Gene expression differences among different MSI statuses in colorectal cancer

被引:80
作者
Chen, Lei [1 ,2 ]
Pan, Xiaoyong [3 ]
Hu, XiaoHua [4 ]
Zhang, Yu-Hang [5 ]
Wang, ShaoPeng [1 ]
Huang, Tao [5 ]
Cai, Yu-Dong [1 ]
机构
[1] Shanghai Univ, Coll Life Sci, Shanghai 200444, Peoples R China
[2] Shanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
[3] Erasmus MC, Dept Med Informat, Rotterdam, Netherlands
[4] Fudan Univ, Sch Life Sci, Dept Biostat & Computat Biol, Shanghai 200438, Peoples R China
[5] Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R China
基金
中国国家自然科学基金; 上海市自然科学基金;
关键词
microsatellite instability; colorectal cancer; mRMR; support vector machine; MICROSATELLITE INSTABILITY; MOLECULAR CHARACTERIZATION; PROMOTER HYPERMETHYLATION; MOLYBDENUM COFACTOR; MUTUAL INFORMATION; PROTEIN; IDENTIFICATION; MUTATIONS; COLON; RISK;
D O I
10.1002/ijc.31554
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Colorectal cancer is the third most common cancer in males and second in females. This disease can be caused by genetic and acquired/environmental factors. Microsatellite instability (MSI) is one of the major mechanisms in colorectal cancer. This mechanism is a specific condition of genetic hyper mutability that results from incompetent DNA mismatch repair. MSI has been applied to classify different colorectal cancer subtypes. However, the effects of MSI status on gene expression are largely unknown. In our study, we integrated the gene expression profile and MSI status of all CRC samples from the TCGA database, and then categorized the CRC samples into three subgroups, namely, MSI-stable, MSI-low, and MSI-high, according to the MSI status. We applied a novel computational method based on machine learning and screened the genes specifically expressed for the different colorectal cancer subtypes. The results showed the distinct mechanisms of the different colorectal cancer subtypes with MSI status and provided the genes that may be the optimal standards to further classify the various molecular subtypes of colorectal cancer with distinct MSI status.
引用
收藏
页码:1731 / 1740
页数:10
相关论文
共 73 条
[1]   An integrative approach for the identification of prognostic and predictive biomarkers in rectal cancer [J].
Agostini, Marco ;
Janssen, Klaus-Peter ;
Kim, Ll-Jin ;
D'Angelo, Edoardo ;
Pizzini, Silvia ;
Zangrando, Andrea ;
Zanon, Carlo ;
Pastrello, Chiara ;
Maretto, Isacco ;
Digito, Maura ;
Bedin, Chiara ;
Jurisica, Igor ;
Rizzolio, Flavio ;
Giordano, Antonio ;
Bortoluzzi, Stefania ;
Nitti, Donato ;
Pucciarelli, Salvatore .
ONCOTARGET, 2015, 6 (32) :32561-32574
[2]   MMR deficiency may lead to a high immunogenicity and then an improvement in anti-PD-1 efficacy for metastatic colorectal cancer [J].
Aguiar, Pedro Nazareth, Jr. ;
Tadokoro, Hakaru ;
Forones, Nora Manoukian ;
de Mello, Ramon Andrade .
IMMUNOTHERAPY, 2015, 7 (11) :1133-1134
[3]  
AKIMENKO MA, 1994, J NEUROSCI, V14, P3475
[4]   Characterization of the immunophenotypes and antigenomes of colorectal cancers reveals distinct tumor escape mechanisms and novel targets for immunotherapy [J].
Angelova, Mihaela ;
Charoentong, Pornpimol ;
Hackl, Hubert ;
Fischer, Maria L. ;
Snajder, Rene ;
Krogsdam, Anne M. ;
Waldner, Maximilian J. ;
Bindea, Gabriela ;
Mlecnik, Bernhard ;
Galon, Jerome ;
Trajanoski, Zlatko .
GENOME BIOLOGY, 2015, 16
[5]  
[Anonymous], 2005, DATA MINING
[6]   Characterization of an adaptive immune response in microsatellite-instable colorectal cancer [J].
Boissiere-Michot, Florence ;
Lazennec, Gwendal ;
Frugier, Helene ;
Jarlier, Marta ;
Roca, Lise ;
Duffour, Jacqueline ;
Du Paty, Emilie ;
Laune, Daniel ;
Blanchard, France ;
Le Pessot, Florence ;
Sabourin, Jean-Christophe ;
Bibeau, Frederic .
ONCOIMMUNOLOGY, 2014, 3 (06)
[7]  
Boland CR, 2010, GASTROENTEROLOGY, V138, P2073, DOI [10.1053/j.gastro.2009.12.064, 10.1053/j.gastro.2010.04.024]
[8]   SURGERY KRAS mutations and hepatic recurrence after treatment of colorectal liver metastases [J].
Brudvik, Kristoffer Watten ;
Vauthey, Jean-Nicolas .
NATURE REVIEWS GASTROENTEROLOGY & HEPATOLOGY, 2017, 14 (11) :638-639
[9]   Regulator of Chromosome Condensation 2 Identifies High-Risk Patients within Both Major Phenotypes of Colorectal Cancer [J].
Bruun, Jarle ;
Kolberg, Matthias ;
Ahlquist, Terje C. ;
Royrvik, Ellen C. ;
Nome, Torfinn ;
Leithe, Edward ;
Lind, Guro E. ;
Merok, Marianne A. ;
Rognum, Torleiv O. ;
Bjorkoy, Geir ;
Johansen, Terje ;
Lindblom, Annika ;
Sun, Xiao-Feng ;
Svindland, Aud ;
Liestol, Knut ;
Nesbakken, Arild ;
Skotheim, Rolf I. ;
Lothe, Ragnhild A. .
CLINICAL CANCER RESEARCH, 2015, 21 (16) :3759-3770
[10]   Circulating Vitamin D Levels and Risk of Colorectal Cancer in Women [J].
Chandler, Paulette D. ;
Buring, Julie E. ;
Manson, JoAnn E. ;
Giovannucci, Edward L. ;
Moorthy, M. V. ;
Zhang, Shumin ;
Lee, I-Min ;
Lin, Jennifer H. .
CANCER PREVENTION RESEARCH, 2015, 8 (08) :675-682