Abstract
DNA methylation plays an important role in carcinogenesis and the reversibility of this epigenetic modification makes it a potential therapeutic target. To date, DNA methyltransferase inhibitors (DNMTi) have not demonstrated clinical efficacy in prostate cancer, with one of the major obstacles being the inability to monitor drug activity during the trial. Given the high frequency and specificity of GSTP1 DNA methylation in prostate cancer, we investigated whether GSTP1 is a useful marker of DNMTi treatment efficacy. LNCaP prostate cancer cells were treated with 5-aza-2′-deoxycytidine (5-aza-CdR) either with a single high dose (5–20 µM), every alternate day (0.1–10 µM) or daily (0.005–2.5 µM). A daily treatment regimen with 5-aza-CdR was optimal, with significant suppression of cell proliferation achieved with doses of 0.05 µM or greater (p<0.0001) and induction of cell death from 0.5 µM (p<0.0001). In contrast, treatment with a single high dose of 20 µM 5-aza-CdR inhibited cell proliferation but was not able to induce cell death. Demethylation of GSTP1 was observed with doses of 5-aza-CdR that induced significant suppression of cell proliferation (≥0.05 µM). Re-expression of the GSTP1 protein was observed only at doses of 5-aza-CdR (≥0.5 µM) associated with induction of cell death. Treatment of LNCaP cells with a more stable DNMTi, Zebularine required at least a 100-fold higher dose (≥50 µM) to inhibit proliferation and was less potent in inducing cell death, which corresponded to a lack of GSTP1 protein re-expression. We have shown that GSTP1 DNA methylation and protein expression status is correlated with DNMTi treatment response in prostate cancer cells. Since GSTP1 is methylated in nearly all prostate cancers, our results warrant its testing as a marker of epigenetic therapy response in future clinical trials. We conclude that the DNA methylation and protein expression status of GSTP1 are good indicators of DNMTi efficacy.
Introduction
Prostate cancer is one of the most commonly diagnosed male cancers in Western countries. Current therapies for clinically localized disease include surgical removal of the prostate gland (prostatectomy) and/or radiotherapy with or without androgen deprivation therapy (ADT). Since the discovery, in the 1940s, that prostate cancer is dependent on the male sex hormones [1], initially castration and subsequently various forms of ADT, either alone or combined with androgen receptor (AR) antagonists, have been the main therapy for metastatic disease. After an initial variable duration of tumor regression, most metastatic prostate cancers progress to a “castration-resistant” stage that is unresponsive to ADT. Currently there are limited treatment options available for castration-resistant prostate cancer and consequently there is a serious need to develop new therapies.
It is well-established that epigenetic alterations are common events in carcinogenesis, including prostate cancer, which may lead to aberrant expression of critical genes such as tumor suppressors and oncogenes. Unlike DNA mutations, epigenetic alterations are chemically reversible by agents known as epigenetic inhibitors and are therefore potential therapeutic targets. Examples of epigenetic inhibitors that have shown success as therapeutic agents include the DNA methyltransferase inhibitors (DNMTi), 5-aza-cytidine (5-aza-CR or Vidaza) and its more potent analogue 5-aza-2′-deoxycytidine (5-aza-CdR or Decitabine). 5-aza-CR and 5-aza-CdR are nucleoside DNMTi developed initially as cancer chemotherapeutic agents that are currently being used for the treatment of myelodysplastic syndromes (MDS) [2]. The demethylating actions of 5-aza-CR and 5-aza-CdR rely on their ability to incorporate into replicating DNA and covalently bind to the DNMT1 enzyme in an irreversible manner, which leads to DNMT1 protein degradation [2], [3]. As DNMT1 is required to maintain DNA methylation during replication, the degradation of DNMT1 subsequently results in a loss of DNA methylation.
Aberrant expression of epigenetic modifying enzymes involved in the regulation of DNA methylation has been observed at all stages of prostate cancer progression [4], [5], [6]. Global levels of 5-methylcytosine and epigenetic modifying enzymes involved in DNA methylation (i.e DNMTs) predict the likelihood of disease progression in prostate cancer. This finding suggests that DNA methylation may be important in progression of prostate cancer and therefore DNMTi should be considered as a potential treatment option [7], [8], [9]. While in vitro experiments and animal models have shown that 5-aza-CdR has anti-tumor activities in several cancers including prostate cancer [10], [11], [12], [13], [14], clinical trials of 5-aza-CdR for the treatment of solid tumors have not been successful due to drug related adverse events such as myelosuppression, nausea and vomiting [15], [16], [17]. In addition to toxicity issues, the efficiency of delivery and uptake of 5-aza-CdR to the tumor tissues, there is uncertainty about the optimal dose-schedule for specific tumor types [18]. To date, only one small phase II study with 5-aza-CdR in prostate cancer has been published, approximately a decade ago [16]. While there are ongoing clinical trials for 5-aza-CdR in various solid tumors, none of these trials are cancer-specific nor do they include prostate cancer (National Institutes of Health, US, clinicaltrials.gov). In vitro studies investigating the effects of 5-aza-CdR in prostate cancer cell lines (see Table S1) have used various treatment regimes and different definitions for low and high 5-aza-CdR doses, making it difficult to compare between studies and define the optimal treatment regime, including dose-schedule, for prostate cancer. Surprisingly, very few of the in vitro studies (Table S1A) have investigated the effects of 5-aza-CdR on the proliferation and survival of prostate cancer cells, but rather have investigated the effect of 5-aza-CdR on gene expression in order to identify candidate epigenetically-regulated genes (Table S1B).
The aim of this study was to investigate the dose-dependent effects of 5-aza-CdR in prostate cancer cells with view to providing a basis for developing an optimal 5-aza-CdR treatment regime for prostate cancer. We also investigated the relative toxicity of 5-aza-CdR and Zebularine in LNCaP prostate cancer cells. Zebularine is a cytidine analogue that has similar functions to 5-aza-CdR as a demethylating agent, but is less toxic and has a more stable half life (∼508 hours at 37°C, pH 7) than 5-aza-CdR (12 hours at 37°C, pH 7) [19], [20]. Identification of a good marker of DNMTi efficacy for clinical trials, much like the measurement of serum PSA levels to monitor the efficacy of ADT [21], would have the potential to aid clinical management of prostate cancer patients treated with epigenetic therapies. To investigate the efficacy of 5-aza-CdR and Zebularine in prostate cancer cells, we examined DNA methylation and expression status of the glutathione-S-transferase P1 (GSTP1) gene. GSTP1 is hypermethylated in nearly all human prostate cancers and its promoter DNA methylation level is able to differentiate between benign prostatic hyperplasia and different grades of prostate adenocarcinoma [6], [22], [23], [24], [25]. While current studies have focused on using GSTP1 as a potential marker for the early detection of prostate cancer, we propose that assessing DNA methylation of the GSTP1 promoter region, as well as expression of GSTP1, has the potential to be a useful tool for determining DNMTi efficacy in prostate cancer.
