COPD comorbidities network

被引:127
作者
Divo, Miguel J. [1 ]
Casanova, Ciro [2 ]
Marin, Jose M. [3 ]
Pinto-Plata, Victor M. [1 ]
de-Torres, Juan P. [4 ]
Zulueta, Javier J. [4 ]
Cabrera, Carlos [5 ]
Zagaceta, Jorge [4 ]
Sanchez-Salcedo, Pablo [4 ]
Berto, Juan [4 ]
Baz Davila, Rebeca [2 ]
Alcaide, Ana B. [4 ]
Cote, Claudia [6 ]
Celli, Bartolome R. [1 ]
机构
[1] Harvard Univ, Brigham & Womens Hosp, Sch Med, Div Pulm & Crit Care, Boston, MA 02115 USA
[2] Univ La Laguna, Dept Pulm, Hosp Univ La Candelaria, Santa Cruz De Tenerife, Spain
[3] Hosp Univ Miguel Servet, Resp Serv, Zaragoza, Spain
[4] Univ Navarra Clin, Dept Pulmonol, Pamplona, Spain
[5] Hosp Univ Gran Canaria Dr Negrin, Dept Pulm, Las Palmas Gran Canaria, Spain
[6] Univ S Florida, Div Pulm & Crit Care Med, Bay Pines Vet Affairs Healthcare Syst, Tampa, FL USA
关键词
OBSTRUCTIVE PULMONARY-DISEASE; HEALTH-STATUS; DIAGNOSED COPD; MORTALITY; PREVALENCE; IMPACT; EPIDEMIOLOGY; MEDICINE; CARE; MULTIMORBIDITY;
D O I
10.1183/09031936.00171614
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Multimorbidity frequently affects the ageing population and their co-existence may not occur at random. Understanding their interactions and that with clinical variables could be important for disease screening and management. In a cohort of 1969 chronic obstructive pulmonary disease (COPD) patients and 316 non-COPD controls, we applied a network-based analysis to explore the associations between multiple comorbidities. Clinical characteristics (age, degree of obstruction, walking, dyspnoea, body mass index) and 79 comorbidities were identified and their interrelationships quantified. Using network visualisation software, we represented each clinical variable and comorbidity as a node with linkages representing statistically significant associations. The resulting COPD comorbidity network had 428, 357 or 265 linkages depending on the statistical threshold used (p <= 0.01, p <= 0.001 or p <= 0.0001). There were more nodes and links in COPD compared with controls after adjusting for age, sex and number of subjects. In COPD, a subset of nodes had a larger number of linkages representing hubs. Four sub-networks or modules were identified using an inter-linkage affinity algorithm and their display provided meaningful interactions not discernible by univariate analysis. COPD patients are affected by larger number of multiple interlinked morbidities which clustering pattern may suggest common pathobiological processes or be utilised for screening and/or therapeutic interventions.
引用
收藏
页码:640 / 650
页数:11
相关论文
共 59 条
[1]   Addressing the Complexity of Chronic Obstructive Pulmonary Disease From Phenotypes and Biomarkers to Scale-Free Networks, Systems Biology, and P4 Medicine [J].
Agusti, Alvar ;
Sobradillo, Patricia ;
Celli, Bartolome .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2011, 183 (09) :1129-1137
[2]   Risk assessment of readmissions following an initial COPD-related hospitalization [J].
Baker, Christine L. ;
Zou, Kelly H. ;
Su, Jun .
INTERNATIONAL JOURNAL OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE, 2013, 8 :551-559
[3]   Network medicine -: From obesity to the "Diseasome'' [J].
Barabasi, Albert-Laszlo .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 357 (04) :404-407
[4]   Network medicine: a network-based approach to human disease [J].
Barabasi, Albert-Laszlo ;
Gulbahce, Natali ;
Loscalzo, Joseph .
NATURE REVIEWS GENETICS, 2011, 12 (01) :56-68
[5]   Epidemiology of multimorbidity and implications for health care, research, and medical education: a cross-sectional study [J].
Barnett, Karen ;
Mercer, Stewart W. ;
Norbury, Michael ;
Watt, Graham ;
Wyke, Sally ;
Guthrie, Bruce .
LANCET, 2012, 380 (9836) :37-43
[6]  
Bastian M., 2009, GEPHI OPEN SOURCE SO
[7]   A life course approach to chronic disease epidemiology: conceptual models, empirical challenges and interdisciplinary perspectives [J].
Ben-Shlomo, Y ;
Kuh, D .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2002, 31 (02) :285-293
[8]   Twitter reciprocal reply networks exhibit assortativity with respect to happiness [J].
Bliss, Catherine A. ;
Kloumann, Isabel M. ;
Harris, Kameron Decker ;
Danforth, Christopher M. ;
Dodds, Peter Sheridan .
JOURNAL OF COMPUTATIONAL SCIENCE, 2012, 3 (05) :388-397
[9]   Fast unfolding of communities in large networks [J].
Blondel, Vincent D. ;
Guillaume, Jean-Loup ;
Lambiotte, Renaud ;
Lefebvre, Etienne .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
[10]   Clinical COPD phenotypes: a novel approach using principal component and cluster analyses [J].
Burgel, P-R. ;
Paillasseur, J-L. ;
Caillaud, D. ;
Tillie-Leblond, I. ;
Chanez, P. ;
Escamilla, R. ;
Court-Fortune, I. ;
Perez, T. ;
Carre, P. ;
Roche, N. .
EUROPEAN RESPIRATORY JOURNAL, 2010, 36 (03) :531-539