Introduction
Triple-negative breast cancer (TNBC) is a subtype of breast cancer characterized by the absence of human epidermal growth factor receptor 2 (HER2), progesterone receptor (PR), and estrogen receptor (ER) [
1]. TNBC is more difficult to cure because it lacks these receptors which are frequently targeted for treatment [
2,
3]. TNBC accounts for approximately 10-15% of all breast cancer cases [
4]. The recurrence risk of TNBC is higher in the first few years following diagnosis and it tends to be more aggressive [
5]. While surgery, chemotherapy and/or radiotherapy are the mainstays of treatment, intrinsic or acquired resistance results in poor clinical outcome [
6,
7,
8].
Currently, the frontline standard chemotherapy, composed of anthracyclines, alkylating agents, and taxanes, is commonly used to treat high-risk and locally advanced TNBC. Chemotherapeutic agents induce cell death by directly or indirectly causing DNA damage [
9]. Cancer cells acquire resistance to chemotherapy by enhancing DNA damage responses. Targeting DNA repair pathway can increase the tumor sensitivity to chemotherapies in TNBC [
10]. For example, about 15% of TNBC patients harbor germline mutations in BRCA1 or BRCA2 making them susceptible to targeted agents such as PARP inhibitors [
11]. However, chemotherapy options for patients without these mutations are currently limited. DNA damage is a critical determinant of radiation-induced cell death [
12]. Radiation induces both single strand breaks (SSB) and double strand breaks (DSB). The ability of cells to recognize and respond to DSB is fundamental in determining the sensitivity (or resistance) of cells to radiation [
13]. Following DNA damage, cell cycle checkpoints are activated to block cell cycle progression and prevent propagation of cells with damaged DNA [
14]. DSB repair is comprised of two major and mechanistically distinct processes: non-homologous end-joining (NHEJ) and homologous recombination (HR). Both DNA damage repair and cell cycle checkpoints are positively regulated by several kinases and inhibition of these kinases results in enhanced radiotherapy efficacy. TNBC have higher expression of cell-cycle related growth-regulatory molecules [
15]. The molecular drivers of therapeutic resistance are complex and include increased drug resistance due to drug efflux, chemotherapy and radiation resistance due to enhanced DNA repair, senescence escape, epigenetic changes, tumor heterogeneity, abnormal tumor microenvironment, epithelial-to-mesenchymal transition (EMT) and/or changes in cell metabolism [
16].
Multiple kinases, including BUB1, positively regulate both DNA damage repair and cell cycle checkpoints. BUB1 is a G2/M cell cycle checkpoint kinase which perform several functions including accurate chromosomal segregation during cell division [
17,
18,
19]. BUB1 dysregulation or mutations can lead to chromosomal instability and are associated with several types of cancers including TNBC [
20,
21]. BUB1 is overexpressed in most solid cancers. BUB1 transcripts are significantly higher in breast cancer cell lines and in high-grade primary breast cancer tissues compared to normal mammary epithelial cells, or in normal breast tissues [
22,
23]. Moreover, high BUB1 expression (transcript) correlates with extremely poor outcome in breast cancer [
24,
25]. Increased expression of BUB1 is associated with resistance to DNA-damaging agents (i.e., chemotherapy and radiotherapy) [
26]. In previous studies, we showed that biochemical or genomic ablation of BUB1 was cytotoxic in TNBC and sensitized TNBC to radiation [
27]. We also demonstrated earlier that BUB1's kinase activity exploits TGF-β signaling to drive aggressive cancer phenotypes including cell migration, invasion, and EMT [
28]. BUB1 has been identified as a potential therapeutic target for improving the effectiveness of chemo-, radio-, and targeted therapies [
29]. Pharmacological inhibition of BUB1 sensitized cancer cells to taxanes, ATR, or PARP inhibitors and significantly reduced tumor xenografts [
30]. However, a role for BUB1 in improving the efficacy of radiation or chemoradiation in TNBC was not evaluated.
