Machine learning and data mining frameworks for predicting drug response in cancer: An overview and a novel in silico screening process based on association rule mining.
作者： Konstantinos Vougas , Theodore Sakellaropoulos , Athanassios Kotsinas , George-Romanos P. Foukas , Andreas Ntargaras
DOI: 10.1016/J.PHARMTHERA.2019.107395
关键词:
摘要: A major challenge in cancer treatment is predicting the clinical response to anti-cancer drugs on a personalized basis. The success of such a task largely depends on the ability to …
manchester.ac.uk
openrepository.com参考文章(236)
IN SOCK JANG, ELIAS CHAIBUB NETO, JUSTIN GUINNEY, STEPHEN H. FRIEND, ADAM A. MARGOLIN, SYSTEMATIC ASSESSMENT OF ANALYTICAL METHODS FOR DRUG SENSITIVITY PREDICTION FROM CANCER CELL LINE DATA pacific symposium on biocomputing. pp. 63- 74 ,(2013) , 10.1142/9789814583220_0007
Jack McCain, The MAPK (ERK) Pathway: Investigational Combinations for the Treatment Of BRAF-Mutated Metastatic Melanoma P & T : a peer-reviewed journal for formulary management. ,vol. 38, pp. 96- 108 ,(2013)
Ting Liu, Shaoqing wang, Liping Wang, Junping Wang, Yulin Li, Targeting CD151 by lentivirus-mediated RNA interference inhibits luminal and basal-like breast cancer cell growth and invasion Molecular and Cellular Biochemistry. ,vol. 407, pp. 111- 121 ,(2015) , 10.1007/S11010-015-2459-2
Robert Tibshirani, Trevor Hastie, Jerome H. Friedman, The Elements of Statistical Learning ,(2001)
Robert Tibshirani, Trevor Hastie, Daniela Witten, Gareth James, An Introduction to Statistical Learning: With Applications in R ,(2013)
Maxwell W. Libbrecht, William Stafford Noble, Machine learning applications in genetics and genomics Nature Reviews Genetics. ,vol. 16, pp. 321- 332 ,(2015) , 10.1038/NRG3920
Simona Negrini, Vassilis G. Gorgoulis, Thanos D. Halazonetis, Genomic instability — an evolving hallmark of cancer Nature Reviews Molecular Cell Biology. ,vol. 11, pp. 220- 228 ,(2010) , 10.1038/NRM2858
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
Panagiotis Karakaidos, Stavros Taraviras, Leandros V. Vassiliou, Panayotis Zacharatos, Nikolaos G. Kastrinakis, Dionysia Kougiou, Mirsini Kouloukoussa, Hideo Nishitani, Athanasios G. Papavassiliou, Zoi Lygerou, Vassilis G. Gorgoulis, Overexpression of the Replication Licensing Regulators hCdt1 and hCdc6 Characterizes a Subset of Non-Small-Cell Lung Carcinomas The American Journal of Pathology. ,vol. 165, pp. 1351- 1365 ,(2004) , 10.1016/S0002-9440(10)63393-7
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)