Cross-platform Data Analysis Reveals a Generic Gene Expression Signature for Microsatellite Instability in Colorectal Cancer

被引:13
作者
Pacinkova, Anna [1 ,2 ]
Popovici, Vlad [2 ]
机构
[1] Masarykova Univ, Fac Informat, Bot 68a, Brno 60200, Czech Republic
[2] Masarykova Univ, Fac Sci, Res Ctr Toxic Cpds Environm, Kamenice 5, Brno 62500, Czech Republic
关键词
D O I
10.1155/2019/6763596
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
The dysfunction of the DNA mismatch repair system results in microsatellite instability (MSI). MSI plays a central role in the development of multiple human cancers. In colon cancer, despite being associated with resistance to 5-fluorouracil treatment, MSI is a favourable prognostic marker. In gastric and endometrial cancers, its prognostic value is not so well established. Nevertheless, recognising the MSI tumours may be important for predicting the therapeutic effect of immune checkpoint inhibitors. Several gene expression signatures were trained on microarray data sets to understand the regulatory mechanisms underlying microsatellite instability in colorectal cancer. A wealth of expression data already exists in the form of microarray data sets. However, the RNA-seq has become a routine for transcriptome analysis. A new MSI gene expression signature presented here is the first to be valid across two different platforms, microarrays and RNA-seq. In the case of colon cancer, its estimated performance was (i) AUC = 0.94, 95% CI = (0.90 - 0.97) on RNA-seq and (ii) AUC = 0.95, 95% CI = (0.92 - 0.97) on microarray. The 25-gene expression signature was also validated in two independent microarray colon cancer data sets. Despite being derived from colorectal cancer, the signature maintained good performance on RNA-seq and microarray gastric cancer data sets (AUC = 0.90, 95% CI = (0.85 - 0.94) and AUC = 0.83, 95% CI = (0.69 - 0.97), respectively). Furthermore, this classifier retained high concordance even when classifying RNA-seq endometrial cancers (AUC = 0.71, 95% CI = (0.62 - 0.81). These results indicate that the new signature was able to remove the platform-specific differences while preserving the underlying biological differences between MSI/MSS phenotypes in colon cancer samples.
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页数:9
相关论文
共 34 条
[1]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[2]  
BOLAND C, 2002, CANCER, V58, P5248
[3]  
Brettschneider J, 2008, TECHNOMETRICS, V50, P241, DOI 10.1198/004017008000000334
[4]   Gene expression patterns unveil a new level of molecular heterogeneity in colorectal cancer [J].
Budinska, Eva ;
Popovici, Vlad ;
Tejpar, Sabine ;
D'Ario, Giovanni ;
Lapique, Nicolas ;
Sikora, Katarzyna Otylia ;
Di Narzo, Antonio Fabio ;
Yan, Pu ;
Hodgson, John Graeme ;
Weinrich, Scott ;
Bosman, Fred ;
Roth, Arnaud ;
Delorenzi, Mauro .
JOURNAL OF PATHOLOGY, 2013, 231 (01) :63-76
[5]   Gene expression differences among different MSI statuses in colorectal cancer [J].
Chen, Lei ;
Pan, Xiaoyong ;
Hu, XiaoHua ;
Zhang, Yu-Hang ;
Wang, ShaoPeng ;
Huang, Tao ;
Cai, Yu-Dong .
INTERNATIONAL JOURNAL OF CANCER, 2018, 143 (07) :1731-1740
[6]   Genome-wide expression profile of sporadic gastric cancers with microsatellite instability [J].
D'Errico, Mariarosaria ;
de Rinaldis, Emanuele ;
Blasi, Monica F. ;
Viti, Valentina ;
Falchetti, Mario ;
Calcagnile, Angelo ;
Sera, Francesco ;
Saieua, Calogero ;
Ottini, Laura ;
Palli, Domenico ;
Palombo, Fabio ;
Giuliani, Alessandro ;
Dogliotti, Eugenia .
EUROPEAN JOURNAL OF CANCER, 2009, 45 (03) :461-469
[7]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[8]   A gene expression signature of genetic instability in colon cancer [J].
Giacomini, CP ;
Leung, SY ;
Chen, X ;
Yuen, ST ;
Kim, YH ;
Bair, E ;
Pollack, JR .
CANCER RESEARCH, 2005, 65 (20) :9200-9205
[9]  
HERMAN J, 2002, PROCEEDINGS OF THE N, V95, P6870
[10]   The differential impact of microsatellite instability as a marker of prognosis and tumour response between colon cancer and rectal cancer [J].
Hong, Sung Pil ;
Min, Byung So ;
Kim, Tae Il ;
Cheon, Jae Hee ;
Kim, Nam Kyu ;
Kim, Hoguen ;
Kim, Won Ho .
EUROPEAN JOURNAL OF CANCER, 2012, 48 (08) :1235-1243