Quantitative lung morphology: semi-automated measurement of mean linear intercept

被引:82
作者
Crowley, George [1 ]
Kwon, Sophia [1 ]
Caraher, Erin J. [1 ]
Haider, Syed Hissam [1 ,2 ,3 ]
Lam, Rachel [1 ]
Batra, Prag [4 ]
Melles, Daniel [5 ]
Liu, Mengling [6 ,7 ]
Nolan, Anna [1 ,2 ,3 ,6 ]
机构
[1] NYU, Sch Med, Dept Med, Div Pulm Crit Care & Sleep Med, New York, NY 10003 USA
[2] Bur Hlth Serv, Fire Dept New York, Brooklyn, NY 11231 USA
[3] Off Med Affairs, Brooklyn, NY 11201 USA
[4] NYU, Sch Med, New York, NY USA
[5] Univ Calif Berkeley, Berkeley, CA 94720 USA
[6] NYU, Sch Med, Dept Environm Med, New York, NY USA
[7] NYU, Sch Med, Dept Populat Hlth, Div Biostat, New York, NY USA
关键词
Emphysema; Obstructive airways disease; Lung architecture; CHORD LENGTH DISTRIBUTIONS; FINE PARTICULATE MATTER; AIR SPACE SIZE;
D O I
10.1186/s12890-019-0915-6
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Background Quantifying morphologic changes is critical to our understanding of the pathophysiology of the lung. Mean linear intercept (MLI) measures are important in the assessment of clinically relevant pathology, such as emphysema. However, qualitative measures are prone to error and bias, while quantitative methods such as mean linear intercept (MLI) are manually time consuming. Furthermore, a fully automated, reliable method of assessment is nontrivial and resource-intensive. Methods We propose a semi-automated method to quantify MLI that does not require specialized computer knowledge and uses a free, open-source image-processor (Fiji). We tested the method with a computer-generated, idealized dataset, derived an MLI usage guide, and successfully applied this method to a murine model of particulate matter (PM) exposure. Fields of randomly placed, uniform-radius circles were analyzed. Optimal numbers of chords to assess based on MLI were found via receiver-operator-characteristic (ROC)-area under the curve (AUC) analysis. Intraclass correlation coefficient (ICC) measured reliability. Results We demonstrate high accuracy (AUC(ROC) > 0.8 for MLIactual > 63.83 pixels) and excellent reliability (ICC = 0.9998, p < 0.0001). We provide a guide to optimize the number of chords to sample based on MLI. Processing time was 0.03 s/image. We showed elevated MLI in PM-exposed mice compared to PBS-exposed controls. We have also provided the macros that were used and have made an ImageJ plugin available free for academic research use at . Conclusions Our semi-automated method is reliable, equally fast as fully automated methods, and uses free, open-source software. Additionally, we quantified the optimal number of chords that should be measured per lung field.
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页数:9
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