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Updated: Nov 24, 2025

Multidisciplinary Approach to Obesity Management: A Case Report
Published on: May 30, 2025
Increases in multimorbidity with weight class in the United States
Charisse R Madlock-Brown1,2, Rebecca B Reynolds1,2, James E Bailey2,3,4
1Health Informatics and Information Management Program, University of Tennessee Health Science Center, Memphis, Tennessee, USA.
As body weight increases, multimorbidity patterns significantly change. This study reveals specific disease clusters emerge with rising obesity classes, highlighting the need for weight-specific care.
Area of Science:
- Obesity research
- Network analysis in health
- Chronic disease epidemiology
Background:
- Obesity is a growing global health concern.
- The relationship between increasing body weight and the development of multiple chronic diseases (multimorbidity) is not fully understood.
- Understanding how multimorbidity patterns evolve with weight gain is crucial for effective management.
Purpose of the Study:
- To investigate the changes in multimorbidity patterns associated with increasing body weight.
- To identify specific disease combinations that emerge with different classes of obesity.
- To inform precision care strategies for obesity-related conditions.
Main Methods:
- Utilized data from the Cerner HealthFacts Data Warehouse.
- Analyzed a cohort of 154,528 middle-aged patients across weight categories: normal weight, overweight, and obesity classes 1, 2, and 3.
- Employed network analysis to identify and visualize multimorbidity patterns.
Main Results:
- Significant differences in disease prevalence were observed across weight classes (P<0.05) for most of the 82 diseases studied.
- The prevalence of multimorbidity (excluding obesity) increased from 55.1% in normal weight to 73.99% in Class 2 obesity.
- Disease clusters evolved from hypertension and dorsalgia in normal weight to include joint disorders, lipidemias, diabetes, sleep disorders, and chronic kidney disease with increasing obesity.
Conclusions:
- Multimorbidity patterns significantly shift with increasing body weight and obesity class.
- The progression from overweight to Class 1 obesity showed a substantial increase in multimorbidity.
- Recognizing these weight-specific patterns is essential for precision care in managing obesity-associated chronic conditions and preventing complications.
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