Materials and Methods
Measurement of cell viability
LNCaP and PC3 human prostate carcinoma cells (American Type Culture Collection, ATCC) were maintained in RPMI 1640 supplemented with 5% or 10% fetal bovine serum (FBS). 5-aza-CdR and Zebularine (Sigma, A3656 and Z4775) were dissolved in dimethylsulfoxide (DMSO) and Hank's buffered salt solution respectively. For the single and every alternate day treatment with 5-aza-CdR, cells were seeded in triplicate in 24-well plates at a density of 2.5×104 cells per well in 1 mL of RPMI medium. For the 5-aza-CdR daily treatment and Zebularine treatment, cells were seeded in triplicate in 12-well plates at a density of 1×104 cells per well in 1 mL of RPMI medium. Cells were allowed to attach for 241h or 48 h, once cell confluency was reached and then incubated with medium containing 5-aza-CdR at concentrations of 0–20 µM or Zebularine at concentrations of 50–1000 µM. For subsequent or additional treatments, fresh 5-aza-CdR or Zebularine diluted in media was added to the cells. Media containing the respective agents were freshly prepared from 10 mM 5-aza-CdR and 70 mM Zebularine stocks before each treatment. Cells were trypsinized and counted using a hemocytometer at the specified time-points after initiation of treatment and cell viability assessed by Trypan blue dye exclusion as previously described [26]. Data are expressed as the mean +/− SE of triplicate wells and are representative of at least two independent experiments.
Immunoblotting
LNCaP cells were seeded in 6-well plates at a density of 2×104 cells per well in 2 mL of RPMI medium containing 10% FBS. Cells were allowed to attach for 24 h before medium was replaced with medium containing treatments. Cells were lysed by adding radioimmunoprecipitation assay lysis buffer (10 mM Tris-HCL, 150 mM NaCl, 1 mM EDTA, 1% Triton X-100) containing mini-complete protease inhibitor pellets (Roche). Lysates (15–30 µg) were electrophoresed through 5% or 12% polyacrylamide gels, transferred to nitrocellulose membrane (Amersham Biosciences), and blocked in 5% non-fat milk powder in TBS containing 0.05% Tween20 overnight. Immunodetection was performed with the specific primary antibody diluted in 1% non-fat milk powder in TBS containing 0.05% Tween20. GSTP1 antibody (Chemicon, AB8902) was used at a dilution of 1∶5000 and overnight incubation at 4°C. Hsp90 antibody (Santa Cruz Biotechnology) was used at a dilution of 1∶1000 and 30 min incubation at room temperature. Horseradish peroxidase-conjugated anti-rabbit secondary antibody (DAKO, E0432) was used at a dilution of 1∶2000 and 30 min incubation at room temperature. Results were visualized on Hyperfilm (GE Healthcare) using enhanced chemiluminescence detection (GE Healthcare).
DNA methylation analysis
After cell viability assessment, the remaining LNCaP cells were collected for genomic DNA extraction using TES (10 mM Tris-HCL at pH 8, 0.1 M NaCl, 1 mM EDTA) buffer, proteinase K and 20% SDS as described previously [27]. DNA (1–2 µg per sample) was bisulfite modified with the MethylEasy™ DNA Bisulphite Modification Kit (Human Genetic Signatures Pty Ltd) according to the manufacturer's protocol. A total volume of 25 µl or 50 µl PCR reaction mix was made up with 3–5 µl of the bisulfite modified DNA and 2.5 units of HotstarTaq DNA polymerase (Qiagen). GSTP1 Methylation-Specific Polymerase chain reaction (MSP) [28] and COmbined Bisulfite Restriction Analysis (COBRA) [29] primers were purchased from GeneWorks (South Australia, Australia). GSTP1 MSP primer sequences were as described previously [24] and all primer sequences used in this study are provided in Figure S1. The annealing temperatures for the respective primers were: 40 cycles at 64.3°C for methylated GSTP1 MSP primers; 45 cycles at 61.6°C for unmethylated GSTP1 MSP primers; 45 cycles at 56.8°C for GSTP1 COBRA primers. PCR products from the GSTP1 COBRA analyzes were digested with restriction enzymes BstUI and HhaI (New England BioLabs). PCR products were visualized by agarose gel electropheresis with the AlphaImager 2200 gel documentation system (San Leandro).
Statistical analysis
One-way analysis of variance (ANOVA) with a post-hoc Dunnet's multiple comparison test was used to compare cell viability between treatments and the vehicle control when a single time-point was assessed. Two-way ANOVA with a post-hoc Bonferroni test was used to compare cell viability between treatments and the vehicle control when multiple time-points were assessed. Analyses were performed with the GraphPad Prism 5 software (GraphPad Software, Inc., CA USA) and statistical significance was set at p<0.05 (two-sided).
