Abstract
The PI3K-Akt-mTOR signaling pathway has been identified as a key driver of carcinogenesis in several cancer types. As such, a major area of focus in cancer biology is the development of genomic biomarkers that can measure the activity level of the PI3K-Akt-mTOR pathway. In this study, we systematically estimate PI3K-Akt-mTOR pathway activity in breast primary tumor samples using transcriptomic profiles derived from drug treatment in MCF7 cell lines. We demonstrate that gene expression profiles derived from chemically-induced protein inhibition allows us to measure PI3K-Akt-mTOR pathway activity in patient tumor samples. With this approach, we predict prognosis and response to chemotherapy in cancer patients, and screen for potential pharmacological modulators of PI3K-Akt-mTOR pathway inhibitors.
Keywords:
PI3K; computational biology; drug treatment; pharmacogenomics.
MeSH terms
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Algorithms
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Androstadienes / pharmacology
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Antibiotics, Antineoplastic / pharmacology
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Breast Neoplasms / drug therapy
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Breast Neoplasms / genetics*
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Breast Neoplasms / metabolism
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Cell Line, Tumor
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Chromones / pharmacology
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Female
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Gene Expression Regulation, Neoplastic / drug effects
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Gene Expression Regulation, Neoplastic / genetics*
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HL-60 Cells
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Humans
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Kaplan-Meier Estimate
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MCF-7 Cells
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Models, Genetic
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Morpholines / pharmacology
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Phosphatidylinositol 3-Kinases / genetics
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Phosphatidylinositol 3-Kinases / metabolism
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Prognosis
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Proto-Oncogene Proteins c-akt / genetics
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Proto-Oncogene Proteins c-akt / metabolism
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Signal Transduction / drug effects
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Signal Transduction / genetics*
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Sirolimus / pharmacology
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TOR Serine-Threonine Kinases / genetics
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TOR Serine-Threonine Kinases / metabolism
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Transcriptome / drug effects
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Transcriptome / genetics*
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Wortmannin
Substances
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Androstadienes
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Antibiotics, Antineoplastic
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Chromones
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Morpholines
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2-(4-morpholinyl)-8-phenyl-4H-1-benzopyran-4-one
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MTOR protein, human
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Proto-Oncogene Proteins c-akt
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TOR Serine-Threonine Kinases
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Sirolimus
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Wortmannin