Saudi Risk Scores for Type 2 Diabetes and Dysglycemia Open Access
Chang, Jennifer Li-Chai (2013)
Abstract
Objective: To cost-effectively screen for type 2 diabetes in Saudi Arabia, we developed and internally validated risk scoring tools to help identify those with undiagnosed diabetes and dysglycemia.
Research Design and Methods: Data from 1,485 non-pregnant Saudi nationals who were ≥ 20 years old and did not have a current diagnosis of diabetes were obtained from urban and rural primary health care centers in 2009. Anthropometric measurements, socio-demographic and lifestyle information, and past medical and family history were obtained through physician-administered interviews. Oral glucose tolerance test data were used to define diabetes (FPG ≥ 126 mg/dL or 2hrPP ≥ 200 mg/dL) and dysglycemia (FPG ≥ 100 mg/dL or 2hrPP ≥ 140mg/dL). Predictive models were developed using data from 1,435 individuals. Multi-variable logistic regression and Receiver-Operating Characteristic curves were used to develop and evaluate two risk scores for each diabetes and dysglycemia. Validation was performed using a hold-out sample of 50 individuals.
Results: Both risk scores for undiagnosed diabetes contained age, gestational diabetes, smoking, family history of diabetes, central obesity, and either hypertension or sex with sensitivities ≥ 68% and specificities ≥ 57%. Dysglycemia risk scores contained age, gestational diabetes, hypertension, and either body mass index or waist circumference plus gender with sensitivities ≥ 65% and specificities ≥ 57%. All performed equally well, if not better, in the hold-out sample.
Conclusions: Simple non-invasive risk scores from a Saudi adult population can potentially aid in screening for undiagnosed diabetes or dysglycemia and should be further validated in prospective studies.
Table of Contents
CHAPTER 1:
INTRODUCTION....................................................................................................................1
Introduction.........................................................................................................................................2
Prevalence of T2DM in Saudi
Arabia..........................................................................................................3
Morbidity and Mortality Related to T2DM and the Effects of Early
and Comprehensive Risk Factor Control...............3
Screening............................................................................................................................................6
Risk
Scores..........................................................................................................................................8
Problem Statement...............................................................................................................................10
Purpose Statement...............................................................................................................................11
Significance Statement..........................................................................................................................12
Definition of Terms................................................................................................................................12
References..........................................................................................................................................14
CHAPTER 2: COMPREHENSIVE REVIEW OF THE LITERATURE...........................................................................21
Risk Scores..........................................................................................................................................24
Gulf Countries.......................................................................................................................................27
Others.................................................................................................................................................32
Conclusion...........................................................................................................................................36
References...........................................................................................................................................42
CHAPTER 3: MANUSCRIPT........................................................................................................................47
Contribution of Student...........................................................................................................................49
Abstract...............................................................................................................................................50
Introduction..........................................................................................................................................51
Methods...............................................................................................................................................53
Study Design.........................................................................................................................................53
Data Collection.......................................................................................................................................53
Study Variables......................................................................................................................................54
Data Cleaning........................................................................................................................................55
Data Analysis.........................................................................................................................................55
Results.................................................................................................................................................57
Diabetes...............................................................................................................................................58
Dysglycemia..........................................................................................................................................58
Discussion.............................................................................................................................................59
Conclusion.............................................................................................................................................62
References............................................................................................................................................63
CHAPTER 4: CONCLUSION AND RECOMMENDATIONS......................................................................................74
References............................................................................................................................................78
TABLES AND FIGURES
TABLE 1: Summary of the Literature on Diabetes and Dysglycemia Risk
Scores in the Middle East..........................38
TABLE 2: Population Demographics and Prevalence of Prediabetes and
Diabetes within each Variable Level
for Non-Pregnant Saudi Adults Aged ≥ 20 Years
(2009)...............................................................................70
TABLE 3: Type 2 Diabetes Mellitus and Dysglycemia Final Models and
Risk Score Development for Non-Pregnant
Saudi Adults Aged ≥ 20 Years, N = 1435
(2009)...........................................................................................71
FIGURE 1: Receiver-Operating Characteristic (ROC) Curves for Type 2
Diabetes Mellitus (T2DM) and Dysglycemia
Final Models for Non-Pregnant Saudi Adults Aged ≥ 20 Years
in 2009
(N=1435)..................................................72
TABLE 4: Performance Indicators for Type 2 Diabetes Mellitus and
Dysglycemia Risk Scores for Saudi Non-Pregnant
Adults ≥ 20 Years Old (2009)....................................................................................................................73
About this Master's Thesis
School | |
---|---|
Department | |
Degree | |
Submission | |
Language |
|
Research Field | |
Keyword | |
Committee Chair / Thesis Advisor | |
Partnering Agencies |
Primary PDF
Thumbnail | Title | Date Uploaded | Actions |
---|---|---|---|
Saudi Risk Scores for Type 2 Diabetes and Dysglycemia () | 2018-08-28 12:08:04 -0400 |
|
Supplemental Files
Thumbnail | Title | Date Uploaded | Actions |
---|