Summary
Using transgenic mouse models, cell line-based functional studies and clinical specimens, we show that cyclin D1/CDK4 mediate resistance to targeted therapy for HER2-positive breast cancer. This is overcome using CDK4/6 inhibitors. Inhibition of CDK4/6 not only suppresses Rb phosphorylation, but also reduces TSC2 phosphorylation and thus partially attenuates mTORC1 activity. This relieves feedback inhibition of upstream EGFR-family kinases, re-sensitizing tumors to EGFR/HER2 blockade. Consequently, dual inhibition of EGFR/HER2 and CDK4/6 invokes a more potent suppression of TSC2 phosphorylation and hence mTORC1/S6K/S6RP activity. The suppression of both Rb and S6RP enhances G1 arrest and a phenotype resembling cellular senescence. In vivo, CDK4/6 inhibitors sensitize PDX tumors to HER2-targeted therapies and delay tumor recurrence in a transgenic model of HER2-positive breast cancer.
Introduction
The Human Epidermal Growth Factor Receptor-2 (HER2) receptor tyrosine kinase is overexpressed in approximately fifteen percent of human breast cancers (Slamon et al., 1987). This overexpression is typically triggered by amplification of the wild-type ERBB2 gene, which encodes for HER2 and serves as a bona fide oncogene (Di Fiore et al., 1987). Through dimerization either with other HER family members or itself, HER2 activates downstream signaling pathways that ultimately promote tumorigenesis, cellular proliferation, survival, invasion, and metastasis [reviewed in (Arteaga and Engelman, 2014)].
As of 2016, four targeted therapies have been approved for the treatment of HER2-positive breast cancer: the anti-HER2 monoclonal antibodies trastuzumab and pertuzumab, the HER2/EGFR kinase inhibitor lapatinib, and the antibody-drug conjugate trastuzumab emtansine (T-DM1) [reviewed in (Moasser and Krop, 2015)]. Despite these advances, many patients with HER2-positive breast cancer still succumb to their disease. The main reason behind this is tumor resistance to existing therapies. Early stage tumors that resist adjuvant therapy will relapse in distant sites, and these metastatic lesions in turn ultimately evade the effects of HER2-targeting. Therefore, understanding the mechanisms by which HER2-positive breast cancers recur and develop therapeutic resistance is critical.
A number of mechanisms have been proposed to mediate the resistance of HER2-positive breast cancers to targeted therapy. Hyperactivation of the downstream PI3K-AKT pathway is the best characterized of these, and activating mutations in PIK3CA or loss of the lipid phosphatase PTEN each confer resistance to HER2-directed therapies in preclinical models (Berns et al., 2007; Nagata et al., 2004; Wang et al., 2015). Other proposed resistance mechanisms include alterations in the HER2 receptor, activation of parallel signaling pathways, overexpression of cyclin E, and variations in host-tumor immune interactions. Notably, correlative science from clinical trials has yet to validate any of these mechanisms [reviewed in (Moasser and Krop, 2015)]. In this study, we sought to develop a clinically relevant transgenic mouse model of HER2-positive breast cancer that could be used to uncover mechanisms of resistance to HER2-pathway blockade. We also aimed to validate findings from this model in cell lines, patient-derived xenografts, and clinical specimens, and to translate our results into a therapeutic strategy that could be rapidly evaluated in clinical trials.
Results
A transgenic mouse model of HER2-positive breast cancer facilitates genetic and pharmacologic simulation of HER2-pathway blockade
In order to conduct clinically relevant studies of HER2-positive breast cancer, we established a transgenic mouse model of the disease. We aimed to create mice bearing mammary carcinomas driven by wild-type human HER2, arising in a developmentally normal mammary gland and immune competent host. To this end, we synthesized a 4.75-kb DNA segment containing 7 direct repeats of the tetracycline (tet)-operator sequence, followed by wild-type human ERBB2 and SV40 poly (A) (Perera et al., 2009) (Figure S1A). The construct was injected into FVB/N blastocysts and the tetO-HER2 transgenic founders were bred with MMTV-rtTA mice (reverse tetracycline-controlled transactivator under control of the Mouse Mammary Tumor Virus promoter), producing bitransgenic mice harboring both activator and responder transgenes (MMTV-rtTA/ tetO-HER2) (Figure 1A).
Adult mice showed normal mammary gland architecture in the absence of doxycycline (not shown). Induction of mammary gland HER2 expression was seen within 48 hours of introducing a doxycycline-containing diet (Figure 1A). After two weeks of continuous HER2-induction, adult mammary ductal trees showed increased lateral branching and ductal ectasia (Figure S1B). HER2 expression within these ducts was confined to the luminal epithelium, evidenced by co-localization of HER2 and luminal marker cytokeratin 8 (CK8), but not the basal marker cytokeratin 5 (Figure S1C).
Sustained HER2 induction in female bitransgenic mice (beginning at eight weeks of age) led to the development of mammary tumors with 100 percent penetrance and a median latency of approximately two months (Figures 1B and 1C). Tumor histology was consistent with moderate to poorly differentiated adenocarcinoma admixed with foci of ductal carcinoma in situ (DCIS), thus resembling human HER2-positive breast cancers (Figure 1D). Carcinoma cells strongly overexpressed membranous HER2, showed variable staining for nuclear estrogen and progesterone receptors, and continued to co-express luminal epithelial markers (Figure 1D).
In recent years, breast cancer sub-classification has extended to include assessments of gene expression, using methods such as PAM50 intrinsic subtyping (Parker et al., 2009). To assess whether the MMTV-rtTA/tetO-HER2 tumors resembled human HER2-positive cancers on this level, we assessed tumor expression of murine orthologues of PAM50 genes and compared it with that of non-induced adult mammary glands. Tumors showed lower expression of genes in the “Luminal A” and “Normal-like” categories, and overexpressed genes in the “Luminal B”, “HER2-enriched”, and “Basal” categories (Figure S1D). Notably, the latter three categories collectively encompass two-thirds of human HER2-positive breast cancers, and three-quarters of estrogen-receptor negative, HER2-positive breast cancers (Carey et al., 2014).
