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Lung parenchyma parameters measure of rats from pulmonary window computed tomography images based on ResU-Net model for medical respiratory researches.

Authors :
Yang Y
Li Q
Guo Y
Liu Y
Li X
Guo J
Li W
Cheng L
Chen H
Kang Y
Source :
Mathematical biosciences and engineering : MBE [Math Biosci Eng] 2021 May 13; Vol. 18 (4), pp. 4193-4211.
Publication Year :
2021

Abstract

Our paper proposes a method to measure lung parenchyma parameters from pulmonary window computed tomography images based on ResU-Net model including the CT value, the density, the lung volume, and the surface area of the lungs of healthy rats, to help promote the quantitative analysis of lung parenchyma parameters of rats in medical respiratory researches. Through the analysis of the lung parenchyma parameters of the control group and the treatment group, the law of change among the lung parenchyma parameters is given in our paper. After comparing and analyzing the lung parenchyma parameter CT value and the density of the two groups, it is discovered that the lung parenchyma parameter CT value and the density significantly increase in the treatment group which is after continuously inhaling the nebulization of contrast agents. The change of the lung volume with the surface area in both two groups conforms to the law of lung changes during breathing. The relationship between the lung volume and the CT value or the density is analyzed and it is concluded that the lung volume is negatively correlated with the CT value or the density.

Details

Language :
English
ISSN :
1551-0018
Volume :
18
Issue :
4
Database :
MEDLINE
Journal :
Mathematical biosciences and engineering : MBE
Publication Type :
Academic Journal
Accession number :
34198432
Full Text :
https://doi.org/10.3934/mbe.2021210