Abstract
The PTEN/PI3K pathway is commonly mutated in cancer and therefore represents an attractive target for therapeutic intervention. To investigate the primary phenotypes mediated by increased pathway signaling in a clean, patient-relevant context, an activating PIK3CA mutation (H1047R) was knocked-in to an endogenous allele of the MCF10A non-tumorigenic human breast epithelial cell line. Introduction of an endogenously mutated PIK3CA allele resulted in a marked epithelial-mesenchymal transition (EMT) and invasive phenotype, compared to isogenic wild-type cells. The invasive phenotype was linked to enhanced PIP3 production via a S6K-IRS positive feedback mechanism. Moreover, potent and selective inhibitors of PI3K were highly effective in reversing this phenotype, which is optimally revealed in 3-dimensional cell culture. In contrast, inhibition of Akt or mTOR exacerbated the invasive phenotype. Our results suggest that invasion is a core phenotype mediated by increased PTEN/PI3K pathway activity and that therapeutic agents targeting different nodes of the PI3K pathway may have dramatic differences in their ability to reverse or promote cancer metastasis.
Introduction
Genetic deviations in the phosphatidylinoisitol 3′-kinase (PI3K) pathway have been detected in many human cancers [1] and are thought to act primarily to stimulate cell proliferation and survival. Two hotspot mutations reside in the helical domain of p110α and a third is in the kinase domain. All three mutations have been shown to provide a gain of function for the PI3K enzyme, and can lead to increased downstream signaling through kinases such as Akt and mTOR [2], [3]. Genetic deletion or loss of function mutations within the tumor suppressor PTEN, a phosphatase with opposing function to PI3K, also increases PI3K pathway signaling [4]. In addition, activation of the PI3K pathway results in feedback down-regulation of pathway signaling, mediated by an mTOR/S6K phosphorylation and inhibition of IRS-1 at Ser612 [5], [6], [7].
Epithelial-mesenchymal transition (EMT) is a program of gene expression changes that leads to a dramatic shift in cell phenotype towards a more invasive and migratory behavior [8], [9]. The contribution of specific cancer mutations towards EMT is still not fully clear, and is confounded by the analysis of ectopic overexpression models that do not reflect the endogenous expression of mutated oncogenes. Studies in isogenic lines have shown that transgenic approaches can over-estimate the gain of function phenotypes induced by single cancer gene events especially effects on cell proliferation [10], [11].
In recent years gene targeting approaches have been utilized to introduce mutations into human cell lines in a disease relevant context [10], [11]. In these studies, ‘knock-in’ cell lines harboring an endogenous p110α kinase domain H1047R mutation were used to precisely evaluate the functional consequences of a PIK3CA mutation starting in a non-tumorigenic background. We found that PIK3CA mutations increase PTEN/PI3K pathway signaling and cell proliferation, but also promote EMT and cell invasion and these phenotypes are sensitive to potent and selective PI3K inhibitors. We also discovered that Akt or mTOR inhibition enhanced morphologies associated with PTEN/PI3K pathway signaling through feedback to PIP3.
Materials and Methods
Cell culture
Parental and knock-in MCF10A clones (H1047R A and B) were first published by Di Nicolantonio and colleagues [10] and were licensed from Horizon Discovery Ltd. An additional set of matched isogenic MCF10A parental PI3K mutant cells [12] were obtained from Horizon Discovery to confirm results of 3-D culture experiments. Cells were cultured in F12:DMEM 50∶50 medium supplemented with 20 ng/ml human EGF, 10 µg/ml insulin, 0.2 µg/ml hydrocortisone, 10% FBS, 100 units/ml penicillin, 2 mM L-glutamine, and 100 mg/ml streptomycin at 37°C under 5% CO2. MCF10A cells were typically passaged and maintained in the presence of EGF and insulin. To detect differences with the p110α H1047R and parental isogenic pairs, EGF and insulin were absent from the media, except for those studies associated with 3-D culture. Breast tumor cell lines were obtained from the American Type Culture Collection (ATCC). Cell lines were tested and authenticated using gene expression and single nucleotide polymorphism genotyping arrays, as previously described [13], [14]. Lines were cultured in RPMI or MEM supplemented with 10% fetal bovine serum, 100 units/ml penicillin, and 100 µg/ml streptomycin at 37°C under 5% CO2.
Reagents
GDC-0941, PI3Ki-A/D, PI103 and erlotinib were from Genentech, Inc. mTOR1/2i is from patent WO 2008/023159 A1 [15]. AKT1/2i (Inhibitor VIII) was from EMD Chemicals. Human EGF, insulin, hydrocortisone and ®Actin antibodies were from Sigma. Antibodies to phospho-AktThr308, phospho-AktSer473, total Akt, Akt1, Akt2, phospho-PRAS40Thr246, PRAS40, phospho-S6Ser235/236, phospho-GSK3βSer9, phospho-P70S6KThr389, phospho-IRS1Ser612 and mTOR were from Cell Signaling. The p110α antibody was from BD Biosciences and the BrdU Proliferation ELISA was obtained from Roche.
siRNAs and Transfections
mTOR and the non-targeting control siRNAs were from Dharmacon and the p110α siRNA (GGACAACTGTTTCATATAGTT) was from Genentech. The Akt siRNA inhibition kit, which inhibits the expression of both Akt1 and Akt2 was obtained from Cell Signaling. Transfection of siRNAs was accomplished using an Amaxa Nucleofector Kit as described by the manufacturer for MCF10A cells.
