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Prognostic value of a composite physiologic index developed by adding bronchial and hyperlucent volumes quantified
Michihiro Uyama1, Tomohiro Handa2,3, Ryuji Uozumi4
1Department of Respiratory Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan.
Respiratory Research
|December 24, 2024
Summary
New composite physiologic index (CPI) formulas using artificial intelligence quantitative CT (AIQCT) can predict idiopathic pulmonary fibrosis (IPF) patient outcomes. The ILD-bronchial CPI (ILDB-CPI) shows similar performance to existing CPIs for predicting survival.
Area of Science:
- Pulmonary Medicine
- Radiology
- Medical Imaging Analysis
Background:
- The composite physiologic index (CPI) estimates interstitial lung disease (ILD) extent in idiopathic pulmonary fibrosis (IPF) using pulmonary function tests (PFTs).
- CALIPER-CPI, a revised CPI, estimates ILD volume using automated CT software.
- Artificial intelligence quantitative CT (AIQCT) software can now quantify bronchial and ILD volumes separately in IPF patients.
Purpose of the Study:
- Develop AIQCT-derived CPI formulas to quantify CT abnormalities in IPF.
- Investigate the association of these novel CPI formulas with IPF patient survival.
Main Methods:
- Developed new CPI formulas based on PFTs and AIQCT-derived volumes: ILD-CPI, ILDB-CPI (ILD + bronchial), and ILDBH-CPI (ILD + bronchial + hyperlucent).
- Analyzed associations with survival in two IPF cohorts (n=116 and n=72).
- Compared the predictive performance of original CPI, CALIPER-CPI, and AIQCT-derived CPIs using C-indices.
Main Results:
- All AIQCT-derived CPIs, along with original CPI and CALIPER-CPI, were associated with overall survival.
- The ILDB-CPI demonstrated the highest C-index (0.759) among AIQCT-derived CPIs, comparable to original CPI (0.765) and CALIPER-CPI (0.749).
- Inclusion of hyperlucent volume (ILDBH-CPI) did not improve predictive accuracy (C-index=0.729).
Conclusions:
- The ILDB-CPI, derived from AIQCT, effectively predicts IPF patient outcomes.
- AIQCT-derived ILDB-CPI performance is comparable to established CPI measures.
- Adding hyperlucent lung volume to CPI formulas does not enhance mortality prediction accuracy.
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