1. Topologic Parametric Response Mapping Identifies Tissue Subtypes Associated with Emphysema Progression.
- Author
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Wang JM, Bell AJ, Ram S, Labaki WW, Hoff BA, Murray S, Kazerooni EA, Galban S, Hatt CR, Han MK, and Galban CJ
- Subjects
- Humans, Lung diagnostic imaging, Tomography, X-Ray Computed methods, Pulmonary Emphysema diagnostic imaging, Pulmonary Disease, Chronic Obstructive diagnostic imaging, Emphysema
- Abstract
Rationale and Objectives: Small airways disease (SAD) and emphysema are significant components of chronic obstructive pulmonary disease (COPD), a heterogenous disease where predicting progression is difficult. SAD, a principal cause of airflow obstruction in mild COPD, has been identified as a precursor to emphysema. Parametric Response Mapping (PRM) of chest computed tomography (CT) can help distinguish SAD from emphysema. Specifically, topologic PRM can define local patterns of both diseases to characterize how and in whom COPD progresses. We aimed to determine if distribution of CT-based PRM of functional SAD (fSAD) is associated with emphysema progression., Materials and Methods: We analyzed paired inspiratory-expiratory chest CT scans at baseline and 5-year follow up in 1495 COPDGene subjects using topological analyses of PRM classifications. By spatially aligning temporal scans, we mapped local emphysema at year five to baseline lobar PRM-derived topological readouts. K-means clustering was applied to all observations. Subjects were subtyped based on predominant PRM cluster assignments and assessed using non-parametric statistical tests to determine differences in PRM values, pulmonary function metrics, and clinical measures., Results: We identified distinct lobar imaging patterns and classified subjects into three radiologic subtypes: emphysema-dominant (ED), fSAD-dominant (FD), and fSAD-transition (FT: transition from healthy lung to fSAD). Relative to year five emphysema, FT showed rapid local emphysema progression (-57.5% ± 1.1) compared to FD (-49.9% ± 0.5) and ED (-33.1% ± 0.4). FT consisted primarily of at-risk subjects (roughly 60%) with normal spirometry., Conclusion: The FT subtype of COPD may allow earlier identification of individuals without spirometrically-defined COPD at-risk for developing emphysema., Competing Interests: Declaration of Competing Interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Craig J. Galban reports financial support for article publishing charges; equipment, drugs, or supplies; and statistical analysis were provided by the National Heart, Lung, and Blood Institute of the National Institutes of Health. MeiLan K. Han, Craig J. Galban, and Charles R. Hatt report financial support was provided by the National Heart, Lung, and Blood Institute of the National Institutes of Health. Charles R. Hatt reports a relationship with Imbio, LLC that includes employment. Craig J. Galban has patent licensed to Imbio, LLC. Craig J. Galban and Benjamin A. Hoff have patent licensed to Imbio, LLC. Personal fees from Konica Minolta and Continuing Education Alliance (W.W.L.); financial interest in Imbio, LLC (B.A.H. and C.J.G.); stock options in Imbio, Inc. (C.R.H.); personal fees from GlaxoSmithKline, AstraZeneca, Boehringer Ingelheim, Cipla, Chiesi, Novartis, Pulmonx, Teva, Verona, Merck, Mylan, Sanofi, DevPro, Aerogen, Polarian, Regeneron, Amgen, UpToDate, Altesa Biopharma, Medscape, NACE, MDBriefcase and Integrity (M.K.H.); either in kind research support or funds paid to the institution from the NIH, Novartis, Sunovion, Nuvaira, Sanofi, AstraZeneca, Boehringer Ingelheim, Gala Therapeutics, Biodesix, the COPD Foundation and the American Lung Association (M.K.H.); participation in Data Safety Monitoring Boards for Novartis and Medtronic with funds paid to the institution (M.K.H.); stock options from Meissa Vaccines and Altesa Biopharma (M.K.H.) are reported. For the remaining authors no interests were declared., (Copyright © 2024 The Association of University Radiologists. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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