Fuzzy ARTMAP and a hybrid chaos genetic algorithm for medical pattern classification

In this paper, an Evolutionary Artificial Neural Network (EANN), which combines the Fuzzy ARTMAP (FAM) neural network and a hybrid Chaos Genetic Algorithm (CGA), is proposed for undertaking pattern classification tasks. The hybrid CGA is a modified version of the hybrid real-coded genetic algorithms that includes a Chaotic Mapping Operator (CMO) in its search and adaptation process. It is used to evolve the connection weights in FAM, and the resulting EANN is known as FAM-hybrid CGA. The CMO in the hybrid CGA is used to generate a group of chromosomes that incorporates the characteristics of chaos. The chromosomes are then adapted with an arbitrary small amount of variation in every generation. As the evolution procedure proceeds, chromosomes with considerable differences are produced. Such chromosomes, which are located at different regions of interest in the solution space, are able to provide good solutions to undertake search and adaption problems. The effectiveness of the proposed FAM-hybrid CGA model is first evaluated using benchmark medical data sets from the UCI machine learning repository. Its applicability to medical decision support is then demonstrated using a real database of patient records with suspected Acute Coronary Syndrome. The results indicate that FAM-hybrid CGA is able to outperform its neural network counterpart (i.e., FAM), and it can be employed as a useful pattern classification tool for tackling medical decision support tasks.

Cardiovascular alterations and management

This chapter reviews the support of cardiovascular function in the face of
many compromises to the system. It focuses on two of the most prevalent and fatal diseases affecting the heart: coronary heart disease and heart failure. These diseases are also a common comorbidity in elderly patients admitted to critical care units. The first section on coronary heart disease reviews the pathophysiological concepts of myocardial ischaemia and associated complications, with detailed consideration of the clinical implications, assessment and associated management. Heart failure is discussed in terms of the body’s compensatory mechanisms and the clinical sequelae and associated clinical features of heart failure. Nursing and medical management is outlined including the management of acute exacerbations of heart failure. Finally, other cardiovascular disorders commonly managed in critical care units are reviewed, ranging from other forms of heart failure to hypertensive emergencies and aortic aneurysms. The case study presented at the end of the chapter highlights the key aspects of the management of coronary heart disease and heart failure in patients admitted to critical care units.

Gender difference in treatment and mortality of patients with ST-segment elevation myocardial infarction admitted to Victorian public hospitals: A retrospective database study.

BACKGROUND: Death from acute coronary syndrome (ACS) is avoidable with early reperfusion therapy, however, evidence suggests inequity in women's ACS treatment within a number of international healthcare systems, when compared to men's. Research indicates mortality rates are higher in some age groups of women when compared to men for the sub-group of ACS known as ST-segment elevation myocardial infarction (STEMI). OBJECTIVE: To determine whether patient sex was associated with patterns of reperfusion treatment variation or increased inhospital mortality in patients with STEMI. METHODS: We undertook retrospective analyses on a government database for patients admitted to Victorian public hospitals with STEMI. Patients were categorised into two age groups: 18-64 and 65-84 years (inclusive), to determine whether patient sex and these age groups influenced treatment from 2005 to 2008 and mortality from 2005 to 2010. RESULTS: Both younger and older women received less frequent angioplasty with stent and more often received no reperfusion treatment than men in corresponding younger and older age groups (p=0.006 and p<0.001, respectively). Overall, women in both age groups were more likely to die inhospital than men from equivalent age groups with STEMI (p<0.001, both groups). CONCLUSIONS: Proportionately, both younger and older women received less interventional reperfusion therapy for STEMI than their male cohorts, and died more often during admission than men. Further research needs to be undertaken to verify the findings and causes, and guide future research to ensure application of evidence to treatment in patients with STEMI.

Acetylcysteine for prevention of acute deterioration of renal function following elective coronary angiography and intervention

Context The antioxidant acetylcysteine prevents acute contrast nephrotoxicity in patients with impaired renal function who undergo computed tomography scanning. However, its role in coronary angiography is unclear.

Objective To determine whether oral acetylcysteine prevents acute deterioration in renal function in patients with moderate renal insufficiency who undergo elective coronary angiography.

Design and Setting Prospective, randomized, double-blind, placebo-controlled trial conducted from May 2000 to December 2001 at the Grantham Hospital at the University of Hong Kong.

Participants Two hundred Chinese patients aged mean (SD) 68 (6.5) years with stable moderate renal insufficiency (creatinine clearance <60 mL/min [1.00 mL/s]) who were undergoing elective coronary angiography with or without intervention.

Intervention Participants were randomly assigned to receive oral acetylcysteine(600 mg twice per day; n = 102) or matching placebo tablets (n = 98) on the day before and the day of angiography. All patients received low-osmolality contrast agent.

