- 1Department of Nutrition, Institute of Basic Medical Sciences, Faculty of Medicine, University of Oslo, Oslo, Norway
- 2School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
- 3Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- 4Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada
The aryl hydrocarbon receptor (AHR) is a ligand activated transcription factor which in certain cancer types drives pro-survival processes that facilitate tumorigenesis, malignant cell migration, invasion, and metastasis. Much of AHR’s pro-tumorigenic action is due to its activation by the oncometabolite, kynurenine. Because of this AHR antagonists are being actively investigated as new anti-tumor therapy. In this study we compared the effects of treatment with the AHR antagonists, BAY2416964 and GNF351, to that of AHR knockout in PyMT murine mammary cancer cells. BAY2416964 and GNF351 effectively inhibited kynurenine-dependent increases in Cyp1a1 and Cyp1b1 mRNA levels. CRISPR/Cas9-generated PyMT AhrKO cells exhibited reduced cell proliferation compared with controls, but treatment with 1 μM BAY2416964 for 96 h had no effect on the proliferation of wildtype cells. To further examine the differences between AHR knockout and short term BAY2416964, we generated long-term BAY2416964 (LT-BAY) cells by exposing wildtype cells to 1 μM BAY2416964 for at least 6 weeks. Similar to AhrKO cells, LT-BAY cells exhibited reduced cell proliferation and migration compared with wildtype cells. No differentially expressed genes (DEGs) were identified in wildtype cells exposed to 1 μM BAY2416964 for 24 h; however, 46.4% of DEGs overlapped between AhrKO and LT-BAY cells including gene regulated cell proliferation. Our data reveal long-term pharmacological inhibition of AHR by BAY2416964 closely resembles AHR loss in a mouse model of breast cancer.
1 Introduction
The aryl hydrocarbon receptor (AHR) is a ligand activated transcription factor and member of the basic helix-loop-helix-PER-ARNT-SIM (bHLH-PAS) family. AHR was initially identified as a key regulator in mediating the toxicity of environmental contaminants, such as 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD; dioxin) and benzo[a]pyrene (1). AHR is, however, also activated by many dietary compounds, microbiota-derived indoles and endogenous compounds including, catabolic metabolites of tryptophan, such as kynurenic acid and kynurenine (2, 3). In the absence of ligand, AHR is in the cytosol in a complex with heat shock protein 90 (Hsp90), immunophilin-like protein hepatitis B virus X-associated protein 2 (XAP2) and the co-chaperone p23. Upon ligand binding, AHR translocates into the nucleus where it heterodimerizes with AHR nuclear translocator (ARNT). This heterodimer complex binds to AHR response elements (AHREs; also known as dioxin response elements (DREs)) located in regulatory regions of its target genes, such as cytochrome P450 1A1 (CYP1A1), CYP1B1, AHR repressor (AHRR), and poly-ADP-ribose polymerase 7 (PARP7; also known as TCDD-inducible poly-ADP-ribose polymerase (TIPARP)) (4, 5). AHR activity is negatively regulated by ligand-induced proteolytic degradation of the AHR protein, enzymatic degradation of its ligands by CYP450 enzymes, and through two negative feedback loops. One negative feedback loop includes AHRR-mediated inhibition of AHR and ARNT heterodimerization, while the other includes the mono-ADP ribosylation of AHR by PARP7 (5, 6).
Multiple lines of evidence support a key role for AHR in cellular homeostasis, energy metabolism, immune cell responses, inflammation and cancer (7–9). AHR is upregulated and constitutively active in many different cancer types, including neck squamous cell carcinoma, non-small cell lung cancer, colorectal cancer, and breast cancer (10, 11). AHR regulates multiple stages of tumorigenesis, including cell proliferation, angiogenesis, tissue invasion, tumor-associated inflammation, and metastasis (4). Whether overexpression of AHR is a positive or negative prognostic factor for cancer patient prognosis depends on the tumor type. This is because AHR exhibits both pro- and anti-tumorigenic effects which are ligand-, cell- and tumor type-dependent. AHR acts as a tumor suppressor in models of colon cancer but promotes the growth and invasiveness of gastric cancer cells (12, 13). In breast cancer, AHR activation reduces the proliferation of estrogen receptor-positive breast cancer cells, while both AHR agonists and antagonists have been reported to reduce colony formation, migration and metastasis of triple negative breast cancer cell lines (14, 15). These data reveal the complexity of targeting AHR activity in cancer and suggest that depending on the tumor type, both AHR agonists and antagonists could be useful cancer therapeutics.
