Fuzzy cognitive map based approach for determining the risk of ischemic stroke

In this study, the soft computing method known as fuzzy cognitive mapping was proposed for diagnosis of the risk of ischemic stroke. Non-linear Hebbian learning method was used for fuzzy cognitive maps training. In the proposed method, the risk rate for each person was determined based on the opinions of the neurologists. The accuracy of the proposed model was tested using 10-fold cross-validation, for 110 real cases, and the results were compared with those of support vector machine and K-nearest neighbours. The proposed system showed a superior performance with a total accuracy of (93.6 ± 4.5)%. The data used in this study is available by emailing the first author for academic and non-commercial purposes.
Source: IET Systems Biology - Category: Biology Source Type: research

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In conclusion, using a large cohort with rich health and DNA methylation data, we provide the first comparison of six major epigenetic measures of biological ageing with respect to their associations with leading causes of mortality and disease burden. DNAm GrimAge outperformed the other measures in its associations with disease data and associated clinical traits. This may suggest that predicting mortality, rather than age or homeostatic characteristics, may be more informative for common disease prediction. Thus, proteomic-based methods (as utilised by DNAm GrimAge) using large, physiologically diverse protein sets for p...
Source: Fight Aging! - Category: Research Authors: Tags: Newsletters Source Type: blogs
Each year, approximately 0.8 million people are estimated to experience a new or recurrent stroke, according to the 2019 report of the American Heart Association.1 In Malaysia, stroke is the third leading cause of death after ischemic heart disease (IHD) and pneumonia.2 Both obesity and diabetes are considered as the established independent risk factors for ischemic stroke.3 Type 2 diabetes mellitus (T2DM) was also found to be associated with an increase in all-cause as well as cardiovascular mortality following the stroke,4,5 and in a meta-analysis of 18 studies, patients with diabetes had a higher stroke recurrence as co...
Source: Journal of Stroke and Cerebrovascular Diseases - Category: Neurology Authors: Source Type: research
In this study, we applied a well studied prediction model developed on data from five CpG sites, to increase the practicability of these tests. We have determined the biological age of the heart, specifically of the right atrium (RA) and left atrium (LA), and of peripheral blood leucocytes, by measuring the mitotic telomere length (TL) and the non-mitotic epigenetic age (DNAmAge). We found that DNAmAge, of both atrial tissues (RA and LA), was younger in respect to the chronological age (-12 years). Furthermore, no significant difference existed between RA and LA, suggesting that, although anatomically diverse and ex...
Source: Fight Aging! - Category: Research Authors: Tags: Newsletters Source Type: blogs
This study delves into the mechanisms by which a short period of fasting can accelerate wound healing. Fasting triggers many of the same cellular stress responses, such as upregulated autophagy, as occur during the practice of calorie restriction. It isn't exactly the same, however, so it is always worth asking whether any specific biochemistry observed in either case does in fact occur in both situations. In particular, the period of refeeding following fasting appears to have beneficial effects that are distinct from those that occur while food is restricted. Multiple forms of therapeutic fasting have been repor...
Source: Fight Aging! - Category: Research Authors: Tags: Newsletters Source Type: blogs
Unhealthy food habits are associated with non-communicable diseases (NCD) [1 –3] and nutritional deficiencies [4]. According to the World Health Organization (WHO) [5], more than half of all deaths were due to ten main causes, with the leading killers being ischaemic heart disease and stroke. Diets characterized by a low intake of fruit and vegetable (FV) and fibre increas e the risk of hypertension, diabetes mellitus (DM), obesity, cardiovascular diseases (CVD), gastrointestinal cancers, nutritional deficiencies, pancreatic diseases, depression and the development of cognitive impairment and dementia [4–7].
Source: Maturitas - Category: Primary Care Authors: Source Type: research
A, Sørensen M Abstract Exposure to traffic noise is associated with stress and sleep disturbances. The World Health Organization (WHO) recently concluded that road traffic noise increases the risk for ischemic heart disease and potentially other cardiometabolic diseases, including stroke, obesity, and diabetes. The WHO report focused on whole-day noise exposure, but new epidemiological and translational field noise studies indicate that nighttime noise, in particular, is an important risk factor for cardiovascular disease (CVD) through increased levels of stress hormones and vascular oxidative stress, lead...
Source: Annual Review of Public Health - Category: International Medicine & Public Health Authors: Tags: Annu Rev Public Health Source Type: research
Fight Aging! publishes news and commentary relevant to the goal of ending all age-related disease, to be achieved by bringing the mechanisms of aging under the control of modern medicine. This weekly newsletter is sent to thousands of interested subscribers. To subscribe or unsubscribe from the newsletter, please visit: https://www.fightaging.org/newsletter/ Longevity Industry Consulting Services Reason, the founder of Fight Aging! and Repair Biotechnologies, offers strategic consulting services to investors, entrepreneurs, and others interested in the longevity industry and its complexities. To find out m...
Source: Fight Aging! - Category: Research Authors: Tags: Newsletters Source Type: blogs
ConclusionsDiabetic nephropathy was common among Chinese patients with type 2 diabetes in primary care in Hong Kong. Early identification and control of the modifiable risk factors are of upmost importance in preventing the complication.
Source: Journal of Diabetes and Metabolic Disorders - Category: Endocrinology Source Type: research
This study is also a reminder that the health impact of a particular intervention (such as diet) may not be easy to predict or explain. In most cases, the risk of stroke and heart disease tend to rise or fall together, but that wasn’t the case in this research. Beware the study’s limitations This study linking a vegetarian diet with a higher risk of hemorrhagic stroke has a number of important limitations that should temper the concerns of vegetarians. The study was observational. That means it simply observed what happened among different people who followed different diets over time, without being able to ac...
Source: Harvard Health Blog - Category: Consumer Health News Authors: Tags: Healthy Eating Heart Health Hypertension and Stroke Source Type: blogs
In conclusion, older adults exhibited decreased markers of UPR activation and reduced coordination with autophagy and SC-associated gene transcripts following a single bout of unaccustomed resistance exercise. In contrast, young adults demonstrated strong coordination between UPR genes and key regulatory gene transcripts associated with autophagy and SC differentiation in skeletal muscle post-exercise. Taken together, the present findings suggest a potential age-related impairment in the post-exercise transcriptional response that supports activation of the UPR and coordination with other exercise responsive pathways (i.e....
Source: Fight Aging! - Category: Research Authors: Tags: Newsletters Source Type: blogs
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