Application of Neural Networks and Other Artificial Adaptive Systems in Prediction and Data Mining of Risk Psychological Profile for CHD

Current and consolidated data suggest that cardiac rehabilitation (CR) may help reduce standard cardiac risk factors [1] in patients with coronary heart disease (CHD) by increasing functional capacity [2]. Cardiac performance in exercise training is the acknowledged endpoint of CR [3], [4].Metabolic equivalents (MET) and heart rate recovery (HRR) are measures of cardiac performance in exercise training; and, during the past two decades, they have become well-established predictors of cardiovascular and overall mortality [5]–[7].

[1]  V F Froelicher,et al.  Exercise standards for testing and training: a statement for healthcare professionals from the American Heart Association. , 2001, Circulation.

[2]  N. Frasure-smith,et al.  Depression and 18-month prognosis after myocardial infarction. , 1995, Circulation.

[3]  L. Miller,et al.  Predicting exercise training outcome from cardiac rehabilitation. , 2004, Journal of cardiopulmonary rehabilitation.

[4]  M. Whaley,et al.  Evaluation of a new standardized ramp protocol: the BSU/Bruce Ramp protocol. , 1998, Journal of cardiopulmonary rehabilitation.

[5]  Charles D. Spielberger,et al.  Anxiety: Current Trends in Theory and Research , 1972 .

[6]  J. Blumenthal,et al.  Impact of psychological factors on the pathogenesis of cardiovascular disease and implications for therapy. , 1999, Circulation.

[7]  K. Bailey,et al.  Prognostic value of treadmill exercise testing: a population-based study in Olmsted County, Minnesota. , 1998, Circulation.

[8]  M. Lauer,et al.  Heart-rate recovery immediately after exercise as a predictor of mortality. , 1999, The New England journal of medicine.

[9]  Teuvo Kohonen,et al.  Comparison of SOM Point Densities Based on Different Criteria , 1999, Neural Computation.

[10]  V. Froelicher,et al.  Comparison of the ramp versus standard exercise protocols. , 1991, Journal of the American College of Cardiology.

[11]  C. Spielberger,et al.  Manual for the State-Trait Anxiety Inventory , 1970 .

[12]  N. Frasure-smith,et al.  Reflections on Depression as a Cardiac Risk Factor , 2005, Psychosomatic medicine.

[13]  M. Antony,et al.  The relationship between miscellaneous symptoms and major symptom factors in obsessive-compulsive disorder. , 2004, Behaviour research and therapy.

[14]  Euan A Ashley,et al.  Exercise testing in clinical medicine , 2000, The Lancet.

[15]  H. Westenberg,et al.  Overview of panic and social anxiety disorders. , 2004, Journal of Clinical Psychiatry.

[16]  N. Frasure-smith,et al.  Depression following myocardial infarction. Impact on 6-month survival. , 1993, JAMA.

[17]  Eugene H Blackstone,et al.  Heart rate recovery after exercise is a predictor of mortality, independent of the angiographic severity of coronary disease. , 2003, Journal of the American College of Cardiology.

[18]  Hans J. Eysenck,et al.  Manual of the Eysenck personality questionnaire , 1975 .

[19]  L. Bellodi,et al.  Relationship between obsessive-compulsive personality disorder and obsessive-compulsive disorder. , 1997, Comprehensive psychiatry.

[20]  V. Froelicher,et al.  A randomized trial of exercise training in patients with coronary heart disease. , 1984, JAMA.

[21]  J. Marrugat,et al.  Mortality Differences between Men and Women following First Myocardial Infarction , 2022 .

[22]  R. Gatchel Comorbidity of chronic pain and mental health disorders: the biopsychosocial perspective. , 2004, The American psychologist.

[23]  J. Murgo,et al.  Effects of cardiac rehabilitation and exercise programs on exercise capacity, coronary risk factors, behavior, and quality of life in patients with coronary artery disease. , 1997, Southern medical journal.

