Related Experiment Video
Updated: Jun 9, 2025

A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19
Published on: July 5, 2022
Estimating T2DM Risks Among Teachers in a Developing Country Using a Nomogram Comprising the Healthy Lifestyle Index
Yit Han Ng1, Foong Ming Moy1,2, Noran Naqiah Hairi1,2
1Department of Social and Preventive Medicine, Faculty of Medicine, Universiti Malaya, Kuala Lumpur, Malaysia.
A new nomogram helps teachers assess their risk of developing type 2 diabetes (T2DM). Incorporating the Healthy Lifestyle Index (HLI) and other factors, it enables personalized risk prediction and prevention strategies.
Area of Science:
- Public Health
- Epidemiology
- Medical Informatics
Background:
- Type 2 diabetes (T2DM) poses a significant public health challenge.
- Teachers represent a population group where T2DM risk assessment is crucial for targeted interventions.
- Existing risk assessment tools may not fully capture the nuances of T2DM development in this demographic.
Purpose of the Study:
- To develop and validate a nomogram for predicting T2DM risk in teachers.
- To identify key predictors, including the Healthy Lifestyle Index (HLI), associated with T2DM development.
- To create an accessible tool for teachers to estimate their future T2DM risk.
Main Methods:
- A prospective cohort study involving 3477 teachers from the CLUSTer cohort.
- Data collection via RedCap, linked with the Malaysian National Diabetes Registry.
- Application of Cox proportional hazard models to identify significant T2DM predictors.
- Development of an interactive online nomogram based on identified predictors.
Main Results:
- A total of 697 (20.0%) teachers were diagnosed with T2DM during the follow-up period.
- The Cox regression model identified the HLI and 11 other predictors significantly associated with T2DM risk.
- The developed nomogram accurately predicted T2DM risk at five, seven, and nine years.
- Age, fasting blood glucose (FBG), and HLI were the most influential predictors in the nomogram.
Conclusions:
- A validated nomogram incorporating HLI and other predictors offers a novel approach to T2DM risk assessment in teachers.
- The interactive nomogram empowers teachers to understand and manage their T2DM risk proactively.
- This tool can facilitate early intervention strategies to mitigate the burden of T2DM in the teaching profession.
More Related Videos
Related Concept Videos
Diabetes Mellitus: Type 2 and Gestational
Diabetes: Symptoms, Diagnosis, and Complications
Carbohydrate Metabolism
Starch accounts for approximately 60% of the carbohydrates consumed by humans. Since amylase enzymes cannot function in the stomach's acidic environment, starch can only be digested in the mouth and small intestine. Simple sugars are found naturally in milk and fruits in...
Diabetes Mellitus: Overview and Type I Subtype
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
Statistical Methods for Analyzing Epidemiological Data
Pathophysiology of Diabetes
Type 1 diabetes is characterized by autoimmune-mediated destruction of pancreatic β cells, with environmental factors potentially triggering this process in genetically susceptible individuals. Despite many not having a family history, certain genes increase susceptibility,...

