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This is a Quantitative Study study.

October 2, 2025HealthcareOpen Access

Modeling Multivariate Distributions of Lipid Panel Biomarkers for Reference Interval Estimation and Comorbidity Analysis

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The study derived sex- and age-stratified reference intervals for lipid panel biomarkers, improving risk assessment.
Using a Gaussian Mixture Model, the approach analyzed large real-world laboratory datasets to separate healthy and pathological subpopulations.
Selective mortality patterns provided insights into age-related lipid value trends and the effects of comorbidities were mapped through network analysis.
The findings suggest that reference intervals can be effectively established without relying on healthy cohort recruitment.

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This research estimates reference intervals in lipid panel biomarkers, indicating the impact of age and comorbidities on population health.

Velev et al. (2025) studied this question.

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This research estimates reference intervals in lipid panel biomarkers, indicating the impact of age and comorbidities on population health.