Materials and Methods
Co-Expression Studies Using cBioPortal Database
Breast cancer dataset (METABRIC, 2509 samples) from the cBio Cancer Genomics Portal (
http://cbioportal.org/) was used to check the correlation between mRNA expression levels (Illumina HT-12 v3 microarray, 1866 samples) of BUB1 (query gene) and BRCA1, BRCA2, PARP1, PARP2, PARP3 and TP53. cBioPortal mRNA expression data are computed by comparing the relative expression of a particular gene in a tumor sample to the gene's expression distribution in a reference population of samples [
31]. This cohort’s mRNA expression correlations were examined using Spearman’s test. Correlation plots were displayed along with the regression line and estimated significance (P values).
Chemicals
BUB1 kinase inhibitor, BAY1816032 (Catalog No. HY-103020) was obtained from MedChemExpress. Olaparib/AZD2281 (Catalog No. CT-A2281) and paclitaxel (Catalog No. CT-0502) were obtained from Chemietek, and cisplatin (PHR1624-200MG) was sourced from Millipore Sigma.
Cell Lines and Cell Culture
SUM159 cell line was obtained from Sofia Merajver (University of Michigan). The HAM’S F-12 media (Catalog No. 31765305, Thermo Fisher Scientific) supplemented with 5% FBS, 10 mM HEPES, 1 μg/ml Hydrocortisone, 6 μg/ml Insulin, and 1% Penicillin-Streptomycin was used to grow SUM159 cells. DMEM media (Catalog No. 30-2002, ATCC) supplemented with 10% FBS and 1% Penicillin-Streptomycin was used to culture MDA-MB-231 cells which were obtained from the American Type Culture Collection (ATCC). HCC1937 cells were grown in RPMI-1640 media supplemented with 10% FBS, and 1% Penicillin-Streptomycin. All cell lines were maintained at 37 °C in a 5% CO2 incubator and passaged at 70% confluence. Cells were routinely tested for Mycoplasma contamination using the MycoAlert PLUS kit (Lonza, Cat. No. LT07-705).
Drug Treatment and Radiation
BUB1 inhibitor (BUB1i) BAY1816032, AZD2281 (Olaparib), cisplatin, and paclitaxel were dissolved in DMSO (20 mM BUB1i, 10 mM olaparib, 20 mM cisplatin, and 10 mM paclitaxel) and stored as single use aliquots at -80 °C. Working concentrations were prepared in serum and supplement-containing medium, and cells were treated with doses ranging from 1 nanomolar (1 nM) to 100 micromolar (100 µM). Cells were treated one hour after drug treatment using a CIX-3 orthovoltage unit (Xstrahl Life Sciences) with a copper filter.
Cell Growth and Viability
SUM159 and MDA-MB-231 were seeded at a density of 2000 cells per well and HCC1937 at a density of 4000 cells per well in 96-well plates. After 24 hours, cells were treated with BAY1816032, AZD2281 (olaparib), cisplatin, and paclitaxel at various concentrations for 72 h. Cytotoxicity was assessed using the alamarBlue cell viability kit (Thermo Fisher Scientific, Cat. No. DAL1100) according to the manufacturer's protocol. Absorbance was measured at 570 nM on a Synergy H1 Hybrid Reader (BioTek Instruments). The values were compared to vehicle/mock treated cells. A non-linear regression best-fit model was used to determine the IC50 values (GraphPad prism V9). Half maximal inhibitory concentration, or IC50, is the half-way point at which the compound completely inhibits a biological or biochemical activity. The combination index (C.I.) is used to determine the degree of drug interaction, and it was calculated from the IC50 by using the formula: C.I = IC50(A+B)/IC50(A) + IC50(A+B)/IC50(B). Here, IC50(A) and IC50(B) are the IC50 values obtained from each drug separately. IC50 (A + B) is the IC50 value of both drugs in combination. C.I > 1 implies antagonism, C.I = 1 entails additivity while C.I < 1 indicates synergistic effect. Significance between two groups were estimated using Student’s t-test (GraphPad Prism V9). The findings are presented as mean ± standard error of the Mean (SEMs). All experiments were performed in triplicates and were done at least three times. P < 0.05 was considered statistically significant.