Results
Daily 5-aza-CdR treatment is required to induce optimal inhibition of proliferation and induction of cell death in LNCaP prostate cancer cells
To investigate the efficacy of different 5-aza-CdR treatment schedules, we performed cell proliferation and viability assays on LNCaP prostate cancer cells and compared the following: a single treatment, alternate day treatments and daily treatments. When compared to the control (vehicle), a single treatment of 5-aza-CdR effectively suppressed LNCaP prostate cancer cell proliferation at all concentrations used (5-20 µM) (Figure 1A, Day 4: p<0.001 for 5 µM and p<0.0001 for 10, 20 µM, Day 6: p<0.0001 for all doses) but did not induce significant cell death 6 days after treatment (Figure 1B). When 5-aza-CdR was added every second day (alternate day treatment), lower doses of 5-aza-CdR (0.1, 0.5 and 2.5 µM) compared to doses used in the single treatment schedule resulted in a significant dose-dependent inhibition of cell proliferation when compared to vehicle treated LNCaP cells (Figure 1C, Day 4 and 6: p<0.0001 for all doses). Only doses of 5-aza-CdR of 2.5 µM or greater induced significant cell death when compared to that of vehicle treated cells (Figure 1D, Day 6: p<0.001 for 2.5 µM and p<0.0001 for 10 µM). In contrast, daily treatment of 5-aza-CdR achieved significant inhibition of proliferation at lower concentrations (0.05 µM) (Figure 2A, Day 6: p<0.05 for 0.05 µM, p<0.001 for all doses 0.5 µM or greater, Day 8: p<0.05 for 0.01 µM and p<0.001 for all doses 0.05 µM or greater) and increased cell death in LNCaP cells (Figure 2B, Day 8: p<0.001 for doses 0.5 µM or greater) compared to similar doses given every second day. Dose-dependent inhibition of proliferation was achieved with 5-aza-CdR daily doses of 0.05 µM or greater resulting in a 62% reduction in cell number when compared to vehicle treated cells and complete inhibition of proliferation at doses of 0.5 µM or greater (Figure 2A and 2E, p<0.0001). At the doses that caused complete inhibition of proliferation, there was also a significant increase in cell death, of approximately 3-fold, when compared to vehicle control (Figure 2B and 2F, p<0.0001).
Effects of 5-aza-CdR on prostate cancer cell viability is independent of the AR
To determine if the effects of 5-aza-CdR in LNCaP cells were dependent on a functional AR, a daily treatment schedule, was also performed in PC3 cells, which lack a functional AR. When treated with 5-aza-CdR at doses of 0.005–2.5 µM, there was a similar dose-dependent inhibition of proliferation and induction of cell death in PC3 cells as there was in LNCaP cells (Figure 2A–D). Whereas an approximate 3-fold induction of cell death was seen with 0.5 µM 5-aza-CdR in both cell lines (Figure 2F), in the PC3 cells, lower doses of 5-aza-CdR (0.005 µM and 0.01 µM) resulted in a significant reduction in cell number (p<0.0001, Figure 2E), and this occurred at an earlier time-point (4 days) when compared to LNCaP cells (6 days) treated identically (Figure 2A and 2C). Since 5-aza-CdR relies on dividing cells for incorporation to elicit its effects, the difference in doubling time between the 2 cell lines, approximately 24 hours in PC3 cells compared to 48 hours in the LNCaP cells, may explain the increased potency of 5-aza-CdR on PC3 cell viability. The androgen-independent inhibition of proliferation and induction of cell death by 5-aza-CdR in prostate cancer cells was further confirmed by cell viability assays performed in LNCaP cells cultured in steroid-depleted medium (Figure S2).
Prolonged 5-aza-CdR treatment results in similar cell death regardless of the treatment regime
To further characterize the differences between the alternate day and daily treatment regime, the highest alternate day treatment (10 µM) and the highest daily treatment (2.5 µM) were compared in an extended growth curve (Figure 3). LNCaP prostate cancer cells were treated with vehicle control or 5-aza-CdR replenished on alternate days or daily, as above. Cell viability and cell death were assessed after 6 days of treatment. One set of cells then continued to receive 5-aza-CdR replenished on alternate days or daily until day 12 (denoted as 10 µM-12d or 2.5 µM-12d; Figure 3) while the other set of cells received media containing vehicle control (denoted as 10 µM-6d or 2.5 µM-6d; Figure 3). After 6 days of treatment, both the alternate day and daily treatment regimes induced growth suppression compared with vehicle control but only the daily treatment resulted in cell death (Figure 3). As the control cells had reached confluency by day 6, these cells were excluded for the remainder of the experiment. With continued treatment on either regime the amount of cell death continued to increase for the 12 days, reaching 61.4% for the alternate day treatment and 68.6% for the daily treatment. Interestingly, the cells that only received treatment for 6 days displayed equivalent levels of cell death to those that received treatment for 12 days (Figure 3).
GSTP1 promoter DNA methylation status and protein re-expression as markers of 5-aza-CdR efficacy
To investigate how the anti-proliferative effects of 5-aza-CdR relate to its demethylating activity, MSP was performed to assess the DNA methylation status of the GSTP1 promoter (Figure 4A). Hypermethylated GSTP1 promoter DNA was present in LNCaP cells treated with vehicle control. In contrast, unmethylated GSTP1 promoter DNA was detected in LNCaP cells treated daily with 0.05 µM or greater 5-aza-CdR, but completely demethylated GSTP1 promoter DNA was not observed with even the highest concentration of 5-aza-CdR. Demethylation of the GSTP1 promoter by 5-aza-CdR at doses great than or equal to 0.05 µM coincided with the ability of 5-aza-CdR to substantially inhibit cell proliferation at these concentrations (Figure 2A-B).
To further examine the relative DNA methylation status of the GSTP1 promoter in the 5-aza-CdR treated LNCaP cells, COBRA was performed using BstUI and HhaI restriction enzymes (Figure 4B–C). The unmethylated GSTP1 promoter present in MDA-MB-231 breast cancer cells was not digested by BstUI or HhaI (Figure 4B). Consistent with the MSP results, methylated GSTP1 promoter was detected in vehicle treated (control) and 5-aza-CdR treated LNCaP cells at doses of 0.005–0.5 µM. Considerable GSTP1 promoter DNA demethylation was only seen in response to 0.5 µM 5-aza-CdR, which is the lowest 5-aza-CdR dose sufficient to induce complete inhibition of LNCaP cell proliferation and cell death demonstrated in the cell viability assays (Figure 2A–B). These findings suggest that the efficacy of 0.5 µM 5-aza-CdR is due to its ability to induce greater DNA demethylation of GSTP1 compared to lower doses.
The greater demethylating effect of 0.5 µM compared to 0.05 µM 5-aza-CdR corresponds with GSTP1 protein re-expression observed at 0.5 µM 5-aza-CdR or greater (Figure 4D). Consistent with this, the 5-aza-CdR doses that result in re-expression of GSTP1 protein also induce significant cell death in LNCaP cells (Figure 2B and 2F).