To simulate therapeutic HER2 blockade genetically, we withdrew doxycycline from MMTV-rtTA/ tetO-HER2 tumor-bearing mice, invoking a rapid decline in tumor HER2 levels (Figure 1E). This was associated with prompt deactivation of downstream signaling, including a reduction in S6-ribosomal protein (S6RP) phosphorylation (Figure 1E; Figure S1E). The levels of cyclin D1, an essential mediator of HER2-driven mammary tumor growth that is regulated by HER2, also fell upon HER2-withdrawal (Choi et al., 2012) (Figures 1E, 1F, and 1G). Tumor cell apoptosis (evidenced by the presence of cleaved caspase-3) and reduced tumor cellularity were seen within 24–48 hours, followed by tumor regression within 4–5 days (Figures 1F and 1H; Figure S1F). Tumors typically regressed to impalpability within 3–4 weeks (Figure S1F). Pharmacologic (rather than genetic) inhibition of HER2-signaling with lapatinib also impacted the growth of MMTV-rtTA/ tetO-HER2 tumors. Consistent with lapatinib’s mechanism of action, treated tumors either stopped growing or regressed, and showed reduced HER2 and EGFR phosphorylation, suppression of HER2 downstream signaling, and a reduction in tumor cellularity (Figures 1I, 1J, and 1K; Figures S1G, S1H, S1I).
MMTV-rtTA/tetO-HER2 tumors also demonstrated metastatic potential, in keeping with the metastatic proclivity of human HER2-positive breast cancers. Indeed, 80 percent of MMTV-rtTA/ tetO-HER2 mice showed lung metastases after 16 weeks of sustained doxycycline induction (Figure 1L, M). Cells within these lung metastases expressed HER2 and CK8, suggesting they originated from primary mammary tumors (Figure S1J). Notably, lung metastases were seen in only 15 percent of mice induced for 16 weeks and subsequently maintained on a doxycycline-free diet for 4 weeks (Fig 1M), indicating ongoing HER2-dependence in metastatic lesions. Therefore, the MMTV-rtTA/tetO-HER2 mouse model forms HER2-overexpressing mammary adenocarcinomas that resemble their human counterparts in histology, gene expression profile, response to therapy, and metastatic potential.
Tumors recurring after HER2-withdrawal exhibit cyclin D1-CDK4 dependent proliferation
In patients, local and distant recurrences of breast cancer occur because a small number of tumor cells resist the effects of adjuvant therapy and later proliferate to form clinically apparent tumors. To determine if this phenomenon could be simulated in MMTV-rtTA/tetO-HER2 mice, we withdrew doxycycline from tumor-bearing mice and observed them for months after tumor regression. Indeed, approximately two-thirds of mice developed a recurrent mammary gland tumor (“recurrent tumors”) (Figures 2A and 2B; Figure S2A). Non-induced mice followed for over 18 months did not develop mammary tumors, indicating that recurrent tumors were likely to be derived from cells within primary tumors, rather than unintended by-products of the mouse model (not shown). Recurrent tumors did not express the HER2 protein and thus grew by HER2-independent mechanisms (Figure S2A).
To understand how recurrent tumors differed biologically from primary tumors, we performed next-generation RNA-sequencing on a series of primary and recurrent tumors (complete data available online using NCBI Short Read Archive accession ID SRA275699). Unsupervised hierarchical clustering showed that primary and recurrent MMTV-rtTA/tetO-HER2 tumors had distinct patterns of gene expression (Figure 2C). The expression profiles of primary and recurrent tumors differed with respect to two major groups of Gene Ontology (GO) terms (Figure S2B). First, recurrent tumors showed significantly down-regulated expression of genes involved in the maintenance of cell membranes and cell junctions. Consistent with this and with previous reports, recurrent tumors were comprised of spindle-shaped cells expressing markers indicative of an epithelial to mesenchymal transition (increase in snail, reduced beta-catenin, Figure S2C) (Moody et al., 2005).
Second, recurrent tumors overexpressed genes regulating cell division and the cell cycle machinery when compared to primary tumors (Figure S2B). Given that genes within these categories could either stimulate or inhibit cell cycling, we measured the growth rate of primary and recurrent tumors to better understand this finding. We found that recurrent tumors grew more rapidly than primary tumors, and in keeping with this, recurrent tumors contained a higher fraction of Ki-67 positive cells (Figure 2D and 2E). Furthermore, recurrent tumors expressed higher levels of the mitotic phase cyclins A2, B1, and B2 and showed reduced expression of CDKN2A, which encodes the cell cycle inhibitory proteins p16 and p14ARF (Figures 2F and 2G). Of note, the low CDKN2A expression was at least in part attributable to CDKN2A gene loss (Figure 2G). Collectively, these data indicate heightened activation of the cell cycle in recurrent tumors.
In HER2-positive breast cancer, cyclin D1 and its partner kinase CDK4 are critical drivers of cell proliferation. Indeed, cyclin D1 is required for the formation and maintenance of these tumors (Choi et al., 2012; Yu et al., 2001). Given the role of cyclin D1 in HER2-positive disease and robust reactivation of proliferation in recurrent tumors, we next asked whether recurrent tumor cells expressed cyclin D1, despite the lack of an upstream HER2-stimulus. Indeed, recurrent tumor cells expressed high levels of CCND1 (cyclin D1) and CDK4 transcripts when compared to normal mammary tissue (but not of CCND2, CCND3, or CDK6 transcripts) (Fig 2H), and showed strong nuclear staining for cyclin D1 and CDK4 (Fig 2I). The high CCND1 transcript levels found in recurrent tumors were not attributable to CCND1 gene amplification (Figure S2D). These findings were recapitulated in the setting of pharmacologic HER2-blockade. Upon treating a cohort of twelve MMTV-rtTA/tetO-HER2 primary tumor-bearing mice with trastuzumab, we observed regression and subsequent regrowth in two tumors despite continued therapy. Although limited to only two cases, it is noteworthy that these trastuzumab-resistant tumors also demonstrated high levels of nuclear cyclin D1 staining (Figures S2E and S2F).
Intrigued by the persistence of high cyclin D1 and CDK4 levels within recurrent tumors, we next asked if the cyclin D1-CDK4 axis was functionally important for their growth. We selected two recurrent tumors and propagated them in vivo in wild-type FVB mice. Treatment with a CDK4/6 inhibitor in clinical development (abemaciclib (Tate et al., 2014)) suppressed Rb phosphorylation and delayed the growth of recurrent tumors substantially (Figures 2J and 2K). Thus, although cyclin D1 levels drop abruptly in primary tumors after HER2 withdrawal (Figures 1E and 1F), recurrences arising months later retain and/or regain the expression of cyclin D1, and moreover grow in a CDK4/6 dependent manner.
