Lobar Emphysema Distribution Is Associated With 5-Year Radiological Disease Progression

被引:47
作者
Boueiz, Adel [1 ,2 ]
Chang, Yale [5 ]
Cho, Michael H. [2 ]
Washko, George R. [2 ]
San Jose Estepar, Raul [3 ]
Bowler, Russell P. [6 ]
Crapo, James D. [6 ]
DeMeo, Dawn L. [1 ,2 ]
Dy, Jennifer G. [5 ]
Silverman, Edwin K. [1 ,2 ]
Castaldi, Peter J. [1 ,4 ]
机构
[1] Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Div Network Med, Boston, MA USA
[2] Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Pulm & Crit Care Med Div, Boston, MA USA
[3] Harvard Med Sch, Brigham & Womens Hosp, Dept Radiol, Surg Planning Lab,Lab Math Imaging, Boston, MA USA
[4] Harvard Med Sch, Brigham & Womens Hosp, Div Gen Med & Primary Care, Boston, MA USA
[5] Northeastern Univ, Dept Elect & Comp Engn, Boston, MA 02115 USA
[6] Natl Jewish Hlth, Dept Med, Div Pulm Med, Denver, CO USA
关键词
clustering; COPD; COPD disease progression; emphysema distribution; machine learning; GENOME-WIDE ASSOCIATION; LUNG-VOLUME-REDUCTION; OBSTRUCTIVE PULMONARY-DISEASE; COMPUTED-TOMOGRAPHY; REGIONAL-DISTRIBUTION; GENETIC-DETERMINANTS; CLUSTER-ANALYSIS; AIRWAY DISEASE; COHORT; POPULATION;
D O I
10.1016/j.chest.2017.09.022
中图分类号
R4 [临床医学];
学科分类号
100218 [急诊医学];
摘要
BACKGROUND: Emphysema has considerable variability in its regional distribution. Cranio-caudal emphysema distribution is an important predictor of the response to lung volume reduction. However, there is little consensus regarding how to define upper lobe-predominant and lower lobe-predominant emphysema subtypes. Consequently, the clinical and genetic associations with these subtypes are poorly characterized. METHODS: We sought to identify subgroups characterized by upper-lobe or lower-lobe emphysema predominance and comparable amounts of total emphysema by analyzing data from 9,210 smokers without alpha-1-antitrypsin deficiency in the Genetic Epidemiology of COPD (COPDGene) cohort. CT densitometric emphysema was measured in each lung lobe. Random forest clustering was applied to lobar emphysema variables after regressing out the effects of total emphysema. Clusters were tested for association with clinical and imaging outcomes at baseline and at 5-year follow-up. Their associations with genetic variants were also compared. RESULTS: Three clusters were identified: minimal emphysema (n = 1,312), upper lobe-predominant emphysema (n = 905), and lower lobe-predominant emphysema (n = 796). Despite a similar amount of total emphysema, the lower-lobe group had more severe airflow obstruction at baseline and higher rates of metabolic syndrome compared with subjects with upper-lobe predominance. The group with upper-lobe predominance had greater 5-year progression of emphysema, gas trapping, and dyspnea. Differential associations with known COPD genetic risk variants were noted. CONCLUSIONS: Subgroups of smokers defined by upper-lobe or lower-lobe emphysema predominance exhibit different functional and radiological disease progression rates, and the upper-lobe predominant subtype shows evidence of association with known COPD genetic risk variants. These subgroups may be useful in the development of personalized treatments for COPD.
引用
收藏
页码:65 / 76
页数:12
相关论文
共 42 条
[1]
Association between Functional Small Airway Disease and FEV1 Decline in Chronic Obstructive Pulmonary Disease [J].
Bhatt, Surya P. ;
Soler, Xavier ;
Wang, Xin ;
Murray, Susan ;
Anzueto, Antonio R. ;
Beaty, Terri H. ;
Boriek, Aladin M. ;
Casaburi, Richard ;
Criner, Gerard J. ;
Diaz, Alejandro A. ;
Dransfield, Mark T. ;
Curran-Everett, Douglas ;
Galban, Craig J. ;
Hoffman, Eric A. ;
Hogg, James C. ;
Kazerooni, Ella A. ;
Kim, Victor ;
Kinney, Gregory L. ;
Lagstein, Amir ;
Lynch, David A. ;
Make, Barry J. ;
Martinez, Fernando J. ;
Ramsdell, Joe W. ;
Reddy, Rishindra ;
Ross, Brian D. ;
Rossiter, Harry B. ;
Steiner, Robert M. ;
Strand, Matthew J. ;
van Beek, Edwin J. R. ;
Wan, Emily S. ;
Washko, George R. ;
Wells, J. Michael ;
Wendt, Chris H. ;
Wise, Robert A. ;
Silverman, Edwin K. ;
Crapo, James D. ;
Bowler, Russell P. ;
Han, MeiLan K. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2016, 194 (02) :178-184
[2]
Genome-Wide Association Study of the Genetic Determinants of Emphysema Distribution [J].