Main Outcome Measures Occurrence of more than a 25% increase in serum creatinine level within 48 hours after contrast administration; change in creatinine clearance and serum creatinine level.

Results Twelve control patients (12%) and 4 acetylcysteine patients (4%) developed a more than 25% increase in serum creatinine level within 48 hours after contrast administration (relative risk, 0.32; 95% confidence interval [CI], 0.10-0.96; P = .03). Serum creatinine was lower in the acetylcysteine group (1.22 mg/dL [107.8 µmol/L]; 95% CI, 1.11-1.33 mg/dL vs 1.38 mg/dL [122.9 µmol/L]; 95% CI, 1.27-1.49 mg/dL; P = .006) during the first 48 hours after angiography. Acetylcysteine treatment significantly increased creatinine clearance from 44.8 mL/min (0.75 mL/s) (95% CI, 42.7-47.6 mL/min) to 58.9 mL/min (0.98 mL/s) (95% CI, 55.6-62.3 mL/min) 2 days after the contrast administration (P<.001).The increase was not significant in the control group (from 42.1 to 44.1 mL/min [0.70 to 0.74 mL/s]; P = .15). The benefit of acetylcysteine was consistent among various patient subgroups and persistent for at least 7 days. There were no major treatment-related adverse events.

Conclusion Acetylcysteine protects patients with moderate chronic renal insufficiency from contrast-induced deterioration in renal function after coronary angiographic procedures, with minimal adverse effects and at a low cost.

Integrating cost-effectiveness evidence into clincal practice guidelines in Australia for acute myocardial infarction

 A teaching hospital is working with the Victorian State Government and universities, integrating cost-effectiveness evidence into clinical practice guidelines (CPGs), protocols and pathways for respiratory and cardiology interventions. Acute myocardial infarction (AMI) findings are reported. Results will stimulate cost-effective practice and inform medical associations, federal and state governments and international organisations developing CPGs. Published CPGs by the American College of Cardiology/American Heart Foundation for AMI in 1999 are reviewed by a large interdis- ciplinary hospital-based committee given cost-effectiveness evidence. Levels of evi- dence criteria rating on methodological rigor for effectiveness and costs are applied. National Health and Medical Research Council (NHMRC) grades of recommendation criteria for combinations of relative effectiveness versus relative costs and cut-off points are used. Extrapolating results between countries was addressed by applying the OECD's health purchasing power parity series. Recommendations for revisions to United States guidelines and for local application are formulated. United States Guide- lines require updating: Regarding angioplasty, percutaneous transluminal coronary angioplasty (PTCA) is cost-effective for men aged 60 years relative to recombinant tissue plasminogen activator (tPA),with additional cost per life year saved of 274 ecu. PTCA with discharge after 3 days is cost-effective in low-risk AMI. Regarding GP llb/Illa drugs, Abciximab during intervention incurred equal mean hospital costs for placebabciximab bolus, and abciximab bolus+ infusion with incremental 6-month cost for the latter treatment costing US$ 293 per patient. Agent recouped almost all initial therapy costs with significant benefits. Incre- mental cost of abciximab per event prevent- ed is US$ 3,258.Tirofiban was compared to placebo after high-risk angioplasty for AMI or unstable angina.Tirofiban decreased the rate of hospital deaths, myocardial infarc- tion, revascularisation at 2 days by 36% relative to placebo (8% vs. 12%) without increased cost. Clinical benefits were similar at 30 days.Tirofiban+heparin+aspirin was compared to heparin+aspirin.Tirofiban arm resulted in net savings of 33,418 ecu per 100 patients for the first 7 days of treatment. Regarding thrombolytics,tPA is more cost- effective than streptokinase. Incremental costs for each life saved when streptokinase is substituted by recombinant tissue plasmi- nogen are 31%,45%, 97% higher in Germa- ny, Italy and the United States than in the United Kingdom. Regarding anticoagulants, enoxaparin is a promising alternative to unfractionated heparin for hospitalised patients with non-Q-wave myocardiai infarc- tion or unstable angina, saving C$ 1,485 per patient over 12 months with 10% reduction in 1 year risk of death, myocardial infarction or recurrent angina. Regarding anti- arrhymics, the cost-effectiveness of no amiodarone, amiodarone for patients with depressed heart rate variability (DHRV),and amiodarone for patients with DHRV plus positive programmed ventricular stimula- tion (PPVS) for high-risk post-AMI was investigated. Amiodarone for DHRV+PPVS patients was dominated by a blend of the two alternatives. Compared to no amioda- rone, the incremental cost-effectiveness of amiodarone for DHRV patients was US$ 39,422 per quality adjusted life year gained. Amiodarone for DHRV is the most appropriate. Other CPG updates concern serum markers, for example, cardiac troponin I assay (c-Tnl), cost advantages of ad hoc angioplasty and secondary prevention through antioxidants and pravastatin. Australian costs are reported later in the paper.

