A visualization tool for continuous reference intervals based on GAMLSS

Author:

Klawitter Sandra12ORCID,Kacprowski Tim34

Affiliation:

1. Trillium GmbH Medizinischer Fachverlag , Grafrath , Germany

2. Department of Computer Science , Ostfalia University of Applied Sciences , Wolfenbüttel , Germany

3. Braunschweig Integrated Centre of Systems Biology , Technische Universität Braunschweig , Braunschweig , Germany

4. Division Data Science in Biomedicine , Peter L. Reichertz Institute for Medical Informatics of Technische Universität Braunschweig and Hannover Medical School , Braunschweig , Germany

Abstract

Abstract Reference intervals are an important component in the interpretation of medical laboratory findings. Especially in children and adolescents, their limits sometimes can change very rapidly with age. We suggest continuous methods to better represent the age-dependent progression of reference intervals. The generalized additive models for location, scale, and shape parameters (GAMLSS) from the R package gamlss generates continuous percentile plots of laboratory values. A user-friendly Shiny application called AdRI_GAMLSS (Age-dependent Reference Intervals), available at github.com/SandraKla/AdRI_GAMLSS, has been developed for this purpose. Using alkaline phosphatase (ALP) as an example, we obtain different smoothed percentile curves depending on the model used. We demonstrate the superiority of continuously modeled reference intervals compared to fixed age groups and provide the Shiny application AdRI_GAMLSS to make the technique easily accessible to clinicians and other experts.

Publisher

Walter de Gruyter GmbH

Subject

Biochemistry (medical),Clinical Biochemistry,Discrete Mathematics and Combinatorics

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