Recent studies have reported that endogenous AHR signaling in barrier organs and in tumors is tightly linked to tryptophan metabolism (16). Tryptophan through its degradation by indoleamine-2,3-dioxygenase 1 (IDO1) and tryptophan-2,3-dioxygenase 2 (TDO2) to kynurenine has emerged as an important metabolic regulator of tumor progression, immune suppression and immune tolerance in the tumor microenvironment. These effects of kynurenine are mediated by the activation of AHR resulting in the recruitment of immunosuppressive tumor associated macrophages and T regulatory cells (17). In this feed forward mechanism, AHR upregulates IDO1 leading to increased kynurenine levels, which results in AHR-dependent increases in the levels of immune checkpoint inhibitor proteins, programmed death receptor (PD1) and its ligand, PDL1, promoting immune suppression and enhancing tumorigenicity (18).
AHR’s autonomous role in tumorigenesis and cancer progression, combined with its immune suppression properties suggest that inhibition of AHR offers an antitumor therapeutic option to reduce tumor growth and help release the “brake” that cancer uses to evade the immune system. Because of this, several AHR antagonists, such as, GNF351, CH223191, StemRegenin 1, IK-175 and BAY2416964 have been described (19–22). IK-175 was reported to exhibit antitumor activity in syngeneic mouse models of colorectal cancer and melanoma both as monotherapy and when combined with checkpoint inhibition treatment (22). More recently it was shown that BAY2416964 restores immune cell function and enhances antigen-specific cytotoxic T cell responses in vitro, but also promotes a proinflammatory tumor microenvironment resulting in reduced tumor growth in mice (21).
Despite the promising anticancer effects of BAY2416964 by promoting a proinflammatory tumor microenvironment, there are relatively few studies characterizing its ability to inhibit cancer cell signaling and proliferation. Here we compared the effect of BAY2416964 treatment with AHR loss on cell growth, invasion and gene expression in PyMT mouse mammary cancer cells. We included studies with short-term (<24 h) treatment with BAY2416964 and long-term treatment of at least 6 weeks. Since clinical treatment courses often take months, the long-term BAY2416964 treatment will provide valuable insight into how extended treatment affects cancer cell signaling if it becomes an approved therapeutic. BAY2416964 inhibited kynurenine-induced activation of AHR after 6 h and after long-term treatment of at least 6 weeks. The reduced cell proliferation and migration observed after AHR knockout were only observed in long-term BAY2416964 (LT-BAY) treated cells. RNA-sequencing studies revealed that 46.4% of the differentially expressed genes (DEGs) overlapped between LT-BAY and AhrKO cells. Our findings show that prolonged pharmacological inhibition of AHR with BAY2416964 mimics many, but not all, of the phenotypes observed after Ahr knockout.
2 Methods and materials
2.1 Chemicals and reagents
Dimethyl sulfoxide (DMSO) and L-kynurenine were purchased from Sigma-Aldrich (St. Louis, MO, USA). BAY2416964 and GNF351 were purchased from MedChemExpress (Monmouth Junction, NJ, USA). All ligands were stored according to the manufacturer’s instructions.
2.2 Cell lines and cell culturing
The PyMT cell line was isolated from a spontaneous mammary tumor that developed in mouse mammary tumor virus-polyoma virus middle T-antigen (MMTV-PyMT) female mice on a C57BL/6 background as previously described (23). Briefly, after harvesting and isolation of the PyMT cancer cells, the cells were cultured in Dulbecco’s Modified Eagle Media (DMEM)/F12 medium (Sigma-Aldrich) containing 10% v/v fetal bovine serum (FBS; Sigma-Aldrich), 1% v/v l-glutamine (Sigma-Aldrich), 1 µg/ml hydrocortisone (Sigma-Aldrich), 5 µg/ml insulin (Sigma-Aldrich), and 5 ng/ml epidermal growth factor (EGF; Sigma-Aldrich). The CR705 cell line were isolated from spontaneous pancreatic tumors of the LSL-KrasG12D/+;LSL-Trp53R172H/+;Pdx-1-Cre (KPC) mice (24). For all experiments, PyMT cells were cultured in DMEM (Sigma-Aldrich) and CR705 cells in RPMI medium, supplemented with 10% v/v FBS (Sigma-Aldrich), 1% v/v penicillin-streptomycin (Sigma-Aldrich), and 1% v/v l-glutamine (Sigma-Aldrich). Cells were incubated at 37°C and 5% CO2 in a humidified environment and sub-cultured when they reached 80% confluency.