Clonogenic Survival Assay
Cells were plated in 6-well plates at different cell densities in appropriate culture media and were maintained overnight at 37 °C. TNBC cell lines were then treated with BAY1816032 alone or in combination with AZD2281 (olaparib), cisplatin, or paclitaxel and were irradiated (0, 2, 4 Gy) after one hour. The cells were fixed and stained with methanol and crystal violet after being allowed to grow for 7-15 days or until visible colonies formed. A clone of 50 or more cells was considered a colony. The radiation enhancement ratio (rER) was estimated in MS Excel using the formula: D bar of varying inhibitor concentrations / D bar of vehicle (DMSO). The above formula indicates the radiation dose required to produce a certain level of cell killing in the absence of the inhibitor (DMSO/vehicle) divided by the radiation dose required to produce the same level of cell killing in the presence of the inhibitor. Radiation sensitization was defined as rER > 1, whilst radiation resistance or protection was defined as rER < 1. All experiments were performed in triplicates and were conducted at least three times.
Discussion
In this study, we assessed the efficacy of BUB1 kinase inhibitor in combination with a PARP inhibitor (olaparib), platinum agent (cisplatin), and paclitaxel and radiation in TNBC. We observed that BUB1 sensitized TNBC to cisplatin, PARP inhibitor olaparib, and paclitaxel and improved the radiation-mediated cytotoxicity of these agents. Interestingly, we also demonstrate that BUB1i sensitized BRCA mutated TNBC cell line to olaparib in combination with radiation. Overall, our results provide evidence that targeting BUB1 with PARP inhibitor, cisplatin or paclitaxel with radiation would be a novel approach for effectively treating TNBC.
TNBC is the most aggressive type of breast cancer which generally occur in younger women, particularly those of African ancestry, and is difficult to cure using adjuvant therapy only [
35]. The molecular drivers of therapeutic resistance in TNBC [
36,
37] are complex and may include increased drug efflux, enhanced DNA repair, senescence escape, epigenetic changes, tumor heterogeneity, abnormal tumor microenvironment or epithelial-to-mesenchymal transition. Germline mutations of
BRCA1,
BRCA2, and
TP53 genes encoding important components of the DNA-damage response (DDR) are associated with high-risk of TNBC [
38]. Among several PARP family members, PARP1, PARP2, and PARP3 also play vital roles in DNA damage and repair processes [
39] which may contribute to the anti-tumor activity of PARP inhibitors [
40]. In this study, all the TNBC predisposition genes showed significantly positive correlation with
BUB1, except
PARP3 and
TP53 at mRNA level (
Figure 1). PARPi therapeutic effectiveness is thought be higher in tumors that harbor germline or somatic BRCA mutations than in BRCA wt tumors. BRCA mutations or inherent tumor sensitivity to platinum agents are interpreted as signs of deficiency in DSB repair by HR and favorable response to PARP inhibitors. However, clinical benefit from these agents is not uniform across all BRCA-mutated or platinum-responsive patients. Contrary, a small number of patients with platinum resistant or BRCA wt tumors get benefitted from PARPi. Therefore, identification and validation of additional reliable biomarkers will help select patients that will benefit from PARPi-based therapies in the absence of BRCA mutations or platinum sensitivity.
As TNBC accounts for about 30% of breast cancer-associated deaths with lack of specific treatment targets [
41], we envision that identification of novel molecular targets would improve TNBC outcome. Molecularly targeted agents can enhance chemoradiation sensitivity [
13]. Given BUB1’s strong correlation to aggressiveness and different classes of drugs [
23] and our observation that BUB1 inhibition sensitizes TNBC to radiation and lung cancers to chemoradiation [
27,
42,
43,
44], we rationalized that combining BUB1 inhibitor would provide strong chemoradiation sensitization in TNBC. Although the effectiveness of BUB1 inhibitor BAY1816032 was evaluated with PARPi, cisplatin and paclitaxel in a prior study [
30], the combination with cisplatin resulted in antagonistic effects and BUB1's potential role in improving the efficacy of chemoradiation in TNBC was not assessed.