Cell Viability Assays
Cells were seeded at 2000 cells/well in 384-well plates. Diluted compounds were added to quadruplicate wells in 384-well cell plates. After 4 days incubation, relative numbers of viable cells were measured using CellTiter-Glo (Promega) and read with a Wallac Multilabel Reader (PerkinElmer). EC50 values were calculated using Prism 4.0 (GraphPad).
Protein Assays
Two million cells were seeded in a 10 cm2 tissue culture plate overnight. Cells were treated with an EC50 concentration of inhibitors for the times indicated. Following treatment, cells were washed with cold PBS and lysed in 1× Cell Extraction Buffer (Biosource) supplemented with protease inhibitors (Roche), 1 mM PMSF, and Phosphatase Inhibitor Cocktails 1 and 2 (Sigma). For immunoblots, equal protein amounts were separated by electrophoresis through NuPage Bis-Tris 10% gradient gels (Invitrogen); proteins were transferred onto PVDF membranes using the Criterion system from Bio-Rad.
PIP3 Assay
The measurement of PIK3CA activity was carried out through a PIP3 Mass Strip Kit or a PI3K kinase ELISA assay (Echelon Biosciences) according to the manufacturer's instructions.
BrdU Assay
Cells were seeded at 10,000 cells per well in a 96-well plate overnight. After 48 hours of culture with the BrdU reagent, the BrdU ELISA was performed according to the manufacturer's instructions (Roche) and the plate was read on an EnVision Plate Reader (PerkinElmer).
Microarray Studies
Gene expression analysis was carried out on RNA extracted from sub-confluent cell cultures using Qiagen RNeasy kits. RNA samples of sufficient quality were profiled on Affymetrix HGU133Plus_2.0 chips. Preparation of complementary RNA, array hybridizations, scanning and subsequent array image data analysis were done using the manufacturer's specified protocol. Gene expression data for experiments described in this study has been deposited in the Gene Expression Omnibus (GEO) database under accession number GSE17785.
3-Dimensional Cell Culture and Reagents
Acinar growth and morphogenesis assays in 3D laminin-rich extracellular matrix (lrECM) were performed as described previously [16], [17]. Briefly, tissue culture dishes were coated with a thin layer of growth factor-reduced Matrigel (BD Biosciences) on ice and placed in a 37°C incubator for approximately 15 minutes to allow for matrix polymerization. Cells were dislodged with trypsin and resuspended in complete growth media containing EGF and insulin and supplemented with 5% Matrigel. After mixing, cells were added to thepre-coated plates in the presence or absence of inhibitors.
Quantification of Acinar Size and Shape
Size and shape values were determined from multiple phase-contrast images as previously described [18]. An object's shape factor is defined as (4π*Area)/Perimeter2). This results in a value from 0 to 1, where 0 is a flat line and 1 is a perfect circle.
Matrigel Invasion Assay
Migration through matrigel was performed using Biocoat Matrigel Invasion Chambers containing FluoroBlok inserts (BD Biosciences). Cells were plated (35,000 total) and allowed to migrate through matrigel for 24 hours according to the protocol provided by the manufacturer. Number of invaded cells was detected and quantified using ImageXpress (Molecular Devices).
Results and Discussion
PIK3CA kinase domain mutations and PI3K pathway signaling
A human mammary epithelial cell line, MCF10A, carrying an endogenous H1047R PI3K mutation “knocked in” to one allele [10] was used to investigate cellular changes associated with oncogenic PIK3CA. Two individual knock-in clones were utilized and both were found to have increased levels of phosphatidylinositol (3,4,5)-trisphosphate (PIP3), a product of PI3K enzymatic activity (Figure 1A).
We determined half maximal effective concentrations (EC50s) with small molecule inhibitors targeting PI3K, Akt, mTOR, and EGFR in the parental and knock-in clones in a growth inhibition format assay using CellTiter-Glo (Figure 1B and Table 1). Specificities and potencies for the compounds are shown in Table 1. GDC-0941 is a potent inhibitor of all class I PI3K isoforms, and is currently being evaluated in clinical trials [19]. PI3Ki-A/D is related to GDC-0941, but has reduced potency against the p110βclass I PI3K isoform [20]. PI103 is a pan class I PI3K isoform inhibitor and also displays significant potency against mTOR and DNA-PK [21], [22]. To evaluate the effects of inhibition downstream of PI3K, but still in the PI3K pathway, we utilized inhibitors of Akt and mTOR kinase. AKT1/2i selectively inhibits Akt1 and Akt2 [23], [24], while mTOR1/2i is a selective inhibitor of mTOR kinase, thus blocks the signaling of both TORC1 and TORC2 complexes [15], [25]. Surprisingly, the parental line and two independent knock-in clones displayed similar sensitivities to inhibitors in this 2-dimensional assay format (Figure 1B and Table 1). GDC-0941 EC50 concentrations of 0.5 µM for parental, H1047R A and H1047R B clones were utilized in subsequent experiments.