Zebularine inhibits proliferation of prostate cancer cells but has limited effects on cell death
LNCaP cells were treated with Zebularine (0–1000 µM; highest dose used in previous studies [30]), while PC3 cells were treated with Zebularine doses of up to 400 µM. Zebularine was given on day 0 and replenished again halfway through the treatment period. Zebularine caused a dose-dependent inhibition of proliferation in both LNCaP and PC3 prostate cancer cells (Figure 5A and 5C, p<0.0001), suggesting that Zebularine has a similar AR-independent growth inhibitory mechanism of action on prostate cancer cells as 5-aza-CdR. A significant reduction in the number of viable cells was observed with 100 to 200 µM Zebularine, and complete inhibition of cell proliferation was observed at 400 µM or greater in both LNCaP and PC3 cells (Figure 5A and 5C, p<0.0001). Whereas Zebularine failed to induce cell death at any dose in LNCaP cells (Figure 5B), significant cell death was induced by 400 µM Zebularine in PC3 cells (Figure 5D, p = 0.0004).
Zebularine has weaker demethylating actions on the GSTP1 promoter compared to 5-aza-CdR
To investigate the demethylating activity of Zebularine, MSP was performed to examine the DNA methylation status of the GSTP1 promoter in LNCaP cells (Figure 6A). After 8 days of treatment, methylated GSTP1 was present in the vehicle control and all Zebularine treated samples (0–400 µM), while demethylation of the GSTP1 promoter lacked dose-dependency (Figure 6A). When the relative DNA methylation status of the GSTP1 promoter region in these Zebularine-treated LNCaP cells were compared by COBRA using BstUI and HhaI restriction enzyme digestion, no unmethylated GSTP1 was detected (Figure 6B). The weak and inconsistent demethylating actions of Zebularine on LNCaP cells was also reflected in the lack of GSTP1 protein re-expression after 8 days of treatment (Figure 6C).
Discussion
While the DNMTi 5-aza-CdR is effective in the treatment of hematologic conditions, clinical trials in solid tumors and in prostate cancer have shown limited or no efficacy. The failure of previous clinical trials in solid tumors has been attributed to inappropriate dose regimens, leading to toxicity-related adverse events. In part, this is due to a poor understanding of the mechanistic actions of 5-aza-CdR in solid tumors. In this study, we demonstrate that 5-aza-CdR, at a dose of 0.5 µM given daily, completely inhibited cell proliferation and induced cell death in prostate cancer cells, and was associated with demethylation of the GSTP1 promoter and re-expression of GSTP1 protein. These findings suggest that a daily low-dose 5-aza-CdR treatment regimen may be more effective than a less frequent or single high-dose schedule for the control of prostate cancer cell growth. We have also demonstrated that a daily low-dose 5–aza-CdR treatment regimen is more effective than one using the more stable DNMTi, Zebularine. Most importantly, we provide evidence that the increased potency of 5-aza-CdR compared to Zebularine in prostate cancer cells is closely related to its demethylating activity and identified GSTP1 as a potentially useful biomarker for assessing DNMTi efficacy in prostate cancer.
Several studies have demonstrated that 5-aza-CdR reduces cell proliferation and induces re-expression of specific genes in various cancers (Table S1). Different cancer types respond to 5-aza-CdR differently, but a wide range of 5-aza-CdR doses and treatment regimens have been used in previous studies, and the end-points and analysis were different in the various studies. Nine published studies have investigated the effects of 5-aza-CdR on the viability of prostate cancer cell lines (Table S1A) [10], [11], [31], [32], [33], [34], [35], [36], [37]. Comparisons among these studies are difficult due to the reasons listed above. For instance, Walton et al [11] reported approximately 30% inhibition of cell proliferation compared to vehicle control in the LNCaP prostate cancer cells after treatment with 8.8 µM 5-aza-CdR, while Pulukuri et al [10] reported 70% inhibition of cell proliferation compared to vehicle control in the same cell line with a high dose of 10 µM 5-aza-CdR treatment. In contrast, our prolonged 5-aza-CdR daily treatment regime resulted in approximately 62% inhibition of cell proliferation in LNCaP cells treated with 0.05 µM 5-aza-CdR, a dose 200-fold lower than what was used by Pulukuri et al [10] to achieve a similar level of inhibition on cell proliferation. Therefore, it would appear that administration of a low daily dose of 5-aza-CdR is optimal for inhibition of prostate cancer cells by this DNMTi.
In our one-time high dose 5-aza-CdR treatment of prostate cancer cell lines, we chose a range of doses commonly used in previous studies and found that while these doses of 5-aza-CdR inhibited prostate cancer cell proliferation, they did not induce cell death. This is consistent with the study by Walton et al, where 5-aza-CdR failed to induce cytotoxicity in prostate cancer cell lines even at a very high dose of 100 µM [11]. However, by increasing the frequency of administration of 5-aza-CdR, we increased its efficacy such that previously ineffective low doses of 5-aza-CdR became sufficient to both inhibit cell proliferation and induce cell death. As 5-aza-CdR is degraded within 12 hours [19], [20], [30], it is not able to incorporate into replicating DNA to elicit its demethylating actions in the single treatment regime. Replenishment of 5-aza-CdR daily ensures that sufficient levels of the drug are sustained throughout the treatment period to improve efficacy. While previous studies have performed similar 5-aza-CdR daily treatments in other cancer cell lines, the treatment period (3–4 days only) was relatively short and did not achieve the same efficacy in terms of cell proliferation and cell death when compared to the treatment regimen used in our study [38], [39].
The rationale for a low dose daily 5-aza-CdR treatment regime for prostate cancer in vitro is similar to that for the prolonged low dose treatment used in hematological malignancies [40], [41], [42], [43]. The initial development of 5-aza-CdR as an anti-leukemic agent started when ‘pioneer’ studies demonstrated its efficacy in leukemic cell lines and mouse models [44], [45]. 5-aza-CdR was able to influence leukemic cell differentiation and induce gene expression that was associated with its DNA demethylating activity [2]. This led to initial clinical trials with 5-aza-CdR in patients with acute leukemia in the 1980s, branching later into clinical trials with several hematopoietic malignancies including myelodysplastic syndrome (MDS), sickle cell anemia and solid tumors [15], [46], [47]. However, results of these trials were not promising and were limited by poor pharmacokinetics, toxicity and an ineffective dose schedule. It was not until the late 1990s when a prolonged low dose schedule of 5-aza-CdR was introduced that promising results were achieved in clinical trials for the treatment of hematopoietic malignancies [40], [41], [42], [43]. The new dose schedule, based on an improved understanding of 5-aza-CdR mechanisms, was crucial for the development of 5-aza-CdR as a therapeutic agent. Other studies have shown that 5-aza-CdR is an S-phase specific agent, and that low and high doses of 5-aza-CdR have differential actions. Most importantly, low doses of 5-aza-CdR were sufficient to induce demethylation and re-expression of genes, without the cytotoxicity associated with higher doses [48], [49].