As PARP inhibitors, taxanes and platinum compounds are suitable treatment options for TNBC [
30,
45], we first investigated the cytotoxic effects of single agent AZD2281 (olaparib), cisplatin, or paclitaxel on TNBC cell lines (SUM159, MDA-MB-231). TNBC cells demonstrated high IC
50 (20-40 µM) for olaparib (
Figure 2) which is in line with earlier findings that TNBC cells are resistant to single agent PARPi [
46]. SUM159 and MDA-MB-231 cells were modestly sensitive to cisplatin and highly sensitive to paclitaxel (
Figure 2). This is consistent with a previous study which reported that BL (basal-like) subtypes was more sensitive to cisplatin than to MSL (mesenchymal stem-like) and LAR (luminal androgen receptor) [
36].
Our data demonstrate synergistic effects with BUB1 inhibitor BAY1816032 in combination with cisplatin, paclitaxel and PARPi (olaparib) (
Figure 3). Our results expand the finding by Siemeister et al. [
30] on BUB1 inhibition sensitizing TNBC to paclitaxel and olaparib. However, our results are opposite to their findings with cisplatin. This could be due to the limited number of drug concentrations and combinations of BAY1816032 and cisplatin in their assays [
30]. PARP inhibitors radiosensitize TNBC in preclinical models [
47] and have been safe and effective in high-risk TNBC patients in clinical studies [
48,
49]. We tested whether BUB1 inhibitor (i.e., molecularly targeted agent) would further enhance the radiosensitization by PARPi (
Figure 4). Indeed, BUB1i significantly increased radiosensitization by olaparib in SUM159 and MDA-MB-231 cells (
Figure 5). Not surprisingly, BUB1i also enhanced radiosensitization by cisplatin and paclitaxel (
Figure 5). These findings consolidate a role for BUB1 as a molecular target for increasing the efficacy of radiotherapy [
50] and are supported by encouraging results with WEE1 inhibitors that have been combined with radiation in clinical trials with promising results [
51,
52].
Since PARP inhibitors have recently been approved for early-stage disease and for BRCA mutations in the metastatic setting, it is worth considering how the efficacy of PARP inhibitors can be improved [
53]. This study provides evidence that BUB1i increases the sensitivity of PARPi (olaparib) in BRCA mutant TNBC cells (
Figure 6). This effect was compounded when combined with radiation (
Figure 6) similar to what been suggested by Kawanishi [
54] and Feng [
55] for BRCA mutant TNBC. Although recent studies have demonstrated that PARP inhibitor sensitivity does not depend on BRCA mutations [
56], different cell lines have differential sensitivity/resistance to PARP inhibitors. Our findings demonstrate that BUB1i can sensitize different TNBC cell lines irrespective of BRCA mutation status to PARPi (
Figure 3 and
Figure 6). In the current study, we used a single PARP inhibitor olaparib which inhibits both PARP1 and PARP2. It would be interesting to evaluate the effect of BUB1i with additional PARP inhibitors that inhibit either PARP1 alone (talazoparib), PARP 1/2 both equally (niraparib) or PARP1/2/3 (rucaparib) [
57]. Our findings are further support by observations that CDK1 inhibitor [
58] or androgen receptor inhibitors [
59] increase PARPi sensitivity in breast cancers while DNAPK inhibitor are effective at sensitizing TNBC to PARPi and IR [
60].
PARP1/2 proteins usually detect SSB and recruit factors to repair the SSB. PARPi causes either PARP trapping on DNA break sites that lead to replication fork collapse and cell death (especially in BRCA mutant cell lines [
61]) or PARPi can upregulate NHEJ and reduce HR leading to genomic instability and cell killing [
62]. Although the current studies were limited in their scope and we did not explore the mechanism of BUB1 mediated sensitization, we speculate that BUB1i sensitizes with PARP inhibitors because PARPi can increase the dependency on NHEJ for which BUB1 is critical. Platinum agents (cisplatin, carboplatin) form DNA adducts that causes DNA replication errors leading from SSB to DSB, cell-cycle arrest in G1-S and ultimately cell death [
63,
64]. Increased platinum-DNA adduct repair has been shown to be associated with cisplatin resistance [
65]. Similarly, paclitaxel blocks depolarization of microtubules, leading to improper chromosome segregation, G2/M cell-cycle arrest [
66,
67] resulting in apoptotic cell-death [
68,
69]. BUB1 not only regulates cell-cycle but it also regulates DNA damage response through NHEJ. TP53 is mutated in majority of TNBC [
70]. BRCA deletion has been shown to cause changes in the level/mutations in p53 and BUB1 [
71,
72,
73] suggesting that these may be regulated by the same mechanism, thus BUB1 inhibition could sensitize TNBC tumors to chemotherapy, even in p53 mutant background. Therefore, our findings in this study, that BUB1 inhibition increases cytotoxicity of paclitaxel, cisplatin or olaparib with radiation in TNBC cell lines could be due to BUB1’s ability to target multiple pathways. Our findings strongly support nomination of BUB1 as a potential biomarker and a therapeutic target for chemoradiosensitization in TNBC.
