Parametric Response Mapping Monitors Temporal Changes on Lung CT Scans in the Subpopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)

被引:88
|
作者
Boes, Jennifer L. [1 ]
Hoff, Benjamin A. [1 ]
Bule, Maria [1 ]
Johnson, Timothy D. [2 ]
Rehemtulla, Alnawaz [3 ]
Chamberlain, Ryan [4 ]
Hoffman, Eric A. [5 ]
Kazerooni, Ella A. [1 ]
Martinez, Fernando J. [6 ]
Han, Meilan K. [7 ]
Ross, Brian D. [1 ]
Galban, Craig J. [1 ]
机构
[1] Univ Michigan, Dept Radiol, Ctr Mol Imaging, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Biostat, Ctr Mol Imaging, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Dept Radiat Oncol, Ctr Mol Imaging, Ann Arbor, MI 48109 USA
[4] Imbio LLC, Minneapolis, MN USA
[5] Univ Iowa, Dept Radiol, Iowa City, IA 52242 USA
[6] Weill Cornell Med Coll, Dept Med, New York, NY USA
[7] Univ Michigan, Dept Internal Med, Ctr Mol Imaging, Ann Arbor, MI 48109 USA
基金
美国国家卫生研究院;
关键词
Chronic obstructive pulmonary disease; disease progression; diagnostic imaging; voxel-wise analysis; parametric response map; small airways disease; computed tomography; OBSTRUCTIVE PULMONARY-DISEASE; QUANTITATIVE COMPUTED-TOMOGRAPHY; RISK-FACTORS; EMPHYSEMA; SMOKERS; DIAGNOSIS; QUANTIFICATION; HETEROGENEITY; PHENOTYPE; EXPANSION;
D O I
10.1016/j.acra.2014.08.015
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Rationale and Objectives: The longitudinal relationship between regional air trapping and emphysema remains unexplored. We have sought to demonstrate the utility of parametric response mapping (PRM), a computed tomography (CT)-based biomarker, for monitoring regional disease progression in chronic obstructive pulmonary disease (COPD) patients, linking expiratory- and inspiratorybased CT metrics over time. Materials and Methods: Inspiratory and expiratory lung CT scans were acquired from 89 COPD subjects with varying Global Initiative for Chronic Obstructive Lung Disease (GOLD) status at 30 days (n = 13) or 1 year (n = 76) from baseline as part of the Subpopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS) clinical trial. PRMs of CT data were used to quantify the relative volumes of normal parenchyma (PRMNormal), emphysema (PRMEmPh), and functional small airways disease (PRMfSAD). PRM measurement variability was assessed using the 30-day interval data. Changes in PRM metrics over a 1-year period were correlated to pulmonary function (forced expiratory volume at 1 second [FEV1]). A theoretical model that simulates PRM changes from COPD was compared to experimental findings. Results: PRM metrics varied by, similar to 6.5% of total lung volume for PRM(Normal)l and PRMfSAD and 1% for PRMEmPh when testing 30-day repeatability. Over 1-year interval, only PRMEmPh in severe COPD subjects produced significant change (19%-21%). However, 11 of 76 subjects showed changes in PRMfSAD greater than variations observed from analysis of 30-day data. Mathematical model simulations agreed with experimental PRM results, suggesting fSAD is a transitional phase from normal parenchyma to emphysema. Conclusions: PRM of lung CT scans in COPD patients provides an opportunity to more precisely characterize underlying disease phenotypes, with the potential to monitor disease status and therapy response.
引用
收藏
页码:186 / 194
页数:9
相关论文
共 14 条
  • [1] Correcting Nonpathological Variation in Longitudinal Parametric Response Maps of CT Scans in COPD Subjects: SPIROMICS
    Fernandez-Baldera, Antonio
    Hatt, Charles R.
    Murray, Susan
    Hoffman, Eric A.
    Kazerooni, Ella A.
    Martinez, Fernando J.
    Han, MeiLan K.
    Galban, Craig J.
    TOMOGRAPHY, 2017, 3 (03) : 138 - 145
  • [2] Imaging-based clusters in current smokers of the COPD cohort associate with clinical characteristics: the SubPopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
    Haghighi, Babak
    Choi, Sanghun
    Choi, Jiwoong
    Hoffman, Eric A.
    Comellas, Alejandro P.
    Newell, John D., Jr.
    Barr, R. Graham
    Bleecker, Eugene
    Cooper, Christopher B.
    Couper, David
    Han, Mei Lan
    Hansel, Nadia N.
    Kanner, Richard E.
    Kazerooni, Ella A.
    Kleerup, Eric A. C.
    Martinez, Fernando J.
    O'Neal, Wanda
    Rennard, Stephen I.
    Woodruff, Prescott G.
    Lin, Ching-Long
    RESPIRATORY RESEARCH, 2018, 19
  • [3] Longitudinal Imaging-Based Clusters in Former Smokers of the COPD Cohort Associate with Clinical Characteristics: The SubPopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
    Zou, Chunrui
    Li, Frank
    Choi, Jiwoong
    Haghighi, Babak
    Choi, Sanghun
    Rajaraman, Prathish K.
    Comellas, Alejandro P.
    Newell, John D.
    Lee, Chang Hyun
    Barr, R. Graham
    Bleecker, Eugene
    Cooper, Christopher B.
    Couper, David
    Han, Meilan
    Hansel, Nadia N.
    Kanner, Richard E.
    Kazerooni, Ella A.
    Kleerup, Eric C.
    Martinez, Fernando J.
    O'Neal, Wanda
    Paine, Robert, III
    Rennard, Stephen I.
