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10.1016/j.ygeno.2016.01.004

http://scihub22266oqcxt.onion/10.1016/j.ygeno.2016.01.004
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C4761317!4761317!26773458
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suck abstract from ncbi


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pmid26773458      Genomics 2016 ; 107 (ä): 51-8
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  • COPD subtypes identified by network-based clustering of blood gene expression #MMPMID26773458
  • Chang Y; Glass K; Liu YY; Silverman EK; Crapo JD; Tal-Singer R; Bowler R; Dy J; Cho M; Castaldi P
  • Genomics 2016[Mar]; 107 (ä): 51-8 PMID26773458show ga
  • One of the most common smoking-related diseases, chronic obstructive pulmonary disease (COPD), results from a dysregulated, multi-tissue inflammatory response to cigarette smoke. We hypothesized that systemic inflammatory signals in genome-wide blood gene expression can identify clinically important COPD-related disease subtypes, and we leveraged pre-existing gene interaction networks to guide unsupervised clustering of blood microarray expression data. Using network-informed non-negative matrix factorization, we analyzed genome-wide blood gene expression from 229 former smokers in the ECLIPSE Study, and we identified novel, clinically relevant molecular subtypes of COPD. These network-informed clusters were more stable and more strongly associated with measures of lung structure and function than clusters derived from a network-naïve approach, and they were associated with subtype-specific enrichment for inflammatory and protein catabolic pathways. These clusters were successfully reproduced in an independent sample of 135 smokers from the COPDGene Study.
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