TY - JOUR
T1 - Lung squamous cell carcinoma mRNA expression subtypes are reproducible, clinically important, and correspond to normal cell types
AU - Wilkerson, Matthew D.
AU - Yin, Xiaoying
AU - Hoadley, Katherine A.
AU - Liu, Yufeng
AU - Hayward, Michele C.
AU - Cabanski, Christopher R.
AU - Muldrew, Kenneth
AU - Miller, C. Ryan
AU - Randell, Scott H.
AU - Socinski, Mark A.
AU - Parsons, Alden M.
AU - Funkhouser, William K.
AU - Lee, Carrie B.
AU - Roberts, Patrick J.
AU - Thorne, Leigh
AU - Bernard, Philip S.
AU - Perou, Charles M.
AU - Hayes, D. Neil
PY - 2010/10/1
Y1 - 2010/10/1
N2 - Purpose: Lung squamous cell carcinoma (SCC) is clinically and genetically heterogeneous, and current diagnostic practices do not adequately substratify this heterogeneity. A robust, biologically based SCC subclassification may describe this variability and lead to more precise patient prognosis and management. We sought to determine if SCC mRNA expression subtypes exist, are reproducible across multiple patient cohorts, and are clinically relevant. Experimental Design: Subtypes were detected by unsupervised consensus clustering in five published discovery cohorts of mRNA microarrays, totaling 382 SCC patients. An independent validation cohort of 56 SCC patients was collected and assayed by microarrays. A nearest-centroid subtype predictor was built using discovery cohorts. Validation cohort subtypes were predicted and evaluated for confirmation. Subtype survival outcome, clinical covariates, and biological processes were compared by statistical and bioinformatic methods. Results: Four lung SCC mRNA expression subtypes, named primitive, classical, secretory, and basal, were detected and independently validated (P < 0.001). The primitive subtype had the worst survival outcome (P < 0.05) and is an independent predictor of survival (P < 0.05). Tumor differentiation and patient sex were associated with subtype. The expression profiles of the subtypes contained distinct biological processes (primitive: proliferation; classical: xenobiotic metabolism; secretory: immune response; basal: cell adhesion) and suggested distinct pharmacologic interventions. Comparison with lung model systems revealed distinct subtype to cell type correspondence. Conclusions: Lung SCC consists of four mRNA expression subtypes that have different survival outcomes, patient populations, and biological processes. The subtypes stratify patients for more precise prognosis and targeted research.
AB - Purpose: Lung squamous cell carcinoma (SCC) is clinically and genetically heterogeneous, and current diagnostic practices do not adequately substratify this heterogeneity. A robust, biologically based SCC subclassification may describe this variability and lead to more precise patient prognosis and management. We sought to determine if SCC mRNA expression subtypes exist, are reproducible across multiple patient cohorts, and are clinically relevant. Experimental Design: Subtypes were detected by unsupervised consensus clustering in five published discovery cohorts of mRNA microarrays, totaling 382 SCC patients. An independent validation cohort of 56 SCC patients was collected and assayed by microarrays. A nearest-centroid subtype predictor was built using discovery cohorts. Validation cohort subtypes were predicted and evaluated for confirmation. Subtype survival outcome, clinical covariates, and biological processes were compared by statistical and bioinformatic methods. Results: Four lung SCC mRNA expression subtypes, named primitive, classical, secretory, and basal, were detected and independently validated (P < 0.001). The primitive subtype had the worst survival outcome (P < 0.05) and is an independent predictor of survival (P < 0.05). Tumor differentiation and patient sex were associated with subtype. The expression profiles of the subtypes contained distinct biological processes (primitive: proliferation; classical: xenobiotic metabolism; secretory: immune response; basal: cell adhesion) and suggested distinct pharmacologic interventions. Comparison with lung model systems revealed distinct subtype to cell type correspondence. Conclusions: Lung SCC consists of four mRNA expression subtypes that have different survival outcomes, patient populations, and biological processes. The subtypes stratify patients for more precise prognosis and targeted research.
UR - http://www.scopus.com/inward/record.url?scp=77957570386&partnerID=8YFLogxK
U2 - 10.1158/1078-0432.CCR-10-0199
DO - 10.1158/1078-0432.CCR-10-0199
M3 - Article
C2 - 20643781
AN - SCOPUS:77957570386
SN - 1078-0432
VL - 16
SP - 4864
EP - 4875
JO - Clinical Cancer Research
JF - Clinical Cancer Research
IS - 19
ER -