In addition to its demethylating activity, previous studies have shown that 5-aza-CdR is involved in several signaling pathways including cell cycle, DNA damage repair, apoptosis and angiogenesis [50]. For instance, 5-aza-CdR anti-tumor activities are p53-dependent [10], [51]. Studies by both Pulukuri et al and Karpf et al demonstrated that p53 positive cancer cell lines were more sensitive to 5-aza-CdR compared to p53 negative cell lines [10], [51]. We, however, observed similar 5-aza-CdR responses in the p53 positive LNCaP and p53 negative PC3 prostate cancer cells lines, suggesting that p53 independent mechanisms were invoked by the low dose daily treatment regime utilized in this study.
In this study, we also provide evidence that 5-aza-CdR does not require expression of a functional AR to elicit its effects in prostate cancer cells. The AR is critical for the maintenance of normal prostate function and the development and progression of prostate cancer, and is the main target in current treatments for prostate cancer. 5-aza-CdR anti-tumor activities were similar in LNCaP and PC3 cells, the latter lacking a functional AR. 5-aza-CdR remained effective in reducing cell viability in LNCaP cells in the absence of androgens, suggesting an androgen-independent mechanism. These findings are supported by in vivo studies of 5-aza-CdR in the TRAMP mouse model of prostate cancer [13], [14]. Upon castration, the TRAMP mouse develops “castration-resistant” prostate tumors similar to that seen with the recurrence of human prostate tumor growth after androgen-deprivation therapy. Treatment with 5-aza-CdR was found to increase survival of TRAMP mice and delayed prostate cancer progression, including the recurrence of prostate tumor growth after castration [13], [14]. Together, these results infer a potential role for epigenetic therapies such as 5-aza-CdR in the treatment of prostate cancer regardless of AR or androgen status.
While there remains controversy as to whether the anti-tumor activity of 5-aza-CdR is due to its demethylating activity or formation of DNA adducts [52], [53] one hypothesis is that low doses of 5-aza-CdR and high doses of 5-aza-CdR act via different mechanisms to elicit their anti-tumor effects. A major finding in this study is the correlation between 5-aza-CdR demethylation activity with inhibition of cell proliferation and GSTP1 protein re-expression and induction of cell death. Although past studies have shown that 5-aza-CdR was able to demethylate and re-express GSTP1 in prostate cancer cells [54], [55], [56], our results are the first to demonstrate that GSTP1 methylation and protein status was indicative of 5-aza-CdR treatment efficacy using a daily low-dose treatment regime. These results support the hypothesis of a differential mechanism between “low” (inhibition of cell proliferation only) and “high” (induction of cell death) doses of 5-aza-CdR. Interestingly, the presence of GSTP1 protein itself does not influence prostate cancer cell proliferation [54], yet its DNA methylation and protein status seems to be indicative of the efficacy of DNMTi treatment. Furthermore, the DNA methylation and protein status of GSTP1 was indicative of the poor treatment response with Zebularine. Even though Zebularine effectively reduced prostate cancer cell number, it was unable to induce significant cell death, possibly due to its weak demethylating activity and inability to reactivate silenced genes such as GSTP1. Although initial studies suggested that Zebularine may be a better DNMTi than 5-aza-CdR for clinical use, this and other studies suggest that Zebularine is not as effective as 5-aza-CdR as a demethylating agent [39], [57].
One of the obstacles in previous clinical trials with DNMTis such as 5-aza-CdR, was the inability to investigate the efficacy of the drug in patients until the conclusion of the trial. Based on the findings of this study, we propose that GSTP1 is a marker of DNMTi treatment efficacy in prostate cancer. The ability to track efficacy of the drug using tissue biopsies or circulating tumor cells at earlier time-points will greatly assist future clinical trials. Firstly, it has the potential to improve the assessment of drug efficacy, thus reducing both the duration and cost of a clinical trial, and secondly to improve the welfare of patients in clinical trials by minimizing unnecessary exposure. Another advantage of using GSTP1 as a marker of DNMTi efficacy is that it can be easily measured in a patient's serum [58] or circulating tumor cells which will facilitate its use as a biomarker in future clinical trials. GSTP1 status after neoadjuvant treatment with DNMTi may also be a useful prognostic marker, similar to the prognostic significance of Ki67 after neoadjuvant treatment with endocrine and chemo-therapies in breast cancer [59], [60].
Supporting Information
Acknowledgments
We thank Margaret McGee for proofing the manuscript.
Footnotes
Competing Interests: The authors have declared that no competing interests exist.