Table 1. Compounds used for viability and 3-D cell culture assays.
Compound ID | Specificity | Parental (EC50 µM) | H1047R A (EC50 µM) | H1047R B (EC50 µM) |
GDC-0941 | PI3K (p110α,β,δ,γ) | 0.5 | 0.5 | 0.5 |
PI1103 | PI3K (p110α,β,δ,γ), mTOR, DNA-PK | 0.2 | 0.4 | 0.4 |
PI3Ki-A/D | PI3K (p110α,δ,γ) | 1.1 | 2 | 1.6 |
AKT1/2i | Akt1, Akt2 | >5 | >5 | >5 |
mTOR1/2i | TORC1, TORC2 | 2.2 | 1.8 | 1.7 |
Erlotinib | EGFR | 4.3 | >5 | >5 |
Specificities and CellTiter-Glo viability assay EC50s for parental and H1047R clones.
Consistent with PI3K mutation activating the signaling pathway, the phosphorylation levels of several downstream pathway components were significantly increased in the H1047R clones compared to parental cells (Figure 1C). The phosphorylation of Akt was increased, as well as other markers of pathway activity including phospho-PRAS40, phospho-P70S6K, phospho-S6, and phospho-GSK3β. These data are consistent with a recent study showing enhancement of multiple downstream signaling effects with an endogenous PI3K mutation [12]. When the cells were treated with GDC-0941 at 0.5 µM concentrations for 1 or 4 hours, phosphorylation of all the downstream markers was reduced (Figure 1C). These included proximal pathway markers such as phospho-Akt and markers further downstream in the PI3K pathway such as phospho-GSK3β.
Augmented PTEN/PI3K pathway signaling is expected to lead to increased cell proliferation [12]. We therefore investigated the proliferative capacity of the parental and knock-in clones. When growth was measured for 48 hours, we discovered that knock-in clones proliferated approximately 2–3 fold faster than the parental cells (Figure 1D). This increase is far less than described by Isakoff et al [26] using retrovirally over-expressed PI3K in the same parental cell-type (MCF10A), nor do we see tumorigenicity in soft agar (data not shown). Our data are consistent, however, with other single oncogene knock-in phenotypes such as Ras [10], [11], where more subtle effects are observed in mutant knock-in cells compared to cells with protein over-expression. Treatment with GDC-0941 at EC50 and 3× EC50 concentrations strongly inhibited the growth of both parental and knock-in clones (Figure 1D).
To further explore the phenotypic and biological consequences of the kinase domain mutation, a microarray study was performed comparing untreated parental vs. mutant cells to those treated for 4 hours with an EC50 concentration of GDC-0941. Analysis of common cell cycle genes correlated with the increased proliferation we observed in the cell growth assay (Figure S1 and Table S1). Levels of cyclin D1, for example, were significantly increased in the knock-in cell line suggesting that these cells were advancing more rapidly through the G1 phase of the cell cycle. A reduction in the expression level of the cell cycle inhibitor p27Kip1 was observed, also suggestive of an increased proliferative capacity. GDC-0941 treatment normalized the expression of cyclin D1 and p27Kip1 as well as other genes differentially regulated by mutant PIK3CA (Figure S1). Altogether, these data show the PI3K kinase domain mutation drives pathway activation, increases signaling and proliferation, and GDC-0941 blocks these effects. However, there was no discernable differential ‘gene-addiction’ effect when comparing mutant versus wild-type cell growth, prompting investigation into other phenotypes for their sensitivity and selectivity to PI3K inhibitors.
PI3K pathway activitation and epithelial-to-mesenchymal transition
MCF10A cells have a typical epithelial morphology when cultured on plastic. In contrast to the parental MCF10A cells, the knock-in clones have a spindle-like morphology more representative of fibroblasts (Figure S2). Within a tumor, these morphological changes are commonly associated with increased tumor invasiveness and metastasis. The morphological changes are also characteristic of cells that have undergone the epithelial-to-mesenchymal transition (EMT). PI3K pathway alterations have been identified as a central feature of EMT in tumor cell lines and clinical samples [27], [28], [29], [30]. For EMT to occur, complex changes in gene expression are necessary [31], [32]. Gene expression profiles were analyzed for the parental cells and the PI3K H1047R clone, and profiles associated with EMT were significantly changed. In the H1047R cells the majority of epithelial genes had decreased RNA expression compared to parental cells and conversely, the majority of the mesenchymal genes had increased expression compared to the parental cells (Figure 2A and Table S1). Through PI3K signaling, the balance between Akt1 and Akt2 rather than the overall activity of Akt has been shown to regulate the EMT response [33], [34], [35].