In cells, cyclin D1 levels are chiefly regulated by activity of the MAP kinase pathway (which activates CCND1 transcription) and the PI3K pathway (which regulates cyclin D1 protein stability) (Diehl et al., 1998; Sherr and Roberts, 2004). Given that recurrent tumors no longer expressed HER2, we sought to determine which pathway now played the dominant role in maintaining their high cyclin D1 level. Interestingly, mutational analysis from the RNA-Sequencing of primary and recurrent tumors revealed mutations in 4 recurrent tumors associated with hyperactivation of the MAPK pathway – two harbored hotspot mutations in KRAS (G12S and G12D) and two showed mutations in the PTPN11 phosphatase (Figure S2G). Furthermore, cyclin D1 levels in MMTV-rtTA/ tetO-HER2 recurrent tumor-derived primary cell lines (both KRAS mutant and wild-type) fell to a greater extent upon treatment with an inhibitor of the MAPK pathway (MEK162) than with an inhibitor of the PI3K pathway (BKM120) (Figure S2H). Thus, the high expression of cyclin D1 in MMTV-rtTA/tetO-HER2 tumors recurring after HER2 withdrawal is primarily driven by MAPK pathway activation.
Tumor cells surviving acute HER2-pathway blockade retain expression of cyclin D1
We next asked whether cells that survive the initial HER2-withdrawal continue to express high levels of cyclin D1 before the development of recurrent tumors. To locate these cells, we withdrew doxycycline from MMTV-rtTA/tetO-HER2 mice bearing primary tumors, and resected their mammary glands 1–2 months later, before tumor recurrence was seen (Figure 3A). In most cases, these mammary glands showed fibrotic tumor beds without viable tumor, suggesting near total tumor cell death after HER2-withdrawal (Figure S3A). In approximately 10 percent of mammary glands, however, we detected residual tumor cells either forming foci of DCIS (malignant cells within ductal lumens, surrounded by p63-expressing myoepithelial cells) or regions of invasive carcinoma (nests and cords of malignant cells without myoepithelium) (Figure 3C; Figure S3B). These cells did not express HER2, in keeping with a sustained de-induction of the HER2 transgene (Figure 3C). Strikingly, the majority of these cells showed strong nuclear expression of cyclin D1 (Figures 3B and 3C), as well as of CDK4 and the CDKN2A gene product p16 (Figure S3C and S3D). Thus, although the vast majority of MMTV-rtTA/tetO-HER2 cells die after HER2 withdrawal, the small surviving fraction expresses nuclear cyclin D1 weeks after HER2 withdrawal, in the absence of a HER2-stimulus.
We obtained similar results after treating a cohort of MMTV-rtTA/tetO-HER2 tumors with lapatinib whilst under continuous HER2 induction. In most cases, lapatinib induced widespread cell death (Figures 1I, 1K, and 3D). However, in some cases small foci of in situ and/or invasive carcinoma persisted despite lapatinib treatment (Figure 3D), and again the viable tumor cells showed strong nuclear cyclin D1 expression (Figures 3D and 3E). Thus, whether HER2 signaling was blocked genetically or pharmacologically, we found an association between persistent cyclin D1 expression and sustained tumor cell viability.
The cyclin D1-CDK4 axis confers resistance to HER2-pathway blockade
Given our findings, we hypothesized that the cyclin D1-CDK4 axis might mediate resistance to HER2-directed therapies in HER2-positive breast cancer. To explore this further, we next treated six HER2-positive human breast cancer cell lines with lapatinib and measured changes in CCND1 gene expression. In the three lapatinib-sensitive cell lines (BT474, ZR 75–30, SKBR3) CCND1 mRNA levels fell acutely. In contrast, three lapatinib resistant lines (MDA-MB-361, MDA-MB-453, UACC-732) showed little or no reduction in CCND1 transcription (Figure 4A). Consistent with this, we found that in both BT474 and SKBR3, lapatinib strongly suppressed signaling downstream of HER2 (including p-AKT, and p-S6RP) and markedly reduced cyclin D1 protein levels. Conversely, while lapatinib suppressed AKT phosphorylation in MDA-MB-453 and MDA-MB-361, the reduction in S6RP phosphorylation was limited and cyclin D1 protein levels did not change (Figure 4B). Rb phosphorylation (a marker of cyclin D1-CDK4/6 activity) was also only reduced in sensitive cell lines. Thus we observed the same association between insensitivity to HER2 pathway blockade and sustained cyclin D1 expression in vitro as was seen in MMTV-rtTA/tetO-HER2 mice.
To examine whether an increased cyclin D1 level confers resistance to HER2-pathway blockade in tumor cells, we stably overexpressed CCND1 in trastuzumab/lapatinib-sensitive breast cancer cell lines (BT474 and SKBR3) (Figure S4A), and found that this reduced sensitivity to both lapatinib and trastuzumab (Figure 4C). Conversely, knockdown of CCND1 in resistant cells (MDA-MB-361 and MDA-MB-453) with an inducible shRNA (tet-shCCND1) (Figure S4B) partially restored the sensitivity of these cells to trastuzumab (reduced trastuzumab IC50) (Figure 4D). Collectively these results show that cyclin D1 functionally mediates (at least in part) resistance to HER2-directed agents amongst HER2-positive breast cancer cells.
Importantly, we observed a similar association in patients. We analyzed CCND1 gene copy number in a cohort of HER2-positive breast cancers (n=62) from a clinical trial of neoadjuvant chemotherapy plus trastuzumab (trial identifier NCT00148668), and observed a significant association between higher absolute CCND1 copy number in HER2-positive breast cancers and the failure to achieve a pathological complete response (pCR) to treatment (Figures 4E and 4F). It is unclear whether this finding implies a purely prognostic or also a predictive role for CCND1 gene amplification as all subjects received chemotherapy plus trastuzumab. Nonetheless, an association between cyclin D1 amplification and a worse response to a trastuzumab-containing regimen was seen.
Combined HER2-CDK4/6 inhibition synergistically suppresses tumor cell proliferation
Having found that genetic knockdown of CCND1 increased sensitivity of HER2-resistant cells to trastuzumab, we next investigated how pharmacologic inhibition of the cyclin D1/CDK4 axis would affect sensitivity to HER2-directed therapies. We first used cells isolated directly from MMTV-rtTA/tetO-HER2 primary tumors and cultured them in doxycycline to maintain HER2 expression. Although both lapatinib and trastuzumab had some growth inhibitory effect on MMTV-rtTA/ tetO-HER2 cells, the addition of the CDK4/6 inhibitor abemaciclib to either agent significantly enhanced this (Figure S5A).
We next treated three lapatinib-resistant HER2-positive breast cancer cell lines (MDA-MB-453, MDA-MB-361, UACC-732) with a wide range of lapatinib/abemaciclib concentration pairings in a combinatorial matrix experiment, as shown (Figure S5B). For each of the three cell lines, we observed single-agent activity of the CDK4/6 inhibitor abemaciclib, but more remarkably a potent synergistic inhibition of cell viability after combined treatment (combination indices of 0.23, 0.13, and 0.4 respectively, where a combination index <1 implies synergy) (Chou and Talalay, 1984) (Figure 5A; Figures S5B and S5C). Therefore, CDK4/6 inhibition restores the sensitivity of resistant tumor cells to the effects of HER2-inhibitors. We repeated these experiments in lapatinib-sensitive cell lines (BT474 and SKBR3), and also observed a synergistic interaction between lapatinib and abemaciclib but to a lesser degree (combination indices 0.49 and 0.56) (Figures S5D, S5E and S5F).
