Abstract
A proteomics approach is warranted to further elucidate the molecular steps involved in lung tumor development. We asked whether we could classify preinvasive lesions of airway epithelium according to their proteomic profile. We obtained matrix-assisted laser desorption/ionization time-of-flight mass spectrometry profiles from 10-microm sections of fresh-frozen tissue samples: 25 normal lung, 29 normal bronchial epithelium, and 20 preinvasive and 36 invasive lung tumor tissue samples from 53 patients. Proteomic profiles were calibrated, binned, and normalized before analysis. We performed class comparison, class prediction, and supervised hierarchic cluster analysis. We tested a set of discriminatory features obtained in a previously published dataset to classify this independent set of normal, preinvasive, and invasive lung tissues. We found a specific proteomic profile that allows an overall predictive accuracy of over 90% of normal, preinvasive, and invasive lung tissues. The proteomic profiles of these tissues were distinct from each other within a disease continuum. We trained our prediction model in a previously published dataset and tested it in a new blinded test set to reach an overall 74% accuracy in classifying tumors from normal tissues. We found specific patterns of protein expression of the airway epithelium that accurately classify bronchial and alveolar tissue with normal histology from preinvasive bronchial lesions and from invasive lung cancer. Although further study is needed to validate this approach and to identify biomarkers of tumor development, this is a first step toward a new proteomic characterization of the human model of lung cancer tumorigenesis.
MeSH Terms
Aged
Bronchi/chemistry
Case-Control Studies
Female
Humans
Lung Neoplasms/chemistry,pathology
Male
Middle Aged
Neoplasm Proteins/analysis
Precancerous Conditions/chemistry,pathology
Proteomics/methods
Pulmonary Alveoli/chemistry
Respiratory Mucosa/chemistry
Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
Chemicals
Neoplasm Proteins
Authors & Affiliations
16 authors, click to expand affiliations / ORCID
Rahman S M Jamshedur
Division of Allergy, Pulmonary and Critical Care Medicine, Vanderbilt-Ingram Comprehensive Cancer Center, 2220 Pierce Avenue, Nashville, TN 37232-6838, USA.
Shyr Yu
Yildiz Pinar B
Gonzalez Adriana L
Li Huiming
Zhang Xueqiong
Chaurand Pierre
Yanagisawa Kiyoshi
Slovis Bonnie S
Miller Robert F
Ninan Mathew
Miller York E
Franklin Wilbur A
Caprioli Richard M
Carbone David P
Massion Pierre P
References (28)
28 references, click to expand
-
Are all high-grade preinvasive lesions premalignant, and should they all be treated?
Am J Respir Crit Care Med. 2002 May 15;165(10):1452-3; author reply 1453
PMID: 12016112
-
Imaging mass spectrometry: a new tool to investigate the spatial organization of peptides and proteins in mammalian tissue sections.
Curr Opin Chem Biol. 2002 Oct;6(5):676-81
PMID: 12413553
-
Direct analysis of laser capture microdissected cells by MALDI mass spectrometry.
J Am Soc Mass Spectrom. 2002 Nov;13(11):1292-7
PMID: 12443019
-
New approaches for biomarker discovery in lung cancer.
Expert Rev Mol Diagn. 2003 Jan;3(1):55-67
PMID: 12528364
-
Discovery of distinct protein profiles specific for lung tumors and pre-malignant lung lesions by SELDI mass spectrometry.
Lung Cancer. 2003 Jun;40(3):267-79
PMID: 12781425
-
Direct tissue analysis using matrix-assisted laser desorption/ionization mass spectrometry: practical aspects of sample preparation.
J Mass Spectrom. 2003 Jul;38(7):699-708
PMID: 12898649
-
Proteomic patterns of tumour subsets in non-small-cell lung cancer.
Lancet. 2003 Aug 9;362(9382):433-9
PMID: 12927430
-
Comparative proteomics analysis of human lung squamous carcinoma.
Biochem Biophys Res Commun. 2003 Sep 12;309(1):253-60
PMID: 12943690
-
Sputum cytological atypia as a predictor of incident lung cancer in a cohort of heavy smokers with airflow obstruction.
Cancer Epidemiol Biomarkers Prev. 2003 Oct;12(10):987-93
PMID: 14578133
-
A training-testing approach to the molecular classification of resected non-small cell lung cancer.
Clin Cancer Res. 2003 Oct 15;9(13):4695-704
PMID: 14581339
-
Protein profiles associated with survival in lung adenocarcinoma.
Proc Natl Acad Sci U S A. 2003 Nov 11;100(23):13537-42
PMID: 14573703
-
Protein profiling in brain tumors using mass spectrometry: feasibility of a new technique for the analysis of protein expression.
Clin Cancer Res. 2004 Feb 1;10(3):981-7
PMID: 14871976
-
Recent developments in biomarkers for the early detection of lung cancer: perspectives based on publications 2003 to present.
Curr Opin Pulm Med. 2004 Jul;10(4):242-7
PMID: 15220746
-
Proteomics in diagnostic pathology: profiling and imaging proteins directly in tissue sections.
Am J Pathol. 2004 Oct;165(4):1057-68
PMID: 15466373
-
Diagnosis of lung cancer: pathology of invasive and preinvasive neoplasia.
Chest. 2000 Apr;117(4 Suppl 1):80S-89S
PMID: 10777460
-
Early detection of lung cancer: clinical perspectives of recent advances in biology and radiology.
Clin Cancer Res. 2001 Jan;7(1):5-22
PMID: 11205917
-
Gene-expression profiles in hereditary breast cancer.
N Engl J Med. 2001 Feb 22;344(8):539-48
PMID: 11207349
-
Imaging mass spectrometry: a new technology for the analysis of protein expression in mammalian tissues.
Nat Med. 2001 Apr;7(4):493-6
PMID: 11283679
-
Significance analysis of microarrays applied to the ionizing radiation response.
Proc Natl Acad Sci U S A. 2001 Apr 24;98(9):5116-21
PMID: 11309499
-
Follow-up of bronchial precancerous lesions and carcinoma in situ using fluorescence endoscopy.
Am J Respir Crit Care Med. 2001 Nov 1;164(9):1688-93
PMID: 11719311
-
Lung cancer evolution to preinvasive management.
Clin Chest Med. 2002 Mar;23(1):37-48
PMID: 11901918
-
Diagnostic significance of "severe dysplasia" in sputum cytology.
Acta Cytol. 1988 Sep-Oct;32(5):629-34
PMID: 3421010
-
Tightening the clinical trial.
Control Clin Trials. 1993 Aug;14(4):266-85
PMID: 8365193
-
Cluster analysis and display of genome-wide expression patterns.
Proc Natl Acad Sci U S A. 1998 Dec 8;95(25):14863-8
PMID: 9843981
-
Early involvement of the phosphatidylinositol 3-kinase/Akt pathway in lung cancer progression.
Am J Respir Crit Care Med. 2004 Nov 15;170(10):1088-94
PMID: 15317667
-
The natural course of preneoplastic lesions in bronchial epithelium.
Clin Cancer Res. 2005 Jan 15;11(2 Pt 1):537-43
PMID: 15701838
-
Histologic evaluation of bronchial squamous lesions: any role in lung cancer risk assessment?
Clin Cancer Res. 2005 Feb 15;11(4):1358-60
PMID: 15746032
-
Development of carcinoma of the lung as reflected in exfoliated cells.
Cancer. 1974 Jan;33(1):256-70
PMID: 4810100