Funding: This work was supported by grants from the National Health and Medical Research Council (627185; WDT, LMB, TBM), the U.S. Department of Defense (W81XWH-04-1-0017; WDT, LMB), Cancer Australia/Prostate Cancer Foundation of Australia (627229; LMB, WDT), Prostate Cancer Foundation of Australia Equipment Grant (EG0809; WDT, LMB, TBM), W. Bruce Hall Cancer Council of SA Research Fellowship (TBM), and a Cancer Council SA Senior Research Fellowship (LMB). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Huggins C, Stephens RC, Hodges CV. Studies on prostatic cancer: the effects of castration on advanced carcinoma of the prostate gland. Archives of Surgery. 1941;43:209. [Google Scholar]
- 2.Jones PA, Taylor SM. Cellular differentiation, cytidine analogs and DNA methylation. Cell. 1980;20:85–93. doi: 10.1016/0092-8674(80)90237-8. [DOI] [PubMed] [Google Scholar]
- 3.Bender CM, Gonzalgo ML, Gonzales FA, Nguyen CT, Robertson KD, et al. Roles of cell division and gene transcription in the methylation of CpG islands. Mol Cell Biol. 1999;19:6690–6698. doi: 10.1128/mcb.19.10.6690. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Patra SK, Patra A, Dahiya R. Histone deacetylase and DNA methyltransferase in human prostate cancer. Biochem Biophys Res Commun. 2001;287:705–713. doi: 10.1006/bbrc.2001.5639. [DOI] [PubMed] [Google Scholar]
- 5.Patra SK, Patra A, Zhao H, Dahiya R. DNA methyltransferase and demethylase in human prostate cancer. Mol Carcinog. 2002;33:163–171. doi: 10.1002/mc.10033. [DOI] [PubMed] [Google Scholar]
- 6.Perry AS, Foley R, Woodson K, Lawler M. The emerging roles of DNA methylation in the clinical management of prostate cancer. Endocr Relat Cancer. 2006;13:357–377. doi: 10.1677/erc.1.01184. [DOI] [PubMed] [Google Scholar]
- 7.Bianco-Miotto T, Chiam K, Buchanan G, Jindal S, Day TK, et al. Global levels of specific histone modifications and an epigenetic gene signature predict prostate cancer progression and development. Cancer Epidemiol Biomarkers Prev. 2010;19:2611–2622. doi: 10.1158/1055-9965.EPI-10-0555. [DOI] [PubMed] [Google Scholar]
- 8.Brothman AR, Swanson G, Maxwell TM, Cui J, Murphy KJ, et al. Global hypomethylation is common in prostate cancer cells: a quantitative predictor for clinical outcome? Cancer Genet Cytogenet. 2005;156:31–36. doi: 10.1016/j.cancergencyto.2004.04.004. [DOI] [PubMed] [Google Scholar]
- 9.Yu J, Rhodes DR, Tomlins SA, Cao X, Chen G, et al. A polycomb repression signature in metastatic prostate cancer predicts cancer outcome. Cancer Res. 2007;67:10657–10663. doi: 10.1158/0008-5472.CAN-07-2498. [DOI] [PubMed] [Google Scholar]
- 10.Pulukuri SM, Rao JS. Activation of p53/p21Waf1/Cip1 pathway by 5-aza-2′-deoxycytidine inhibits cell proliferation, induces pro-apoptotic genes and mitogen-activated protein kinases in human prostate cancer cells. Int J Oncol. 2005;26:863–871. [PubMed] [Google Scholar]
- 11.Walton TJ, Li G, Seth R, McArdle SE, Bishop MC, et al. DNA demethylation and histone deacetylation inhibition co-operate to re-express estrogen receptor beta and induce apoptosis in prostate cancer cell-lines. Prostate. 2008;68:210–222. doi: 10.1002/pros.20673. [DOI] [PubMed] [Google Scholar]
- 12.Nakayama T, Watanabe M, Suzuki H, Toyota M, Sekita N, et al. Epigenetic regulation of androgen receptor gene expression in human prostate cancers. Lab Invest. 2000;80:1789–1796. doi: 10.1038/labinvest.3780190. [DOI] [PubMed] [Google Scholar]
- 13.McCabe MT, Low JA, Daignault S, Imperiale MJ, Wojno KJ, et al. Inhibition of DNA methyltransferase activity prevents tumorigenesis in a mouse model of prostate cancer. Cancer Res. 2006;66:385–392. doi: 10.1158/0008-5472.CAN-05-2020. [DOI] [PubMed] [Google Scholar]
- 14.Zorn CS, Wojno KJ, McCabe MT, Kuefer R, Gschwend JE, et al. 5-aza-2′-deoxycytidine delays androgen-independent disease and improves survival in the transgenic adenocarcinoma of the mouse prostate mouse model of prostate cancer. Clin Cancer Res. 2007;13:2136–2143. doi: 10.1158/1078-0432.CCR-06-2381. [DOI] [PubMed] [Google Scholar]
- 15.van Groeningen CJ, Leyva A, O'Brien AM, Gall HE, Pinedo HM. Phase I and pharmacokinetic study of 5-aza-2′-deoxycytidine (NSC 127716) in cancer patients. Cancer Res. 1986;46:4831–4836. [PubMed] [Google Scholar]
- 16.Thibault A, Figg WD, Bergan RC, Lush RM, Myers CE, et al. A phase II study of 5-aza-2′deoxycytidine (decitabine) in hormone independent metastatic (D2) prostate cancer. Tumori. 1998;84:87–89. doi: 10.1177/030089169808400120. [DOI] [PubMed] [Google Scholar]
- 17.de Vos D, van Overveld W. Decitabine: a historical review of the development of an epigenetic drug. Ann Hematol. 2005;84(Suppl 13):3–8. doi: 10.1007/s00277-005-0008-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Stewart DJ, Issa JP, Kurzrock R, Nunez MI, Jelinek J, et al. Decitabine effect on tumor global DNA methylation and other parameters in a phase I trial in refractory solid tumors and lymphomas. Clin Cancer Res. 2009;15:3881–3888. doi: 10.1158/1078-0432.CCR-08-2196. [DOI] [PubMed] [Google Scholar]
- 19.Yoo CB, Cheng JC, Jones PA. Zebularine: a new drug for epigenetic therapy. Biochem Soc Trans. 2004;32:910–912. doi: 10.1042/BST0320910. [DOI] [PubMed] [Google Scholar]
- 20.Momparler RL. Pharmacology of 5-Aza-2′-deoxycytidine (decitabine). Semin Hematol. 2005;42:S9–16. doi: 10.1053/j.seminhematol.2005.05.002. [DOI] [PubMed] [Google Scholar]