Conclusions: The data presented here demonstrate that BUB1 inhibition sensitizes TNBC to PARP inhibitor and radiation irrespective of the BRCA mutation status. Moreover, inhibition of BUB1 synergistically sensitizes TNBC cell lines to cisplatin and paclitaxel with radiotherapy. Our studies nominate BUB1 as a novel molecular target for improving chemoradiation efficacy in TNBC.
Figure 1.
BUB1 expression demonstrate positive correlation with BRCA1, BRCA2, PARP1, and PARP2 genes. mRNA expression plots showing correlation of BUB1 vs. (A) BRCA1, (B) BRCA2, (C) PARP1, (D) PARP2, (E) PARP3, and (F) TP53 in Breast cancer (METABRIC, 2509 samples) from cBioPortal.
Figure 1.
BUB1 expression demonstrate positive correlation with BRCA1, BRCA2, PARP1, and PARP2 genes. mRNA expression plots showing correlation of BUB1 vs. (A) BRCA1, (B) BRCA2, (C) PARP1, (D) PARP2, (E) PARP3, and (F) TP53 in Breast cancer (METABRIC, 2509 samples) from cBioPortal.
Figure 2.
Cytotoxicity of anti-cancer agents on SUM159 and MDA-MB-231 cells by alamarBlueTM assay. IC50 of single agents in SUM159 (A,C,E) and MDA-MB-231 cells (B,D,F) were 21.2 μM and 41.2 μM (AZD2281/olaparib, panels A and B), 1.63 μM and 7.14 μM (cisplatin, panels C and D), 4.7 nM and 6.2 nM (paclitaxel, panels E and F).
Figure 2.
Cytotoxicity of anti-cancer agents on SUM159 and MDA-MB-231 cells by alamarBlueTM assay. IC50 of single agents in SUM159 (A,C,E) and MDA-MB-231 cells (B,D,F) were 21.2 μM and 41.2 μM (AZD2281/olaparib, panels A and B), 1.63 μM and 7.14 μM (cisplatin, panels C and D), 4.7 nM and 6.2 nM (paclitaxel, panels E and F).
Figure 3.
BUB1 kinase inhibitor synergistically sensitizes TNBC cells to olaparib, cisplatin, and paclitaxel. SUM159 (A, C, E) and MDA-MB-231 (B, D, F) cells were treated with AZD2281 (1 µM), Cisplatin (1 µM), and Paclitaxel (1.5 nM) in combination with BAY1816032 (1 µM). BUB1 inhibitor BAY1816032 showed synergistic effects (C.I. < 1) with all three classes of drugs. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001.
Figure 3.
BUB1 kinase inhibitor synergistically sensitizes TNBC cells to olaparib, cisplatin, and paclitaxel. SUM159 (A, C, E) and MDA-MB-231 (B, D, F) cells were treated with AZD2281 (1 µM), Cisplatin (1 µM), and Paclitaxel (1.5 nM) in combination with BAY1816032 (1 µM). BUB1 inhibitor BAY1816032 showed synergistic effects (C.I. < 1) with all three classes of drugs. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001.
Figure 4.
Olaparib, cisplatin, and paclitaxel radiosensitize SUM159 and MDA-MB-231 cells. SUM159 (A,C,E) and MDA-MB-231 (B,D,F) cells were treated with single agents AZD2281, Cisplatin, and Paclitaxel followed by ionizing radiation and clonogenic survival was estimated. Radiation enhancement radio (rER > 1) indicates radiosensitization by single agent drugs. Plating efficiency graphs were plotted at 2 Gy. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001, **** P ≤ 0.0001.
