Determination and Validation of the Factor That Contribute to Dyslipidaemia Disease among Type 2 Diabetes Mellitus Patients Which Attending Hospital USM.
Introduction: One of the major risk factors for cardiovascular disease in diabetes mellitus is dyslipidaemia. The characteristic of diabetic dyslipidaemia includes high plasma triglycerides concentration, low HDL cholesterol concentration and increased the concentration of small dense LDL-cholestero...
| Publicado en: | International Medical Journal Vol. 28; no. 5; pp. 502 - 506 |
|---|---|
| Autores principales: | , , , , , |
| Formato: | pictorial research tables/charts Journal Article |
| Publicado: |
Japan International Cultural Exchange Foundation
Oct2021
|
| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=153108656&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 153108656 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 13412051 23J1 jtl: International Medical Journal issn: 13412051 maglogo: N pubinfo: dt: Oct2021 vid: 28 iid: 5 pid: 29386 pub: Japan International Cultural Exchange Foundation artinfo: ui: 153108656 153108656 153108656 153108656 ppf: 502 ppct: 4 formats: fmt: @attributes: type: P tig: atl: Determination and Validation of the Factor That Contribute to Dyslipidaemia Disease among Type 2 Diabetes Mellitus Patients Which Attending Hospital USM. aug: au: Ahmad, Wan Muhamad Amir W. Yudin, Zainab Mat Ghazali, Farah Muna Mohamad Aleng, Nor Azlida Yaqoob, Mehak Husniati, Lili affil: School of Dental Sciences, Health Campus, Universiti Sains Malaysia (USM) 16150 Kubang Kerian, Kota Bharu, Kelantan, Malaysia sug: subj: Hyperlipidemia Etiology Diabetes Mellitus, Type 2 Outpatient Service Academic Medical Centers Malaysia Cardiovascular Risk Factors Human Malaysia Female Male Diabetic Patients Validity Creatinine Blood Logistic Regression Risk Assessment Descriptive Statistics Confidence Intervals Female Male ab: Introduction: One of the major risk factors for cardiovascular disease in diabetes mellitus is dyslipidaemia. The characteristic of diabetic dyslipidaemia includes high plasma triglycerides concentration, low HDL cholesterol concentration and increased the concentration of small dense LDL-cholesterol particles. Most dyslipidaemias are hyperlipidemias; which is an increase in lipids in the blood that occur in developed countries. This is often caused by diet and lifestyle. Prolonged levels of insulin can also cause dyslipidaemia. Objective: The aim of this paper is to determine the factor that contributes to dyslipidaemia disease among Type 2 Diabetes Mellitus attending the outpatient clinic in Hospital Universiti Sains Malaysia. Method: The first method approach for the factor determination is through binary logistic regression (BLR). After obtaining the list of factors, the validation process will take the place. The validation of the factor will be obtained through multilayer perceptron (MLP) procedure where the training and testing procedure will be applied. Results: The accuracy and the significant factor will be determined and used for educational purposes and for the decision maker. Through the both methodology it was found that gender (β3 = -2.643, p < 0.25, 95% CI: 0.004, 1.353), sodium (β2 = -0.661, p < 0.25, 95% CI: 0.313, 0.850), and creatinine, (β1 = 0.043, p < 0.25, 95% CI: 0.997, 1.093), were the factor that contribute most to the dyslipidaemia disease. Conclusion: From these two methodologies, it was found that creatinine, sodium and gender factor are the most dominating factor which contributes to dyslipidaemia disease. These three factors were validated through the multilayer perceptron (MLP) procedure. pubtype: Academic Journal doctype: pictorial research tables/charts Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
|---|