Stable warfarin dose prediction in sub‐Saharan African patients: A machine‐learning approach and external validation of a clinical dose–initiation algorithm-Reference-Cited by-同舟云学术

Stable warfarin dose prediction in sub‐Saharan African patients: A machine‐learning approach and external validation of a clinical dose–initiation algorithm

Published:2021-12-09 Issue:1 Volume:11 Page:20-29
ISSN:2163-8306
Container-title:CPT: Pharmacometrics & Systems Pharmacology
language:en
Short-container-title:CPT Pharmacom & Syst Pharma

Author:

Asiimwe Innocent G.¹^ORCID,Blockman Marc²,Cohen Karen²,Cupido Clint³⁴,Hutchinson Claire¹,Jacobson Barry⁵,Lamorde Mohammed⁶,Morgan Jennie⁷,Mouton Johannes P.²,Nakagaayi Doreen⁸^ORCID,Okello Emmy⁸,Schapkaitz Elise⁹,Sekaggya‐Wiltshire Christine⁶,Semakula Jerome R.⁶,Waitt Catriona¹⁶,Zhang Eunice J.¹,Jorgensen Andrea L.¹⁰,Pirmohamed Munir¹^ORCID

Affiliation:

1. Department of Pharmacology and Therapeutics The Wolfson Centre for Personalized Medicine Medical Research Council Centre for Drug Safety Science Institute of Systems, Molecular and Integrative Biology University of Liverpool Liverpool UK

2. Division of Clinical Pharmacology Department of Medicine University of Cape Town Cape Town South Africa

3. Victoria Hospital Internal Medicine Research Initiative Victoria Hospital Wynberg Cape Town South Africa

4. Department of Medicine University of Cape Town Cape Town South Africa

5. Department of Molecular Medicine and Haematology University of the Witwatersrand Johannesburg South Africa

6. Infectious Diseases Institute Makerere University College of Health Sciences Kampala Uganda

7. Metro District Health Services Western Cape Department of Health Cape Town South Africa

8. Uganda Heart Institute Kampala Uganda

9. Department of Molecular Medicine and Hematology Charlotte Maxeke Johannesburg Academic Hospital National Health Laboratory System Complex and University of Witwatersrand Johannesburg South Africa

10. Department of Health Data Science Institute of Population Health Sciences University of Liverpool Liverpool UK

Publisher

Wiley

Subject

Pharmacology (medical),Modeling and Simulation

Link

https://onlinelibrary.wiley.com/doi/pdf/10.1002/psp4.12740

Reference25 articles.

1. Oral anticoagulants and atrial fibrillation: A South African perspective

2. Adverse Drug Reactions Causing Admission to Medical Wards

3. Warfarin dosing algorithms: A systematic review

4. Prediction of optimal warfarin maintenance dose using advanced artificial neural networks

5. An Introduction to Statistical Learning

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