- 21.Hussain M, Tangen CM, Higano C, Schelhammer PF, Faulkner J, et al. Absolute prostate-specific antigen value after androgen deprivation is a strong independent predictor of survival in new metastatic prostate cancer: data from Southwest Oncology Group Trial 9346 (INT-0162). J Clin Oncol. 2006;24:3984–3990. doi: 10.1200/JCO.2006.06.4246. [DOI] [PubMed] [Google Scholar]
- 22.Santourlidis S, Florl A, Ackermann R, Wirtz HC, Schulz WA. High frequency of alterations in DNA methylation in adenocarcinoma of the prostate. Prostate. 1999;39:166–174. doi: 10.1002/(sici)1097-0045(19990515)39:3<166::aid-pros4>3.0.co;2-j. [DOI] [PubMed] [Google Scholar]
- 23.Hanson JA, Gillespie JW, Grover A, Tangrea MA, Chuaqui RF, et al. Gene promoter methylation in prostate tumor-associated stromal cells. J Natl Cancer Inst. 2006;98:255–261. doi: 10.1093/jnci/djj051. [DOI] [PubMed] [Google Scholar]
- 24.Singal R, van Wert J, Bashambu M. Cytosine methylation represses glutathione S-transferase P1 (GSTP1) gene expression in human prostate cancer cells. Cancer Res. 2001;61:4820–4826. [PubMed] [Google Scholar]
- 25.Jeronimo C, Henrique R, Hoque MO, Mambo E, Ribeiro FR, et al. A quantitative promoter methylation profile of prostate cancer. Clin Cancer Res. 2004;10:8472–8478. doi: 10.1158/1078-0432.CCR-04-0894. [DOI] [PubMed] [Google Scholar]
- 26.Marrocco DL, Tilley WD, Bianco-Miotto T, Evdokiou A, Scher HI, et al. Suberoylanilide hydoxamic acid (SAHA; vorinostat) represses androgen receptor expression and acts synergistically with an androgen receptor antagonist to inhibit prostate cancer cell proliferation. Mol Cancer Ther. 2007;6:51–60. doi: 10.1158/1535-7163.MCT-06-0144. [DOI] [PubMed] [Google Scholar]
- 27.Tan LW, Bianco T, Dobrovic A. Variable promoter region CpG island methylation of the putative tumor suppressor gene Connexin 26 in breast cancer. Carcinogenesis. 2002;23:231–236. doi: 10.1093/carcin/23.2.231. [DOI] [PubMed] [Google Scholar]
- 28.Herman JG, Graff JR, Myohanen S, Nelkin BD, Baylin SB. Methylation-specific PCR: a novel PCR assay for methylation status of CpG islands. Proc Natl Acad Sci U S A. 1996;93:9821–9826. doi: 10.1073/pnas.93.18.9821. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Xiong Z, Laird PW. COBRA: a sensitive and quantitative DNA methylation assay. Nucleic Acids Res. 1997;25:2532–2534. doi: 10.1093/nar/25.12.2532. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Cheng JC, Matsen CB, Gonzales FA, Ye W, Greer S, et al. Inhibition of DNA methylation and reactivation of silenced genes by zebularine. J Natl Cancer Inst. 2003;95:399–409. doi: 10.1093/jnci/95.5.399. [DOI] [PubMed] [Google Scholar]
- 31.Shang D, Liu Y, Liu Q, Zhang F, Feng L, et al. Synergy of 5-aza-2′-deoxycytidine (DAC) and paclitaxel in both androgen-dependent and -independent prostate cancer cell lines. Cancer Lett. 2009;278:82–87. doi: 10.1016/j.canlet.2008.12.034. [DOI] [PubMed] [Google Scholar]
- 32.Festuccia C, Gravina GL, D'Alessandro AM, Millimaggi D, Di Rocco C, et al. Downmodulation of dimethyl transferase activity enhances tumor necrosis factor-related apoptosis-inducing ligand-induced apoptosis in prostate cancer cells. Int J Oncol. 2008;33:381–388. [PubMed] [Google Scholar]
- 33.Richter E, Masuda K, Cook C, Ehrich M, Tadese AY, et al. A role for DNA methylation in regulating the growth suppressor PMEPA1 gene in prostate cancer. Epigenetics. 2007;2:100–109. doi: 10.4161/epi.2.2.4611. [DOI] [PubMed] [Google Scholar]
- 34.Bott SR, Arya M, Kirby RS, Williamson M. p21WAF1/CIP1 gene is inactivated in metastatic prostatic cancer cell lines by promoter methylation. Prostate Cancer Prostatic Dis. 2005;8:321–326. doi: 10.1038/sj.pcan.4500822. [DOI] [PubMed] [Google Scholar]
- 35.Zhang Q, Rubenstein JN, Jang TL, Pins M, Javonovic B, et al. Insensitivity to transforming growth factor-beta results from promoter methylation of cognate receptors in human prostate cancer cells (LNCaP). Mol Endocrinol. 2005;19:2390–2399. doi: 10.1210/me.2005-0096. [DOI] [PubMed] [Google Scholar]
- 36.Hurtubise A, Momparler RL. Evaluation of antineoplastic action of 5-aza-2′-deoxycytidine (Dacogen) and docetaxel (Taxotere) on human breast, lung and prostate carcinoma cell lines. Anticancer Drugs. 2004;15:161–167. doi: 10.1097/00001813-200402000-00010. [DOI] [PubMed] [Google Scholar]
- 37.Steiner MS, Wang Y, Zhang Y, Zhang X, Lu Y. p16/MTS1/INK4A suppresses prostate cancer by both pRb dependent and independent pathways. Oncogene. 2000;19:1297–1306. doi: 10.1038/sj.onc.1203428. [DOI] [PubMed] [Google Scholar]
- 38.Xiong J, Epstein RJ. Growth inhibition of human cancer cells by 5-aza-2′-deoxycytidine does not correlate with its effects on INK4a/ARF expression or initial promoter methylation status. Mol Cancer Ther. 2009;8:779–785. doi: 10.1158/1535-7163.MCT-08-0926. [DOI] [PubMed] [Google Scholar]
- 39.Flotho C, Claus R, Batz C, Schneider M, Sandrock I, et al. The DNA methyltransferase inhibitors azacitidine, decitabine and zebularine exert differential effects on cancer gene expression in acute myeloid leukemia cells. Leukemia. 2009;23:1019–1028. doi: 10.1038/leu.2008.397. [DOI] [PubMed] [Google Scholar]
- 40.Lubbert M, Wijermans P, Kunzmann R, Verhoef G, Bosly A, et al. Cytogenetic responses in high-risk myelodysplastic syndrome following low-dose treatment with the DNA methylation inhibitor 5-aza-2′-deoxycytidine. Br J Haematol. 2001;114:349–357. doi: 10.1046/j.1365-2141.2001.02933.x. [DOI] [PubMed] [Google Scholar]
