Airway epithelial gene expression in the diagnostic evaluation of smokers with suspect lung cancer

被引:429
作者
Spira, Avrum
Beane, Jennifer E.
Shah, Vishal
Steiling, Katrina
Liu, Gang
Schembri, Frank
Gilman, Sean
Dumas, Yves-Martine
Calner, Paul
Sebastiani, Paola
Sridhar, Sriram
Beamis, John
Lamb, Carla
Anderson, Timothy
Gerry, Norman
Keane, Joseph
Lenburg, Marc E.
Brody, Jerome S.
机构
[1] Boston Univ, Med Ctr, Ctr Pulm, Boston, MA 02118 USA
[2] Boston Univ, Bioinformat Program, Boston, MA 02118 USA
[3] Lahey Clin Fdn, Dept Med, Div Pulm, Burlington, MA 01805 USA
[4] St James Hosp, Dublin 8, Ireland
[5] Trinity Coll Dublin, Dublin, Ireland
[6] Boston Univ, Med Ctr, Sch Publ Hlth, Boston, MA 02118 USA
[7] Caritas St Elizabeths Med Ctr, Boston, MA 02135 USA
[8] Tufts Univ, Sch Med, Boston, MA 02135 USA
[9] Boston Univ, Dept Genet & Genom, Boston, MA 02118 USA
关键词
D O I
10.1038/nm1556
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Lung cancer is the leading cause of death from cancer in the US and the world(1). The high mortality rate (80-85% within 5 years) results, in part, from a lack of effective tools to diagnose the disease at an early stage2-4. Given that cigarette smoke creates a field of injury throughout the airway(5-11), we sought to determine if gene expression in histologically normal large-airway epithelial cells obtained at bronchoscopy from smokers with suspicion of lung cancer could be used as a lung cancer biomarker. Using a training set (n = 77) and gene-expression profiles from Affymetrix HG-U133A microarrays, we identified an 80-gene biomarker that distinguishes smokers with and without lung cancer. We tested the biomarker on an independent test set (n = 52), with an accuracy of 83% (80% sensitive, 84% specific), and on an additional validation set independently obtained from five medical centers (n = 35). Our biomarker had B90% sensitivity for stage 1 cancer across all subjects. Combining cytopathology of lower airway cells obtained at bronchoscopy with the biomarker yielded 95% sensitivity and a 95% negative predictive value. These findings indicate that gene expression in cytologically normal large-airway epithelial cells can serve as a lung cancer biomarker, potentially owing to a cancer-specific airway-wide response to cigarette smoke.
引用
收藏
页码:361 / 366
页数:6
相关论文
共 30 条
  • [1] Arimura Y, 2004, ANTICANCER RES, V24, P4051
  • [2] EFFECTS OF CIGARETTE SMOKING ON DOGS .2. PULMONARY NEOPLASMS
    AUERBACH, O
    HAMMOND, EC
    KIRMAN, D
    GARFINKEL, L
    [J]. ARCHIVES OF ENVIRONMENTAL HEALTH, 1970, 21 (06): : 754 - +
  • [3] Classification of human lung carcinomas by mRNA expression profiling reveals distinct adenocarcinoma subclasses
    Bhattacharjee, A
    Richards, WG
    Staunton, J
    Li, C
    Monti, S
    Vasa, P
    Ladd, C
    Beheshti, J
    Bueno, R
    Gillette, M
    Loda, M
    Weber, G
    Mark, EJ
    Lander, ES
    Wong, W
    Johnson, BE
    Golub, TR
    Sugarbaker, DJ
    Meyerson, M
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (24) : 13790 - 13795
  • [4] A comparison of normalization methods for high density oligonucleotide array data based on variance and bias
    Bolstad, BM
    Irizarry, RA
    Åstrand, M
    Speed, TP
    [J]. BIOINFORMATICS, 2003, 19 (02) : 185 - 193
  • [5] Emerging role of RAB GTPases in cancer and human disease
    Cheng, KW
    Lahad, JP
    Gray, JW
    Mills, GB
    [J]. CANCER RESEARCH, 2005, 65 (07) : 2516 - 2519
  • [6] Inflammation and cancer
    Coussens, LM
    Werb, Z
    [J]. NATURE, 2002, 420 (6917) : 860 - 867
  • [7] Widely dispersed p53 mutation in respiratory epithelium - A novel mechanism for field carcinogenesis
    Franklin, WA
    Gazdar, AF
    Haney, J
    Wistuba, II
    LaRosa, FG
    Kennedy, T
    Ritchey, DM
    Miller, YE
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 1997, 100 (08) : 2133 - 2137
  • [8] Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring
    Golub, TR
    Slonim, DK
    Tamayo, P
    Huard, C
    Gaasenbeek, M
    Mesirov, JP
    Coller, H
    Loh, ML
    Downing, JR
    Caligiuri, MA
    Bloomfield, CD
    Lander, ES
    [J]. SCIENCE, 1999, 286 (5439) : 531 - 537
  • [9] Gudmundsson G, 1999, EXP LUNG RES, V25, P217
  • [10] Promoter hypermethylation of resected bronchial margins: A field defect of changes?
    Guo, MZ
    House, MG
    Hooker, C
    Han, Y
    Heath, E
    Gabrielson, E
    Yang, SC
    Baylin, SB
    Herman, JG
    Brock, MV
    [J]. CLINICAL CANCER RESEARCH, 2004, 10 (15) : 5131 - 5136