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Advances in Brief |
Departments of Pathology and Laboratory Medicine [G. C., D. S., A. P., L. I., P. S. M.], Human Genetics and Biostatistics [S. H.] Henry E. Singleton Brain Cancer Research Program [T. F. C., P. S. M.], and The Howard Hughes Medical Institute [C. L. S.], David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California 90095; Department of Clinical Chemistry, University of Helsinki, Helsinki, Finland FIN-00014 [A. P.]; and Cell Signaling Technologies, Beverly, Massachusetts 01915 [K. C., B. S.]
| ABSTRACT |
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| Introduction |
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| Materials and Methods |
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Scoring and Interpretation of Immunohistochemistry
PTEN.
PTEN staining was scored according to a previously established scale of 02, which has been shown to be highly consistent (10, 11, 12, 13)
. Tumor cells are graded as 2 if their staining intensity is equal to that of the vascular endothelium, graded as 1 if their staining intensity is diminished relative to the endothelium, and graded as 0 if staining intensity is undetectable in the tumor cells and present in the vascular endothelium (10, 11, 12, 13)
. Two neuropathologists (G. C. and P. S. M.) scored the tumors independently. In addition, tumors were scored by one of the neuropathologists (P. S. M.) on two independent occasions. Both the inter-rater and the intra-rater agreement were >90%.
EGFR and EGFRvIII.
Tumors demonstrating strong EGFR immunopositivity in >20% of tumor cells were considered to be positive; tumors demonstrating at least focal moderate to strong immunoreactivity for EGFRvIII were considered positive. The inter-rater and intra-rater agreements for EGFR and EGFRvIII were >90%. The anti-EGFRvIII L8A4 monoclonal antibody was generated against the fusion junction of the mutant EGFRvIII and shown to be specific for EGFRvIII, with no detectable cross-reactivity for wild-type EGFRs expressed in normal tissues or at high levels in cancer cell lines (14)
. However, we cannot entirely exclude the possibility that there may be some cross-reactivity with highly overexpressed wild-type EGFRs in glioblastoma tissue samples.
Phosphorylation-specific Antibodies.
p-Akt, p-mTOR, p-S6, and p-FKHR were scored on a scale of 02 (0+, no staining; 1+, mild intensity cytoplasmic staining; and 2+, strong cytoplasmic staining). For p-Akt, p-mTOR, and p-FKHR, staining of 1+ and 2+ was considered positive; for p-S6, staining of 2+ was considered positive. The agreement between reviewers, as well as for the same reviewer on independent reviews, was 80% for p-Akt. It was higher for p-mTOR, p-S6, and p-FKHR, ranging from 87% for p-mTOR to 100% for p-S6. For p-Erk, tumors that focally contained greater than 5% positive nuclear staining were considered positive, as reported previously. The agreement between reviewers and for the same reviewer on independent reviews was >85%.
Statistical Analysis
We fit two multivariate logistic regression models (Table 2)
. First, we regressed PTEN status on p-Akt, p-mTOR, p-FKHR, p-S6, and p-Erk. In the multivariate model, only p-Akt turned out to be a significant (P = 0.0043) predictor of PTEN status; the odds of a case being PTEN positive when p-Akt is positive are only 0.13 (95% CI, 0.0300.52) that of a p-Akt-negative case. Second, we regressed p-Akt status on p-FKHR family, p-S6, p-Erk, and EGFRvIII. We did not include mTOR in the model because it was highly correlated (Pearson correlation = 0.56; P = 0.00019) with p-FKHR and would have led to adverse multi-colinearity effects. In the multivariate model, only p-FKHR family turned out to be a significant predictor of p-Akt status (P = 0.015). The odds of a case being p-Akt positive when FKHR transcription factors are phosphorylated are 3.8 times (95% CI, 1.311.0) that of a case with p-FKHR negative and Akt (positive versus negative).
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| Results and Discussion |
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Because our data suggested that there are additional inputs into activation of mTOR, the family of FKHR transcription factors and S6, independent of PTEN loss, we analyzed the expression of EGFR and its constitutively active mutant, EGFRvIII, which are thought to activate the PI3K pathway (18) . EGFR overexpression/amplification is common in glioblastomas, and a mutant ligand independent variant (EGFRvIII) is coexpressed in approximately one-half of EGFR-amplified glioblastomas (19 , 20) . In our data set, EGFRvIII expression was correlated with EGFR expression (r = 0.31; P = 0.04), being seen in slightly more than one-half of the EGFR-positive tumors. EGFR expression was correlated with Erk (r = 0.34; P = 0.03) and S6 activation (r = 0.31; P = 0.06), but not with p-Akt, p-mTOR, or p-FKHR. In contrast, EGFRvIII had a strong association with phosphorylation of FKHR transcription factors, mTOR and S6. These results potentially suggest a role for EGFRvIII in activation of the PI3K pathway in the absence of PTEN protein loss and suggest an association between EGFR expression and Erk activation in vivo.
The results from the univariate and multivariate analyses are consistent with the presumed relationships between PTEN and other known components of the PI3K signaling pathway. Next, we asked if our data set might be used to uncover these relationships without prior knowledge of the connectivity between these proteins using MDS analysis, a form of principle component analysis. MDS is an unsupervised data analysis method that allows examination of potential relationships between variables without assuming previous knowledge of their interactions. Using this approach, the signaling molecules are plotted in two dimensions, and the distance between two molecules provides a measure of their inter-relatedness (21)
. PTEN protein expression and Akt activation are closely related (Fig. 2B)
, as detected by the short distance between them. In contrast, p-Erk is distant from PTEN and p-Akt. Activated Akt is positioned between PTEN and p-FKHR, p-mTOR, and p-S6, suggesting that Akt is intermediate between PTEN and this pathway. Furthermore, the proximity of p-S6 to p-mTOR and p-Erk suggests potential dual activation. This unbiased approach demonstrates a pattern of inter-relationships between these signaling molecules in vivo that reflects our knowledge of the signaling pathway derived from in vitro experimental studies and raises the possibility that this form of analysis might be applied to other data sets where the connectivity between the variables is less defined (Fig. 2C)
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Lastly, we asked whether these markers could provide meaningful "signatures" that can be used to stratify patients for targeted therapy. We performed hierarchical clustering of the tumors based on expression of EGFR, EGFRvIII, p-Erk, PTEN, p-AKT, p-mTOR, p-FKHR, and p-S6 to look for the emergence of molecular subsets. Two main subsets of glioblastomas were identified (main branches of the dendrogram) based on expression of PTEN protein (P < 0.0000001). We also identified two additional subsets of PTEN-expressing glioblastomas, based on expression of EGFR (P = 0.00001). One subset (branch) of the PTEN-expressing, non-EGFR-expressing tumors lacked either Erk or the PI3K pathway activation. In contrast, the EGFR-expressing subset coexpressed EGFRvIII in 14 of 16 (88%) cases, whereas, EGFRvIII was coexpressed in only 5 of 19 (26%) of the PTEN-deficient EGFR-expressing tumors (P = 0.003). This suggests that EGFRvIII may be selected for in the absence of PTEN loss (as a way to activate PI3K) and is line with a mouse genetic model demonstrating a key role for combined deregulation of the Ras and PI3K pathways in the development of glioblastomas (22) . This approach may provide a potential design for stratifying patients for therapy with PI3K pathway inhibitors, alone or in combination with Ras/Erk and EGFR inhibitors.
In conclusion, we have demonstrated an approach to analyzing the PI3K pathway in glioblastoma patients in vivo. We have shown that this pathway can be assessed in routinely processed patient samples, and we have demonstrated that the signaling relationships suggested in vitro are reflected in glioblastoma patients in vivo. We have shown that loss of the tumor suppressor protein PTEN is highly correlated with activation of Akt, which is significantly correlated with phosphorylation of downstream effectors mTOR, the FKHR family of transcription factors, and S6. We have also presented data suggesting that the mutant EGFR, EGFRvIII, may also potentially activate this pathway in glioblastomas with no loss of PTEN protein. We have used MDS to analyze the relationship between signaling molecules in vivo, suggesting that MDS might have utility in the analysis of data sets where pathway connectivity is less defined. Finally, we have provided an approach to identify subsets of glioblastoma patients based on these "pathway signatures" that may potentially be useful for stratifying patients for targeted kinase inhibitor therapy. This approach can be applied to routinely processed patient biopsies; therefore, it may potentially have wide clinical utility. As we move from tissue arrays to patient biopsy slides, we will need to begin to assess how intratumor molecular heterogeneity impacts pathway activation, and we will need to develop controls and standards that can be applied across diagnostic laboratories. Because the key challenge for cancer therapy will be to match the right pathway inhibitor or combination of inhibitors to the right patient, this approach may have important clinical implications.
| FOOTNOTES |
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1 This work was supported by NIH Grants U01 CA88127 and K08 NS43147 (to P. S. M.), Accelerate Brain Cancer Cure Awards (to P. S. M. and C. L. S.), and the Doris Duke Duke Charitable Foundation. Dr. Sawyers is an Investigator of the Howard Hughes Medical Institute. This work was also supported by a generous donation from the Kevin Riley family to UCLA Comprehensive Brain Tumor Program, the Harry Allgauer Foundation through The Doris R. Ullmann Fund for Brain Tumor Research Technologies, a Henry E. Singleton Brain Tumor Fellowship and a STOP Cancer Award (to P. S. M.), and a generous donation from the Ziering Family Foundation in memory of Sigi Ziering. C. L. S. is an investigator of the Howard Hughes Medical Institute and a Doris Duke Distinguished Clinical Investigator. G. C. was supported by a postdoctoral fellowship from Korea Science & Engineering Foundation. ![]()
2 Both authors contributed equally to this work. ![]()
3 To whom requests for reprints should be addressed, at Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of Los Angeles, 10833 Le Conte Avenue, Los Angeles, CA 90095-1732. Phone: (310) 794-5223; Fax: (310) 206-0657; E-mail: pmischel{at}mednet.ucla.edu ![]()
4 The abbreviations used are: PI3K, phosphatidylinositol 3'-kinase; EGFR, epidermal growth factor receptor; p-, phosphorylated; Erk, extracellular signal-regulated kinase; CI, confidence interval; MDS, multidimensional scaling. ![]()
6 Stanford University website. ![]()
Received 1/10/03. Accepted 4/14/03.
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