A novel LncRNA-based prognostic score reveals TP53-dependent subtype of lung adenocarcinoma with poor survival

被引:4
作者
Kumar, Pranjal [1 ]
Khadirnaikar, Seema [1 ,2 ]
Shukla, Sudhanshu Kumar [1 ]
机构
[1] Indian Inst Technol Dharwad, Dept Biosci & Bioengn, Dharwad 580011, Karnataka, India
[2] Indian Inst Technol Dharwad, Dept Elect Engn, Dharwad, Karnataka, India
关键词
long noncoding RNA; lung adenocarcinoma; mutation; prognosis; TP53; CANCER; BIOMARKERS; EXPRESSION; READY; GENE;
D O I
10.1002/jcp.28260
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
The prognostic signatures play an essential role in the era of personalised therapy for cancer patients including lung adenocarcinoma (LUAD). Long noncoding RNA (LncRNA), a relatively novel class of RNA, has shown to play a crucial role in all the areas of cancer biology. Here, we developed and validated a robust LncRNA-based prognostic signature for LUAD patients using three different cohorts. In the discovery cohort, four LncRNAs were identified with 10% false discovery rate and a hazard ratio of >10 using univariate Cox regression analysis. A risk score, generated from the four LncRNAs' expression, was found to be a significant predictor of survival in the discovery and validation cohort (p=9.97x10 (-8) and 1.41x10 (-3), respectively). Further optimisation of four LncRNAs signature in the validation cohort, generated a three LncRNAs prognostic score (LPS), which was found to be an independent predictor of survival in both the cohorts (p=1.00x10 (-6) and 7.27x10 (-4), respectively). The LPS also significantly divided survival in clinically important subsets, including Stage I (p=9.00x10 (-4) and 4.40x10 (-2), respectively), KRAS wild-type (WT), KRAS mutant (p=4.00x10 (-3) and 4.30x10 (-2), respectively) and EGFR WT (p=2.00x10 (-4)). In multivariate analysis LPS outperformed, eight previous prognosticators. Further, individual members of LPS showed a significant correlation with survival in microarray data sets. Mutation analysis showed that high-LPS patients have a higher mutation rate and inactivation of the TP53 pathway. In summary, we identified and validated a novel LncRNA signature LPS for LUAD.
引用
收藏
页码:16021 / 16031
页数:11
相关论文
共 26 条
[1]   Biomarkers with Predictive and Prognostic Function in Non-Small Cell Lung Cancer: Ready for Prime Time? [J].
Aggarwal, Charu ;
Somaiah, Neeta ;
Simon, George R. .
JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2010, 8 (07) :822-832
[2]   Survival prediction of stage I lung adenocarcinomas by expression of 10 genes [J].
Bianchi, Fabrizio ;
Nuciforo, Paolo ;
Vecchi, Manuela ;
Bernard, Loris ;
Tizzoni, Laura ;
Marchetti, Antonio ;
Buttitta, Fiarnma ;
Felicioni, Lara ;
Nicassio, Francesco ;
Di Fiore, Pier Paolo .
JOURNAL OF CLINICAL INVESTIGATION, 2007, 117 (11) :3436-3444
[3]   Prognostic gene signatures for non-small-cell lung cancer [J].
Boutros, Paul C. ;
Lau, Suzanne K. ;
Pintilie, Melania ;
Liu, Ni ;
Shepherd, Frances A. ;
Der, Sandy D. ;
Tsao, Ming-Sound ;
Penn, Linda Z. ;
Jurisica, Igor .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (08) :2824-2828
[4]   Biomarkers in Early-Stage Non-Small-Cell Lung Cancer Current Concepts and Future Directions [J].
Burotto, Mauricio ;
Thomas, Anish ;
Subramaniam, Deepa ;
Giaccone, Giuseppe ;
Rajan, Arun .
JOURNAL OF THORACIC ONCOLOGY, 2014, 9 (11) :1609-1617
[5]  
Cancer Genome Atlas Research Network, 2014, Nature, V511, P543, DOI [10.1038/s41586-018-0228-6, 10.1038/nature13385]
[6]   A five-gene signature and clinical outcome in non-small-cell lung cancer [J].
Chen, Hsuan-Yu ;
Yu, Sung-Liang ;
Chen, Chun-Houh ;
Chang, Gee-Chen ;
Chen, Chih-Yi ;
Yuan, Ang ;
Cheng, Chiou-Ling ;
Wang, Chien-Hsun ;
Terng, Harn-Jing ;
Kao, Shu-Fang ;
Chan, Wing-Kai ;
Li, Han-Ni ;
Liu, Chun-Chi ;
Singh, Sher ;
Chen, Wei J. ;
Chen, Jeremy J. W. ;
Yang, Pan-Chyr .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 356 (01) :11-20
[7]   A novel seven-long non-coding RNA signature predicts survival in early stage lung adenocarcinoma [J].
Chen, Mingwei ;
Liu, Baoquan ;
Xiao, Jianbing ;
Yang, Yingnan ;
Zhang, Yafang .
ONCOTARGET, 2017, 8 (09) :14876-14886
[8]   Non-small-cell lung cancers: a heterogeneous set of diseases [J].
Chen, Zhao ;
Fillmore, Christine M. ;
Hammerman, Peter S. ;
Kim, Carla F. ;
Wong, Kwok-Kin .
NATURE REVIEWS CANCER, 2014, 14 (08) :535-546
[9]   Transcriptome meta-analysis of lung cancer reveals recurrent aberrations in NRG1 and Hippo pathway genes [J].
Dhanasekaran, Saravana M. ;
Balbin, O. Alejandro ;
Chen, Guoan ;
Nadal, Ernest ;
Kalyana-Sundaram, Shanker ;
Pan, Jincheng ;
Veeneman, Brendan ;
Cao, Xuhong ;
Malik, Rohit ;
Vats, Pankaj ;
Wang, Rui ;
Huang, Stephanie ;
Zhong, Jinjie ;
Jing, Xiaojun ;
Iyer, Matthew ;
Wu, Yi-Mi ;
Harms, Paul W. ;
Lin, Jules ;
Reddy, Rishindra ;
Brennan, Christine ;
Palanisamy, Nallasivam ;
Chang, Andrew C. ;
Truini, Anna ;
Truini, Mauro ;
Robinson, Dan R. ;
Beer, David G. ;
Chinnaiyan, Arul M. .
NATURE COMMUNICATIONS, 2014, 5
[10]   Census and evaluation of p53 target genes [J].
Fischer, M. .
ONCOGENE, 2017, 36 (28) :3943-3956