Sociodemographic, Health Care, and Clinical Factors Associated With Metabolic Bariatric Surgery Uptake Among - Scorecard - MDSpire

Sociodemographic, Health Care, and Clinical Factors Associated With Metabolic Bariatric Surgery Uptake Among

  • By

  • Rafeya V. Raquib

  • Allison Tokarski

  • Ishita Doshi

  • Mosadoluwa Afolabi

  • Jörg Tomaszewski

  • Stephen Johnston

  • June 16, 2026

  • 0 min

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Clinical Scorecard: Factors Influencing the Adoption of Metabolic Bariatric Surgery: A Study of Sociodemographic, Healthcare, and Clinical Variables

At a Glance

CategoryDetail
Condition
Key MechanismsMetabolic bariatric surgery (MBS) leads to substantial weight loss, improves glycemic control, and reduces the risk of obesity-associated cancer and mortality.
Target Population
Care Setting

Key Highlights

  • Approximately 40.3% of US adults are obese.
  • MBS uptake is low at about 1% of clinically eligible population annually.
  • Disparities in MBS uptake exist across demographic and socioeconomic factors.
  • GLP-1 receptor agonists are increasingly prescribed, impacting MBS uptake.
  • Ongoing research is needed on the combination of GLP-1 RAs and MBS.
  • Evidence gap exists regarding GLP-1 RAs in individuals with class III obesity.

Guideline-Based Recommendations

Diagnosis

  • Use ICD-10 codes E66 and Z68.35 to Z68.45 for obesity diagnosis.

Management

  • Consider MBS for individuals with a BMI of at least 35.0.

Monitoring & Follow-up

  • Assess comorbid conditions and medication use during the baseline period.

Risks

  • Underdiagnosis of obesity and lack of physician education contribute to low MBS uptake.
  • Consider the implications of GLP-1 RAs on MBS uptake.

Patient & Prescribing Data

Individuals with employer-based insurance and an incident obesity diagnosis.

GLP-1 RAs have shown significant weight loss but may not fully address obesity in patients with higher BMIs; further research is needed.

Clinical Best Practices

  • Utilize specific machine learning methods to identify factors influencing MBS uptake.
  • Ensure continuous enrollment for 12 months before and after the index date for accurate assessment.

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