Identification of noninvasive imaging surrogates for brain tumor gene-expression modules

被引:343
作者
Diehn, Maximilian [1 ,3 ]
Nardini, Christine [1 ]
Wang, David S. [1 ]
McGovern, Susan [4 ]
Jayaraman, Mahesh [5 ]
Liang, Yu [6 ]
Alclape, Kenneth [4 ]
Cha, Soonmee [7 ]
Kuo, Michael D. [1 ,2 ]
机构
[1] Univ Calif San Diego, Med Ctr, Dept Radiol, San Diego, CA 92103 USA
[2] Univ Calif San Diego, Med Ctr, Ctr Translat Med Syst, San Diego, CA 92103 USA
[3] Stanford Univ, Dept Radiat Oncol, Sch Med, Stanford, CA 94305 USA
[4] Univ Texas MD Anderson Canc Ctr, Dept Neuropathol, Houston, TX 77030 USA
[5] Brown Univ, Dept Radiol, Providence, RI 02912 USA
[6] Univ Calif San Francisco, Med Ctr, Brain Tumor Res Ctr, Dept Neurol Surg, San Francisco, CA 94143 USA
[7] Univ Calif San Francisco, Med Ctr, Dept Radiol, San Francisco, CA 94143 USA
关键词
cancer; genomics; glioblastoma multiforme; radiogenomics;
D O I
10.1073/pnas.0801279105
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 [理学]; 0710 [生物学]; 09 [农学];
摘要
Glioblastoma multiforme (GBM) is,the most common and lethal primary brain tumor in adults. We combined neuroimaging and DNA microarray analysis to create a multidimensional map of gene-expression patterns in GBM that provided clinically relevant insights into tumor biology. Tumor contrast enhancement and mass effect predicted activation of specific hypoxia and proliferation gene-expression programs, respectively. Overexpression of EGFR, a receptor tyrosine kinase and potential therapeutic target, was also directly inferred by neuroimaging and was validated in an independent set of tumors by immunohistochemistry. Furthermore, imaging provided insights into the intratumoral distribution of gene-expression patterns within GBM. Most notably, an "infiltrative" imaging phenotype was identified that predicted patient outcome. Patients with this imaging phenotype had a greater tendency toward having multiple tumor foci and demonstrated significantly shorter survival than their counterparts. Our findings provide an in vivo portrait of genome-wide gene expression in GBM and offer a potential strategy for noninvasively selecting patients who may be candidates for individualized therapies.
引用
收藏
页码:5213 / 5218
页数:6
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