    Smith, Benjamin M.
    Woodruff, Prescott G.
    Hoffman, Eirc A.
    Lin, Ching-Long
    INTERNATIONAL JOURNAL OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE, 2021, 16 : 1477 - 1496
  • [4] Sleep disruption as a predictor of quality of life among patients in the subpopulations and intermediate outcome measures in COPD study (SPIROMICS)
    Zeidler, Michelle R.
    Martin, Jennifer L.
    Kleerup, Eric C.
    Schneider, Hartmut
    Mitchell, Michael N.
    Hansel, Nadia N.
    Sundar, Krishna
    Schotland, Helena
    Basner, Robert C.
    Wells, J. Michael
    Krishnan, Jerry A.
    Criner, Gerard J.
    Cristenson, Stephanie
    Krachman, Samuel
    Badr, M. Safwan
    SLEEP, 2018, 41 (05)
  • [5] Imaging-based clusters in former smokers of the COPD cohort associate with clinical characteristics: the SubPopulations and intermediate outcome measures in COPD study (SPIROMICS)
    Haghighi, Babak
    Choi, Sanghun
    Choi, Jiwoong
    Hoffman, Eric A.
    Comellas, Alejandro P.
    Newell, John D.
    Lee, Chang Hyun
    Barr, R. Graham
    Bleecker, Eugene
    Cooper, Christopher B.
    Couper, David
    Han, Mei Lan
    Hansel, Nadia N.
    Kanner, Richard E.
    Kazerooni, Ella A.
    Kleerup, Eric A. C.
    Martinez, Fernando J.
    O'Neal, Wanda
    Paine, Robert, III
    Rennard, Stephen I.
    Smith, Benjamin M.
    Woodruff, Prescott G.
    Lin, Ching-Long
    RESPIRATORY RESEARCH, 2019, 20 (1):
  • [6] Marijuana Use Associations with Pulmonary Symptoms and Function in Tobacco Smokers Enrolled in the Subpopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
    Morris, Madeline A.
    Jacobson, Sean R.
    Kinney, Gregory L.
    Tashkin, Donald P.
    Woodruff, Prescott G.
    Hoffman, Eric A.
    Kanner, Richard E.
    Cooper, Christopher B.
    Drummond, M. Brad
    Barr, R. Graham
    Oelsner, Elizabeth C.
    Make, Barry J.
    Han, MeiLan K.
    Hansel, Nadia N.
    O'Neal, Wanda K.
    Bowler, Russell P.
    CHRONIC OBSTRUCTIVE PULMONARY DISEASES-JOURNAL OF THE COPD FOUNDATION, 2018, 5 (01): : 46 - 56
  • [7] Imaging-based clusters in current smokers of the COPD cohort associate with clinical characteristics: the SubPopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
    Babak Haghighi
    Sanghun Choi
    Jiwoong Choi
    Eric A. Hoffman
    Alejandro P. Comellas
    John D. Newell
    R. Graham Barr
    Eugene Bleecker
    Christopher B. Cooper
    David Couper
    Mei Lan Han
    Nadia N. Hansel
    Richard E. Kanner
    Ella A. Kazerooni
    Eric A. C. Kleerup
    Fernando J. Martinez
    Wanda O’Neal
    Stephen I. Rennard
    Prescott G. Woodruff
    Ching-Long Lin
    Respiratory Research, 19
  • [8] Imaging-based clusters in former smokers of the COPD cohort associate with clinical characteristics: the SubPopulations and intermediate outcome measures in COPD study (SPIROMICS)
    Babak Haghighi
    Sanghun Choi
    Jiwoong Choi
    Eric A. Hoffman
    Alejandro P. Comellas
    John D. Newell
    Chang Hyun Lee
    R. Graham Barr
    Eugene Bleecker
    Christopher B. Cooper
    David Couper
    Mei Lan Han
    Nadia N. Hansel
    Richard E. Kanner
    Ella A. Kazerooni
    Eric A. C. Kleerup
    Fernando J. Martinez
    Wanda O’Neal
    Robert Paine
    Stephen I. Rennard
    Benjamin M. Smith
    Prescott G. Woodruff
    Ching-Long Lin
    Respiratory Research, 20
  • [9] The Impact of Sources of Variability on Parametric Response Mapping of Lung CT Scans
    Boes, Jennifer L.
    Bule, Maria
    Hoff, Benjamin A.
    Chamberlain, Ryan
    Lynch, David A.
    Stojanovska, Jadranka
    Martinez, Fernando J.
    Han, Meilan K.
    Kazerooni, Ella A.
    Ross, Brian D.
    Galban, Craig J.
    TOMOGRAPHY, 2015, 1 (01) : 69 - 77
  • [10] Plasma Cathelicidin is Independently Associated with Reduced Lung Function in COPD: Analysis of the Subpopulations and Intermediate Outcome Measures in COPD Study Cohort
    Burkes, Robert M.
    Ceppe, Agathe S.
    Couper, David J.
    Comellas, Alejandro P.
    Wells, J. Michael
    Peters, Stephen P.
    Criner, Gerard J.
    Kanner, Richard E.
    Paine, Robert, III
    Christenson, Stephanie A.
    Cooper, Christopher B.
    Barjaktarevic, Igor Z.
    Krishnan, Jerry A.
    Labaki, Wassim W.
    Han, MeiLan K.
    Curtis, Jeffrey L.
    Hansel, Nadia N.
    Wise, Robert A.
    Drummond, M. Bradley
    CHRONIC OBSTRUCTIVE PULMONARY DISEASES-JOURNAL OF THE COPD FOUNDATION, 2020, 7 (04):