy to reduce costs associated with clotting factor prophylaxis regimens and identify the pharmacist's activities associated with this new role. Methods This project occurred at the Children's Hospital of Eastern Ontario (CHEO), Ottawa, Canada, a tertiary pediatric hospital serving 500,000 children and youth. A cost-minimization analysis was conducted to compare the pre-intervention strategy, current model of care without pharmacist involvement, to the post-intervention strategy, model of care that included a pharmacist in the HTC. The analysis was performed from the perspective of the formulary manager, Canadian Blood Services, with a 1-year time horizon. The pharmacist was assigned for the period of 1-year including a 3-month phase-in period during which no interventions were done by the pharmacist, followed by 9 months of specific action on optimization protocols with the goal of achieving cost savings while maintaining best patient care. McMaster's Web-Accessible Population Pharmacokinetic Service (WAPPS-Hemo), which generates PK profiles, served as the basis for therapeutic optimizations. CHEO patients with moderate to severe hemophilia A or B or von Willebrand disease (vWD) receiving prophylactic treatment with recombinant or plasma-derived clotting factor were eligible for a pharmacist assessment. Results The pharmacist performed 18 therapeutic optimizations on 14 patients with moderate to severe hemophilia A or B, and 1 von Willebrand patient, aged 3 to 18 years old. As a result of the pharmacist's intervention (Table 1), clotting factor treatment costs for these patients extrapolated over one year were reduced by 20.5%. This represents a net savings of $225K CAD/year, or $12.5K CAD/optimization/year. The pharmacist not only conducted the PK analyses but also participated in clinics, performed administrative activities, developed practice improvement policies and trained staff (Figure 1). Clinic attendance activities included discussions with families, education on new product administration, and discussions with the multidisciplinary team. Administrative activities consisted of organizing appropriate switch days, coordinating laboratory tests and timing of PK assessments, ensuring entire supply consumption, adverse event reporting and inventory management support. Additionally, a sub-analysis showed that the pharmacist's interventions did not worsen annual bleed rates (ABR). In most cases, the ABRs were improved after their therapy was optimized using pharmacokinetics. Conclusion Substitution of clotting factor products and reduction of doses undertaken by the pharmacist resulted in significant savings. To date, no increase in bleeding frequencies have been observed in patients with optimized therapy, suggesting that patient outcomes are maintained. Thus, our project demonstrated that the addition of a pharmacist to the HTC to manage recombinant and plasma-derived coagulation factors can optimise the treatment plan and significantly reduce the costs of managing patients with hemophilia. Following the success of this pilot project, Canadian Blood Services will provide additional funding to extend the project and expand its scope to include adult hemophilia patients. If the findings in this project continue to be demonstrated, this will be used as a case study to expand to all HTC across Canada. Figure 1 Figure 1. Disclosures Klaassen: Agios Pharmaceuticals: Consultancy; Amgen: Membership on an entity's Board of Directors or advisory committees; Hoffman-La Roche: Consultancy; Novo Nordisk: Consultancy; Octapharma AG: Consultancy; Sanofi: Consultancy; Takeda: 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)0.008
metaresearch head score (Gemma)0.010
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 score0.097
Threshold uncertainty score0.501

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.010
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0040.001
Scholarly communication0.0020.001
Open science0.0020.002
Research integrity0.0010.001
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 head0.059
GPT teacher head0.367
Teacher spread0.308 · 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
Published2021
Admission routes2
Has abstractyes

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