Application of sequential factorial design and orthogonal array composite design (OACD) to study combination of 5 prostate cancer drugs

被引:15
作者
Jia, Xiaolong [1 ,2 ]
Li, Yiyang [2 ]
Sharma, Alok [2 ]
Li, Yulong [2 ]
Xie, Guohai [1 ]
Wang, Guoyao [1 ]
Jiang, Junhui [1 ]
Cheng, Yue [1 ]
Ding, Xianting [2 ]
机构
[1] Zhejiang Univ, Ningbo Hosp, Ningbo Hosp 1, Dept Urol, 59 Liuting Ave, Ningbo 315010, Zhejiang, Peoples R China
[2] Shanghai Jiao Tong Univ, Sch Biomed Engn, Inst Personalized Med, Shanghai 200030, Peoples R China
基金
中国国家自然科学基金;
关键词
Anticancer; Drug combination; Factorial design; Stepwise regression; Orthogonal array composite design; ARTEMISININ; IDENTIFICATION; DOXORUBICIN; ARTESUNATE; APOPTOSIS; DOCETAXEL; TOXICITY; EFFICACY; SEARCH; SYSTEM;
D O I
10.1016/j.compbiolchem.2017.01.010
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Prostate cancer is one of the most common cancers among men in the United States. It is also a major leading cause of cancer death among men of all races. In order to treat prostate cancer, drug combinations are often applied. Drug combinations target at different pathways of cells can potentially lead to higher efficacy and lower toxicity due to drug synergy. In this paper, we sequentially applied a two-level design and a follow-up orthogonal array composite design (OACD) to investigate combinations of five anticancer drugs, namely, doxorubicin, docetaxel, paclitaxel, cis-dichlorodiamine platinum and dihydroartemisinin. Our initial screening using a two-level full factorial design identified doxorubicin and docetaxel as the most significant drugs. A follow-up experiment with an OACD revealed more complicated drug interactions among these 5 anti-cancer drugs. Quadratic effects of doxorubicin and paclitaxel appeared to be significant. A further investigation on contour plots of all the two-drug pairs indicated that combination of doxorubicin and docetaxel are the most effective companion, while the combination of cis-dichlorodiamine platinum and dihydroartemisinin showed unknown antagonistic effects which diminished the individual drug anti-cancer efficacy. These observations have significant practical implications in the understanding of anti-cancer drug mechanism that can facilitate clinical practice of better drug combinations.(C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:234 / 243
页数:10
相关论文
共 34 条
[1]   Optimized combinations of bortezomib, camptothecin, and doxorubicin show increased efficacy and reduced toxicity in treating oral cancer [J].
Ding, Xianting ;
Matsuo, Kyle ;
Xu, Lin ;
Yang, Jian ;
Zheng, Longpo .
ANTI-CANCER DRUGS, 2015, 26 (05) :547-554
[2]   Discovery of a low order drug-cell response surface for applications in personalized medicine [J].
Ding, Xianting ;
Liu, Wenjia ;
Weiss, Andrea ;
Li, Yiyang ;
Wong, Ieong ;
Griffioen, Arjan W. ;
van den Bergh, Hubert ;
Xu, Hongquan ;
Nowak-Sliwinska, Patrycja ;
Ho, Chih-Ming .
PHYSICAL BIOLOGY, 2014, 11 (06)
[3]   Cascade search for HSV-1 combinatorial drugs with high antiviral efficacy and low toxicity [J].
Ding, Xianting ;
Sanchez, David Jesse ;
Shahangian, Arash ;
Al-Shyoukh, Ibrahim ;
Cheng, Genhong ;
Ho, Chih-Ming .
INTERNATIONAL JOURNAL OF NANOMEDICINE, 2012, 7 :2281-2292
[4]  
Efferth T, 2001, INT J ONCOL, V18, P767
[5]   Sequential events of apoptosis involving docetaxel, a microtubule-interfering agent: A cytometric study [J].
Fabbri, F ;
Carloni, S ;
Brigliadori, G ;
Zoli, W ;
Lapalombella, R ;
Marini, M .
BMC CELL BIOLOGY, 2006, 7 (1) :1-14
[6]  
Felix J., 2016, NAT PUBL GR, P1
[7]   Phase II Study of Satraplatin and Prednisone in Patients With Metastatic Castration-Resistant Prostate Cancer: A Pharmacogenetic Assessment of Outcome and Toxicity [J].
Figg, William D. ;
Chau, Cindy H. ;
Madan, Ravi A. ;
Gulley, James L. ;
Gao, Rui ;
Sissung, Tristan M. ;
Spencer, Shawn ;
Beatson, Melony ;
Aragon-Ching, Jeanny ;
Steinberg, Seth M. ;
Dahut, William L. .
CLINICAL GENITOURINARY CANCER, 2013, 11 (03) :229-237
[8]  
Honda Y., 2013, HUMAN MESENCHYMAL ST, P1, DOI [10.1038/srep03420, DOI 10.1038/SREP03420]
[9]   Positron emission tomography imaging of prostate cancer [J].
Hong, Hao ;
Zhang, Yin ;
Sun, Jiangtao ;
Cai, Weibo .
AMINO ACIDS, 2010, 39 (01) :11-27
[10]  
Jaynes J., 2013, STAT MED, V30