2.3 Generation of the PyMT AhrKO cell line
PyMT AhrKO cells were generated using CRISPR/Cas9. Briefly, the guide oligos forward 5´-CCTACGCCAGTCGCAAGCGG-3´ and reverse 5´-CCGCTTGCGACTGGCGTAGG-3´ were annealed and ligated into the pSpCas9(BB)-2A-Puro (PX459) plasmid (Addgene, Watertown, MA, USA; plasmid #62988). PyMT cells were transfected with 4 µg of PX459 containing AHR gRNA. Forty-eight hours after transfection, cells were selected with 4 µg/ml puromycin for 5 days. PyMT PX459 cells which represent a pooled cell population were expanded. For the PyMT cells transfected with PX459 AHR gRNA we did single cell dilution cloning and isolated independent clones as previously described (25). After screening the clones for AHR activity, DNA was isolated, and the region surrounding the target site of the Ahr gene was amplified using forward: 5´-TGTTTCGTCGGTAGAGCAGT-3´ and reverse 5´-AGTCCTAGCCCCAATCAGTCT-3´. The presence of indels resulting in frame shift mutations was confirmed by DNA sequencing. PyMT cells transfected with PX459 vector with no gRNA and exposed to puromycin as described for AhrKO cells, were used as control cells in further experiments and will be referred to as WT cells. In addition, we generated long-term-BAY2416964 (LT-BAY) cells by supplementing the media of WT cells with 1 µM of BAY2416964 for at least 6 weeks.
2.4 RT-qPCR
PyMT cells were plated at a density of 5×104 cells/well in a 24-well plate and treated with test compounds the following day. RNA was isolated using the Aurum™ Total RNA isolation kit (BioRad, Hercules, CA, USA) according to manufacturer’s instructions. RNA was converted to cDNA using High-Capacity cDNA Reverse Transcription kit (Applied Biosystems, Waltham, MA, USA), and qPCR was performed using the SsoAdvanced™ Universal SYBR® Green Supermix (BioRad). Primers used were Tbp forward 5´-GCACAGGAGCCAAGAGTGAA-3´, reverse 5´-TAGCTGGGAAGCCCAACTTC-3´, Cyp1a1 forward 5´-CGTTATGACCATGATGACCAAGA-3´, reverse 5´-TCCCCAAACTCATTGCTCAGAT-3´, Cyp1b1 forward 5´-CCAGATCCCGCTGCTCTACA-3´, reverse 5´-TGGACTGTCTGCACTAAGGCTG-3´, Parp7 forward 5´-TCCCCGTGTCTGTGGAAAGCATG-3´, reverse 5´-TTGACCGGAGGGGGCCTTCT-3´, Cdh2 forward 5´-AGCGCAGTCTTACCGAAGG-3´, reverse 5´-TCGCTGCTTTCATACTGAACTTT-3´, Grb10 forward 5´-GGTGAAAGAGGTAGGACGCAAG-3´, reverse 5´-GATGCTGCTTTCTTCCAGGTCAG-3´, Gas1 forward 5´-AGATGGTCGGGAACACTGAC-3´, reverse 5´-CCTCAACATCCCTTCTCTCCAA-3´, Mmp2 forward 5´-CAAGGATGGACTCCTGGCACAT-3´, reverse 5´-TACTCGCCATCAGCGTTCCCAT-3´.
2.5 Western blotting
PyMT cells were plated in a 6-well plate at a density of 2×105 cells/well and incubated with test compounds for 6 h before harvesting. The cells were harvested and lysed using 10 mM Tris-HCl buffer containing 1 mM EDTA and 1% SDS, with pH of 8.0. Samples were sonicated at high intensity for 2 × 30 seconds on/off using a Bioruptor (Diagenode, Denville, NJ, USA). Cytoplasmic and nuclear fractions were harvested using the NE-PER™ Nuclear and Cytoplasmic Extraction Reagents kit (Thermo Fischer Scientific, Waltham, MA, USA) according to manufacturer’s instructions. The protein concentration was measured using Pierce™ BCA Protein Assay Kit (Thermo Fischer Scientific). Proteins were separated on 4-20% SDS-PAGE gels (BioRad) and transferred to polyvinylidene fluoride membranes (Millipore, Burlington, MA, USA). The membranes were incubated with primary antibodies dissolved in 5% skim milk over night at 4°C, followed by appropriate secondary antibodies for 1 h at room temperature. Antibodies used were anti-AHR (bml-sa210-0100; Enzo Life Sciences, Farmingdale, NY, USA), anti-PARP1 (sc-7150; Santa Cruz, Dallas, TX, USA), anti-CASPASE-3 (9662S; Cell Signaling Technology, Danvers, MA, USA), anti-Lamin A/C (2032S; Cell Signaling Technology), anti-Tubulin (T5168; Sigma-Aldrich) and anti-β-actin (AC-74; Sigma-Aldrich). Protein bands were visualized with SuperSignal™ West PICO or DURA extended Duration Substrate (Thermo Fischer Scientific).
