Alam Miah Md Badrul, Yousuf Mohammad Abu
Department of Information and Communication Technology, Mawlana Bhashani Science and Technology University, Tangail, Bangladesh.
Institute of Information Technology (IIT), Jahangirnagar University, Dhaka, Bangladesh.
Diabetes Metab Syndr. 2018 Nov;12(6):897-902. doi: 10.1016/j.dsx.2018.05.012. Epub 2018 May 24.
Millions of people in Bangladesh and the world have a metabolic disease named diabetes. It is also responsible for occurring different kinds of diseases such as heart attack, kidney disease, blindness and renal failure. Diabetes is a deadly, disabling disease whose risk is increasing at an alarming rate day by day perspective to Bangladesh. The detection process of diabetes is a tedious and multilayered task from some important risk factors. Like other diseases, Type2 diabetes also depends on some factors that are known as risk factors of Type2 diabetes. Risk factors are divided into four categories like Scio-economic condition, Habits, Family History and Hard Diseases etc. in proposed system. Initially 731 diabetes and non-diabetes patient's data have been collected from different diagnostic centers, pre-processed and clustered for identifying relevant and non-relevant data. Significant factors are discovered according to four categories. Next correlation is assessment among significant factors. Finally highly significant factors are discovered whose are directly or indirectly associated with type2 diabetes. Results indicate that Age, Area of Residence, Education Level, Social Status, Family Income, Expense, Tobacco, BMI, Family History, Physical Exercise and Hard Diseases have worst impact on Quality of Life (QoL) among all factors of type2 diabetes respectively.
孟加拉国乃至全世界数以百万计的人患有一种名为糖尿病的代谢性疾病。它还会引发各种其他疾病,如心脏病、肾病、失明和肾衰竭。糖尿病是一种致命的致残性疾病,从孟加拉国的角度来看,其风险正以惊人的速度日益增加。从一些重要的风险因素来看,糖尿病的检测过程是一项繁琐且多层次的任务。与其他疾病一样,2型糖尿病也取决于一些被称为2型糖尿病风险因素的因素。在该提议的系统中,风险因素分为四类,如社会经济状况、习惯、家族病史和疑难病症等。最初,从不同诊断中心收集了731名糖尿病患者和非糖尿病患者的数据,进行预处理和聚类,以识别相关和不相关的数据。根据这四类发现了重要因素。接下来对重要因素进行相关性评估。最后发现了与2型糖尿病直接或间接相关的高度重要因素。结果表明,在2型糖尿病的所有因素中,年龄、居住地区、教育水平、社会地位、家庭收入、支出、烟草、体重指数、家族病史、体育锻炼和疑难病症分别对生活质量(QoL)有最严重的影响。