In clinical practice, patients often demonstrate initial sensitivity to HER2-directed therapies and subsequently develop resistance. We therefore tested whether CDK4/6 inhibition could also restore therapeutic sensitivity in cell lines with acquired (rather than de novo) resistance. To this end, we tested the effect of abemaciclib on previously described derivatives of BT474 and SKBR3 cells that had acquired resistance to trastuzumab after prolonged culture in trastuzumab (Konecny et al., 2006). In both cases, trastuzumab had little effect on cell viability, as expected. However, although abemaciclib showed some activity, the abemaciclib/trastuzumab combination had a greater effect than abemaciclib alone, again suggesting that inhibition of CDK4/6 restores sensitivity to anti-HER2 therapies (Fig 5B). Furthermore, HER2-positive cell lines conditioned to develop resistance to the HER2-directed antibody drug conjugate trastuzumab emtansine (T-DM1) also retained sensitivity to abemaciclib (Figure 5C). Thus CDK4/6 inhibition may remain an effective strategy in the face of resistance to cytotoxics.
The synergistic effect on cell viability seen with combined CDK4/6 and HER2 inhibition could be mediated by changes in proliferation, apoptosis, or both. To explore this, we first assessed the effects of anti-HER2 or combination treatment on cell cycle progression. In MMTV-rtTA/tetO-HER2 tumor-derived primary cells, the combination of HER2 and CDK4/6 inhibition produced the greatest reduction in the percentage of cells in S phase (Figure S5G). Similar results were seen in HER2-positive human cell lines: in lapatinib resistant cells (MDA-MB-453 and MDA-MB-361), lapatinib had very little impact on the percentage of cells in S phase. However, combined lapatinib/abemaciclib treatment resulted in a significantly greater degree of cell cycle arrest than abemaciclib alone (Figure 5D, Figures S5H and S5I). Scatter plots showed a pronounced G1 arrest in these cells (Figure 5E). Indeed, the effect of lapatinib and abemaciclib combined was even stronger than would be expected if the individual effects of the two agents were multiplied (Bliss, 1939) (Figure 5D). In lapatinib sensitive cell lines (BT474 and SKBR3), the lapatinib/abemaciclib combination substantially reduced the percentage of cells in S phase, in one cell line matching the multiplicative expectation and in the other cell line slightly exceeding that which would be expected if monotherapy effects were multiplied (Figure 5D; Figures S5J and S5K). Previously, cell cycle arrest in solid tumors after cyclin D1 ablation has been associated with development of a phenotype resembling cellular senescence (Choi et al., 2012). Consistent with this, we observed an increase in senescence-associated beta-galactosidase expression in MDA-MB-453 cells treated with abemaciclib. Notably, combined lapatinib/abemaciclib treatment increased this even further (Figures 5F and 5G).
We also sought evidence of increased tumor cell apoptosis in response to combination treatment. For each of four cell lines, we administered drugs at concentrations that had yielded synergistic effects on cell viability in previous experiments and had induced at least a 70 percent reduction in viability. In no cell line did the addition of abemaciclib to lapatinib increase PARP cleavage when compared to lapatinib monotherapy (Figure 5H). Thus the enhanced inhibition of cell viability seen upon combining CDK4/6 and HER2 inhibitors (when compared to either agent alone) appears to be mediated by increased suppression of cellular proliferation rather than heightened apoptosis.
CDK4/6 inhibition reduces mTORC1 activity, and is associated with increased activity of EGFR-family kinases
Given the synergy observed with the lapatinib/abemaciclib combination, we next examined whether CDK4/6 inhibition alters activity of lapatinib targets (EGFR-family kinases). We treated MDA-MB-453 and MDA-MB-361 cells with lapatinib, abemaciclib or their combination, specifically selecting drug concentrations that had shown synergy in combinatorial therapy experiments (Figure 5A) and induced at least 70 percent inhibition of cell viability (e.g. abemaciclib 25nM for MDA-MB-453 and 300nM for MDA-MB-361). Strikingly, abemaciclib treatment increased phosphorylation of EGFR-family kinases (EGFR, HER2, and HER3) in both cell lines (Figure 6A). Furthermore, AKT phosphorylation increased in both lines consistent with increased signaling through these receptor tyrosine kinases (Figure 6A). Similar changes were observed in vivo when lapatinib-resistant xenografts were treated with abemaciclib (Figure 6B).
Interestingly, although abemaciclib increased EGFR family and AKT phosphorylation, this was not accompanied by an increase in markers of downstream mTOR signaling. Rather, phosphorylation of P70-S6 kinase and S6RP at known activation sites was somewhat reduced (Figure 6A). These changes began rapidly after abemaciclib exposure, suggesting that they are mediated by acute changes in protein phosphorylation (Figure S6A and S6B). Notably, reduced P70-S6K activity is known to relieve feedback inhibition on EGFR-family kinase signaling and the triad of reduced P70-S6K activity, increased RTK /AKT phosphorylation, and unchanged levels of total RTK protein is suggestive of an inhibitory stimulus at the level of mTORC1 (Chandarlapaty et al., 2011).
We therefore next sought to determine how CDK4/6 inhibitors might suppress mTORC1 activity and thus relieve feedback inhibition on RTKs. After considering various canonical regulators of mTORC1, we focused on the protein TSC2 (tuberin), which lies directly upstream of mTORC1. Phosphorylation of TSC2 at particular sites enhances mTORC1 and thus P70-S6K activity (Inoki et al., 2002), and the cyclin D1/CDK4 complex has previously been shown to directly interact with TSC2 and regulate its phosphorylation in human osteosarcoma cells (Zacharek et al., 2005).
We first confirmed an interaction between TSC2 and members of the cyclin D1/CDK4 complex: CDK4 was overexpressed in MDA-MB-453 cells by transfection of a HA-tagged CDK4 construct. Immunoprecipitation with an anti-HA antibody pulled down TSC2 (Figure 6C). We also found that TSC2 was pulled down using the same technique in CCND1-HA transfected cells (Figure 6C). To determine if CDK4 could also regulate TSC2 phosphorylation, we suppressed CDK4 expression in MDA-MB-453 cells with an inducible shRNA and found reduced TSC2 phosphorylation at Thr 1462 (Figure S6C). In addition, pharmacologic CDK4/6 inhibition with abemaciclib reduced TSC2 phosphorylation in several HER2-positive breast cancer cell lines (Figures 6D and 6E, Figure S6D).
