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/ http://umpir.ump.edu.my/id/eprint/22241/ http://umpir.ump.edu.my/id/eprint/22241/1/Investigation%20on%20the%20relationship%20between%20cholesterol%20and%20blood%20glucose.pdf

id	ump-22241
recordtype	eprints
spelling	ump-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
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
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/ http://umpir.ump.edu.my/id/eprint/22241/ http://umpir.ump.edu.my/id/eprint/22241/1/Investigation%20on%20the%20relationship%20between%20cholesterol%20and%20blood%20glucose.pdf
first_indexed	2023-09-18T22:33:00Z
last_indexed	2023-09-18T22:33:00Z
_version_	1777416410651164672

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

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