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Volumetric breast density characteristics as determined from digital mammograms
O Alonzo-Proulx1, R A Jong, M J Yaffe
1Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada. oliviera@sri.utoronto.ca
Physics in Medicine and Biology
|October 25, 2012
Summary
This study introduces an automated algorithm for estimating breast volume and density from mammograms. The findings reveal that volumetric breast density decreases with age, while breast volume increases.
Area of Science:
- Radiology and Medical Imaging
- Biomedical Engineering
- Quantitative Imaging
Background:
- Accurate breast volume and density estimation are crucial for mammography analysis.
- Previous methods often lack automation and reproducibility.
- Digital mammography offers potential for quantitative tissue analysis.
Purpose of the Study:
- To present an automated, reproducible algorithm for estimating breast volume and volumetric breast density from digital mammograms.
- To analyze the relationship between volumetric breast density, breast volume, and age in a large cohort.
- To validate the algorithm's performance on a substantial dataset.
Main Methods:
- Development of an automated algorithm using digital mammograms (CC view only).
- Algorithm calibration based on digital image signal versus tissue properties.
- Estimation of compressed breast thickness using an empirical model accounting for compression force.
- Application to 55,087 images from 15,351 women.
Main Results:
- Mean volumetric breast density was 30% and mean breast volume was 687 cm³.
- Strong correlations observed between left and right breast density (r=0.92) and volume (r=0.91).
- Volumetric density decreased with age (45% at 35 years to 25% at 75 years), with a slight increase to 30% at 80 years.
- Annual changes: density decreased by ~2% per year, while volume increased by ~2% per year.
Conclusions:
- The developed algorithm provides a reproducible and automated method for breast volume and density quantification.
- Age is a significant factor influencing volumetric breast density and breast volume.
- The findings support the use of quantitative imaging biomarkers in mammography for understanding breast composition changes.
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