Resistance to EGFR inhibitors has been associated with the mesenchymal subtype [36], [37]. Consistent with this effect, the MCF10A parental cells were sensitive to the EGFR inhibitor erlotinib, while the PIK3CA H1047R knock-in clones were highly resistant (Figure 1B, Figure 2B, and Table 1). The resistance to erlotinib associated with the mesenchymal phenotype is also consistent with clinical data [38]. With the hypothesis that the EMT is driven through the PI3K pathway, we then tested the hypothesis that erlotinib resistance could be overcome by combining erlotinib with GDC-0941. In both parental and knock-in clones an improvement in potency was achieved when the two drugs were used in combination (Figure 2B).
Invasiveness and the PIK3CA kinase domain mutation
Increases in invasive potential are commonly associated with EMT in preclinical models. Utilizing a microarray signature for invasiveness [39] it was found that some of the RNA expression levels were altered in the H1047R clones versus parental cells (Figure S3 and Table S1). Indeed, data from recent clinical studies found frequent PIK3CA mutations in lymph node positive tumors, suggesting increased metastasis for this genotype [40], [41], [42].
The invasive potential of malignant cells can be reliably distinguished when cultured in the presence of a laminin-rich basement membrane [43]. Using this 3-D culture method, breast cancer cell lines have been categorized into groups based on distinct morphologies [43]. MCF10A cells form colonies of a “round” morphology with apical-basal polarity in 3-D culture, and cells with this morphology are categorized as non-invasive. When assessed in 3-D culture, the parental MCF10A colonies were round with robust cell-cell adhesion (Figure 3A). In contrast, the PI3K H1047R knock-in clones displayed a highly motile phenotype wherein individual cells grow into highly elongated projections or branches. This morphology is characteristic of the highly invasive “Stellate” group. PI3K inhibitor treatments dramatically reversed this aggressive phenotype of the H1047R knock-in clone back into a morphology resembling parental cells (Figure 3A), without impacting the viability of the acinar foci (data not shown). This overt phenotype and drug induced reversion has been confirmed in an independent source of MCF10A cells (11) that were mutated for PI3K (Figure S4).
Given that acini treated with the inhibitors displayed noticeable qualitative changes in morphogenesis, we utilized quantitative methods to more accurately assess phenotypes as a measure of drug efficacy [18]. Phase-contrast images of MCF10A parental and the knock-in clone were analyzed for total area and shape. The shape factor is a measure of morphology and yields values from 0 (flat line) to 1 (perfect circle). By these analyses, the three different PI3K inhibitors decreased the area and increased the shape factor, especially in the knock-in clone (Figure 3B). Significantly, these results indicate that increases in PTEN/PI3K pathway signaling promote an invasive phenotype, and that PI3K inhibition can reverse this effect.
In order to determine if inhibition of downstream signaling in the PI3K pathway would be effective at overcoming oncogene addiction, Akt and mTOR kinase inhibitors were assessed for effects on H1047R cells. Unexpectedly, the Akt and mTOR inhibitors, even at high concentrations of 5 µM, did not reduce the cell shape of the knock-in clone (Figure 3), suggesting morphology changes were being controlled upstream in the PI3K pathway. Interestingly, the Akt and mTOR inhibitors appeared to have the opposite effect to PI3K inhibitors, in that the Akt and mTOR inhibitors increased the invasive phenotype (Figure 3B).
We tested 10 additional breast tumor cell lines in 3-D culture in the presence or absence of PTEN/PI3K pathway inhibitors. Two of the cell lines, BT20 and MDA-MB-436, showed invasive morphologies in 3-D and were similar to the H1047R knock-in clones in response to PTEN/PI3K pathway inhibitors (Figure S5). Both of the cell lines have alterations in the PTEN/PI3K pathway. BT20 cells have the same PI3K kinase domain mutation (H1047R) as MCF10A knock-in cells, while the MDA-MB-436 cell line has lost expression of the tumor suppressor PTEN [15], [44]. Both cell lines have also been described as mesenchymal [31], [45], [46]. Thus, both increased pathway signaling and the mesenchymal subtype may be required for the invasive morphology.
To confirm morphology changes discovered using small molecule inhibitors, siRNA experiments were carried out to knock down p110α, Akt1/2, or mTOR, in the knock-in MCF10A clone. Similar to findings with small molecule inhibitors, the p110α directed siRNA clearly decreased stellate structures while knockdown of Akt or mTOR resulted in a significant promotion of invasive morphologies (Figure 4A). The effectiveness of siRNA knockdown of these targets is shown in Figure 4B. Overall, morphology changes in the parental cells with PI3K pathway inhibition were minimal in 3-D culture, likely due to decreased basal PI3K pathway activity.
