Computational modeling;
in silico drug discovery;
melanoma;
systems biology;
HETEROGENEOUS DATA SOURCES;
PHOSPHATIDYLINOSITOL;
3-KINASE;
METASTATIC MELANOMA;
SYSTEMS BIOLOGY;
PHOSPHOINOSITIDE;
IMPROVED SURVIVAL;
BRAF MUTATIONS;
CANCER;
PATHWAY;
GROWTH;
D O I:
10.1080/17460441.2016.1174688
中图分类号:
R9 [药学];
学科分类号:
1007 ;
摘要:
Introduction: There is a growing body of evidence highlighting the applications of computational modeling in the field of biomedicine. It has recently been applied to the in silico analysis of cancer dynamics. In the era of precision medicine, this analysis may allow the discovery of new molecular targets useful for the design of novel therapies and for overcoming resistance to anticancer drugs. According to its molecular behavior, melanoma represents an interesting tumor model in which computational modeling can be applied. Melanoma is an aggressive tumor of the skin with a poor prognosis for patients with advanced disease as it is resistant to current therapeutic approaches. Areas covered: This review discusses the basics of computational modeling in melanoma drug discovery and development. Discussion includes the in silico discovery of novel molecular drug targets, the optimization of immunotherapies and personalized medicine trials. Expert opinion: Mathematical and computational models are gradually being used to help understand biomedical data produced by high-throughput analysis. The use of advanced computer models allowing the simulation of complex biological processes provides hypotheses and supports experimental design. The research in fighting aggressive cancers, such as melanoma, is making great strides. Computational models represent the key component to complement these efforts. Due to the combinatorial complexity of new drug discovery, a systematic approach based only on experimentation is not possible. Computational and mathematical models are necessary for bringing cancer drug discovery into the era of omics, big data and personalized medicine.
机构:
ChemDiv Inc, San Diego, CA 92121 USAChemDiv Inc, San Diego, CA 92121 USA
Ivanenkov, Yan A.
Savchuk, Nikolay P.
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ChemDiv Inc, San Diego, CA 92121 USAChemDiv Inc, San Diego, CA 92121 USA
Savchuk, Nikolay P.
Ekins, Sean
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机构:
Collaborat Chem, Jenkintown, PA 19046 USA
Univ Med & Dent New Jersey, Dept Pharmacol, Robert Wood Johnson Med Sch, Piscataway, NJ 08854 USA
Univ Maryland, Dept Pharmaceut Sci, Baltimore, MD 21201 USAChemDiv Inc, San Diego, CA 92121 USA
Ekins, Sean
Balakin, Konstantin V.
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机构:
ChemDiv Inc, San Diego, CA 92121 USA
Russian Acad Sci, Inst Physiol Act Cpds, Chernogolovka, Moscow Reg, RussiaChemDiv Inc, San Diego, CA 92121 USA
机构:
Mahidol Univ, Ctr Data Min & Biomed Informat, Fac Med Technol, Bangkok 10700, ThailandMahidol Univ, Ctr Data Min & Biomed Informat, Fac Med Technol, Bangkok 10700, Thailand
Schaduangrat, Nalini
Lampa, Samuel
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机构:
Uppsala Univ, Dept Pharmaceut Biosci, S-75124 Uppsala, SwedenMahidol Univ, Ctr Data Min & Biomed Informat, Fac Med Technol, Bangkok 10700, Thailand
Lampa, Samuel
Simeon, Saw
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机构:
Kasetsart Univ, Interdisciplinary Grad Program Biosci, Fac Sci, Bangkok 10900, ThailandMahidol Univ, Ctr Data Min & Biomed Informat, Fac Med Technol, Bangkok 10700, Thailand
Simeon, Saw
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机构:
Gleeson, Matthew Paul
Spjuth, Ola
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机构:
Uppsala Univ, Dept Pharmaceut Biosci, S-75124 Uppsala, SwedenMahidol Univ, Ctr Data Min & Biomed Informat, Fac Med Technol, Bangkok 10700, Thailand
Spjuth, Ola
Nantasenamat, Chanin
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机构:
Mahidol Univ, Ctr Data Min & Biomed Informat, Fac Med Technol, Bangkok 10700, ThailandMahidol Univ, Ctr Data Min & Biomed Informat, Fac Med Technol, Bangkok 10700, Thailand
机构:
Univ Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, ChileUniv Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, Chile
Duarte, Yorley
Marquez-Miranda, Valeria
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Univ Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, ChileUniv Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, Chile
Marquez-Miranda, Valeria
Miossec, Matthieu J.
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Univ Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, ChileUniv Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, Chile
Miossec, Matthieu J.
Gonzalez-Nilo, Fernando
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机构:
Univ Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, Chile
Univ Valparaiso, Fac Ciencias, Ctr Interdisciplinario Neurociencias Valparaiso, Valparaiso, ChileUniv Andres Bello, Fac Ciencias Vida, Ctr Bioinformat & Integrat Biol, Santiago 8370146, Chile
机构:
Univ Modena & Reggio Emilia, Dept Life Sci, Via Campi 103, I-41125 Modena, ItalyUniv Modena & Reggio Emilia, Dept Life Sci, Via Campi 103, I-41125 Modena, Italy
De Benedetti, Pier G.
Fanelli, Francesca
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机构:
Univ Modena & Reggio Emilia, Dept Life Sci, Via Campi 103, I-41125 Modena, Italy
Univ Modena & Reggio Emilia, Ctr Neurosci & Neurotechnol, Via Campi 103, I-41125 Modena, ItalyUniv Modena & Reggio Emilia, Dept Life Sci, Via Campi 103, I-41125 Modena, Italy