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Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects

Obesity is known as a main cause of diabetes and cardiovascular disease. However, the relationship between blood glucose and cholesterol levels among the obese subjects who are diagnosed as pre-diabetic is indistinct and still undergoing. Thus, this study is mainly focused on finding the linkage bet...

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Main Authors: Qurratu Aini Aishah, Ahmad Fazil, U. K., Jamaludin
Format: Conference or Workshop Item
Language:English
Published: IEEE 2017
Subjects:
TJ Mechanical engineering and machinery
Online Access:http://umpir.ump.edu.my/id/eprint/22241/1/Investigation%20on%20the%20relationship%20between%20cholesterol%20and%20blood%20glucose.pdf
http://umpir.ump.edu.my/id/eprint/22241/
https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8239051
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spelling my.ump.umpir.222412019-04-23T03:35:05Z http://umpir.ump.edu.my/id/eprint/22241/ Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects Qurratu Aini Aishah, Ahmad Fazil U. K., Jamaludin TJ Mechanical engineering and machinery Obesity is known as a main cause of diabetes and cardiovascular disease. However, the relationship between blood glucose and cholesterol levels among the obese subjects who are diagnosed as pre-diabetic is indistinct and still undergoing. Thus, this study is mainly focused on finding the linkage between blood glucose and cholesterol levels in the pre-diabetic subjects as to explain the cause of diabetes and cardiovascular. 90 subjects (42 male and 48 female; age between 22-58 years old) were recruited in Universiti Malaysia Pahang to undergo oral glucose tolerance test which typically being used to diagnose pre-diabetes and diabetes. The blood test results indicate the glucose level and lipid profile (i.e. the cholesterol levels) of the subjects. Results obtained from pathology lab were analyzed using decision tree to show the difference of blood glucose and cholesterol levels along with their age, systolic blood pressure and body mass index. Overall, older people, high systolic blood pressure, cholesterol and BMI levels have higher probability to be detected as pre-diabetic. Thus, further analyses need to be conducted to prevail the relationship of diabetes and cardiovascular disease among aging and obese subjects. IEEE 2017 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/22241/1/Investigation%20on%20the%20relationship%20between%20cholesterol%20and%20blood%20glucose.pdf Qurratu Aini Aishah, Ahmad Fazil and U. K., Jamaludin (2017) Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects. In: International Conference on Automatic Control and Intelligent Systems (I2CACIS), 21 October 2017 , Kota Kinabalu, Sabah. pp. 161-166., 2017. ISBN 978-153860846-3 https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8239051
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Qurratu Aini Aishah, Ahmad Fazil
U. K., Jamaludin
Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects
description Obesity is known as a main cause of diabetes and cardiovascular disease. However, the relationship between blood glucose and cholesterol levels among the obese subjects who are diagnosed as pre-diabetic is indistinct and still undergoing. Thus, this study is mainly focused on finding the linkage between blood glucose and cholesterol levels in the pre-diabetic subjects as to explain the cause of diabetes and cardiovascular. 90 subjects (42 male and 48 female; age between 22-58 years old) were recruited in Universiti Malaysia Pahang to undergo oral glucose tolerance test which typically being used to diagnose pre-diabetes and diabetes. The blood test results indicate the glucose level and lipid profile (i.e. the cholesterol levels) of the subjects. Results obtained from pathology lab were analyzed using decision tree to show the difference of blood glucose and cholesterol levels along with their age, systolic blood pressure and body mass index. Overall, older people, high systolic blood pressure, cholesterol and BMI levels have higher probability to be detected as pre-diabetic. Thus, further analyses need to be conducted to prevail the relationship of diabetes and cardiovascular disease among aging and obese subjects.
format Conference or Workshop Item
author Qurratu Aini Aishah, Ahmad Fazil
U. K., Jamaludin
author_facet Qurratu Aini Aishah, Ahmad Fazil
U. K., Jamaludin
author_sort Qurratu Aini Aishah, Ahmad Fazil
title Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects
title_short Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects
title_full Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects
title_fullStr Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects
title_full_unstemmed Investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects
title_sort investigation on the relationship between cholesterol and blood glucose levels using decision tree method in healthy subjects
publisher IEEE
publishDate 2017
url http://umpir.ump.edu.my/id/eprint/22241/1/Investigation%20on%20the%20relationship%20between%20cholesterol%20and%20blood%20glucose.pdf
http://umpir.ump.edu.my/id/eprint/22241/
https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8239051
_version_ 1643669330136662016
score 13.211869

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