The process of tumor metastasis and invasion involves the migration of individual cells from the primary tumor through a basement membrane. The cells then enter the bloodstream or lymphatic vessels and ultimately seed into a distant organ site [47]. We investigated motility of the MCF10A isogenic cells through matrigel and found that the H1047R knock-in clone migrated approximately 5-fold faster than the parental clones over 24 hours (Figure 5). In the migration assay, treatments with inhibitors also showed a similar trend to the phenotypes observed in matrigel. GDC-0941 decreased the number of migrated knock-in cells, while AKT1/2i increased the number of migrated knock-in cells. Effects of GDC-0941 and AKT1/2i were not significant for the parental cells in the migration assay (data not shown). Thus, the morphologies observed in 3-D culture are due, at least in part, to increased cell motility.
The effect of compounds on downstream PI3K pathway markers was investigated in the H1047R knock-in clone at the same drug concentrations and media conditions used in the 3-D culture assay (Figure 6A). The PI3K pathway inhibitors all showed similar inhibition of phospho-AktSer473 and phospho-IRS1Ser612. As expected, amounts of PIP3 decreased with PI3K inhibitor treatments (Figure 6B). In contrast, cellular PIP3 levels were elevated above basal levels upon treatment with either an Akt or mTOR kinase inhibitor. Taken together, these data support the hypothesis that PI3K pathway blockade promotes feedback to PIP3, but if PI3K itself is not inhibited, PIP3 levels can accumulate and promote the invasive morphology. In support of this hypothesis, when GDC-0941 was combined with AKT1/2i in 3-D culture, the morphology resembled GDC-0941 treatment alone (Figure 6C). Significantly, these findings suggest a potential therapeutic difference between PI3K and Akt inhibitors in their effectiveness at controlling invasion and metastasis. We are currently investigating the signaling mediators of these differences.
When cultured on plastic (2-D), the H1047R knock-in clones displayed increased PI3K pathway activity and proliferation, but oncogene addiction was not observed. We found that the H1047R mutation was linked to EMT by analysis of epidermal and mesenchymal gene signatures, rescue of EGFR inhibitor resistance by a PI3K inhibitor, and acinar morphologies in 3-D culture. PI3K inhibitors and siRNA reversed the morphologies in 3-D culture, but mTOR and Akt inhibitors and siRNA worsened the invasive phenotype. This was due to increased feedback to PIP3 that cannot be controlled by inhibitors downstream of PI3K.
These data suggest that invasion may be the most relevant phenotype to assess for PI3K oncogene addiction. Consistent with this hypothesis is a previous in vivo study that showed knocking-out mutant PIK3CA in a fully tumorigenic colon cancer cell line had more pronounced effects on metastasis than on primary tumor growth [48]. Not only do these results demonstrate invasion is a core phenotype of mutant PI3K, but that only direct PI3K-inhibitors are effective in reversing it, and targeting downstream nodes in the pathway can in fact promote the invasive phenotype.
In summary, the H1047R mutant of PIK3CA increases PTEN/PI3K pathway signaling and markers of EMT and cell migration phenotypes in isogenic breast epithelial cell lines. Notably, pathway targeted agents dramatically diverge in their ability to revert these phenotypes, with direct PI3K inhibitors representing the optimal intervention node for mutant PI3K cancers. These data suggest that invasion-based readouts and biomarkers may be the most appropriate end points to reveal the ‘gene-addiction’ responses to PI3K inhibitors in the clinic.
Supporting Information
Acknowledgments
We thank the Genentech chemists for inhibitors and Zora Modrusan for microarray support.
Footnotes
Competing Interests: The authors have read the journal's policy and have the following conflicts: J. Wallin, J. Guan, K. Edgar, A. Torres, P. Haverty, J. Eastham-Anderson, W. Zhou, G. Francis, K. Hoeflich, M. Belvin and L. Friedman are employed at Genentech, Inc. S. Griffin, J. Goodall, K. Grimshaw and C. Torrance are employed at Horizon Discovery Ltd. This does not alter the authors' adherence to all the PLoS ONE policies on sharing data and materials.
