A Comprehensive Youth Diabetes Epidemiological Data Set and Web Portal: Resource Development and Case Studies.
Catherine McDonoughYan Chak LiNita VangeepuramBian LiuGaurav PandeyPublished in: JMIR public health and surveillance (2024)
Using NHANES data, we built one of the largest public epidemiological data sets for studying youth pre-DM/DM and identified potential risk factors using complementary analytical approaches. Our results align with the multifactorial nature of pre-DM/DM with correlates across several domains. Also, our data-sharing platform, POND, facilitates a wide range of applications to inform future youth pre-DM/DM studies.
Keyphrases
- electronic health record
- glycemic control
- mental health
- risk factors
- big data
- physical activity
- type diabetes
- cardiovascular disease
- metabolic syndrome
- data analysis
- risk assessment
- high throughput
- machine learning
- insulin resistance
- climate change
- mass spectrometry
- adipose tissue
- weight loss
- deep learning
- current status
- skeletal muscle
- liquid chromatography