Effects of dietary constituents on coronary heart disease risk factors

Coronary Heart Disease (CHD) is a major cause of death in Western countries. Mediterranean and Asian populations have a lower risk of death from CHD compared to Westernised population, as do vegetarian versus omnivorous populations. Dietary constituents of traditional diets consumed by these populations are thought to influence both the classical risk factors for CHD, and the more recently identified risk factors, such as oxidative modification of low density lipoprotein (LDL), LDL particle size, arterial compliance and haemostatic factors. The aim of this thesis was to examine the effects of several food components, particularly soybean and monounsaturated fat (MUFA), on CHD risk factors through 3 carefully controlled dietary interventions, and a cross-sectional study. A randomised crossover dietary intervention study was conducted in 42 healthy males to investigate the effect on CHD risk factors of replacing lean meat with tofu, a soybean product regularly consumed by Asian populations, while controlling all other dietary factors. The tofu diet resulted in significantly lower total cholesterol and triacylglycerol levels compared to the lean meat diet, and LDL particles that were more resistant to in vitro oxidative modification. However, insulin, fibrinogen, factor VII, and lipoprotein (a) were not significantly different on the 2 diets. A postprandial study was subsequently conducted to investigate any acute effects of a tofu test meal on the oxidative modification of LDL in 16 male subjects. There was no significant difference between the susceptibility of LDL to oxidative modification before and after the tofu meal. Twenty eight healthy subjects completed a separate randomised crossover dietary intervention comparing a high MUFA fat diet, using an Australian high oleic sunflower oil, with a low fat, high carbohydrate diet on CHD risk factors. The high MUFA oil diet significantly increased high density lipoprotein cholesterol compared to the low fat diet as well as producing LDL that were more resistant to oxidative modification. Neither the size of the LDL particle nor arterial compliance were significantly different on the 2 diets. Twelve matched pairs of vegetations and omnivores were also studies to compare the habitual diet of a low and higher risk population group, to compare their risk factors and identify dietary constituents that may explain the differences. The vegetarians consumed less saturated fat (SFA) and dietary cholesterol while consuming more polyunsaturated fat, dietary fibre and vitamin E compared to omnivores. The vegetarians had lower total cholesterol, LDL cholesterol and triacylglycerol levels compared to the omnivores and had LDL particles that were more resistant to in vitro oxidation. These findings contribute to our knowledge about the dietary constituents that can alter some CHD risk factors in healthy subjects, and which could reduce the risk of developing CHD. Investigations in high risk groups might reveal even more benefits.

Improving the identification and treatment of depression in women after acute myocardial infarction

We read with interest the article by Smolderen et al (1), which reported real-world lessons from the implementation of an American Heart Association (AHA) recommended depression screening protocol in Acute Myocardial Infarction (AMI) patients. After implementing a routine, two- step depression screening process using the Patient Health Questionnaire (PHQ) 2 and 9, the study revealed that more than 1 in 4 (n=135, 26.8%) Coronary Artery Disease (CAD) patients failed to be screened for depression. Specifically, women were likely to be missed. Of those who were screened, almost 7 of 10 patients with significant depressive symptoms failed to be recognized and thus were ineligible for treatment.

Review of nursing care for patients undergoing percutaneous coronary intervention: a patient journey approach

Aim.  To evaluate the existing literature to inform nursing management of people undergoing percutaneous coronary intervention. Background.  Percutaneous coronary intervention is an increasingly important revascularisation strategy in coronary heart disease management and can be an emergent, planned or rescue procedure. Nurses play a critical role in delivering care in both the independent and collaborative contexts of percutaneous coronary intervention management. Design.  Systematic review. Method.  The method of an integrative literature review, using the conceptual framework of the patient journey, was used to describe existing evidence and to determine important areas for future research. The electronic data bases CINAHL, Medline, Cochrane and the Joanna Briggs data bases were searched using terms including: (angioplasty, transulminal, percutaneous coronary), nursing care, postprocedure complications (haemorrhage, ecchymosis, haematoma), rehabilitation, emergency medical services (transportation of patients, triage). Results.  Despite the frequency of the procedure, there are limited data to inform nursing care for people undergoing percutaneous coronary intervention. Currently, there are no widely accessible nursing practice guidelines focusing on the nursing management in percutaneous coronary intervention. Findings of the review were summarised under the headings: Symptom recognition; Treatment decision; Peri-percutaneous coronary intervention care, describing the acute management and Postpercutaneous coronary intervention management identifying the discharge planning and secondary prevention phase. Conclusions.  Cardiovascular nurses need to engage in developing evidence to support guideline development. Developing consensus on nurse sensitive patient outcome indicators may enable benchmarking strategies and inform clinical trial design. Relevance to clinical practice.  To improve the care given to individuals undergoing percutaneous coronary intervention, it is important to base practice on high-level evidence. Where this is lacking, clinicians need to arrive at a consensus as to appropriate standards of practice while also engaging in developing evidence. This must be considered, however, from the central perspective of the patient and their family.

