Gene expression profiling of peripheral blood leukocytes identifies potential novel biomarkers of chronic obstructive pulmonary disease in current and former smokers

被引:19
作者
Edmiston, Jeffery S. [1 ]
Archer, Kellie J. [2 ,3 ]
Scian, Mariano J. [4 ]
Joyce, Andrew R. [5 ]
Zedler, Barbara K. [5 ]
Murrelle, E. Lenn [5 ]
机构
[1] Altria Client Serv, Res Dev & Engn, Richmond, VA 23219 USA
[2] Virginia Commonwealth Univ, Dept Biostat, Richmond, VA USA
[3] StatSolvers LLC, Richmond, VA USA
[4] Altria Client Serv, Rem X Special Staffing, Richmond, VA USA
[5] Venebio Grp LLC, Richmond, VA USA
关键词
Cigarette smoking; COPD; gene expression; microarray; leukocytes; random forest; DIFFERENTIATION-ASSOCIATED PROTEIN-1; INTERLEUKIN-6; RECEPTOR; CHEMOKINE RECEPTORS; OXIDATIVE STRESS; NUCLEOTIDE-SEQUENCE; MICROARRAY ANALYSIS; AIRWAY-OBSTRUCTION; LUNG-TISSUE; COPD; INFLAMMATION;
D O I
10.3109/1354750X.2010.512091
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Objective: To use gene expression microarrays in peripheral blood leukocytes of current and former cigarette smokers to identify differences associated with COPD. Materials and methods: Random forest modelling and a split-sample case-control approach were used to identify candidate predictors. Results: We identified 1013 genes and one smoking exposure variable that differentiated current and former smokers with or without COPD. This predictor set was reduced to a nine-gene classifier (IL6R, CCR2, PPP2CB, RASSF2, WTAP, DNTTIP2, GDAP1, LIPE and RPL14). Conclusion: These gene expression profiles represent potential biomarkers for COPD and may help increase mechanistic understanding of the disease.
引用
收藏
页码:715 / 730
页数:16
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