The abemaciclib-induced reduction in TSC2 phosphorylation was seen within 10 minutes of abemaciclib treatment, accompanied by a reduction in downstream P70-S6K and S6RP phosphorylation (Figure 6D) – validating prior reports that the cyclin D1/CDK4 complex regulates TSC2 phosphorylation (Zacharek et al., 2005). The associated increase in RTK and AKT/ERK phosphorylation was observed shortly after this (EGFR at 20–30 minutes, HER2 and 30–60 minutes, and AKT/ERK at 60–120 minutes in MDA-MB-453 cells). This temporal sequence shows that a CDK4/6 inhibitor-induced reduction in mTORC1 activity (associated with reduced phosphorylation of TSC2), precedes the increased phosphorylation of upstream RTKs (Figure 6D).
Combined CDK4/6-HER2 inhibition increases suppression of mTORC1 activity
We next focused on changes in intracellular signaling that are unique to combination therapy, which might underlie the synergistic effects on cell proliferation. Given that Rb phosphorylation is a critical determinant of cell cycle progression into S phase and that combined lapatinib/abemaciclib increased cell cycle arrest in G1 (Figures 5D and 5E), we explored whether combination treatment is associated with an even greater reduction in Rb phosphorylation than that seen after abemaciclib monotherapy. However, we did not observe a difference in Rb phosphorylation between cells treated with combination treatment or abemaciclib alone, suggesting that the augmentation of cell cycle arrest after combination treatment was not due to increased suppression of Rb phosphorylation (Figure 6A). Strikingly, however, TSC2, P70-S6K and S6RP phosphorylation were most heavily suppressed in cells treated with combination therapy (Figures 6A and 6E).
We next sought corroborating molecular evidence to support these observations. We observed similar changes in the phosphorylation of EGFR, HER2, HER3, and AKT (increased) as well as P70-S6K and S6RP (decreased) in MDA-MB-453 cells using genetic knockdown of CDK4 or CCND1 instead of abemaciclib, suggesting that our findings were directly related to inhibition of cyclin D1/CDK4 axis, rather than due to an “off-target” effect of abemaciclib (Figures S6E and S6F). Conversely, overexpression of CCND1 in the lapatinib-sensitive cell line BT474 (which reduced lapatinib sensitivity, Figure 4E) led to reductions in EGFR, HER2, and AKT phosphorylation and an increase in P70-S6K phosphorylation (Figure S6G).
The effects of combined CDK4/6 and HER2 inhibition in vivo
We next explored the effects of combined CDK4/6 and HER2 inhibition in vivo. We utilized five mouse models of HER2-positive breast cancer in total and treated tumor-bearing mice with anti-HER2 therapies (trastuzumab or lapatinib), abemaciclib, their combination, or control. Of note, for long-term studies of tumor growth, we chose trastuzumab as the anti-HER2 therapy because lapatinib and abemaciclib have overlapping gastro-intestinal toxicities, rendering the lapatinib/abemaciclib combination an unlikely candidate for future clinical development.
For MMTV-rtTA/tetO-HER2 primary tumors, trastuzumab monotherapy induced a non-significant inhibition in tumor growth, abemaciclib monotherapy significantly delayed tumor growth, and the combination delayed tumor growth more than either single agent (Figures 7A and 7B). In BT474 xenografts, both trastuzumab and abemaciclib monotherapies slowed tumor growth, but did not induce regression. In vivo, combination therapy induced tumor regressions and in some cases no viable tumor was seen in the mammary gland at the completion of therapy (Figure 7C).
We next studied the effects of combination trastuzumab/abemaciclib in two patient-derived xenograft (PDX) models of HER2-positive treatment-refractory breast cancer. The first was derived from a heavily pre-treated patient’s liver metastasis (PDX 14-07, ER-positive, Figure 7D) and the second from brain metastatic tissue (PDX BT-355, ER-negative, Figure S7A). At the time of tissue biopsy to create these models, the patients’ tumors had already developed resistance to several prior lines of systemic therapy (as shown). In keeping with the trastuzumab-refractory nature of these tumors, we observed no effect of trastuzumab on xenograft growth. Abemaciclib slowed tumor growth without inducing regressions. Strikingly, the abemaciclib/trastuzumab combination resulted in either tumor regression (PDX 14-07) or a significantly greater growth delay (PDX BT-355) (Figure 7D and Figure S7A).
Consistent with our in vitro findings, we also noted that short-term treatment of MDA-MB-453 xenografts with the lapatinib/abemaciclib combination resulted in the greatest suppression of proliferation, with little effect on apoptosis (Figures 7E and Figure S7B). Furthermore, beta-galactosidase expression was also highest in dual-treated MDA-MB-453 xenografts (Figure 7F). Collectively these data add further support to the notion that combination CDK4/6-HER2 inhibition acts primarily through enhancement of G1 arrest, associated with cellular senescence.
CDK4/6 inhibition delays the recurrence of HER2-driven breast cancers in vivo
Given our findings that (i) cells surviving HER2-blockade continue to express cyclin D1 and CDK4; (ii) recurrent tumors grow in a CDK4/6 dependent fashion; and (iii) combined HER2-CDK4/6 inhibition acts synergistically against HER2-therapy resistant cells, we next performed experiments to determine if early CDK4/6 inhibition could delay the onset of recurrence in the MMTV-rtTA/tetO-HER2 mouse model.
We induced HER2-positive tumor formation in a cohort of MMTV-rtTA/tetO-HER2 mice and once tumors reached 15mm in size, we withdrew doxycycline. At that time, mice were randomly assigned to begin treatment with abemaciclib or control vehicle for 30 days and were monitored for the development of recurrent disease. The onset of recurrent disease was significantly prolonged in abemaciclib-treated mice (median time to recurrence 108 vs 135 days, hazard ratio 0.23, p=0.035) (Figure 7G).
Discussion
We first set out to explore mechanisms of resistance to HER2-directed therapies by creating a transgenic mouse model of HER2-positive breast cancer. It is worth noting that the MMTV-rtA/ tetO-HER2 mouse model is unique in that it satisfies several criteria: (i) tumors are driven by wild-type HER2 (mimicking the human disease); (ii) tumors express human HER2, facilitating studies with therapeutic human-specific anti-HER2 antibodies; (iii) an intact immune system is present; and (iv) HER2 expression is mammary-specific and inducible. The inducibility is important because it allows for mammary gland development under normal physiological conditions. Indeed, constitutive overexpression of HER2 during mammary development alters mammary duct structure, and it is not known how the biology of tumors forming within such developmentally abnormal glands is altered (Mukherjee et al., 2000).