Funding: Alberto Bardelli is supported by grants from Italian Association for Cancer Research (AIRC) (AB), Italian Ministry of Health, Regione Piemonte (AB), Italian Ministry of University and Research, CRT Progetto Alfieri (AB), Fondazione Monte dei Paschi di Siena, Siena, Italy (AS) and Association for International Cancer Research (AICR-UK) (AB), EU FP6 contract 037297 (AB), and EU FP7 Marie Curie CAN-GENE (AB). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Osaki M, Oshimura M, Ito H. PI3K-Akt pathway: its functions and alterations in human cancer. Apoptosis. 2004;9:667–676. doi: 10.1023/B:APPT.0000045801.15585.dd. [DOI] [PubMed] [Google Scholar]
- 2.Kang S, Bader AG, Vogt PK. Phosphatidylinositol 3-kinase mutations identified in human cancer are oncogenic. Proc Natl Acad Sci U S A. 2005;102:802–807. doi: 10.1073/pnas.0408864102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Samuels Y, Wang Z, Bardelli A, Silliman N, Ptak J, et al. High frequency of mutations of the PIK3CA gene in human cancers. Science. 2004;304:554. doi: 10.1126/science.1096502. [DOI] [PubMed] [Google Scholar]
- 4.Zhang S, Yu D. PI(3)king apart PTEN's role in cancer. Clin Cancer Res. 2010;16:4325–4330. doi: 10.1158/1078-0432.CCR-09-2990. [DOI] [PubMed] [Google Scholar]
- 5.Haruta T, Uno T, Kawahara J, Takano A, Egawa K, et al. A rapamycin-sensitive pathway down-regulates insulin signaling via phosphorylation and proteasomal degradation of insulin receptor substrate-1. Mol Endocrinol. 2000;14:783–794. doi: 10.1210/mend.14.6.0446. [DOI] [PubMed] [Google Scholar]
- 6.Pederson TM, Kramer DL, Rondinone CM. Serine/threonine phosphorylation of IRS-1 triggers its degradation: possible regulation by tyrosine phosphorylation. Diabetes. 2001;50:24–31. doi: 10.2337/diabetes.50.1.24. [DOI] [PubMed] [Google Scholar]
- 7.O'Reilly KE, Rojo F, She QB, Solit D, Mills GB, et al. mTOR inhibition induces upstream receptor tyrosine kinase signaling and activates Akt. Cancer Res. 2006;66:1500–1508. doi: 10.1158/0008-5472.CAN-05-2925. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Mani SA, Guo W, Liao MJ, Eaton EN, Ayyanan A, et al. The epithelial-mesenchymal transition generates cells with properties of stem cells. Cell. 2008;133:704–715. doi: 10.1016/j.cell.2008.03.027. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Moreno-Bueno G, Cubillo E, Sarrio D, Peinado H, Rodriguez-Pinilla SM, et al. Genetic profiling of epithelial cells expressing E-cadherin repressors reveals a distinct role for Snail, Slug, and E47 factors in epithelial-mesenchymal transition. Cancer Res. 2006;66:9543–9556. doi: 10.1158/0008-5472.CAN-06-0479. [DOI] [PubMed] [Google Scholar]
- 10.Di Nicolantonio F, Arena S, Gallicchio M, Zecchin D, Martini M, et al. Replacement of normal with mutant alleles in the genome of normal human cells unveils mutation-specific drug responses. Proc Natl Acad Sci U S A. 2008;105:20864–20869. doi: 10.1073/pnas.0808757105. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Konishi H, Karakas B, Abukhdeir AM, Lauring J, Gustin JP, et al. Knock-in of mutant K-ras in nontumorigenic human epithelial cells as a new model for studying K-ras mediated transformation. Cancer Res. 2007;67:8460–8467. doi: 10.1158/0008-5472.CAN-07-0108. [DOI] [PubMed] [Google Scholar]
- 12.Gustin JP, Karakas B, Weiss MB, Abukhdeir AM, Lauring J, et al. Knockin of mutant PIK3CA activates multiple oncogenic pathways. Proc Natl Acad Sci U S A. 2009;106:2835–2840. doi: 10.1073/pnas.0813351106. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Hoeflich KP, O'Brien C, Boyd Z, Cavet G, Guerrero S, et al. In vivo antitumor activity of MEK and phosphatidylinositol 3-kinase inhibitors in basal-like breast cancer models. Clin Cancer Res. 2009;15:4649–4664. doi: 10.1158/1078-0432.CCR-09-0317. [DOI] [PubMed] [Google Scholar]
- 14.Hu X, Stern HM, Ge L, O'Brien C, Haydu L, et al. Genetic alterations and oncogenic pathways associated with breast cancer subtypes. Mol Cancer Res. 2009;7:511–522. doi: 10.1158/1541-7786.MCR-08-0107. [DOI] [PubMed] [Google Scholar]
- 15.Wallin JJ, Edgar KA, Guan J, Berry M, Prior WW, et al. GDC-0980 is a novel class I PI3K/mTOR kinase inhibitor with robust activity in cancer models driven by the PI3K pathway. Mol Cancer Ther. 2011 doi: 10.1158/1535-7163.MCT-11-0446. [DOI] [PubMed] [Google Scholar]