Boueiz, Adel ;
Lutz, Sharon M. ;
Cho, Michael H. ;
Hersh, Craig P. ;
Bowler, Russell P. ;
Washko, George R. ;
Halper-Stromberg, Eitan ;
Bakke, Per ;
Gulsvik, Amund ;
Laird, Nan M. ;
Beaty, Terri H. ;
Coxson, Harvey O. ;
Crapo, James D. ;
Silverman, Edwin K. ;
Castaldi, Peter J. ;
DeMeo, Dawn L. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2017, 195 (06) :757-771
[3]
Genome-Wide Association Identifies Regulatory Loci Associated with Distinct Local Histogram Emphysema Patterns [J].
Castaldi, Peter J. ;
Cho, Michael H. ;
Estepar, Raul San Jose ;
McDonald, Merry-Lynn N. ;
Laird, Nan ;
Beaty, Terri H. ;
Washko, George ;
Crapo, James D. ;
Silverman, Edwin K. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2014, 190 (04) :399-409
[4]
Cluster analysis in the COPDGene study identifies subtypes of smokers with distinct patterns of airway disease and emphysema [J].
Castaldi, Peter J. ;
Dy, Jennifer ;
Ross, James ;
Chang, Yale ;
Washko, George R. ;
Curran-Everett, Douglas ;
Williams, Andre ;
Lynch, David A. ;
Make, Barry J. ;
Crapo, James D. ;
Bowler, Russ P. ;
Regan, Elizabeth A. ;
Hokanson, John E. ;
Kinney, Greg L. ;
Han, Meilan K. ;
Soler, Xavier ;
Ramsdell, Joseph W. ;
Barr, R. Graham ;
Foreman, Marilyn ;
van Beek, Edwin ;
Casaburi, Richard ;
Criner, Gerald J. ;
Lutz, Sharon M. ;
Rennard, Steven I. ;
Santorico, Stephanie ;
Sciurba, Frank C. ;
Demeo, Dawn L. ;
Hersh, Craig P. ;
Silverman, Edwin K. ;
Cho, Michael H. .
THORAX, 2014, 69 (05) :415-422
[5]
Castaldi PJ, THORAX
[6]
A Genome-Wide Association Study of Emphysema and Airway Quantitative Imaging Phenotypes [J].
Cho, Michael H. ;
Castaldi, Peter J. ;
Hersh, Craig P. ;
Hobbs, Brian D. ;
Barr, R. Graham ;
Tal-Singer, Ruth ;
Bakke, Per ;
Gulsvik, Amund ;
Estepar, Raul San Jose ;
Van Beek, Edwin J. R. ;
Coxson, Harvey O. ;
Lynch, David A. ;
Washko, George R. ;
Laird, Nan M. ;
Crapo, James D. ;
Beaty, Terri H. ;
Silverman, Edwin K. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2015, 192 (05) :559-569
[7]
Risk loci for chronic obstructive pulmonary disease: a genome-wide association study and meta-analysis [J].
Cho, Michael H. ;
McDonald, Merry-Lynn N. ;
Zhou, Xiaobo ;
Mattheisen, Manuel ;
Castaldi, Peter J. ;
Hersh, Craig P. ;
DeMeo, Dawn L. ;
Sylvia, Jody S. ;
Ziniti, John ;
Laird, Nan M. ;
Lange, Christoph ;
Litonjua, Augusto A. ;
Sparrow, David ;
Casaburi, Richard ;
Barr, R. Graham ;
Regan, Elizabeth A. ;
Make, Barry J. ;
Hokanson, John E. ;
Lutz, Sharon ;
Dudenkov, Tanda Murray ;
Farzadegan, Homayoon ;
Hetmanski, Jacqueline B. ;
Tal-Singer, Ruth ;
Lomas, David A. ;
Bakke, Per ;
Gulsvik, Amund ;
Crapo, James D. ;
Silverman, Edwin K. ;
Beaty, Terri H. .
LANCET RESPIRATORY MEDICINE, 2014, 2 (03) :214-225
[8]
Cluster analysis in severe emphysema subjects using phenotype and genotype data: an exploratory investigation [J].
Cho, Michael H. ;
Washko, George R. ;
Hoffmann, Thomas J. ;
Criner, Gerard J. ;
Hoffman, Eric A. ;
Martinez, Fernando J. ;
Laird, Nan ;
Reilly, John J. ;
Silverman, Edwin K. .
RESPIRATORY RESEARCH, 2010, 11
[9]
A quantification of the lung surface area in emphysema using computed tomography [J].
Coxson, HO ;
Rogers, RM ;
Whittall, KP ;
D'Yachkova, Y ;
Paré, PD ;
Sciurba, FC ;
Hogg, JC .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 1999, 159 (03) :851-856
[10]
Emphysema Presence, Severity, and Distribution Has Little Impact on the Clinical Presentation of a Cohort of Patients With Mild to Moderate COPD [J].
de Torres, Juan P. ;
Bastarrika, Gorka ;
Zagaceta, Jorge ;
Saiz-Mendiguren, Ramon ;
Alcaide, Ana B. ;
Seijo, Luis M. ;
Montes, Usua ;
Campo, Arantza ;
Zulueta, Javier J. .
CHEST, 2011, 139 (01) :36-42