2.6 Ectopic AHR expression in AhrKO cells
For mRNA expression experiments, PyMT AhrKO cells were plated in a 12-well plate at a density of 2.5×104 cells/well and incubated 24 h. The cells were then transfected with 500 ng of pcDNA3.1-Ahr (mouse Ahrb1) plasmid, or empty plasmid, using Lipofectamine™ 3000 (Thermo Fischer Scientific) according to manufacturer’s instructions. The cells incubated 48 h or 72 h. RT-qPCR was performed as described above. For protein, the cells were plated at a density of 1 × 105 cells/well in a 6-well plate and transfected the following day with 2.5 µg of pcDNA3.1-Ahr or empty plasmid using Lipofectamine 3000. Protein expression was determined as described in section 2.5.
2.7 Proliferation assay
Cell proliferation was determined using an IncuCyte instrument. Briefly, PyMT cells were plated in a 96-well plate at a cell density of 5×102 cells/well in 100 µl media. After 24 h incubation the cells were treated with test compounds and placed in an IncuCyte instrument (Sartorius, Göttingen, Germany). Cell confluency was measured every 6 h for 96 h.
2.8 Transwell migration assay using the xCELLigence instrument
The migratory potential of the different PyMT cells were measured with a transwell migration assay using the Agilent CIM-plate 16 for the xCELLigence instrument (Agilent Technologies, Santa Clara, CA, USA) according to manufacturer’s instructions. Briefly, 160 µl media containing 10% FBS was added to each well of the lower chamber, and 50 µl FBS-free media to the wells of the upper chamber and incubated in a 37°C incubator for 1 h for the membranes to reach equilibrium. Subsequently, cells were trypsinized and centrifuged at 200xg for 5 min to remove media and washed twice with FBS-free media. Cells were then counted and 6×104 cells/well were plated in 100 µl FBS-free media in the upper chamber of the plates. Migration was measured every 15 min for 8 h.
2.9 Cell toxicity assay
Cells were plated in a 96-well plate at a density of 2.5×103 cells/well and dosed with ligands the next day for 6 h. CellTiter-Glo® Luminescent Cell viability Assay (Promega, Madison, WI, USA) was used according to manufacturer’s instructions to measure ATP levels at baseline and at the end of experiment.
2.10 RNA sequencing
PyMT WT, AhrKO and LT-BAY cells were plated in a 12-well plate at a density of 1×105 cells/well in quadruplicates. Total RNA was isolated with the Aurum™ Total RNA isolation kit (BioRad), following manufacturer’s protocol. The raw RNA seq paired end fastq files were quantified using the Salmon tool (26) with “libtype” flag as automatic and mm10 version of the Salmon index file. Salmon carries out a pseudoalignment on the fastq files to quantify the transcript abundance from RNA sequencing. The index was generated using the salmon “index” flag with the mm10 transcripts fasta file supplied. The “tximport” import function from the tximport package (v1.26.1 (27);) was used to import the Salmon quantification data for further processing including differential expression analysis by DESeq2 (28). For all comparisons, PyMT WT samples were considered as the control. Significant genes were considered as those with absolute log fold change greater than 1 and Benjamin Hochberg false discovery rate value of differential expression less than 0.01 and tested using the Wald Test implemented in DESeq2. Pathway analysis was done using Ingenuity pathway analysis (Qiagen, Hilden, Germany).
2.11 Statistical analyses
All data are presented as mean and standard error of the mean (S.E.M) of three independent experiments if not specified otherwise. All statistical analyses were done using Graphpad Prism 9.3.1 (GraphPad Software, Boston, MA, USA). Significant differences were identified by Student’s t-test, one-way analysis of variance (ANOVA), two-way ANOVA, and area under the curve. Significant differences were set to p<0.05.
