共 50 条
Identification of the predictive genes for the response of colorectal cancer patients to FOLFOX therapy
被引:9
|作者:
Lin, Hengjun
[1
]
Qiu, Xueke
[1
]
Zhang, Bo
[1
]
Zhang, Jichao
[1
]
机构:
[1] Jinhua Peoples Hosp, Dept Tumor Anus & Intestine, Jinhua 321000, Zhejiang, Peoples R China
来源:
ONCOTARGETS AND THERAPY
|
2018年
/
11卷
关键词:
colorectal cancer;
FOLFOX therapy;
support vector machine;
minimal redundancy maximal relevance;
incremental feature selection;
chemotherapy response;
COPY NUMBER VARIATION;
FEATURE-SELECTION;
EXPRESSION SIGNATURE;
PROSTATE;
PATHWAY;
PROTEIN;
POLYMORPHISMS;
CHEMOTHERAPY;
REDUNDANCY;
RELEVANCE;
D O I:
10.2147/OTT.S167656
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:
Background: Colorectal cancer is a malignant tumor with high death rate. Chemotherapy, radiotherapy and surgery are the three common treatments of colorectal cancer. For early colorectal cancer patients, postoperative adjuvant chemotherapy can reduce the risk of recurrence. For advanced colorectal cancer patients, palliative chemotherapy can significantly improve the life quality of patients and prolong survival. FOLFOX is one of the mainstream chemotherapies in colorectal cancer, however, its response rate is only about 50%. Methods: To systematically investigate why some of the colorectal cancer patients have response to FOLFOX therapy while others do not, we searched all publicly available database and combined three gene expression datasets of colorectal cancer patients with FOLFOX therapy. With advanced minimal redundancy maximal relevance and incremental feature selection method, we identified the biomarker genes. Results: A Support Vector Machine-based classifier was constructed to predict the response of colorectal cancer patients to FOLFOX therapy. Its accuracy, sensitivity and specificity were 0.854, 0.845 and 0.863, respectively. Conclusion: The biological analysis of representative biomarker genes suggested that apoptosis and inflammation signaling pathways were essential for the response of colorectal cancer patients to FOLFOX chemotherapy.
引用
收藏
页码:5943 / 5955
页数:13
相关论文