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...

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Publicado en:International Medical Journal Vol. 28; no. 5; pp. 502 - 506
Autores principales: Ahmad, Wan Muhamad Amir W., Yudin, Zainab Mat, Ghazali, Farah Muna Mohamad, Aleng, Nor Azlida, Yaqoob, Mehak, Husniati, Lili
Formato: pictorial research tables/charts Journal Article
Publicado: Japan International Cultural Exchange Foundation Oct2021
Acceso en línea:Ver este registro en EBSCOhost
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      dt: Oct2021
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      pub: Japan International Cultural Exchange Foundation
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        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
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