Development of an Expert System for Recommendation on Warfarin Dosing Adjustment Guideline in Patient for Pharmacist: A Pilot Study Using CLIPS Language

Main Article Content

Lawan Sratthaphut

Abstract

Warfarin is widely used as an oral anticoagulant in coumarin group. However, the narrow of therapeutic index and high risk of bleeding effect are some reasons for increased interest in warfarin dosing management. The aim of this research is to study an application of CLIPS language in development a prototype expert system for pharmacist used to make the decision in recommendation on warfarin dosing adjustment guideline in patients beginning warfarin therapy and patients with INRs above the therapeutic range. Methods: The required knowledge has been acquired through reviewing the literature in the related fi elds and guideline as well as interviewing an expertise pharmacist. Then, the acquired knowledge has been converted into the CLIPS syntax. Results: The evaluation of the expert system has been carried out by using 18 simulated test cases which have been validated by two expertise pharmacists and then comparing the results obtained from the system with those obtained from the experts. The result of the evaluation has been shown all case (100%) correctly. Furthermore, positive feedback has been given from the fi ve pharmacists. Conclusion: The inference engine of the developed system is accurate and the overall satisfactions have been good. However, this research is a pilot study. Therefore, the proposed system should be improved to be more complete and should be tested in a wider group of user to ensure a reliable conclusion anyway.

Article Details

Section
Pharmaceutical Practice
Author Biography

Lawan Sratthaphut, Faculty of Pharmacy,Silpakorn University

Department of Health-Related Informatics

References

Ansell J, Hirsh J, Hylek E, Jacobson A, Crowther M, Palareti G. Pharmacology and Management of the Vitamin K Antagonists: American College of Chest Physicians Evidence-Based Clinical Practice Guidelines (8th Edition). Chest 2008; 133(6 Suppl): 160s-198s.

Armstrong LL, Goldman MP, Lance LL. Drug information handbook with international trade names index. 20th ed. Ohio: Lexi-Comp; 2011. 1632.

Bahrami A, Roozitalab N, Jafari S, Bahrami A. An expert system for diagnosing dilated cardiomyopathy. Int J Eng Sci Inv 2014; 3(3): 38-42.

Boddy C. Pharmacist involvement with warfarin dosing for inpatients. Pharm World Sci 2001; 23(1): 31-34.

Chalortham N, Leesawat P, Buranarach M, Supnithi T. Expert system for generic name drug in tablet dosage form. NECTEC Annual Conference & Exhibitions 2009, 2009 Sept 23-25; Pathumthani, Thailand.

Durkin J. Application of expert systems in the sciences. Ohio J Sci 1990; 90(5): 171-179.

Giarratano JC. CLIPS User’s Guide [Online]. 2007 [cited Dec. 5, 2010]. Available from: https://clipsrules.sourceforge.net/documentation/v630/ug.pdf

Grabowski M, Filipiak KJ, Rudowski R, Opolski G. Project of an expert system supporting risk stratifi cation and therapeutic decision making in acute coronary syndromes. Pol J Pathol 2003; 54(3): 205-208.

Hirsh J, Fuster V, Ansell J, Halperin JL. American heart association / American collegde of cardiology foundation guide to warfarin therapy. J Am Coll Cardiol 2003; 41(9): 1633-1652.

Jackevicius C. Quality improvement initiative for pharmacist-assisted warfarin dosing: implementation and evaluation of a new protocol. Can J Hosp Pharm 2002; 55: 105-113.

Joseph CG, Riley GD. Expert systems: Principles and programming. 4th ed. Boston: Thomson course technology; 2005. 5-21.

Kanokhong S, Somsa-ard P, Hirunpanich V, Sa-ngasri P. Outcome of pharmaceutical care by counseling aid for outpatient with heart operation and receiving warfarin at Queen Sirikit Heart Center of the Northeast Khon Kaen University. Isan J Pharm Sci 2009; 5(1): 25-33.

Karagiannis St, Dounis AI, Chalastras T, Tiropanis P, Papachristos D. Design of expert system for search allergy and selection of skin tests using CLIPS. Int J Inform Technol 2006; 3(2): 74-77.

Klein TE, Altman RB, Eriksson N, et al. Estimation of the warfarin dose with clinical and pharmacogenetic data. N Engl J Med 2009; 360: 753-764.

Ramadan M, Al-Saleh K. Development of an expert system for reducing medical errors. Int J Soft Eng App 2013; 4(6): 29-38.

Samy S, Nasser A, A.Ola AZ. An expert system for diagnosing eye diseases using CLIPS. J Theo Appl Inform Technol 2008; 923-930.

The Heart Association of Thailand, Clinical practice guidelines for the treatment of patients with oral anticoagulant [Online]. 2010 [cited May 5, 2011]. Available from:https://www.thaiheart.org/images/column_1292154183/warfarin_Guideline.pdf