- 41.Wijermans P, Lubbert M, Verhoef G, Bosly A, Ravoet C, et al. Low-dose 5-aza-2′-deoxycytidine, a DNA hypomethylating agent, for the treatment of high-risk myelodysplastic syndrome: a multicenter phase II study in elderly patients. J Clin Oncol. 2000;18:956–962. doi: 10.1200/JCO.2000.18.5.956. [DOI] [PubMed] [Google Scholar]
- 42.Kantarjian H, Issa JP, Rosenfeld CS, Bennett JM, Albitar M, et al. Decitabine improves patient outcomes in myelodysplastic syndromes: results of a phase III randomized study. Cancer. 2006;106:1794–1803. doi: 10.1002/cncr.21792. [DOI] [PubMed] [Google Scholar]
- 43.Issa JP, Garcia-Manero G, Giles FJ, Mannari R, Thomas D, et al. Phase 1 study of low-dose prolonged exposure schedules of the hypomethylating agent 5-aza-2′-deoxycytidine (decitabine) in hematopoietic malignancies. Blood. 2004;103:1635–1640. doi: 10.1182/blood-2003-03-0687. [DOI] [PubMed] [Google Scholar]
- 44.Sorm F, Vesely J. Effect of 5-aza-2′-deoxycytidine against leukemic and hemopoietic tissues in AKR mice. Neoplasma. 1968;15:339–343. [PubMed] [Google Scholar]
- 45.Momparler RL, Momparler LF, Samson J. Comparison of the antileukemic activity of 5-AZA-2′-deoxycytidine, 1-beta-D-arabinofuranosylcytosine and 5-azacytidine against L1210 leukemia. Leuk Res. 1984;8:1043–1049. doi: 10.1016/0145-2126(84)90059-6. [DOI] [PubMed] [Google Scholar]
- 46.Momparler RL, Rivard GE, Gyger M. Clinical trial on 5-aza-2′-deoxycytidine in patients with acute leukemia. Pharmacol Ther. 1985;30:277–286. doi: 10.1016/0163-7258(85)90052-x. [DOI] [PubMed] [Google Scholar]
- 47.Rivard GE, Momparler RL, Demers J, Benoit P, Raymond R, et al. Phase I study on 5-aza-2′-deoxycytidine in children with acute leukemia. Leuk Res. 1981;5:453–462. doi: 10.1016/0145-2126(81)90116-8. [DOI] [PubMed] [Google Scholar]
- 48.Bender CM, Pao MM, Jones PA. Inhibition of DNA methylation by 5-aza-2′-deoxycytidine suppresses the growth of human tumor cell lines. Cancer Res. 1998;58:95–101. [PubMed] [Google Scholar]
- 49.Yang AS, Doshi KD, Choi SW, Mason JB, Mannari RK, et al. DNA methylation changes after 5-aza-2′-deoxycytidine therapy in patients with leukemia. Cancer Res. 2006;66:5495–5503. doi: 10.1158/0008-5472.CAN-05-2385. [DOI] [PubMed] [Google Scholar]
- 50.Sigalotti L, Fratta E, Coral S, Cortini E, Covre A, et al. Epigenetic drugs as pleiotropic agents in cancer treatment: biomolecular aspects and clinical applications. J Cell Physiol. 2007;212:330–344. doi: 10.1002/jcp.21066. [DOI] [PubMed] [Google Scholar]
- 51.Karpf AR, Moore BC, Ririe TO, Jones DA. Activation of the p53 DNA damage response pathway after inhibition of DNA methyltransferase by 5-aza-2′-deoxycytidine. Mol Pharmacol. 2001;59:751–757. [PubMed] [Google Scholar]
- 52.Juttermann R, Li E, Jaenisch R. Toxicity of 5-aza-2′-deoxycytidine to mammalian cells is mediated primarily by covalent trapping of DNA methyltransferase rather than DNA demethylation. Proc Natl Acad Sci U S A. 1994;91:11797–11801. doi: 10.1073/pnas.91.25.11797. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Ferguson AT, Vertino PM, Spitzner JR, Baylin SB, Muller MT, et al. Role of estrogen receptor gene demethylation and DNA methyltransferase.DNA adduct formation in 5-aza-2′deoxycytidine-induced cytotoxicity in human breast cancer cells. J Biol Chem. 1997;272:32260–32266. doi: 10.1074/jbc.272.51.32260. [DOI] [PubMed] [Google Scholar]
- 54.Lin X, Tascilar M, Lee WH, Vles WJ, Lee BH, et al. GSTP1 CpG island hypermethylation is responsible for the absence of GSTP1 expression in human prostate cancer cells. Am J Pathol. 2001;159:1815–1826. doi: 10.1016/S0002-9440(10)63028-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Lin X, Asgari K, Putzi MJ, Gage WR, Yu X, et al. Reversal of GSTP1 CpG island hypermethylation and reactivation of pi-class glutathione S-transferase (GSTP1) expression in human prostate cancer cells by treatment with procainamide. Cancer Res. 2001;61:8611–8616. [PubMed] [Google Scholar]
- 56.Xiang N, Zhao R, Song G, Zhong W. Carcinogenesis; 2008. Selenite Reactivates Silenced Genes by Modifying DNA Methylation and Histones in Prostate Cancer Cells. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Lemaire M, Momparler LF, Bernstein ML, Marquez VE, Momparler RL. Enhancement of antineoplastic action of 5-aza-2′-deoxycytidine by zebularine on L1210 leukemia. Anticancer Drugs. 2005;16:301–308. doi: 10.1097/00001813-200503000-00009. [DOI] [PubMed] [Google Scholar]
- 58.Bastian PJ, Palapattu GS, Lin X, Yegnasubramanian S, Mangold LA, et al. Preoperative serum DNA GSTP1 CpG island hypermethylation and the risk of early prostate-specific antigen recurrence following radical prostatectomy. Clin Cancer Res. 2005;11:4037–4043. doi: 10.1158/1078-0432.CCR-04-2446. [DOI] [PubMed] [Google Scholar]
- 59.Dowsett M, Smith IE, Ebbs SR, Dixon JM, Skene A, et al. Prognostic value of Ki67 expression after short-term presurgical endocrine therapy for primary breast cancer. J Natl Cancer Inst. 2007;99:167–170. doi: 10.1093/jnci/djk020. [DOI] [PubMed] [Google Scholar]
- 60.Jones RL, Salter J, A'Hern R, Nerurkar A, Parton M, et al. The prognostic significance of Ki67 before and after neoadjuvant chemotherapy in breast cancer. Breast Cancer Res Treat. 2009;116:53–68. doi: 10.1007/s10549-008-0081-7. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.