Our results using the mouse model, cell line assays, xenografts, and clinical specimens indicate that (i) the survival of cells after HER2-pathway blockade is associated with retained expression of cyclin D1; (ii) cyclin D1 and CDK4 mediate resistance to HER2 targeted therapies; and (iii) CDK4/6 inhibitors can overcome this resistance by re-sensitizing tumors to HER2-directed therapies. The latter point is underscored by the synergy observed with combined HER2-CDK4/6 inhibition in vitro and in vivo.
We provide both pharmacologic and genetic data to suggest possible mechanisms behind this synergy. We show that in HER2-therapy resistant tumors, suppression of CDK4 activity reduces TSC2 phosphorylation at Thr 1462. As would be expected, this is associated with a partial suppression of mTORC1 and hence P70-S6K activity. We suggest that this reduction in P70-S6K activity then relieves feedback inhibition of upstream EGFR-family kinases. These data are consistent with previous reports showing that the cyclin D1/CDK4 complex interacts with TSC2 and regulates its phosphorylation (Zacharek et al., 2005), and that reduced P70-S6 kinase activity relieves feedback inhibition of EGFR-family kinases (Chandarlapaty et al., 2011). We have not shown here that CDK4 directly phosphorylates TSC2 at Thr 1462, and deeper exploration of the cyclin D1-CDK4/TSC2 interaction and of other mechanisms by which CDK4/6 inhibitors might regulate mTORC1 is ongoing.
Based on our data, synergy between CDK4/6 and HER2 inhibitors has two potential origins: (a) most directly, both CDK4/6 and EGFR/HER2 (via AKT) trigger TSC2 phosphorylation and their dual inhibition induces a more marked suppression of p-TSC2 and hence mTORC1 activity; (b) indirectly, the CDK4/6 inhibitor-induced reduction of TSC2 phosphorylation attenuates mTORC1 activity, relieving feedback inhibition of EGFR-family kinases, in turn rendering cells more sensitive to the effects of EGFR/HER2 inhibitors. Collectively, these two phenomena lead to a more potent suppression of S6RP phosphorylation with combination treatment (Figure 8).
Our in vitro and in vivo data reveal that combined HER2-CDK4/6 inhibition does not increase tumor cell apoptosis. Rather, cells and xenografts exposed to combination therapy show reduced cellular proliferation characterized by G1 arrest. This observation is consistent with landmark studies showing that both Rb and P70-S6K/S6RP are critical mediators of the G1/S transition (Goodrich et al., 1991; Lane et al., 1993). We also observed that the enhanced G1 arrest is associated with a heightened cellular senescence phenotype. What is not yet clear is why suppression of cell proliferation ultimately results in tumor regressions in certain HER2-resistant xenograft models – possibilities worth investigating include the eventual clearance of senescent cells by the immune system, or the eventual onset of apoptosis after cells are held in G1 for prolonged periods.
In combination therapy experiments, we observed consistent differences between cell lines that are resistant or sensitive to HER2-directed therapy. For example, combination indices indicating synergistic activity of dual HER2-CDK4/6 inhibition were lower in resistant cells (implying greater synergy). We speculate that this is because in sensitive cells, lapatinib alone reduces phosphorylation of both Rb and S6RP, already suppressing these two important gatekeepers of passage through G1. In these cells, adding a CDK4/6 inhibitor can somewhat enhance anti-tumor effects by reducing phosphorylation of one or both of these proteins slightly further. In resistant cells, lapatinib had little effect on p-Rb or p-S6RP and abemaciclib only reduced p-Rb. Indeed in these cells only combination treatment potently suppressed both p-Rb and p-S6RP. Therefore, the effects of combination treatment are greatest in resistant cells.
Our findings also facilitate a deeper understanding of the recent literature. Resistance to PI3K pathway blockade in PIK3CA mutant breast cancer has been attributed to a persistence of mTORC1 and CDK4/6 activity, which can be overcome by inhibitors of mTOR and CDK4/6 respectively (Elkabets et al., 2013; Vora et al., 2014). We speculate that this resistance might be underscored by a persistence of TSC2 phosphorylation mediated by AKT-independent, CDK4-dependent factors.
Our data has led to the development of a randomized trial of abemaciclib in patients with advanced HER2-positive disease. We have opted to use a trastuzumab-abemaciclib combination for the trial, exploiting the benefits of combination therapy whilst avoiding the overlapping toxicities of lapatinib and abemaciclib. Encouragingly, our unpublished clinical experience suggests that abemaciclib is active against HER2-therapy resistant breast cancers, and supports the notion that these tumors can retain dependency upon CDK4/6 (Tolaney et al., 2015).
Finally, we note that our HER2 de-induction experiments in the MMTV-rtTA/tetO-HER2 mouse mimic neoadjuvant therapy in the clinic. In HER2-positive disease, it is well established that the complete eradication of microscopic tumor during neoadjuvant therapy is strongly associated with a reduced risk of disease recurrence. Our observations that a small number of cyclin D1-expressing tumors cells survive HER2-withdrawal, and that targeting these cells with a CDK4/6 inhibitor can prolong the time to tumor recurrence, are intriguing. These results invite speculation regarding the role of CDK4/6 inhibitors as an adjuvant therapy for breast cancer, treating microscopic residual disease with a view to preventing disease recurrence.
Experimental Procedures
Animal experiments
Generation of tetO-HER2 mice was performed as described in the Supplemental Experimental Procedures. All xenograft studies were performed in nude mice except for MDA-MB-453, which was engrafted in NSG mice. Mice were euthanized using CO2 inhalation and we performed all mouse experiments in accordance with protocols approved by the Institutional Animal Care and Use Committees of Dana-Farber Cancer Institute and Harvard Medical School.
RNA-Sequencing
RNA isolated from mouse mammary glands and tumors was subject to quality control using the Qubit (Life Technologies) and the Bioanalyzer (Agilent). RNA was converted into a DNA library using the Ultra RNA Library Prep Kit for Illumina (New England BioLabs). After further quality control, libraries were sequenced on the HiSeq 2000 (Illumina).
Patients
Patients were enrolled onto a clinical trial (NCT00148668) of trastuzumab plus either vinorelbine or docetaxel/carboplatin as neoadjuvant therapy for stage 2/3 HER2-positive breast cancer. CCND1 copy number was determined using previously described methods (Li et al., 2011). The protocol was approved by Institutional Review Boards of all participating sites (Dana-Farber, Brigham and Women’s Hospital, Massachusetts General Hospital, Beth Israel Deaconess Hospital, Yale University). All patients provided informed consent to participate.
Statistical Analysis
Statistical analysis was performed as described for each experiment. Repeated measures one-way analysis of variance was used for the analysis of primary tumor growth curves. Survival analysis was performed using the log-rank (Mantel–Cox) test. All statistical tests were two-sided. Differences were considered statistically significant at a p value less than 0.05.
