TY - JOUR
T1 - Quantitative texture-based analysis of pulmonary parenchymal features on chest CT
T2 - comparison with densitometric indices and short-term effect of changes in smoking habit
AU - Romei, Chiara
AU - Castellana, Roberto
AU - Conti, Barbara
AU - Bemi, Pietro
AU - Taliani, Alessandro
AU - Pistelli, Francesco
AU - Karwoski, Ronald A.
AU - Carrozzi, Laura
AU - De Liperi, Annalisa
AU - Bartholmai, Brian
N1 - Funding Information:
Conflict of interest: B. Bartholmai declares personal fees from Promedior, LLC, and from Imbio, LLC, outside the submitted work. Mayo Clinic has received grants from NIH/NHLBI, fees from Imbio, LLC, and Boehringer Ingelheim outside the submitted work. In addition, B. Bartholmai has a patent for Systems and Methods For Analyzing In Vivo Tissue Volumes Using Medical Imaging pending to Mayo Clinic. R.A. Karwoski declares personal fees from LLC, and from Imbio, LLC, outside the submitted work. The other authors of this manuscript declare no conflict of interest; the authors received no financial support for the research, authorship, and/or publication of this article.
Publisher Copyright:
© The authors 2022.
PY - 2022/10/1
Y1 - 2022/10/1
N2 - Purpose To investigate the correlations between densitometric and Computer Aided Lung Informatics for Pathology Evaluation and Rating (CALIPER)-derived indices of pulmonary emphysema and their change in the short-term period for groups of patients with different smoking habits. Method This retrospective study included 284 subjects from the ITALUNG trial (198 men and 86 women; mean±SD age 60±4 years) who underwent low-dose chest computed tomography at baseline and 2-year follow-up. Subjects were divided into four groups ( persistent smokers, restarters, quitters and former smokers) according to their smoking habit at baseline and follow-up. Densitometric and texture analyses were performed, using CALIPER software. A correlation analysis was conducted between CALIPERderived low-attenuation areas (LAAs) and densitometric indices, including the 15th percentile of the whole-lung attenuation histogram (Perc15) and the relative areas with density ≤-950 HU (RA950). Densitometric indices and LAAs were evaluated at baseline and variation assessed longitudinally with comparisons between groups with different smoking habit. Further analysis of parenchymal changes per pulmonary zone was performed. Results LAAs were strongly correlated with Perc15 (rs=0.81; p<0.001) and RA950 (rs=0.905; p<0.001). At baseline, the group of smokers showed higher Perc15, lower RA950, lower LAAs ( particularly mild subclass of LAAs) than the group of ex-smokers (p<0.001). At 2-year follow-up, densitometric indices and LAAs increased in persistent smokers, former smokers and quitters ( p<0.05). The progression was larger and statistically more significant in quitters (p<0.001). Conclusion CALIPER texture analysis provides an objective measure comparable to traditional density/ histogram features to assess the lung parenchymal changes in relation to different smoking habits.
AB - Purpose To investigate the correlations between densitometric and Computer Aided Lung Informatics for Pathology Evaluation and Rating (CALIPER)-derived indices of pulmonary emphysema and their change in the short-term period for groups of patients with different smoking habits. Method This retrospective study included 284 subjects from the ITALUNG trial (198 men and 86 women; mean±SD age 60±4 years) who underwent low-dose chest computed tomography at baseline and 2-year follow-up. Subjects were divided into four groups ( persistent smokers, restarters, quitters and former smokers) according to their smoking habit at baseline and follow-up. Densitometric and texture analyses were performed, using CALIPER software. A correlation analysis was conducted between CALIPERderived low-attenuation areas (LAAs) and densitometric indices, including the 15th percentile of the whole-lung attenuation histogram (Perc15) and the relative areas with density ≤-950 HU (RA950). Densitometric indices and LAAs were evaluated at baseline and variation assessed longitudinally with comparisons between groups with different smoking habit. Further analysis of parenchymal changes per pulmonary zone was performed. Results LAAs were strongly correlated with Perc15 (rs=0.81; p<0.001) and RA950 (rs=0.905; p<0.001). At baseline, the group of smokers showed higher Perc15, lower RA950, lower LAAs ( particularly mild subclass of LAAs) than the group of ex-smokers (p<0.001). At 2-year follow-up, densitometric indices and LAAs increased in persistent smokers, former smokers and quitters ( p<0.05). The progression was larger and statistically more significant in quitters (p<0.001). Conclusion CALIPER texture analysis provides an objective measure comparable to traditional density/ histogram features to assess the lung parenchymal changes in relation to different smoking habits.
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U2 - 10.1183/13993003.02618-2021
DO - 10.1183/13993003.02618-2021
M3 - Article
C2 - 35604814
AN - SCOPUS:85140144067
SN - 0903-1936
VL - 60
JO - European Respiratory Journal
JF - European Respiratory Journal
IS - 4
M1 - 2102618
ER -