- 16.Lee GY, Kenny PA, Lee EH, Bissell MJ. Three-dimensional culture models of normal and malignant breast epithelial cells. Nat Methods. 2007;4:359–365. doi: 10.1038/nmeth1015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Debnath J, Walker SJ, Brugge JS. Akt activation disrupts mammary acinar architecture and enhances proliferation in an mTOR-dependent manner. J Cell Biol. 2003;163:315–326. doi: 10.1083/jcb.200304159. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Yao E, Zhou W, Lee-Hoeflich ST, Truong T, Haverty PM, et al. Suppression of HER2/HER3-mediated growth of breast cancer cells with combinations of GDC-0941 PI3K inhibitor, trastuzumab, and pertuzumab. Clin Cancer Res. 2009;15:4147–4156. doi: 10.1158/1078-0432.CCR-08-2814. [DOI] [PubMed] [Google Scholar]
- 19.Folkes AJ, Ahmadi K, Alderton WK, Alix S, Baker SJ, et al. The identification of 2-(1H-indazol-4-yl)-6-(4-methanesulfonyl-piperazin-1-ylmethyl)-4-morpholin -4-yl-thieno[3,2-d]pyrimidine (GDC-0941) as a potent, selective, orally bioavailable inhibitor of class I PI3 kinase for the treatment of cancer. J Med Chem. 2008;51:5522–5532. doi: 10.1021/jm800295d. [DOI] [PubMed] [Google Scholar]
- 20.Edgar KA, Wallin JJ, Berry M, Lee LB, Prior WW, et al. Isoform-specific phosphoinositide 3-kinase inhibitors exert distinct effects in solid tumors. Cancer Res. 70:1164–1172. doi: 10.1158/0008-5472.CAN-09-2525. [DOI] [PubMed] [Google Scholar]
- 21.Raynaud FI, Eccles S, Clarke PA, Hayes A, Nutley B, et al. Pharmacologic characterization of a potent inhibitor of class I phosphatidylinositide 3-kinases. Cancer Res. 2007;67:5840–5850. doi: 10.1158/0008-5472.CAN-06-4615. [DOI] [PubMed] [Google Scholar]
- 22.Raynaud FI, Eccles SA, Patel S, Alix S, Box G, et al. Biological properties of potent inhibitors of class I phosphatidylinositide 3-kinases: from PI-103 through PI-540, PI-620 to the oral agent GDC-0941. Mol Cancer Ther. 2009;8:1725–1738. doi: 10.1158/1535-7163.MCT-08-1200. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Logie L, Ruiz-Alcaraz AJ, Keane M, Woods YL, Bain J, et al. Characterization of a protein kinase B inhibitor in vitro and in insulin-treated liver cells. Diabetes. 2007;56:2218–2227. doi: 10.2337/db07-0343. [DOI] [PubMed] [Google Scholar]
- 24.Zhao Z, Leister WH, Robinson RG, Barnett SF, Defeo-Jones D, et al. Discovery of 2,3,5-trisubstituted pyridine derivatives as potent Akt1 and Akt2 dual inhibitors. Bioorg Med Chem Lett. 2005;15:905–909. doi: 10.1016/j.bmcl.2004.12.062. [DOI] [PubMed] [Google Scholar]
- 25.Finlay M. Organization WIP, editor. MORPHOLINO PYRIMIDINE DERIVATIVES USEFUL IN THE TREATMENT OF PROLIFERATIVE DISORDERS. GB: GLOBAL INTELLECTUAL PROPERTY; AstraZeneca AB, S-151 85 Södertälje (SE) 2008.
- 26.Isakoff SJ, Engelman JA, Irie HY, Luo J, Brachmann SM, et al. Breast cancer-associated PIK3CA mutations are oncogenic in mammary epithelial cells. Cancer Res. 2005;65:10992–11000. doi: 10.1158/0008-5472.CAN-05-2612. [DOI] [PubMed] [Google Scholar]
- 27.Hennessy BT, Gonzalez-Angulo AM, Stemke-Hale K, Gilcrease MZ, Krishnamurthy S, et al. Characterization of a naturally occurring breast cancer subset enriched in epithelial-to-mesenchymal transition and stem cell characteristics. Cancer Res. 2009;69:4116–4124. doi: 10.1158/0008-5472.CAN-08-3441. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Irie HY, Pearline RV, Grueneberg D, Hsia M, Ravichandran P, et al. Distinct roles of Akt1 and Akt2 in regulating cell migration and epithelial-mesenchymal transition. J Cell Biol. 2005;171:1023–1034. doi: 10.1083/jcb.200505087. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Larue L, Bellacosa A. Epithelial-mesenchymal transition in development and cancer: role of phosphatidylinositol 3′ kinase/AKT pathways. Oncogene. 2005;24:7443–7454. doi: 10.1038/sj.onc.1209091. [DOI] [PubMed] [Google Scholar]
- 30.Wang H, Quah SY, Dong JM, Manser E, Tang JP, et al. PRL-3 down-regulates PTEN expression and signals through PI3K to promote epithelial-mesenchymal transition. Cancer Res. 2007;67:2922–2926. doi: 10.1158/0008-5472.CAN-06-3598. [DOI] [PubMed] [Google Scholar]
- 31.Blick T, Widodo E, Hugo H, Waltham M, Lenburg ME, et al. Epithelial mesenchymal transition traits in human breast cancer cell lines. Clin Exp Metastasis. 2008;25:629–642. doi: 10.1007/s10585-008-9170-6. [DOI] [PubMed] [Google Scholar]
