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Utilizing Generalized Linear Mixed Effects Models for Prediction of Bone Mineral Decrease After Lung Transplant - A

Ronnie Sebro^1,2, Mahmoud Elmahdy²

¹Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA.

Studies in Health Technology and Informatics

|August 23, 2024

Summary

This summary is machine-generated.

Lung transplant recipients experience bone mineral density (BMD) loss, particularly at the femoral neck. This decline is more rapid in men than in women post-transplant.

Keywords:

DXA Lung transplant Osteoporosis Screening

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Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model

Published on: August 16, 2020

Area of Science:

Transplantation Medicine
Bone Metabolism
Osteoporosis Research

Background:

Lung transplant recipients face elevated risks of low bone mineral density (BMD) and osteoporosis-related fractures.
The precise rate of BMD decline following lung transplantation remains inadequately characterized.
Understanding BMD changes is crucial for managing post-transplant skeletal health.

Purpose of the Study:

To quantitatively assess the rate of bone mineral density (BMD) decrease after lung transplantation.
To identify potential differences in BMD loss patterns between sexes.
To provide data for improved clinical management of bone health in lung transplant patients.

Main Methods:

A preliminary retrospective cohort study involving 200 lung transplant recipients.
Dual-energy X-ray absorptiometry (DXA) scans were performed pre- and post-transplant using the same equipment.
Generalized linear mixed effects models were employed to analyze BMD changes over time, adjusting for covariates.

Main Results:

Men exhibited higher baseline BMD compared to women across all measured sites (P<0.05).
The most rapid rate of BMD decrease was observed at the femoral neck (P<0.05).
Men demonstrated a significantly faster rate of BMD loss at the femoral neck (-5.23 x10-5 g/cm2/day) than women (-2.22 x10-5 g/cm2/day).

Conclusions:

Bone mineral density demonstrably decreases following lung transplantation.
The rate of BMD loss is notably faster in male lung transplant recipients compared to females.
These findings highlight the need for sex-specific monitoring and interventions for bone health in this population.