Glioblastoma (GBM) is the most common and aggressive primary brain tumor in adults. GBM cells are highly resistant to apoptosis induced by antitumor drugs and radiotherapy resulting in cancer progression. We assessed whether a systems medicine approach, analysing the ability of tumor cells to execute apoptosis could be utilized to predict the response of GBM patients to treatment. Concentrations of the key proapoptotic proteins procaspase-3, procaspase-9, Smac and Apaf-1 and the antiapopotic protein XIAP were determined in a panel of GBM cell lines and GBM patient tumor resections. These values were used as input for APOPTO-CELL, a systems biological based mathematical model built to predict cellular susceptibility to undergo caspase activation. The modeling was capable of accurately distinguishing between GBM cells that die or survive in response to treatment with temozolomide in 10 of the 11 lines analysed. Importantly the results obtained using GBM patient samples show that APOPTO-CELL was capable of stratifying patients according to their progression-free survival times and predicted the ability of tumor cells to support caspase activation in 16 of the 21 GBM patients analysed. Calculating the susceptibility to apoptosis execution may be a potent tool in predicting GBM patient therapy responsiveness and may allow for the use of APOPTO-CELL in a clinical setting.
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Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Clarke, Jennifer L.
Ennis, Michele M.
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机构:Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Ennis, Michele M.
Yung, W. K. Alfred
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Univ Texas MD Anderson Canc Ctr, Dept Neurooncol, Houston, TX 77030 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Yung, W. K. Alfred
Chang, Susan M.
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Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Chang, Susan M.
Wen, Patrick Y.
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Dana Farber Canc Inst, Boston, MA 02115 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Wen, Patrick Y.
Cloughesy, Timothy F.
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Univ Calif Los Angeles, Dept Neurol, Los Angeles, CA 90024 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Cloughesy, Timothy F.
DeAngelis, Lisa M.
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Mem Sloan Kettering Canc Ctr, New York, NY 10021 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
DeAngelis, Lisa M.
Robins, H. Ian
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Univ Wisconsin Hosp, Madison, WI USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Robins, H. Ian
Lieberman, Frank S.
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Univ Pittsburgh, Med Ctr Canc Pavil, Div Neurooncol, Pittsburgh, PA USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Lieberman, Frank S.
Fine, Howard A.
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NCI, Neurooncol Branch, NIH, Bethesda, MD 20892 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Fine, Howard A.
Abrey, Lauren
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Mem Sloan Kettering Canc Ctr, New York, NY 10021 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Abrey, Lauren
Gilbert, Mark R.
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Univ Texas MD Anderson Canc Ctr, Dept Neurooncol, Houston, TX 77030 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Gilbert, Mark R.
Mehta, Minesh
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Northwestern Univ, Dept Radiat Oncol, Chicago, IL 60611 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Mehta, Minesh
Kuhn, John G.
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Univ Texas Hlth Sci Ctr San Antonio, Dept Neurol, San Antonio, TX 78229 USA
Univ Texas Hlth Sci Ctr San Antonio, Pharmacotherapy Educ & Res Ctr, San Antonio, TX 78229 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Kuhn, John G.
Aldape, Kenneth D.
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Univ Texas MD Anderson Canc Ctr, Dept Neurooncol, Houston, TX 77030 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Aldape, Kenneth D.
Lamborn, Kathleen R.
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Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
Lamborn, Kathleen R.
Prados, Michael D.
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Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA