Author Manuscript Published OnlineFirst on January 14, 2013; DOI: 10.1158/1078-0432.CCR-12-3039 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Low ERα associates with EMT and PI3Kinase alterations in endometrial carcinoma
Lack of Estrogen receptor α is associated with epithelial-mesenchymal
transition and PI3Kinase alterations in endometrial carcinoma.
Elisabeth Wik1,2, Maria B. Ræder 1,2, Camilla Krakstad1,2, Jone Trovik1,2, Even Birkeland1,2, Erling A. Hoivik1,2, Siv Mjos2, Henrica M.J. Werner1,2, Monica Mannelqvist3, Ingunn M. Stefansson3,4, Anne M. Oyan5,6, Karl H. Kalland5,6, Lars A. Akslen3,4, Helga B. Salvesen1,2
1Department of Obstetrics and Gynecology, Haukeland University Hospital, Bergen, Norway,
2Department of Clinical Medicine, University of Bergen, Norway
3The Gade Institute, Section for Pathology, University of Bergen, Norway
4Department of Pathology, Haukeland University Hospital, Bergen, Norway,
5 The Gade Institute, Section for Microbiology, University of Bergen, Norway
6Department of Microbiology and Immunology, Haukeland University Hospital
Running title: Low ERα associates with EMT and PI3Kinase alterations in endometrial
carcinoma
Keywords: Endometrial carcinoma, estrogen receptor, expression analyses, epithelial-
mesenchymal transition, PI3Kinase
Address for correspondence:
Helga B. Salvesen MD, PhD or Elisabeth Wik, MD
Department of Clinical Medicine, Section for Gynecology and Obstetrics
University of Bergen
Haukeland University Hospital, 5021 Bergen, Norway
Telephone: +47 55 97 42 00 Fax: +47 55 97 49 68
E-mail addresses: [email protected] or [email protected]
1
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Potential conflicts of interest: None of the authors indicated potential conflicts of interest.
Manuscript content: 4417 words, 3 figures, 3 tables, 2 supplementary figures, 5
supplementary tables.
Translational Relevance
Estrogen receptor α is shown to be a strong prognostic marker and potentially predictive for
response to hormonal treatment in endometrial carcinoma, although, contrasting breast
cancer, not yet systematically implemented for tailoring therapy to endometrial cancer
patients. In one investigation series and three independent validation sets (in total 628
patients), we identify and validate an association between ERα negative endometrial
carcinomas and markers for epithelial-mesenchymal transition. Drug signature analyses
suggest testing of PI3K/mTOR inhibitors in ERα negative tumors in particular. Subsequently
we also find ERα negative tumors to be associated with several potential measures for
PI3Kinase pathways activation. This study confirms ERα as a strong and robust prognostic
marker in endometrial carcinoma and provides a rationale for clinical trials exploring the
potential of ERα as predictive marker for response to inhibitors of the PI3Kinase pathway and
epithelial-mesenchymal transition.
2
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ABSTRACT
Lack of Estrogen receptor α is associated with epithelial-mesenchymal
transition and PI3Kinase alterations in endometrial carcinoma.
Elisabeth Wik1,2, Maria B. Ræder 1,2, Camilla Krakstad1,2, Jone Trovik1,2, Even Birkeland1,2, Erling A. Hoivik1,2, Siv Mjos2, Henrica M.J. Werner1,2, Monica Mannelqvist3, Ingunn M. Stefansson3,4, Anne M. Oyan5,6, Karl H. Kalland5,6, Lars A. Akslen3,4, Helga B. Salvesen1,2
Purpose: We hypothesized that ERα status in endometrial carcinomas, associated with poor
prognosis, is reflected in transcriptional signatures suggesting targets for new therapy.
Experimental design: Endometrial carcinoma samples in a primary investigation cohort
(n=76) and three independent validation cohorts (n=155/286/111) were analyzed through
integrated molecular profiling. Biomarkers were assessed by IHC, DNA oligonucleotide
microarray, qPCR, SNP array and Sanger sequencing in the cohorts, annotated for
comprehensive histopathologic and clinical data, including follow-up.
Results: ERα immunohistochemical staining was strongly associated with mRNA expression
of the receptor gene (ESR1) and patient survival (both P< 0.001). ERα negativity associated
with activation of genes involved in Wnt-, Sonic Hedgehog- and TGF-β signaling in the
investigation cohort, indicating epithelial-mesenchymal transition (EMT). The association
between low ERα and EMT was validated in three independent data sets. Furthermore,
PI3Kinase- and mTOR inhibitors were amongst the top ranked drug signatures negatively
correlated with the ERα negative tumors. Low ERα was significantly associated with PIK3CA
amplifications but not mutations. Also, low ERα was correlated to high expression of
Stathmin, a marker associated with PTEN loss, and a high PI3K activation signature.
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Conclusion: Lack of ERα in endometrial cancer is associated with epithelial-mesenchymal
transition and reduced survival. We present a rationale for investigating ERα’s potential to
predict response to PI3K/mTOR inhibitors in clinical trials and also suggest EMT inhibitors
to ERα negative endometrial carcinomas.
INTRODUCTION
Endometrial cancer is the most common gynecologic malignancy in developed countries and
accounts yearly for 50 000 deaths worldwide (1). Although three quarters of these cancers are
treated at an early stage, 15-20% recur (2). The most common basis for determining risk of
recurrent disease is the categorization into type I and II endometrial carcinoma (3). Type I
tumors are most frequent, characterized by endometrioid histology, low histologic grade, low
FIGO stage and favorable prognosis. In contrast, type II tumors are characterized by non-
endometrioid histology, high histologic grade and stage, and a tendency to recur, even when
treated at early stage (4). However, the prognostic value of this distinction is limited, as up to
20% of type I cancers recur, while half of type II tumors do not (4).
The molecular basis for type I and II cancers is only partially understood. Hyperestrogenic
risk factors and positivity for estrogen receptor α (ERα) are common in type I in contrast to
type II cancers, and ERα status is reported to be a prognostic marker in endometrial cancer (5,
6). Contrasting breast cancer treatment, hormone receptor status in endometrial cancer has
not been clinically implemented in a systematic manner to tailor hormonal therapy (7, 8) or
other targeted treatments, e.g. PI3K, mTOR or VEGF-A inhibitors (4).
Epithelial-mesenchymal transition (EMT) enables epithelial cells to become more like
mesenchymal cells with increased motility and the ability to invade locally, intravasate,
4
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circulate, extravasate and resist apoptosis (9-11). Markers of EMT are known to be associated
with more aggressive tumors in different organs (12, 13). In endometrial carcinomas,
alterations of EMT-related markers like E-cadherin, P-cadherin, α- and β-catenin, have been
associated with metastatic disease and reduced survival (14-16). The EMT process is
suggested to be a potential target for new cancer therapies (17, 18). Importantly, data linking
EMT to drug resistance have been reported, indicating that EMT targeting may be relevant for
cancer treatment (18).
In the present study, we hypothesized that ERα negative endometrial carcinomas are
associated with an aggressive clinico-pathologic phenotype and are likely to be distinguished
from ERα positive tumors by underlying genetic alterations and differences in gene
expression, related to key processes in cancer development and progression. Based on data
from four independent patient series, we report for the first time that ERα negative
endometrial carcinomas are associated with increased epithelial-mesenchymal transition.
Also, inhibitors of the PI3Kinase/mTOR pathways are suggested as relevant for the treatment
of ERα negative endometrial cancers in particular.
PATIENTS AND METHODS
Patients and follow-up
Four independent endometrial carcinoma patient cohorts (including both endometrioid and
non-endometrioid histologic subtypes) were studied to explore the associations between
hormone receptor status, prognosis and alterations in transcriptional signatures identifying
molecular phenotypes and potential targets for new therapy (Supplementary Figure 1): 1) A
primary investigation cohort of 76 snap frozen, prospectively collected endometrial
carcinomas with high tumor purity was studied by DNA oligonucleotide microarray for
5
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mRNA expression levels, and Single Nucleotide Polymorphism (SNP) array and Sanger
sequencing for detection of PIK3CA amplification and PIK3CA mutations, respectively. 2) A
prospective validation cohort of 155 snap frozen endometrial cancers was subjected to qPCR
validation of candidate markers picturing findings in the primary investigation set. PIK3CA
Sanger sequencing was also applied for tumors in this series. Both prospective series were
collected sequentially, taking into account tumor purity (see below). 3) A retrospective
population based validation cohort of 286 patients with formalin fixed paraffin embedded
(FFPE) tumor tissue was used for clinical validation. Protein expression of candidate markers
and vascular invasion was assessed by immunohistochemistry (IHC), as previously reported
(5, 15, 19, 20). For all these cohorts, biopsies were sampled from primary tumors in
hysterectomy specimens. 4) Finally, publically available external gene expression array data
from 111 patients were investigated for external validation (Supplementary table 1).
Patients in series 1 through 3 (Supplementary Table 2) were treated at the Department of
Obstetrics and Gynecology, Section of Gynecological Cancer, Haukeland University
Hospital, Bergen, Norway, a referral hospital for patients in Hordaland County, representing
approximately 10% of the Norwegian population and with a similar incidence rate and
prognosis as the total Norwegian population of endometrial cancers (15).
Comparison of clinico-pathologic variables for the different cohorts is presented in
Supplementary Table 3. The primary investigation set largely reflects the general population
of endometrial cancers from the region, while the prospective validation series and the
external data set are more enriched for aggressive cancer subtypes.
The primary investigation set was subjected to formal revision. For the prospective validation
series, we applied the histopathologic diagnoses derived from the routine reports. The
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retrospective series (1981-90) was also subjected to formal histopathologic revision for
adequate sub-typing and grading in previous studies (15, 20).
Oligonucelotide DNA microarray analyses
RNA was extracted from snap frozen, surgically removed tumor biopsies from clinically well-
defined endometrial carcinomas with > 80% neoplastic tissue for the vast majority (only 4
cases, 3 endometrioid and one serous carcinoma, had tumor purity of 50%). The RNA was
obtained according to standard protocols using the RNeasy Mini Kit protocol (Qiagen,
Hilden, Germany) and hybridized to Agilent Whole Human Genome Microarrays 44k
(Cat.no. G4112F), according to manufacturer's instructions (www.agilent.com). Arrays were
scanned using the Agilent Microarray Scanner Bundle. Microarray signal intensities were
determined using BRB-ArrayTools (http://linus.nci.nih.gov/BRB-ArrayTools/). Mean spot
signal data were used as intensity measure. The expression data were normalized, using
median over entire array. The DNA oligonucleotide arrays were performed around the same
time, in the same lab, by the same personnel and in one batch.
Genes differentially expressed between ERα positive and negative tumors were considered
significantly differentially expressed if FDR <0.05; the test was performed by Class
comparison analysis in BRB Array Tools (21). Global hierarchical clustering was performed
using weighted average linkage and Pearson correlation as similarity measures. Gene Set
Enrichment Analyses (GSEA - www.broadinstitute.org/gsea) and BRB Array Tools were
used to explore pathways and transcription factor gene sets differentially expressed between
ERα positive and negative tumors (22, 23). Signature scores for gene sets in GSEA were
created by using a pathways activation score as implemented in the GSEA application for R
(www.broadinstitute.org/gsea).
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Connectivity Map
The correlation between global gene expression pattern and potential new therapeutics for
ERα negative tumors was assessed in the primary investigation cohort and validated in the
external gene expression data set, using the drug signatures database Connectivity Map (24).
The drug signatures in Connectivity Map are based on genes differentially expressed between
cell lines treated with various drugs/compounds compared to the corresponding untreated cell
lines. As such, the database drug signatures represent gene expression alterations presumed to
reflect drug effects. Genes differentially expressed (FDR <0.05) between subsets with low
and high ERα protein and ESR1 mRNA expression levels were included in the signatures that
were the basis for the analyses in Connectivity Map.
Quantitative PCR (qPCR)
cDNA was synthesized from 1µg RNA from 155 tumor samples in the prospective validation
series, using the High capacity RNA to cDNA kit (Applied Biosystems Inc, Foster City, CA,
USA). mRNA expression of ESR1 and a selection of cell adhesion-/EMT markers were
determined using the TaqMan gene expression assays ESR1-Hs00174860_m1 (ERα), CDH1-
Hs01013958_m1 (E-cadherin), CDH2-Hs00983056_m1 (N-cadherin), CDH3-
Hs00999915_m1 (P-cadherin), CTNNB1Hs00170025_m1 (beta-catenin), CTNNA2-
Hs00189285_m1 (α-catenin) and CTNND1-Hs00931670_m1 (p120 catenin). For mRNA
expression of SERPINE-1, the assay SERPINE1-Hs00167155_m1 (Serine peptidase inhibitor,
clade E 1, member 1) was used. All samples were run on micro fluidic card with GAPDH-
Hs99999905_m1 as endogenous control and a sample of atypical endometrial hyperplasia as
calibrator. Microfluidic cards were run as previously reported (19) and described by the
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manufacturer. All analyses were performed in RQ manager (Applied Biosystems software),
using the ∆∆Ct based method for calculation of RQ values (25).
EMT signature scores
In the prospective validation cohort, the mRNA expression values (by qPCR) for a selection
of cell adhesion markers known from the literature to be related to EMT (11, 26, 27) were
assessed to calculate an mRNA signature score reflecting the EMT process. The expression
values were mean normalized and scaled to the same standard deviation (19). The sum of the
expression values of the genes down-regulated (CDH1, CTNNB1, CTNNA2, CTNND1) were
subtracted from the sum of the expression values of genes up-regulated (CDH2, CDH3).
Immunohistochemical staining
FFPE tumor specimens from the three patient cohorts from Haukeland University Hospital
were prepared in regular slides or tissue microarrays (TMA) and stained and scored for ERα,
Stathmin and cell adhesion-/EMT markers (E-cadherin, P-cadherin, β-catenin and p120
catenin), as well as evaluated for vascular invasion and myometrial infiltration, as previously
described (5, 15, 19, 20, 28). ERα IHC data were available for all cases in the primary
investigation set, for 153 cases in the prospective validation series and for 266 cases in the
retrospective validation cohort.
Validation in external gene expression data set
Publicly available gene expression data corresponding to tumors resected from endometrial
carcinoma tissue were obtained from the Expression Project for Oncology (expO:
http://expo.intgen.org/geo/home.do). GEO accession numbers and information on clinico-
pathologic data for these 111 tumors are listed in Supplementary Table 1. The GEO data sets
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were run at Affymetrix U133+2 arrays. For these data sets, individual probes were sequence-
matched against Aceview (NCB135) to construct transcript level probe sets (19). The two
different data sets were not merged since the GEO data set was used for validation of findings
in the primary investigation series. Calibration to get comparable expression levels was
therefore not necessary.
DNA analyses
Genomic DNA was extracted from surgically dissected, fresh frozen primary tumors. SNP
array and Sanger sequencing of PIK3CA (exon 9 and exon 20) was performed for 230 and
215 cases, respectively, as previously described (19, 29), overlapping with the primary
investigation set and the prospective validation series.
Statistics
Data were analyzed using PASW 18 (Predictive Analytics SoftWare, version 18.0, IBM, New
York, USA). Probability of <0.05 was considered statistically significant except for the
oligonucleotide microarray analyses (see above). Categories were compared using Pearson’s
chi-square or Fisher’s exact test when appropriate. Spearman’s correlation coefficient was
reported for bivariate correlation between continuous variables. Mann-Whitney U test was
used for analysis of continuous variables between categories. Univariate survival analyses of
time to death due to endometrial carcinoma (disease specific survival) and time to recurrence
for patients without metastases at time of diagnosis (recurrence free survival) were performed
using the Kaplan–Meier method (log-rank test). Entry date was the time of primary surgery.
Patients who died from other causes were censored at the date of death in the analyses of
disease specific survival. Variables included in the Cox’ proportional hazards regression
analyses were examined by log-log plot before incorporated in the regression models. When
10
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categorizing continuous variables (e.g. mRNA expression values of genes, gene signature
scores, IHC score indices) cut-off points were based on median or quartile values, considering
also the frequency distribution for each marker. Groups with similar survival were merged.
For gene expression data (gene signatures and single genes), upper quartile defined “high
expression”. ERα negative cases in the primary investigation and retrospective validation
series included cases with staining index (SI) 0. In the prospective validation series, low ERα
included SI ≤2 cases.
Estimation of sample size was done by chi-square test using software East4, 2005 Cytel
Software Corp. To reach 90% power detecting a 30% difference in 5-year survival (90% for
patients with markers within normal range versus 60% with pathological markers) at a 5%
level of significance, 65 patients were needed assuming a positive to negative ratio of the
markers of 1:3.
RESULTS
Lack of ERα is associated with aggressive endometrial cancer.
ERα protein and ESR1 mRNA expression estimated by microarray and qPCR were
significantly associated in the primary investigation set (Figure 1A and B). The strong
correlation between mRNA and protein expression was confirmed in the prospective
validation cohort (Table 1). Low ERα protein and ESR1 mRNA expression and
transcriptional clusters containing the majority of ERα negative cases were significantly
correlated with an aggressive clinico-pathologic phenotype and poor survival in all patient
cohorts studied (Table 1, Figure 1C and D, Supplementary Figure 2). Low ESR1 mRNA was
associated with reduced survival in the primary investigation set (multivariate analyses,
adjusted for age, FIGO stage, histologic type and histologic grade, HR=1.4, 95% CI 1.05-1.8,
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P=0.02). In the prospective validation set a significant interaction between ESR1 mRNA and
FIGO stage (p=0.03) was detected. The association between ESR1 mRNA levels and survival
was therefore further assessed separately for FIGO I/II and FIGO III/IV tumors (adjusted for
age, histologic grade and histologic type). A borderline statistically significant association
between low ESR1 mRNA and reduced survival was seen for FIGO I/II cases (HR 2.9, 95%
CI 0.9-9.2, P=0.07), but not in the stratified analysis of the small subset (n=33) of more
aggressive FIGO III/IV cases (p=0.7). Further, an independent association with survival for
ERα protein expression was confirmed in multivariate survival analyses for the subgroups of
endometrioid tumors, adjusting for age, FIGO stage and histologic grade (Supplementary
Table 4), aiding in the identification of high-risk patients within this clinically challenging
patient group expected to have a good prognosis. Also for the whole cohort, ERα status
maintained prognostic impact adjusted for the same variables and histologic subtype
(footnotes, Supplementary Table 4).
Taken together, this clearly supports that ERα protein and ESR1 mRNA expressions are
strongly correlated, robust and reproducible measures for identification of aggressive
endometrial carcinomas.
Integrated analyses associates lack of ERα with epithelial-mesenchymal transition
To explore potential biological processes contributing to the aggressive phenotype of ERα
negative endometrial carcinomas, we examined transcriptional differences between ERα
positive and negative tumors. In the primary investigation cohort, supervised analyses of the
oligonucleotide DNA microarray expression data revealed 303 unique genes differentially
expressed between ERα positive and negative tumors; expression of 60 unique genes were
significantly higher in ERα negative as compared to ERα positive tumors. Six of these genes
were previously demonstrated to be linked to signaling pathways and processes related to
12
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cancer invasion (Supplementary table 5A), including SERPINE-1, suggested to be a marker
for TGF-β signaling (30).
Clustering of the mRNA expression (microarray data) of ESR1 and a selection of EMT
related transcription factors (SNAI1, SNAI2, TWIST1, ZEB1 and ZEB2) indicated an
association between low ESR1 expression and high expression of the EMT transcription
factors (Supplementary Figure 2C). Further, in gene set enrichment analyses (GSEA), gene
sets indicating activation of Sonic Hedgehog (SHH) (31) , Wnt (32) and TGF-β signaling (33)
were found amongst the most significantly enriched gene sets in ERα negative compared to
positive tumors (FDR<0.25). Down-regulation of MTA3, potentially leading to increased
expression of the transcription factor Snail (34) (www.biocarta.com), was also found in ERα
negative tumors. From the literature, these pathways are known to be involved in EMT
activation (10, 34). To assess the gene expression signatures’ correlation to survival and to
visualize the associations between gene signatures and ERα expression, signature scores were
generated for each gene set, based on expression of the genes defining the pathways (for
details see http://www.broadinstitute.org/gsea/msigdb). High SHH-, TGF-β- and Wnt-
signature scores were significantly correlated with ERα negative tumors (P<0.001, P=0.001,
P=0.007, respectively) and survival (P<0.001, P=0.002, P=0.009 respectively) (Figure 2A).
Also for the endometrioid subgroup of tumors, High SHH-, TGF-β and Wnt- signature scores
were significantly correlated with ERα negative cancer (P<0.001, P=0.007, P=0.01,
respectively) and survival (P=0.004, P=0.02 and P=0.04, respectively). In transcription
factors (TFs) gene sets analyses (primary investigation cohort) based on ERα protein status,
several TFs related to EMT activation and TGF-β signaling, were identified (Supplementary
Table 5B), further supporting the association between ERα and EMT in endometrial
carcinoma. In sum, these data indicate an association between ERα negative endometrial
cancer and EMT, and the association with survival further support biological relevance of the
13
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signatures assessed. In contrast, in the ERα positive tumors, two pathways related to estrogen
and estrogen receptor activity were amongst the top ranked gene sets enriched in the ERα
positive tumors (GSEA, FDR<0.025): A Biocarta pathway related to estrogen receptor
activity (“Pelp1 Modulation of Estrogen Receptor Activity”), and a gene set generated from
identified estrogen-regulated genes from breast cancer tumors and cell lines (35).
For validation of the associations in tumors of low ERα expression, at first we examined a
publicly available external DNA microarray data set for associations between low ESR1
mRNA expression and the gene sets identified from the primary investigation set. ESR1
expression was inversely correlated with the Sonic Hedgehog, TGF-β and Wnt signature
scores (P<0.001, rs= -0.46, P<0.001, rs= -0.37 and P=0.002, rs= -0.30, respectively) and
correlated with the MTA3 signature score (P<0.001, rs= 0.60), also supporting the association
between ERα negative endometrial cancer and EMT identified in our primary investigation
set.
This association was further validated in the prospectively collected cohort of 155 snap frozen
primary tumor specimens. Expression levels for cell adhesion-/EMT markers were estimated
by qPCR. Tumor mRNA ESR1 expression was significantly correlated with E-cadherin,
catenin p120, catenin α and β-catenin mRNA levels (all P<0.001). ERα protein expression
was correlated to the same markers (all P≤0.02), and also negatively correlated to N-cadherin
mRNA expression (P=0.035). Further, ERα protein expression was significantly associated
with high mRNA expression of the suggested TGF-β signaling marker SERPINE-1 (=PAI-1),
both in the primary investigation set (P<0.002, Figure 2E) and prospective validation series
(P<0.004). SERPINE-1 mRNA expression was also associated with high TGF- β signature
score (Figure 2F).
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Finally, in the additional independent, retrospective population based cohort of 286
endometrial carcinomas, ERα negative tumor status confirmed to be significantly correlated to
pathologic protein expression of the EMT markers E-cadherin, β-catenin and catenin p120,
the EMT related P-cadherin (36) as well as invasive properties reflected by vascular invasion
and deep myometrial infiltration (Table 2).
A signature for EMT is associated with prognosis in endometrial cancer
In the prospective validation cohort, we generated an EMT gene expression signature by
combining a panel of cell adhesion markers with known involvement in EMT (see Patients
and Methods), and we explored the signature’s relation to prognosis in endometrial cancer.
High EMT signature score (upper quartile of the score) was strongly associated with poor
survival (Fig 2G) and recurrence free survival (P=0.002), also for the subsets of endometrioid
cases only (P=0.006).
To further assess the prognostic value of the EMT signature score compared to the mRNA
levels of single EMT markers, we included separately the EMT signature score and markers,
one at a time, in Cox’ multivariate analyses together with age, FIGO stage, histologic subtype
and histologic grade. Here, the EMT score had independent prognostic impact with HR=1.4
(95% CI: 1.02-1.7, P=0.005), contrasting the individual EMT markers, of which none had
significant independent prognostic impact.
The EMT signature score was negatively correlated to ERα (P<0.001) and ESR1 mRNA
expression (Figure 2H). In Cox’ survival analyses, including EMT score and ERα expression,
both markers had independent prognostic impact on disease specific survival with HR 2.6
(95%CI: 1.03-6.6, P=0.04) and 5.0 (95%CI: 1.9-12.8, P=0.001), respectively. In sum, this
validates that EMT, measured by an EMT gene expression signature score, is associated with
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ERα negative tumors and adds prognostic information in addition to ERα status in
endometrial carcinoma.
Integrated analyses identify PI3Kinase- and mTOR inhibitors as potential drugs for
patients with ERα negative tumors.
Connectivity Map version 02 (24) was queried for drug signatures negatively correlated to the
gene expression signature of ERα negative tumors. The gene lists acquired from the class
comparison analyses based on ERα protein status were analyzed. Amongst 1309 small
molecules represented in Connectivity Map, one mTOR- and two PI3Kinase inhibitors as well
as a retinoic acid receptor agonist were the 4 top ranked compounds with signatures most
significantly negatively correlated with ERα negative tumors, as listed in Table 3. In the
external endometrial cancer data set, we confirmed PI3Kinase- and mTOR inhibitors to be the
top ranked compounds significantly negatively correlated to the signature defined by low
ESR1 mRNA expression (Table 3). These data support that targeting the PI3Kinase-AKT-
mTOR pathway, may be particularly relevant in ERα negative endometrial cancers.
We further explored the association between low ERα expression and potential measures for
PI3Kinase activation: PIK3CA mutations and amplifications, PIK3CA, PTEN and AKT1
mRNA levels, Stathmin protein expression, a suggested surrogate marker for PTEN loss and
PI3Kinase activation (19, 37), and a publicly available PI3Kinase activation score (38). Low
ERα expression was significantly associated with amplifications of the 3q26 region, harboring
PIK3CA (P=0.02, Figure 3A), and also with high mRNA expression of the PI3Kinase
signaling family members PIK3CA and AKT1 as well as low PTEN expression (P=0.05,
P=0.01 and P=0.005, respectively). ERα-low tumors were not significantly associated with
PIK3CA mutation status (P=0.8, Figure 3B), neither with any statistical trend for the
association when investigating the correlation with exon 9 and exon 20 separately (P=0.6 and
16
Downloaded from clincancerres.aacrjournals.org on September 28, 2021. © 2013 American Association for Cancer Research. Author Manuscript Published OnlineFirst on January 14, 2013; DOI: 10.1158/1078-0432.CCR-12-3039 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Low ERα associates with EMT and PI3Kinase alterations in endometrial carcinoma
P=0.9, respectively). However, high PI3Kinase activation score was negatively correlated to
ESR1 mRNA expression (P=0.001, rs= -0.4).
In line with this, a high PI3Kinase score was found to be correlated with high SHH- and Wnt
signature scores (P<0.001, rs= -0.5 and P<0.001, rs= -0.4, respectively) and negatively
correlated with MTA3 signaling (P=0.01, rs= -0.3), but not with the TGF-β signature score.
Also, low ERα protein expression was significantly associated with high Stathmin protein
expression (P=0.03). High Stathmin expression was also associated with markers for EMT as
well as deep myometrial growth, vascular invasion (Table 2) and high EMT signature score
(P=0.003). However, although our results are based only on statistical associations, the
findings from this study suggest a potential for targeting PI3K/mTOR in ERα negative
endometrial carcinomas and suggest presence of epithelial-mesenchymal transition in tumors
with PI3Kinase pathways alterations.
DISCUSSION
Current clinical decision making in the treatment of endometrial carcinomas mainly relies on
surgical FIGO stage, histologic subtype and histologic grade. This risk-stratification is
suboptimal and may lead to over- and under-treatment. The distinction between type I and
type II endometrial cancers is clinically important, although with considerable morphologic
and molecular overlap (4). Improved identification of patients at risk of recurrences and poor
outcome is needed, and molecular markers may be helpful in this setting. We wanted to apply
a population-based approach in the present study, aiming to associate estrogen receptor α
status with potential targets for new therapy, across all histologic subtypes and by applying
state of the art risk categories for treatment stratification including surgical FIGO 2009 stage,
histologic subtyping and histologic grading.
17
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Here, we confirm a strong prognostic impact of ERα in endometrial cancer, for several
independent patient cohorts, as well as in subgroups of endometrioid cases. The prognostic
importance of ERα was confirmed in multivariate survival analyses including clinico-
pathologic factors. This may potentially aid in the identification of patients at risk of poor
outcome within the particularly challenging patient groups expected to have a good prognosis
based on standard markers applied in the clinic. We clearly confirm the role of ERα as a
strong prognostic marker in endometrial cancer, as indicated for around 30 years (5, 6, 39,
40). Still, implementation of this biomarker for tailoring systemic therapy has been slow (4,
8). Importantly, we found that ERα negative tumors are associated with epithelial-
mesenchymal transition and PI3Kinase pathway alterations, providing potential targets for
treatment of patients with this subgroup of endometrial carcinoma.
We have explored the transcriptional differences between ERα high and low cases. The
transcriptional differences between ERα high and low cases are explored by high-throughput
analyses, known to be associated with a risk of false discovery. To adjust for potential errors
related to multiple testing, validations of the findings in independent patient series and with
alternative methods are recommended. Our conclusions are strengthened by the use of several
independent data sets to validate both the association between ERα and EMT, and the
association between low ERα and potential measures for PI3K activation.
ERα has been suggested as a predictive marker for response to hormonal therapy in
endometrial carcinoma (7). Thigpen et al found significantly better response to
medroxyprogesterone in patients with ERα and PR positive compared to negative tumors
(41). Still, a Cochrane Review from 2010 on hormonal treatment in advanced endometrial
cancer concludes that in sum, there is insufficient evidence that hormonal treatment improves
the survival for patients with advanced or recurrent endometrial cancer. However, the lack of
18
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stratification according to hormone receptor status represents a significant problem when
evaluating therapy response (8). Our findings suggest that treatment protocols systematically
implementing ERα levels may have a yet unexplored potential in endometrial carcinoma.
The current study suggests the presence of EMT as an important feature in ERα negative
endometrial carcinomas. ERα loss has previously been associated with increased expression
of Snail, an E-cadherin repressor, in these tumors (42), and a functional link between ERα
loss and EMT activation has not been found in endometrial cancer cell line studies, although
in cell lines from other cancer types (34, 43). Functional studies have also linked loss of ERα,
PI3K signaling and activation of STAT3 to EMT activation through TGF-β signaling (44).
This, together with our finding of increased expression of a TGF- β signaling marker,
SERPINE-1 (30), in ERα negative tumors suggest that TGF-β is involved in the EMT process
in ERα negative endometrial carcinomas. A recent study identifying TGF-β as a key factor for
invasion in endometrial cancer adds support to this (45). Further studies of functional
implications of both TGF-β signaling and ESR1 loss in relation to EMT and PI3K activation
in endometrial carcinoma would be highly relevant.
Individual markers of EMT have been reported to have prognostic impact in endometrial
carcinomas and other cancer types (15, 46), and estimation of Cadherin E to P- and E to N-
switches has indicated additional prognostic impact in various cancers (15, 47). EMT is
activated through different signaling pathways (9, 10, 13), and an EMT signature may better
reflect the EMT process than individual markers (11). The strong prognostic impact of the
EMT gene expression signature score in our data set is in line with this, supporting the
importance of EMT in aggressive endometrial carcinomas (16). Also, the EMT process is
hypothesized as a potential target for therapy in cancer (18). Therapy targeting TGF-β and
19
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other EMT-related pathways are currently being evaluated in cancers (17, 18), and TGF-β and
N-cadherin inhibitors are presently in phase II studies (www.clinicaltrials.gov, August 2012).
Given the observed association between low ERα expression and EMT, the potential role of
EMT inhibiting therapies should also be explored for patients with ERα negative endometrial
carcinomas.
The possibilities for targeted therapy in endometrial carcinoma are limited (4) and in
particular for ERα negative tumors. PI3Kinase- and mTOR inhibitors are today in phase I/II
trials in advanced endometrial cancer (www.clinicaltrials.org, August 2012), based on
molecular changes reported in aggressive endometrial carcinomas (4, 19). Data from a clinical
phase II trial of mTOR inhibition are promising (48). Although the number of compounds
examined in Connectivity Map is limited (~1300), and other relevant drugs not included may
thus be undetected in the present study, our data add knowledge by suggesting that
PI3Kinase-/mTOR inhibitors may be particularly relevant for ERα negative endometrial
carcinomas, and an association with EMT is also indicated. PTEN loss of function and
PIK3CA mutations appear to be more frequent in type I cancers, while type II cancers are
characterized by ER loss, PIK3CA amplification and PI3K signaling activation (4, 19, 49).
Our finding that amplification of the PIK3CA region and not PIK3CA mutations are
associated with ERα loss appears to be in line with this. Recent studies on other cancer types
support that PI3Kinase signaling activation may be related also to PIK3CA amplifications
(50-52).Taken together, this suggests a potential for PI3Kinase inhibitors for ERα negative
tumors in particular. Still, subgroups within ERα positive tumors with PI3K alterations or
PTEN loss may also be relevant for such treatment.
20
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Our results are partially based on indirect measures for drug effects, through assessment of
associations with effects demonstrated in functional studies. Further mechanistic studies of
PI3K/mTOR and EMT inhibition related to ERα levels will be relevant to elucidate the
potential of ERα as a predictive marker for response to these inhibitors. Assessing ERα in pre-
treatment samples from patients included in clinical trials with these inhibitors is also a
relevant ‘next step’ before conduction of randomized controlled trials with stratification
according to ERα status to further define predictive markers for the response to PI3K
inhibitors in endometrial cancer.
CONCLUSION
By integrated profiling of endometrial carcinomas we found that ERα negative tumors are
associated with the process of EMT as well as PI3K activation, and the two appears to be
related. Our study provides a rational for clinical trials exploring the effects of PI3K/mTOR
and EMT inhibitors in endometrial carcinoma, and in particular assessing the potential of ERα
to predict therapy response.
Acknowledgements: We thank Bendik Nordanger, Gerd Lillian Hallseth, Britt Edvardsen,
Mari Kyllesø Halle, Pål Christian Njølstad and Erlend Njølstad for technical assistance, and
the biostatisticians Roy M. Nilsen and Kjell Petersen for advice regarding statistical analyses
and microarray analyses, respectively.
Grant Support: Helse Vest, Research Council of Norway and The Norwegian Cancer Society,
Harald Andersens legat supported this study.
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Figure legends
Figure 1. A and B, primary investigation set. A) ERα protein expression (by IHC) is
correlated to ESR1 mRNA expression. Upper insert picture shows an example of an ERα
positive tumor with strong staining for ERα in the majority of tumor nuclei in contrast to the
lower insert picture showing an ERα negative tumor with weak expression of ERα in only a
few tumor nuclei. B) ESR1 mRNA expression estimated by DNA oligonucleotide array and
by qPCR are highly correlated. Red and green colors indicate positive and negative ERα
status (IHC), respectively. Both ERα protein (C; retrospective validation cohort, D;
prospective validation cohort) and ESR1 mRNA expression (D: prospective validation cohort)
are strong predictors of disease specific survival in endometrial carcinoma. Survival curves
are estimated by the Kaplan-Meier method. For each category the number of cases is given
followed by the number of endometrial carcinoma deaths.
Figure 2. Correlations between ERα status, markers for EMT and outcome in endometrial
carcinomas. Primary investigation series: The signature scores of two of the gene sets
suggesting the presence of EMT and being enriched in ERα negative tumors (identified in
gene set enrichment analyses, FDR<0.25), were significantly associated with ERα IHC
expression (A and C) and disease specific survival (B and D). SERPINE-1, a suggested
marker for TGF-β signaling, relates to ERα IHC expression (E), and is also associated with a
TGF- β signature score (F).
Prospective validation series: The level for an EMT mRNA signature is a strong predictor of
disease specific survival (G) and is significantly associated with ESR1 mRNA expression (H).
Red and green color for high and low ERα IHC expression, respectively (F, H).
24
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Survival curves are estimated by the Kaplan-Meier method according to level of the signature
scores. For each category the number of cases is given followed by the number of endometrial
carcinoma deaths. All the p-values are significant (<0.01) also after Bonferroni correction.
Figure 3. ESR1 mRNA expression levels in primary tumors according to (A) amplified
versus non-amplified 3q26 region and (B) PIK3CA mutated and wild-type tumors.
25
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Figure 1
A C
6.0 ERα positive 1.0
5.0 ERα positive (198/39) 0.8
4.0 ERα negative 0.6 ERα negative (68/30) 3.0
0.4 2.0 ESR1 mRNA by qPCRby ESR1mRNA
1.0 0.2 Diseasespecific survival
0 P P < 0.001 0 < 0.001
ERα positive ERα negative 50 10 15 20 25 Time after diagnosis (years)
B D 1.0 High ERα IHC expression (118/9) 2.5 0.8 High ESR1 mRNA (116/15) 0 Low ESR1 mRNA (39/13) 0.6 -2.5 Low ERα IHC expression (35/15) 0.4 -5.0 r = 0.83
ESR1 mRNA (qPCR) ESR1mRNA s 0.2
-7.5 Diseasespecific survival P(IHC) <0.001 P < 0.001 P(mRNA) <0.001 -10.0 0
12.510.07.55.02.5 0 20 40 60 ESR1 mRNA (microarray) Time after diagnosis (months) Downloaded from clincancerres.aacrjournals.org on September 28, 2021. © 2013 American Association for Cancer Research. Figure 2 30 A B Low TGF-β score (57/6) 2 1.0
20 Author Manuscript Published OnlineFirst on January 14, 2013; DOI: 10.1158/1078-0432.CCR-12-3039 Author manuscripts have been peer reviewed and accepted0.8 for publication but have not yet been edited.
0.6 10 High TGF-β score (19/8) 0.4 0 0.2 Disease specific survival specific Disease TGF-β signature score x10 score signature TGF-β P<0.001 P -10 =0.001 0 ERα ERα 0 20 40 60 80 100 positive negative Time after diagnosis (months) C 2 D 12 1.0 Low SHH score (57/5) 10 0.8 8 0.6 6 0.4 4 High SHH score (19/9)
2 0.2 Disease specific survival specific Disease P<0.001 P 0 <0.001 0 Sonic Hedgehog sicnature score x10 score sicnature Hedgehog Sonic ERα ERα 0 20 40 60 80 100 Time after diagnosis (months) positive negative E 12 F 12
10 10 P<0.001 rs= 0.6
8 8
6 6
4 SERPINE-1 mRNA 4 SERPINE-1 mRNA SERPINE-1 mRNA P=0.004 2 2 ERα ERα -10 0 10 20 30 positive negative TGF-β signature score x102 G H 1.0 Low EMT score (117/11) 4 0.8 2 0.6 0 0.4 High EMT score (38/14) -2
0.2 score signature EMT Disease specific survival specific Disease -4 P<0.001 P<0.001 rs= -0.7 0 0 20 40 60 0 2 4 6 Downloaded from clincancerres.aacrjournals.org on September 28, 2021. © 2013 American Association for Cancer Time after diagnosis (months) Research. ESR1 mRNA Author Manuscript Published OnlineFirst on January 14, 2013; DOI: 10.1158/1078-0432.CCR-12-3039 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited.