Psychosocial risk factors for coronary heart disease: a consensus statement from the National Heart Foundation of Australia

In 2003, the National Heart Foundation of Australia published a position statement on psychosocial risk factors and coronary heart disease (CHD). This consensus statement provides an updated review of the literature on psychosocial stressors, including chronic stressors (in particular, work stress), acute individual stressors and acute population stressors, to guide health professionals based on current evidence. It complements a separate updated statement on depression and CHD.

Perceived chronic job strain and shift work are associated with a small absolute increased risk of developing CHD, but there is limited evidence regarding their effect on the prognosis of CHD. Evidence regarding a relationship between CHD and job (in)security, job satisfaction, working hours, effort-reward imbalance and job loss is inconclusive.

Expert consensus is that workplace programs aimed at weight loss, exercise and other standard cardiovascular risk factors may have positive outcomes for these risk factors, but no evidence is available regarding the effect of such programs on the development of CHD.

Social isolation after myocardial infarction (MI) is associated with an adverse prognosis. Expert consensus is that although measures to reduce social isolation are likely to produce positive psychosocial effects, it is unclear whether this would also improve CHD outcomes. Acute emotional stress may trigger MI or takotsubo ("stress") cardiomyopathy, but the absolute increase in transient risk from an individual stressor is low. Psychosocial stressors have an impact on CHD, but clinical significance and prevention require further study.

Awareness of the potential for increased cardiovascular risk among populations exposed to natural disasters and other conditions of extreme stress may be useful for emergency services response planning. Wider public access to defibrillators should be available where large populations gather, such as sporting venues and airports, and as part of the response to natural and other disasters.

Patient participation in treatment in the context of acute care

This mixed methods, case study identified key patient, clinician and environmental factors associated with hospitalised patients’ ability and willingness to participate in their recovery after cardiac surgery. Patient participation is a significant component of the processes for achieving quality and safety outcomes. The findings inform redesign of the care delivery system to facilitate participation within acute care environments.

Comorbid depression and health-related quality of life in patients with coronary artery disease.

This article reviews recent studies relating to the impact of depression and its treatment on the health-related quality of life (HRQOL) of patients with coronary artery disease (CAD).

Validity of the Hospital Anxiety and Depression Scale and Patient Health Questionnaire-9 to screen for depression in patients with coronary artery disease.

Depression is common but frequently undetected in patients with coronary artery disease (CAD). Self-report screening instruments for assessing depression such as the Hospital Anxiety and Depression Scale (HADS) and the Patient Health Questionnaire-9 (PHQ-9) are available but their validity is typically determined in depressed patients without comorbid somatic illness. We investigated the validity of these instruments relative to a referent diagnostic standard in recently hospitalized patients with CAD.

Evaluation of nurses' perceptions of the impact of targeted depression education and a screening and referral tool in an acute cardiac setting.

AIMS AND OBJECTIVES: The aim of this study was to evaluate nurses' perceptions of an education programme and screening and referral tool designed for cardiac nurses to facilitate depression screening and referral procedures for patients with coronary heart disease. BACKGROUND: There is a high prevalence of depression in patients with coronary heart disease that is often undetected. It is important therefore that nurses working with cardiac patients are equipped with the knowledge and skills to recognise the signs and symptoms of depression and refer appropriately. DESIGN: A qualitative approach with purposive sampling and semi-structural interviews was implemented within the Donabedian 'Structure-Process-Outcome' evaluation framework. METHODS: Semi-structured interviews were conducted with 14 cardiac nurses working in a major metropolitan hospital six weeks post-attending an education programme on depression and coronary heart disease. Thematic data analysis was implemented, specifically adhering to Halcomb and Davidson's (2006) pragmatic data analysis, to examine nurse knowledge and experience of depression assessment and referral in an acute cardiac ward. RESULTS: The key findings of this study were that the education programme: (1) increased the knowledge base of nurses working with cardiac patients on comorbid depression and coronary heart disease, and (2) assisted in the identification of depression and the referral of 'at risk' patients. CONCLUSIONS: Emphasis was placed on the translational significance of educating cardiac nurses about depression via the introduction of a depression screening and referral instrument designed specifically for use in the cardiac ward. As a result, participants found they were better equipped to identify depressive symptoms and, guided by the screening instrument, to confidently instigate referral procedures. RELEVANCE TO CLINICAL PRACTICE: Much complexity lies in caring for cardiac patients with depression, including issues such as misdiagnosis. Targeted education, including use of appropriate instruments, has the potential to facilitate early recognition of the signs and symptoms of depression in the acute cardiac setting.