Supplementary Material
Significance.
Despite successful HER2-directed therapies, many patients with HER2-positive breast cancer will succumb to their disease once tumor cells develop resistance. Here, we show that the cyclin D1-CDK4 pathway can mediate this resistance, and that targeting resistant tumor cells with a CDK4/6 inhibitor re-sensitizes them to anti-HER2 therapy by increasing their dependence on EGFR-family kinase signaling. Concomitant HER2 and CDK4/6 inhibition synergistically inhibits cell proliferation, controls tumor growth in vivo, and delays tumor recurrence in a transgenic mouse model. These effects are associated with a reduction in the phosphorylation of both Rb and S6RP–two important mediators of the G1/S transition. Our results have led to the development of a randomized clinical trial for patients with metastatic HER2-positive breast cancer.
Highlights.
Cyclin D1/CDK4 mediate resistance to HER2 blockade in HER2+ breast cancer
CDK4/6 inhibition suppresses mTORC1, relieving inhibition of EGFR-family kinases
Combined CDK4/6 and HER2 inhibition is effective in transgenic and PDX mouse models
CDK4/6 inhibitors delay tumor recurrence in a transgenic HER2+ breast cancer model
Acknowledgments
April C. Watt and Qi Wang contributed equally to this work. We thank Dr Roderick Bronson from the Rodent Histopathology Core Facility at Harvard Medical School (HMS) for helpful discussions regarding mouse pathology, and Dr Peter Sorger from the Department of Systems Biology at HMS for his advice and support. We also thank Mayuko Segawa for technical assistance. We thank Neil O’Brien (UCLA) for the gift of trastuzumab-resistant BT474 and SKBR3 cell lines. This study was supported by National Institutes of Health (NIH) P50 CA168504 (to E.P.W) and CA172461 (to J.J.Z), a Susan G. Komen grant SAC 10005 (to I.E.K), the Breast Cancer Research Foundation (to E.P.W. and J.J.Z) and Aid for Cancer Research (to E.P.W). Q.W. is supported by the Institutional Research Grant of Hollings Cancer Center and the Medical University of South Carolina. W.L and X.S.L are supported by NIH grant U01CA180980. A.C.P. is supported by the National Health and Medical Research Council of Australia. P.S. is supported by NIH grants R01 CA083688 and P01 CA080111.
Footnotes
Author Contributions (CRediT taxonomy)
Conceptualization, S.G., J.J.Z.; Methodology, S.G., Q.W., D.T., J.J.Z.; Verification, S.G., A.C.W.; Formal analysis S.G., W.L., S.R., A.C.P., V.V., X.S.L.; Investigation, S.G., A.C.W., Q.W., S.M.T., H.Y., D.A.D., L.N.H; Resources, K.K.W., X.S.L., E.P.W., I.E.K, J.J.Z.; Data curation, S.G., W.L.; Writing – original draft, S.G.; Writing – review and editing, S.G., P.S., S.M.T., I.E.K., J.J.Z.; Supervision, E.P.W., I.E.K., J.J.Z.; Funding acquisition, E.P.W., I.E.K., J.J.Z.
Conflicts of interest
S.T. receives research funding from Genentech. K.K.W conducts research sponsored by AstraZeneca, Acetylon, and Gilead Pharmaceuticals, performs consultancy for G1 Therapeutics and Array Therapeutics, and is a founder and equity holder of G1 Therapeutics. P.S. receives research funding and serves as a consultant for Novartis.
Supplemental Information includes Supplemental Experimental Procedures and seven figures.
Accession Numbers
Complete RNA-sequencing data is available online using NCBI Short Read Archive accession ID SRA275699.
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References
- Arteaga CL, Engelman JA. ERBB receptors: from oncogene discovery to basic science to mechanism-based cancer therapeutics. Cancer cell. 2014;25:282–303. doi: 10.1016/j.ccr.2014.02.025. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Berns K, Horlings HM, Hennessy BT, Madiredjo M, Hijmans EM, Beelen K, Linn SC, Gonzalez-Angulo AM, Stemke-Hale K, Hauptmann M, et al. A functional genetic approach identifies the PI3K pathway as a major determinant of trastuzumab resistance in breast cancer. Cancer cell. 2007;12:395–402. doi: 10.1016/j.ccr.2007.08.030. [DOI] [PubMed] [Google Scholar]
- Bliss CI. The toxicity of poisons applied jointly. Annals of Applied Biology. 1939;26:585–615. [Google Scholar]
- Carey LA, Barry WT, Pitcher B, Hoadley KA, Cheang MC, Anders CK, Henry NL, Tolaney SM, Dang CT, Krop IE, et al. Gene expression signatures in pre- and post-therapy (Rx) specimens from CALGB 40601 (Alliance), a neoadjuvant phase III trial of weekly paclitaxel and trastuzumab with or without lapatinib for HER2-positive breast cancer (BrCa) Journal of clinical oncology: official journal of the American Society of Clinical Oncology. 2014;32:506. [Google Scholar]
- Chandarlapaty S, Sawai A, Scaltriti M, Rodrik-Outmezguine V, Grbovic-Huezo O, Serra V, Majumder PK, Baselga J, Rosen N. AKT inhibition relieves feedback suppression of receptor tyrosine kinase expression and activity. Cancer cell. 2011;19:58–71. doi: 10.1016/j.ccr.2010.10.031. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Choi YJ, Li X, Hydbring P, Sanda T, Stefano J, Christie AL, Signoretti S, Look AT, Kung AL, von Boehmer H, Sicinski P. The requirement for cyclin D function in tumor maintenance. Cancer cell. 2012;22:438–451. doi: 10.1016/j.ccr.2012.09.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chou TC, Talalay P. Quantitative analysis of dose-effect relationships: the combined effects of multiple drugs or enzyme inhibitors. Advances in enzyme regulation. 1984;22:27–55. doi: 10.1016/0065-2571(84)90007-4. [DOI] [PubMed] [Google Scholar]
- Di Fiore PP, Pierce JH, Kraus MH, Segatto O, King CR, Aaronson SA. erbB-2 is a potent oncogene when overexpressed in NIH/3T3 cells. Science. 1987;237:178–182. doi: 10.1126/science.2885917. [DOI] [PubMed] [Google Scholar]
