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Topography of pleural epithelial structure enabled by en face isolation and machine learning
Betty S Liu1, Cristian D Valenzuela1, Katherine L Mentzer2
1Laboratory of Adaptive and Regenerative Biology and Division of Thoracic Surgery, Brigham & Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA.
Pleural epithelial cells vary in size and shape across the lung, adapting to mechanical stress. This study reveals regional differences in cell structure, offering insights into lung mechanics.
Area of Science:
- Pulmonary Physiology
- Cell Biology
- Biomechanical Engineering
Background:
- Pleural epithelial adaptations to mechanical stress are crucial for normal lung function and disease.
- Assessing regional mechanical stress in the lung is challenging due to tissue properties and large displacements.
- A reliable method for isolating pleural epithelium for structural analysis was lacking.
Purpose of the Study:
- To develop a novel method for en face harvest of murine pleural epithelium.
- To define topographic variations in pleural structure and cell morphology.
- To investigate pleural epithelial cell adaptations to mechanical stress during lung inflation.
Main Methods:
- Developed an en face harvest technique for murine pleural epithelium.
- Utilized silver-stain for light microscopy imaging of cell borders.
- Applied machine learning and watershed segmentation for quantitative cell analysis (area, perimeter).
Main Results:
- Pleural epithelial cells were significantly larger in the lung apex compared to basilar regions at residual volume.
- Apical cell distortion suggests a vertical gradient of pleural pressures.
- Epithelial cell area increased by 57% and perimeter by 27% from residual volume to total lung capacity, less than predicted by uniform expansion.
Conclusions:
- Structured analysis of pleural epithelial cells provides insights into regional mechanical stress distribution.
- The findings complement studies of pulmonary microstructure.
- The developed method enables detailed investigation of pleural epithelial adaptations to mechanical forces.
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