Literature DB >> 16004852

Fuzzy logic and continuous cellular automata in warfarin dosing of stroke patients.

Cathy M Helgason1, Thomas H Jobe.   

Abstract

"Evidence-based" recommendations for warfarin prescription in patients with history of ischemic stroke limit its use to prevention of stroke due to atrial fibrillation. Warfarin is also prescribed by the authors to prevent thrombosis in stroke patients with thrombophilia and potential cardiac or arterial source for thromboembolism. These potential conditions, in the face of thrombophilia, include, but may not be limited to, dilated cardiomyopathy, decreased left ventricular function, atrial septal aneurysm with or without patent foramen ovale (PFO), PFO with evidence of pelvic or lower extremity deep venous thrombosis or with clear thrombophilia, spontaneous echocardiographic contrast, intracardiac or intra-arterial thrombus, intra-aortic arch thrombus, high degree of stenosis of large- and medium-sized cerebrovascular arteries, and arterial dissection. Commonly diagnosed thrombophilic states in our population currently include protein S or C deficiency, antiphospholipid antibodies, and less commonly ATIII deficiency, factor V Leiden mutation, G20210A PT mutation, and plasminogen activator inhibitor-1 mutation. Thrombophilic states often occur in combination. The occurrence of combined arterial, cardiac, and thrombophilic sources of thromboembolism poignantly describes the complexity of causation of ischemic stroke in any one patient. Our practice of treating the complex interaction of thromboembolic sources is based on scientific evidence, which is not arbitrarily limited to probability-based statistics. Warfarin is well known in the clinical setting to interact with many different contextual factors of the individual patient, making its dosing and response unique to that patient. We have shown why the indications for warfarin use and its dosing cannot be directly extrapolated to the individual patient from the results of large, double-blind, randomized trials. In practice, the unique patient and his or her context must be considered by the expert physician who makes the therapeutic decision. The context includes, but is not limited to, known pathologies that contribute to thrombus formation according to the accepted pathophysiologic model of thrombosis based on Virchow's triad of altered flow, endothelium, and blood components.

Entities:  

Year:  2005        PMID: 16004852     DOI: 10.1007/s11936-005-0049-4

Source DB:  PubMed          Journal:  Curr Treat Options Cardiovasc Med        ISSN: 1092-8464


  5 in total

1.  Statistical versus fuzzy measures of variable interaction in patients with stroke.

Authors:  C M Helgason; D S Malik; S C Cheng; T H Jobe; J N Mordeson
Journal:  Neuroepidemiology       Date:  2001-05       Impact factor: 3.282

Review 2.  Parachute use to prevent death and major trauma related to gravitational challenge: systematic review of randomised controlled trials.

Authors:  Gordon C S Smith; Jill P Pell
Journal:  BMJ       Date:  2003-12-20

Review 3.  Fuzzy logic and causal reasoning with an 'n' of 1 for diagnosis and treatment of the stroke patient.

Authors:  Cathy M Helgason; Thomas H Jobe
Journal:  Expert Rev Neurother       Date:  2004-03       Impact factor: 4.618

Review 4.  The application of fuzzy logic to the prescription of antithrombotic agents in the elderly.

Authors:  Cathy M Helgason
Journal:  Drugs Aging       Date:  2004       Impact factor: 3.923

5.  Measurable differences between sequential and parallel diagnostic decision processes for determining stroke subtype: a representation of interacting pathologies.

Authors:  Cathy M Helgason; Fred A Watkins; Thomas H Jobe
Journal:  Thromb Haemost       Date:  2002-08       Impact factor: 5.249

  5 in total
  6 in total

1.  Practice guidelines and clinical risk assessment models: is it time to reform?

Authors:  Nariman Sepehrvand; Firouz Ghaderi Pakdel; Mohammad Hosein Rahimi-Rad; Babak Moosavi-Toomatari; Shahrzad Bazargan-Hejazi
Journal:  BMC Med Inform Decis Mak       Date:  2011-10-18       Impact factor: 2.796

2.  Medical concepts related to individual risk are better explained with "plausibility" rather than "probability".

Authors:  Enzo Grossi
Journal:  BMC Cardiovasc Disord       Date:  2005-09-27       Impact factor: 2.298

3.  Fuzzy logic: A "simple" solution for complexities in neurosciences?

Authors:  Saniya Siraj Godil; Muhammad Shahzad Shamim; Syed Ather Enam; Uvais Qidwai
Journal:  Surg Neurol Int       Date:  2011-02-26

4.  How artificial intelligence tools can be used to assess individual patient risk in cardiovascular disease: problems with the current methods.

Authors:  Enzo Grossi
Journal:  BMC Cardiovasc Disord       Date:  2006-05-03       Impact factor: 2.298

5.  EC-IC bypass: the failure of a clinical trial? Applicability to PFO closure trials.

Authors:  Nancy Futrell
Journal:  Curr Treat Options Cardiovasc Med       Date:  2007-06

6.  Measurable prediction for the single patient and the results of large double blind controlled randomized trials.

Authors:  Cathy M Helgason; Thomas H Jobe
Journal:  PLoS One       Date:  2008-04-02       Impact factor: 3.240

  6 in total

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