Figure 3
A B 14 14
13 13
12 12
11 11
ESR1 mRNA expression ESR1 mRNA expression mRNA ESR1
10 10 P = 0.02 P = 0.8
3q26 region PIK3CA UnamplifiedDownloaded from clincancerres.aacrjournals.org Amplified on September 28, 2021.Wild © 2013type American AssociationMutated for Cancer Research. Downloaded from Author manuscriptshavebeenpeerreviewedandacceptedforpublicationbutnotyetedited. Table 1: Clinico-pathologic variables in relation to low ERα (by IHC or mRNA expression). Author ManuscriptPublishedOnlineFirstonJanuary14,2013;DOI:10.1158/1078-0432.CCR-12-3039
Retrospective clincancerres.aacrjournals.org Primary investigation Prospective validation validation External data cohort (n=76) cohort (n=155) cohort (n=286)a set (n=111)
IHC mRNAb IHC mRNAc IHC mRNAb Low ERα neg. Low ESR1 ERα neg. ESR1 ERα neg. Low ESR1 Variable Category n(%) Pc Pd n(%) Pc Pd n(%) Pc Pd Agee ≤ 65 years 10 (25) 1.0 0.1 17 (21) 0.6 0.1 31 (23) 0.4 No data on September 28, 2021. © 2013American Association for Cancer > 65 years 9 (25) 18 (25) 37 (28) Research.
FIGO stage I/II 12 (18) 0.004 < 0.001 19 (16) <0.001 < 0.001 47 (22) 0.002 < 0.001 III/IV 7 (64) 16 (50) 21 (43)
Histologic type E 14 (21) 0.04 < 0.001 17 (13) <0.001 < 0.001 50 (21) < 0.001 < 0.001 NEf 5 (56) 18 (69) 18 (69)
Histologic grade 1+2 9 (16) 0.003 < 0.001 9 (9) < 0001 < 0.001 33 (16) < 0.001 < 0.001 3 10 (50) 26 (51) 35 (56)
ERα negative (IHC) < 0.001 < 0.001 No data
Poor survivalg 0.01 0.002 <0.001 < 0.001 < 0.001 No data
Downloaded from Author manuscriptshavebeenpeerreviewedandacceptedforpublicationbutnotyetedited. Abbreviations: neg: negative, FIGO: International Federation of Gynecology and Obstetrics, IHC: immunohistochemistry, E: Endometrioid, NE: Author ManuscriptPublishedOnlineFirstonJanuary14,2013;DOI:10.1158/1078-0432.CCR-12-3039 Non-endometrioid. a Part of the data in the retrospective validation cohort reported previously (5), now with extended follow-up time. b mRNA expression c c
clincancerres.aacrjournals.org determined by DNA oligonucleotide microarray. mRNA expression determined by qPCR. Chi square and Fisher’s exact tests when d e f appropriate. Mann-Whitney U test. Median age, prospective validation series, 64 years. Carcinosarcomas, serous, clear cell and undifferentiated subtypes. gKaplan Meier survival analyses; log rank test. Missing data: Primary investigation set, Grade: n=1, Prospective validation series, Grade; n=1, ERα status (IHC): n=2. Retrospective validation series, ERα status: n=20, FIGO stage: n=1.
on September 28, 2021. © 2013American Association for Cancer Research. Author Manuscript Published OnlineFirst on January 14, 2013; DOI: 10.1158/1078-0432.CCR-12-3039 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited.
Table 2: Retrospective validation cohort: Correlation between expression of ERα and Stathmin and epithelial-mesenchymal transition markers
ERαa Stathmina Positive Negative Low High EMT markersa n (%) n (%) Pb n (%) n (%) Pb
E-cadherin 0.047 n.s. High 94 (80) 23 (20) 83 (77) 25 (23) Low 103 (70) 45 (30) 91 (69) 41 (31) P-cadherin 0.007 0.07 Low 148 (79) 39 (21) 129 (76) 41 (24) High 50 (63) 29 (37) 45 (64) 25 (36) β-catenin 0.001 0.02 High 103 (84) 20 (16) 88 (80) 22 (20) Low 95 (66) 48 (34) 87 (66) 44 (34) p 120 0.046 <0.001 High 155 (77) 45 (23) 140 (80) 36 (20) Low 43 (65) 23 (35) 34 (53) 30 (47) Vascular invasionc <0.001 <0.001 Neg 127 (82) 28 (18) 116 (82) 25 (18) Pos 71 (64) 40 (36) 59 (59) 41 (41) Myometrial infiltration 0.02 0.01 < 50% 107 (80) 26 (20) 95 (77) 29 (23) ≥ 50% 59 (67) 29 (33) 47 (59) 32 (41)
Missing values amongst cases with ERα staining data (n=266): 1 E-cadherin, 45 myometrial infiltration. a Protein expression of EMT markers, ERα and Stathmin assessed by IHC. b Chi square- or Fisher’s exact test, as appropriate. c Vascular invasion: Positive = Invasion in ≥2 vessels (20).
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Table 3. Drug signatures negatively correlated to ERα negative endometrial cancer
Rank Name of compound Known target/action Na Pb
Primary investigation cohort 1 Sirolimus mTOR inhibitor 44 < 0.00001 2 LY-294002 PI3Kinase inhibitor 61 < 0.00001 3 Tretinoin Retinoic acid receptor agonist 22 0.00008 4 Wortmannin PI3Kinase inhibitor 18 0.00022
External data set 1 Sirolimus mTOR inhibitor 44 < 0.00001 2 Wortmannin PI3Kinase inhibitor 18 0.00004 3 LY-294002 PI3Kinase inhibitor 61 0.00004
a N = number of instances in which the compounds were tested in the Connectivity map b The expression changes from the compounds tested were scored according to the ERα/ESR1 expression signatures and the p-value for each compound represents the distribution of this score in the N instances as compared with the distribution of these scores amongst all compounds tested, using a permutation test (24).
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Lack of Estrogen receptor α is associated with epithelial-mesenchymal transition and PI3Kinase alterations in endometrial carcinoma.
Elisabeth Wik, Maria B. Ræder, Camilla Krakstad, et al.
Clin Cancer Res Published OnlineFirst January 14, 2013.
Updated version Access the most recent version of this article at: doi:10.1158/1078-0432.CCR-12-3039
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