[24]  R. Robinson,et al.  Depression following Myocardial Infarction , 1992, International journal of psychiatry in medicine.

[25]  R. Rosenman,et al.  Anxiety and the heart , 1990 .

[26]  R. Hodgson,et al.  Obsessional-compulsive complaints. , 1977, Behaviour research and therapy.

[27]  Giulio Vidotto,et al.  CBA-2.0 Scale Primarie: Manuale. Una batteria a largo spettro per l’assessment psicologico , 1986 .

[28]  P. Weissberg,et al.  Does beta adrenergic blockade influence the prognostic implications of post-myocardial infarction exercise testing? , 1988, British heart journal.

[29]  F. Harrell,et al.  Prognostic value of a treadmill exercise score in outpatients with suspected coronary artery disease. , 1991, The New England journal of medicine.

[31]  W. Linden,et al.  The psychology of men and women recovering from coronary artery bypass surgery. , 1999, Journal of cardiopulmonary rehabilitation.

[32]  M. Chesney,et al.  Depression and Survival Following Myocardial Infarction-Reply , 1994 .

[33]  Ronald A. Thisted,et al.  Exercise Capacity and the Risk of Death in Women: The St James Women Take Heart Project , 2003, Circulation.

[34]  Paulo J. G. Lisboa,et al.  A review of evidence of health benefit from artificial neural networks in medical intervention , 2002, Neural Networks.

[35]  M. Gulati,et al.  Assessment of functional capacity in clinical and research settings: a scientific statement from the American Heart Association Committee on Exercise, Rehabilitation, and Prevention of the Council on Clinical Cardiology and the Council on Cardiovascular Nursing. , 2007, Circulation.

[36]  N. Beohar,et al.  Improvement in heart rate recovery after cardiac rehabilitation. , 2003, Journal of cardiopulmonary rehabilitation.

[37]  Victor F. Froelicher,et al.  Exercise capacity and mortality among men referred for exercise testing. , 2002, The New England journal of medicine.

[38]  H. Duivenvoorden,et al.  Success and failure of exercise training after myocardial infarction: is the outcome predictable? , 1990, Journal of the American College of Cardiology.

[39]  M. Bourassa,et al.  Gender, depression, and one-year prognosis after myocardial infarction. , 1999, Psychosomatic medicine.

[40]  B. Lewis,et al.  Determinants of improvement in exercise capacity in patients undergoing cardiac rehabilitation. , 1997, Cardiology.

[41]  R. Carney,et al.  Depression as a risk factor for mortality after acute myocardial infarction. , 2003, The American journal of cardiology.

[42]  V. Froelicher,et al.  Predicting outcome in cardiac rehabilitation. , 1990, Journal of the American College of Cardiology.

[43]  V. Froelicher,et al.  Clinical and exercise test markers of prognosis in patients with stable coronary artery disease. , 1994, Current problems in cardiology.

[44]  A. Taylor,et al.  Physiological response to a short period of exercise training in patients with chronic heart failure. , 1999, Physiotherapy research international : the journal for researchers and clinicians in physical therapy.

[45]  K. Patrick,et al.  Physical Activity and Public Health: A Recommendation From the Centers for Disease Control and Prevention and the American College of Sports Medicine , 1995 .

[46]  W. White,et al.  Depression as a risk factor for mortality after coronary artery bypass surgery , 2003, The Lancet.

[47]  T. Noakes,et al.  Predictors of exercise capacity and adaptability to training in patients with coronary artery disease. , 1997, Journal of cardiopulmonary rehabilitation.

[48]  R. W. Brower,et al.  Value of predischarge data for the prediction of exercise capacity after cardiac rehabilitation in patients with recent myocardial infarction. , 1987, European heart journal.

[49]  S. Maes,et al.  Gender differences in psychosocial profile at entry into cardiac rehabilitation. , 1998, Journal of cardiopulmonary rehabilitation.