Figure 4.
Olaparib, cisplatin, and paclitaxel radiosensitize SUM159 and MDA-MB-231 cells. SUM159 (A,C,E) and MDA-MB-231 (B,D,F) cells were treated with single agents AZD2281, Cisplatin, and Paclitaxel followed by ionizing radiation and clonogenic survival was estimated. Radiation enhancement radio (rER > 1) indicates radiosensitization by single agent drugs. Plating efficiency graphs were plotted at 2 Gy. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001, **** P ≤ 0.0001.
Figure 5.
BAY1816032 enhances radiosensitization potential of olaparib, cisplatin, and paclitaxel in SUM159 and MDA-MB-231 cells. SUM159 (A, C, E) and MDA-MB-231 (B, D, F) cells were treated with BUB1 inhibitor BAY1816032 in combination with olaparib (A, B), cisplatin (C, D) or paclitaxel (E, F) followed by ionizing radiation. Cells were allowed to form colonies and radiation enhancement ratio (rER) was estimated. BUB1 inhibitor synergistically increases rER of olaparib, cisplatin, and paclitaxel. Plating efficiency graphs were plotted at 2 Gy. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001, **** P ≤ 0.0001.
Figure 5.
BAY1816032 enhances radiosensitization potential of olaparib, cisplatin, and paclitaxel in SUM159 and MDA-MB-231 cells. SUM159 (A, C, E) and MDA-MB-231 (B, D, F) cells were treated with BUB1 inhibitor BAY1816032 in combination with olaparib (A, B), cisplatin (C, D) or paclitaxel (E, F) followed by ionizing radiation. Cells were allowed to form colonies and radiation enhancement ratio (rER) was estimated. BUB1 inhibitor synergistically increases rER of olaparib, cisplatin, and paclitaxel. Plating efficiency graphs were plotted at 2 Gy. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001, **** P ≤ 0.0001.
Figure 6.
BAY1816032 sensitizes BRCA mutant TNBC cell line HCC1937 to PARP inhibitor and combination of these two inhibitors enhance radiosensitization in HCC1937 cells. Inhibitory effects of BAY1816032 (A) and Olaparib (B) at 72 h on BRCA mutant HCC1937 cell line using alamarBlue assay. IC50 values of BAY1816032 and AZD2281 (Olaparib) in HCC1937 cell line were 3.56 μM and >100 μM, respectively. (C) BAY1816032 sensitizes HCC1937 cells to olaparib synergistically (CI < 1). (D) BUB1i mediated olaparib sensitization is enhanced with radiation (4 Gy). (E) HCC1937 cells were treated with BUB1 inhibitor and olaparib at lower concentration than IC50 ([BAY1816032] = 250 nM, [AZD2281] = 1 μM) and irradiated. Cells were allowed to form colonies and radiation enhancement (rER) was estimated. BUB1i significantly increased the radiosensitization by olaparib. Plating efficiency graphs were plotted at 2 Gy. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001.
Figure 6.
BAY1816032 sensitizes BRCA mutant TNBC cell line HCC1937 to PARP inhibitor and combination of these two inhibitors enhance radiosensitization in HCC1937 cells. Inhibitory effects of BAY1816032 (A) and Olaparib (B) at 72 h on BRCA mutant HCC1937 cell line using alamarBlue assay. IC50 values of BAY1816032 and AZD2281 (Olaparib) in HCC1937 cell line were 3.56 μM and >100 μM, respectively. (C) BAY1816032 sensitizes HCC1937 cells to olaparib synergistically (CI < 1). (D) BUB1i mediated olaparib sensitization is enhanced with radiation (4 Gy). (E) HCC1937 cells were treated with BUB1 inhibitor and olaparib at lower concentration than IC50 ([BAY1816032] = 250 nM, [AZD2281] = 1 μM) and irradiated. Cells were allowed to form colonies and radiation enhancement (rER) was estimated. BUB1i significantly increased the radiosensitization by olaparib. Plating efficiency graphs were plotted at 2 Gy. P-values were defined as * P ≤ 0.05, ** P ≤ 0.01, *** P ≤ 0.001.