- 32.Sarrio D, Rodriguez-Pinilla SM, Hardisson D, Cano A, Moreno-Bueno G, et al. Epithelial-mesenchymal transition in breast cancer relates to the basal-like phenotype. Cancer Res. 2008;68:989–997. doi: 10.1158/0008-5472.CAN-07-2017. [DOI] [PubMed] [Google Scholar]
- 33.Iliopoulos D, Polytarchou C, Hatziapostolou M, Kottakis F, Maroulakou IG, et al. MicroRNAs differentially regulated by Akt isoforms control EMT and stem cell renewal in cancer cells. Sci Signal. 2009;2:ra62. doi: 10.1126/scisignal.2000356. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Liu H, Radisky DC, Nelson CM, Zhang H, Fata JE, et al. Mechanism of Akt1 inhibition of breast cancer cell invasion reveals a protumorigenic role for TSC2. Proc Natl Acad Sci U S A. 2006;103:4134–4139. doi: 10.1073/pnas.0511342103. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Yoeli-Lerner M, Yiu GK, Rabinovitz I, Erhardt P, Jauliac S, et al. Akt blocks breast cancer cell motility and invasion through the transcription factor NFAT. Mol Cell. 2005;20:539–550. doi: 10.1016/j.molcel.2005.10.033. [DOI] [PubMed] [Google Scholar]
- 36.Buck E, Eyzaguirre A, Barr S, Thompson S, Sennello R, et al. Loss of homotypic cell adhesion by epithelial-mesenchymal transition or mutation limits sensitivity to epidermal growth factor receptor inhibition. Mol Cancer Ther. 2007;6:532–541. doi: 10.1158/1535-7163.MCT-06-0462. [DOI] [PubMed] [Google Scholar]
- 37.Thomson S, Petti F, Sujka-Kwok I, Epstein D, Haley JD. Kinase switching in mesenchymal-like non-small cell lung cancer lines contributes to EGFR inhibitor resistance through pathway redundancy. Clin Exp Metastasis. 2008;25:843–854. doi: 10.1007/s10585-008-9200-4. [DOI] [PubMed] [Google Scholar]
- 38.Yauch RL, Januario T, Eberhard DA, Cavet G, Zhu W, et al. Epithelial versus mesenchymal phenotype determines in vitro sensitivity and predicts clinical activity of erlotinib in lung cancer patients. Clin Cancer Res. 2005;11:8686–8698. doi: 10.1158/1078-0432.CCR-05-1492. [DOI] [PubMed] [Google Scholar]
- 39.Zajchowski DA, Bartholdi MF, Gong Y, Webster L, Liu HL, et al. Identification of gene expression profiles that predict the aggressive behavior of breast cancer cells. Cancer Res. 2001;61:5168–5178. [PubMed] [Google Scholar]
- 40.Baldus SE, Schaefer KL, Engers R, Hartleb D, Stoecklein NH, et al. Prevalence and heterogeneity of KRAS, BRAF, and PIK3CA mutations in primary colorectal adenocarcinomas and their corresponding metastases. Clin Cancer Res. 16:790–799. doi: 10.1158/1078-0432.CCR-09-2446. [DOI] [PubMed] [Google Scholar]
- 41.Li SY, Rong M, Grieu F, Iacopetta B. PIK3CA mutations in breast cancer are associated with poor outcome. Breast Cancer Res Treat. 2006;96:91–95. doi: 10.1007/s10549-005-9048-0. [DOI] [PubMed] [Google Scholar]
- 42.Saal LH, Holm K, Maurer M, Memeo L, Su T, et al. PIK3CA mutations correlate with hormone receptors, node metastasis, and ERBB2, and are mutually exclusive with PTEN loss in human breast carcinoma. Cancer Res. 2005;65:2554–2559. doi: 10.1158/0008-5472-CAN-04-3913. [DOI] [PubMed] [Google Scholar]
- 43.Kenny PA, Lee GY, Myers CA, Neve RM, Semeiks JR, et al. The morphologies of breast cancer cell lines in three-dimensional assays correlate with their profiles of gene expression. Mol Oncol. 2007;1:84–96. doi: 10.1016/j.molonc.2007.02.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Da Silva L, Simpson PT, Smart CE, Cocciardi S, Waddell N, et al. HER3 and downstream pathways are involved in colonization of brain metastases from breast cancer. Breast Cancer Res. 2010;12:R46. doi: 10.1186/bcr2603. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Charafe-Jauffret E, Ginestier C, Monville F, Finetti P, Adelaide J, et al. Gene expression profiling of breast cell lines identifies potential new basal markers. Oncogene. 2006;25:2273–2284. doi: 10.1038/sj.onc.1209254. [DOI] [PubMed] [Google Scholar]
- 46.Zhao L, Vogt PK. Class I PI3K in oncogenic cellular transformation. Oncogene. 2008;27:5486–5496. doi: 10.1038/onc.2008.244. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Friedl P, Wolf K. Tumour-cell invasion and migration: diversity and escape mechanisms. Nat Rev Cancer. 2003;3:362–374. doi: 10.1038/nrc1075. [DOI] [PubMed] [Google Scholar]
- 48.Kim JS, Lee C, Bonifant CL, Ressom H, Waldman T. Activation of p53-dependent growth suppression in human cells by mutations in PTEN or PIK3CA. Mol Cell Biol. 2007;27:662–677. doi: 10.1128/MCB.00537-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.