[50]  M Buscema,et al.  Artificial neural networks and complex social systems. I. Theory. , 1998, Substance use & misuse.

[51]  H. Krumholz,et al.  Long-term outcome of myocardial infarction in women and men: a population perspective. , 2000, American journal of epidemiology.

[52]  L. Wulsin,et al.  Do depressive symptoms increase the risk for the onset of coronary disease? A systematic quantitative review. , 2003, Psychosomatic medicine.

[53]  M. Jetté,et al.  Metabolic equivalents (METS) in exercise testing, exercise prescription, and evaluation of functional capacity , 1990, Clinical cardiology.

[54]  M. Bouvard,et al.  Combining Pharmacotherapy with Cognitive‐Behavioral Interventions for Obsessive‐Compulsive Disorder , 2005, Cognitive behaviour therapy.

[55]  M. Lauer,et al.  Heart rate recovery and treadmill exercise score as predictors of mortality in patients referred for exercise ECG. , 2000, JAMA.

[56]  Thomas G. Dietterich Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms , 1998, Neural Computation.

[57]  Paolo Massimo Buscema,et al.  Genetic doping algorithm (GenD): theory and applications , 2004, Expert Syst. J. Knowl. Eng..

[58]  V. Froelicher,et al.  Use of clinical data in predicting improvement in exercise capacity after cardiac rehabilitation. , 1985, Journal of the American College of Cardiology.

[59]  N. Frasure-smith,et al.  Depression and Survival Following Myocardial Infarction-Reply , 1994 .

[60]  M. Heldal,et al.  Simple clinical data are useful in predicting effect of exercise training after myocardial infarction. , 1996, European heart journal.

[61]  F. Nagle,et al.  Changes in rate-pressure product with physical training of individuals with coronary artery disease. , 1984, Physical therapy.

[62]  P. Savage,et al.  Determinants of physical functioning in coronary patients: response to cardiac rehabilitation. , 1999, Archives of internal medicine.

[63]  P. Rønnevik,et al.  Prognostic importance of predischarge exercise capacity for long-term mortality and non-fatal myocardial infarction in patients admitted for suspected acute myocardial infarction and treated with metoprolol. , 1992, European heart journal.

[64]  B. A. Mobley,et al.  Artificial neural network predictions of lengths of stay on a post-coronary care unit. , 1995, Heart & lung : the journal of critical care.

[65]  M C Limacher,et al.  Assessment of functional capacity in clinical and research applications: An advisory from the Committee on Exercise, Rehabilitation, and Prevention, Council on Clinical Cardiology, American Heart Association. , 2000, Circulation.

[66]  S. Epstein,et al.  Circulatory and symptomatic effects of physical training in patients with coronary-artery disease and angina pectoris. , 1972, The New England journal of medicine.

[67]  G. Balady,et al.  Changes in exercise capacity following cardiac rehabilitation in patients stratified according to age and gender. Results of the Massachusetts Association of Cardiovascular and Pulmonary Rehabilitation Multicenter Database. , 1996, Journal of cardiopulmonary rehabilitation.

[68]  Global risk scores and exercise testing for predicting all-cause mortality in a preventive medicine program. , 2004 .

[69]  D. Hosmer,et al.  Maximal oxygen intake and nomographic assessment of functional aerobic impairment in cardiovascular disease. , 1973, American heart journal.

[70]  N. Frasure-smith,et al.  Depression and other psychological risks following myocardial infarction. , 2003, Archives of general psychiatry.

[71]  M. Buscema A BRIEF OVERVIEW AND INTRODUCTION TO ARTIFICIAL NEURAL NETWORKS , 2002, Substance use & misuse.

[72]  Samuel B. Guze,et al.  Diagnostic and Statistical Manual of Mental Disorders, 4th ed. (DSM-IV) , 1995 .

[73]  C. Emery,et al.  Psychological predictors of adherence and outcomes among patients in cardiac rehabilitation. , 2002, Journal of cardiopulmonary rehabilitation.