Systems mapping of genes controlling chemotherapeutic drug efficiency for cancer stem cells

被引:2
作者
Wu, Weimiao [1 ]
Feng, Sisi [1 ]
Wang, Yaqun [2 ]
Wang, Ningtao [2 ]
Hao, Han [2 ]
Wu, Rongling [1 ,2 ]
机构
[1] Beijing Forestry Univ, Ctr Computat Biol, Beijing 100083, Peoples R China
[2] Penn State Univ, Ctr Stat Genet, Hershey, PA 17033 USA
关键词
MATHEMATICAL-MODEL; BIOLOGY;
D O I
10.1016/j.drudis.2013.12.010
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Cancer can be controlled effectively by using chemotherapeutic drugs to inhibit cancer stem cells, but there is considerable inter-patient variability regarding how these cells respond to drug intervention. Here, we describe a statistical framework for mapping genes that control tumor responses to chemotherapeutic drugs as well as the efficacy of treatments in arresting tumor growth. The framework integrates the mathematical aspects of the cancer stem cell hypothesis into genetic association studies, equipped with a capacity to quantify the magnitude and pattern of genetic effects on the kinetic decline of cancer stem cells in response to therapy. By quantifying how specific genes and their interactions govern drug response, the model provides essential information to tailor personalized drugs for individual patients.
引用
收藏
页码:1125 / 1130
页数:6
相关论文
共 48 条
[1]   Numerical integration of a mathematical model of hematopoietic stem cell dynamics [J].
Adimy, Mostafa ;
Angulo, Oscar ;
Crauste, Fabien ;
Lopez-Marcos, Juan C. .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2008, 56 (03) :594-606
[2]   Therapeutic implications of cancer stem cells [J].
Al-Hajj, M ;
Becker, MW ;
Wichal, M ;
Weissman, I ;
Clarke, MF .
CURRENT OPINION IN GENETICS & DEVELOPMENT, 2004, 14 (01) :43-47
[3]   Self-renewal and solid tumor stem cells [J].
Al-Hajj, M ;
Clarke, MF .
ONCOGENE, 2004, 23 (43) :7274-7282
[4]   Liver stem cells - Implications for hepatocarcinogenesis [J].
Alison, Malcolm R. .
STEM CELL REVIEWS, 2005, 1 (03) :253-260
[5]  
Alon U, 2007, INTRO SYSTEMS BIOL D
[6]   Integrative mathematical oncology [J].
Anderson, Alexander R. A. ;
Quaranta, Vito .
NATURE REVIEWS CANCER, 2008, 8 (03) :227-234
[7]   Genome-wide copy number analysis of single cells [J].
Baslan, Timour ;
Kendall, Jude ;
Rodgers, Linda ;
Cox, Hilary ;
Riggs, Mike ;
Stepansky, Asya ;
Troge, Jennifer ;
Ravi, Kandasamy ;
Esposito, Diane ;
Lakshmi, B. ;
Wigler, Michael ;
Navin, Nicholas ;
Hicks, James .
NATURE PROTOCOLS, 2012, 7 (06) :1024-1041
[8]   Exploring the role of cancer stem cells in radioresistance [J].
Baumann, Michael ;
Krause, Mechthild ;
Hill, Richard .
NATURE REVIEWS CANCER, 2008, 8 (07) :545-554
[9]  
Byrne HM, 2003, MATH COMP BIOL SER, P75
[10]   Stem cells and cancer: Two faces of eve [J].
Clarke, MF ;
Fuller, M .
CELL, 2006, 124 (06) :1111-1115