- Diehl JA, Cheng M, Roussel MF, Sherr CJ. Glycogen synthase kinase-3beta regulates cyclin D1 proteolysis and subcellular localization. Genes & development. 1998;12:3499–3511. doi: 10.1101/gad.12.22.3499. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Elkabets M, Vora S, Juric D, Morse N, Mino-Kenudson M, Muranen T, Tao J, Campos AB, Rodon J, Ibrahim YH, et al. mTORC1 inhibition is required for sensitivity to PI3K p110alpha inhibitors in PIK3CA-mutant breast cancer. Science translational medicine. 2013;5:196ra199. doi: 10.1126/scitranslmed.3005747. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Goodrich DW, Wang NP, Qian YW, Lee EY, Lee WH. The retinoblastoma gene product regulates progression through the G1 phase of the cell cycle. Cell. 1991;67:293–302. doi: 10.1016/0092-8674(91)90181-w. [DOI] [PubMed] [Google Scholar]
- Inoki K, Li Y, Zhu T, Wu J, Guan KL. TSC2 is phosphorylated and inhibited by Akt and suppresses mTOR signalling. Nature cell biology. 2002;4:648–657. doi: 10.1038/ncb839. [DOI] [PubMed] [Google Scholar]
- Konecny GE, Pegram MD, Venkatesan N, Finn R, Yang G, Rahmeh M, Untch M, Rusnak DW, Spehar G, Mullin RJ, et al. Activity of the dual kinase inhibitor lapatinib (GW572016) against HER-2-overexpressing and trastuzumab-treated breast cancer cells. Cancer research. 2006;66:1630–1639. doi: 10.1158/0008-5472.CAN-05-1182. [DOI] [PubMed] [Google Scholar]
- Lane HA, Fernandez A, Lamb NJ, Thomas G. p70s6k function is essential for G1 progression. Nature. 1993;363:170–172. doi: 10.1038/363170a0. [DOI] [PubMed] [Google Scholar]
- Li A, Liu Z, Lezon-Geyda K, Sarkar S, Lannin D, Schulz V, Krop I, Winer E, Harris L, Tuck D. GPHMM: an integrated hidden Markov model for identification of copy number alteration and loss of heterozygosity in complex tumor samples using whole genome SNP arrays. Nucleic acids research. 2011;39:4928–4941. doi: 10.1093/nar/gkr014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Moasser MM, Krop IE. The Evolving Landscape of HER2 Targeting in Breast Cancer. JAMA oncology. 2015 doi: 10.1001/jamaoncol.2015.2286. [DOI] [PubMed] [Google Scholar]
- Moody SE, Perez D, Pan TC, Sarkisian CJ, Portocarrero CP, Sterner CJ, Notorfrancesco KL, Cardiff RD, Chodosh LA. The transcriptional repressor Snail promotes mammary tumor recurrence. Cancer cell. 2005;8:197–209. doi: 10.1016/j.ccr.2005.07.009. [DOI] [PubMed] [Google Scholar]
- Mukherjee S, Louie SG, Campbell M, Esserman L, Shyamala G. Ductal growth is impeded in mammary glands of C-neu transgenic mice. Oncogene. 2000;19:5982–5987. doi: 10.1038/sj.onc.1203964. [DOI] [PubMed] [Google Scholar]
- Nagata Y, Lan KH, Zhou X, Tan M, Esteva FJ, Sahin AA, Klos KS, Li P, Monia BP, Nguyen NT, et al. PTEN activation contributes to tumor inhibition by trastuzumab, and loss of PTEN predicts trastuzumab resistance in patients. Cancer cell. 2004;6:117–127. doi: 10.1016/j.ccr.2004.06.022. [DOI] [PubMed] [Google Scholar]
- Parker JS, Mullins M, Cheang MC, Leung S, Voduc D, Vickery T, Davies S, Fauron C, He X, Hu Z, et al. Supervised risk predictor of breast cancer based on intrinsic subtypes. Journal of clinical oncology: official journal of the American Society of Clinical Oncology. 2009;27:1160–1167. doi: 10.1200/JCO.2008.18.1370. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Perera SA, Li D, Shimamura T, Raso MG, Ji H, Chen L, Borgman CL, Zaghlul S, Brandstetter KA, Kubo S, et al. HER2YVMA drives rapid development of adenosquamous lung tumors in mice that are sensitive to BIBW2992 and rapamycin combination therapy. Proceedings of the National Academy of Sciences of the United States of America. 2009;106:474–479. doi: 10.1073/pnas.0808930106. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sherr CJ, Roberts JM. Living with or without cyclins and cyclin-dependent kinases. Genes & development. 2004;18:2699–2711. doi: 10.1101/gad.1256504. [DOI] [PubMed] [Google Scholar]
- Slamon DJ, Clark GM, Wong SG, Levin WJ, Ullrich A, McGuire WL. Human breast cancer: correlation of relapse and survival with amplification of the HER-2/neu oncogene. Science. 1987;235:177–182. doi: 10.1126/science.3798106. [DOI] [PubMed] [Google Scholar]
- Tate SC, Cai S, Ajamie RT, Burke T, Beckmann RP, Chan EM, De Dios A, Wishart GN, Gelbert LM, Cronier DM. Semi-mechanistic pharmacokinetic/pharmacodynamic modeling of the antitumor activity of LY2835219, a new cyclin-dependent kinase 4/6 inhibitor, in mice bearing human tumor xenografts. Clinical cancer research: an official journal of the American Association for Cancer Research. 2014;20:3763–3774. doi: 10.1158/1078-0432.CCR-13-2846. [DOI] [PubMed] [Google Scholar]
- Tolaney SM, Rosen LS, Beeram M, Goldman JW, Gandhi L, Tolcher AW, Papadopoulos KP, Rasco DW, Myrand SP, Hulanthaviel P, et al. Clinical activity of abemaciclib, an oral cell cycle inhibitor, in metastatic breast cancer. Cancer research. 2015;75:P5-19-13. [Google Scholar]
- Vora SR, Juric D, Kim N, Mino-Kenudson M, Huynh T, Costa C, Lockerman EL, Pollack SF, Liu M, Li X, et al. CDK 4/6 inhibitors sensitize PIK3CA mutant breast cancer to PI3K inhibitors. Cancer cell. 2014;26:136–149. doi: 10.1016/j.ccr.2014.05.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang Q, Liu P, Spangle JM, Von T, Roberts TM, Lin NU, Krop IE, Winer EP, Zhao JJ. PI3K-p110alpha mediates resistance to HER2-targeted therapy in HER2+, PTENdeficient breast cancers. Oncogene. 2015 doi: 10.1038/onc.2015.406. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yu Q, Geng Y, Sicinski P. Specific protection against breast cancers by cyclin D1 ablation. Nature. 2001;411:1017–1021. doi: 10.1038/35082500. [DOI] [PubMed] [Google Scholar]
- Zacharek SJ, Xiong Y, Shumway SD. Negative regulation of TSC1-TSC2 by mammalian D-type cyclins. Cancer research. 2005;65:11354–11360. doi: 10.1158/0008-5472.CAN-05-2236. [DOI] [PubMed] [Google Scholar]
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