Lung volume measurement using chest CT in COVID-19 patients: a cohort study in Japan

Author:

Otake Shiro,Shiraishi Yusuke,Chubachi ShotaroORCID,Tanabe NaoyaORCID,Maetani Tomoki,Asakura Takanori,Namkoong Ho,Shimada Takashi,Azekawa Shuhei,Nakagawara Kensuke,Tanaka Hiromu,Fukushima Takahiro,Watase Mayuko,Terai Hideki,Sasaki Mamoru,Ueda Soichiro,Kato Yukari,Harada NorihiroORCID,Suzuki Shoji,Yoshida Shuichi,Tateno Hiroki,Yamada Yoshitake,Jinzaki Masahiro,Hirai Toyohiro,Okada Yukinori,Koike Ryuji,Ishii Makoto,Hasegawa Naoki,Kimura Akinori,Imoto Seiya,Miyano Satoru,Ogawa Seishi,Kanai Takanori,Fukunaga Koichi

Abstract

ObjectiveThis study aimed to investigate the utility of CT quantification of lung volume for predicting critical outcomes in COVID-19 patients.MethodsThis retrospective cohort study included 1200 hospitalised patients with COVID-19 from 4 hospitals. Lung fields were extracted using artificial intelligence-based segmentation, and the percentage of the predicted (%pred) total lung volume (TLC (%pred)) was calculated. The incidence of critical outcomes and posthospitalisation complications was compared between patients with low and high CT lung volumes classified based on the median percentage of predicted TLCct(n=600 for each). Prognostic factors for residual lung volume loss were investigated in 208 patients with COVID-19 via a follow-up CT after 3 months.ResultsThe incidence of critical outcomes was higher in the low TLCct(%pred) group than in the high TLCct(%pred) group (14.2% vs 3.3%, p<0.0001). Multivariable analysis of previously reported factors (age, sex, body mass index and comorbidities) demonstrated that CT-derived lung volume was significantly associated with critical outcomes. The low TLCct(%pred) group exhibited a higher incidence of bacterial infection, heart failure, thromboembolism, liver dysfunction and renal dysfunction than the high TLCct(%pred) group. TLCct(%pred) at 3 months was similarly divided into two groups at the median (71.8%). Among patients with follow-up CT scans, lung volumes showed a recovery trend from the time of admission to 3 months but remained lower in critical cases at 3 months.ConclusionLower CT lung volume was associated with critical outcomes, posthospitalisation complications and slower improvement of clinical conditions in COVID-19 patients.

Funder

Japan Science and Technology Agency

Ministry of Health, Labour and Welfare

CREST

PRESTO

Japan Agency for Medical Research and Development

Publisher

BMJ

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