A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group

被引:41
作者
Arimappamagan, Arivazhagan [1 ]
Somasundaram, Kumaravel [2 ]
Thennarasu, Kandavel [3 ]
Peddagangannagari, Sreekanthreddy [2 ]
Srinivasan, Harish [2 ]
Shailaja, Bangalore C. [1 ]
Samuel, Cini [5 ]
Patric, Irene Rosita Pia [2 ]
Shukla, Sudhanshu [2 ]
Thota, Balaram [4 ]
Prasanna, Krishnarao Venkatesh [5 ]
Pandey, Paritosh [1 ]
Balasubramaniam, Anandh [1 ]
Santosh, Vani [4 ]
Chandramouli, Bangalore Ashwathnarayanara [1 ]
Hegde, Alangar Sathyaranjandas [5 ]
Kondaiah, Paturu [6 ]
Rao, Manchanahalli R. Sathyanarayana [7 ]
机构
[1] Natl Inst Mental Hlth & Neurosci, Dept Neurosurg, Bangalore, Karnataka, India
[2] Indian Inst Sci, Dept Microbiol & Cell Biol, Bangalore 560012, Karnataka, India
[3] Natl Inst Mental Hlth & Neurosci, Dept Biostat, Bangalore, Karnataka, India
[4] Natl Inst Mental Hlth & Neurosci, Dept Neuropathol, Bangalore, Karnataka, India
[5] Sri SatyaSai Inst Higher Med Sci, Bangalore, Karnataka, India
[6] Indian Inst Sci, Dept Mol Reprod Dev & Genet, Bangalore 560012, Karnataka, India
[7] Indian Inst Sci, Jawaharlal Nehru Ctr Adv Sci Res, Bangalore 560012, Karnataka, India
关键词
ADJUVANT TEMOZOLOMIDE; ASTROCYTIC GLIOMAS; STRONG PREDICTOR; GLIOBLASTOMA; EXPRESSION; SURVIVAL; GRADE; MARKERS; CANCER; ALPHA;
D O I
10.1371/journal.pone.0062042
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Background: Recent research on glioblastoma (GBM) has focused on deducing gene signatures predicting prognosis. The present study evaluated the mRNA expression of selected genes and correlated with outcome to arrive at a prognostic gene signature. Methods: Patients with GBM (n = 123) were prospectively recruited, treated with a uniform protocol and followed up. Expression of 175 genes in GBM tissue was determined using qRT-PCR. A supervised principal component analysis followed by derivation of gene signature was performed. Independent validation of the signature was done using TCGA data. Gene Ontology and KEGG pathway analysis was carried out among patients from TCGA cohort. Results: A 14 gene signature was identified that predicted outcome in GBM. A weighted gene (WG) score was found to be an independent predictor of survival in multivariate analysis in the present cohort (HR = 2.507; B = 0.919; p < 0.001) and in TCGA cohort. Risk stratification by standardized WG score classified patients into low and high risk predicting survival both in our cohort (p = <0.001) and TCGA cohort (p = 0.001). Pathway analysis using the most differentially regulated genes (n = 76) between the low and high risk groups revealed association of activated inflammatory/immune response pathways and mesenchymal subtype in the high risk group. Conclusion: We have identified a 14 gene expression signature that can predict survival in GBM patients. A network analysis revealed activation of inflammatory response pathway specifically in high risk group. These findings may have implications in understanding of gliomagenesis, development of targeted therapies and selection of high risk cancer patients for alternate adjuvant therapies.
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页数:14
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