3 Results
3.1 BAY2416964 and GNF351 inhibit kynurenine-induced AHR activation in PyMT mouse mammary cancer cells
Since AHR protein levels are increased in human breast carcinoma cell lines compared with primary human mammary epithelial cells (11), and there is emerging interest in inhibiting AHR to treat cancer, we compared the ability of two AHR antagonists, BAY2416964 and GNF351, to inhibit AHR signaling in a PyMT mouse mammary cancer cell line. BAY2416964 is a newly developed AHR antagonist for which there is limited knowledge of its ability to inhibit AHR activity and affect breast cancer cell proliferation (21), while GNF351 is well-known pure AHR antagonist (19). PyMT cells were isolated from a spontaneous mammary tumor that developed in a MMTV-PyMT mouse, which is commonly used as a model of luminal B breast cancer (29). To verify the AHR responsiveness of PyMT cells we exposed them to increasing concentrations of kynurenine (0.01-100 μM) and determined Cyp1a1, Cyp1b1 and Parp7 mRNA levels. Significant increases in the expression levels of all three genes were only observed at 50 μM and 100 μM kynurenine (Figures 1A–C). Notably, these concentrations are well beyond the reported physiological levels of kynurenine which range from 1-2 μM (30). We next exposed cells to increasing concentrations of BAY2416964 or GNF351. Treatment with 0.001-1 μM BAY2416964 reduced Cyp1a1, and 0.01-1 μM also reduced Cyp1b1 mRNA levels compared with DMSO. Conversely, 10 µM BAY2416964 significantly increased Cyp1a1 and Cyp1b1 mRNA levels (Figures 1D, E). GNF351 reduced Cyp1a1 mRNAs levels at all doses tested, while doses of 0.001-10 μM reduced Cyp1b1 mRNA levels compared with DMSO control (Figures 1F, G). Because CYP1A1 levels can be increased as a result of cellular stress, reactive oxygen species, and cytotoxicity (31), we determined if higher concentrations of BAY2416964 and GNF351 induced apoptosis or caused cytotoxicity. We did not observe cleavage of CASPASE-3 or PARP1, suggesting that the cells were not undergoing apoptosis (Supplementary Figure S1A). We also did not find any evidence of cytotoxicity, indicating that the observed increase in Cyp1a1 was not due to cell stress (Supplementary Figure S1B). BAY2416964 or GNF351 dose-dependently repressed kynurenine-induced increases in Cyp1a1 and Cyp1b1 mRNA levels (Figures 1H–K). We then determined the AHR protein levels after treatment with kynurenine, BAY2416964 or GNF351. Kynurenine did not affect AHR protein levels, whereas 10 µM BAY2416964 but not 10 µM GNF351 decreased AHR protein levels (Figures 1L, M). BAY2416964 but not GNF351 also increased nuclear translocation of AHR (Figures 1N–P).
Figure 1. BAY2416964 inhibits kynurenine-induced AHR activity in PyMT mouse mammary cancer cells. Kynurenine increased Cyp1a1 (A), Cyp1b1 (B) and Parp7 (C) mRNA levels in a dose-response manner in PyMT cells as measured by RT-qPCR. Relative mRNA levels of Cyp1a1 (D) and Cyp1b1 (E) after dose-response treatment with BAY2416964. Cyp1a1 (F) and Cyp1b1 (G) mRNA levels after treatment with increasing doses of GNF351. Relative Cyp1a1 and Cyp1b1 mRNA levels after treatment with increasing amounts of BAY2416964 (H, I) or GNF351 (J, K) in the presence of 100 µM kynurenine. RT-qPCR results are generated by samples treated 6 h with test compounds and presented as mean ± S.E.M n=3. (L) Western blot of PyMT cells treated for 6 h with kynurenine, BAY2416964 or GNF351 at the concentrations indicated. Representative image n=3. (M) Quantification of western blot. (N) AHR protein in cytoplasmic and nuclear fractions after 6 h treatment with BAY2416964 or GNF351. Representative image n=3. (O) Protein quantification of cytoplasmic AHR relative to loading control (Tubulin). (P) Protein quantification of nuclear AHR relative to loading control (Lamin A/C). *p<0.05 compared with control (DMSO).
To evaluate if the observed effects of BAY2416964 were limited to PyMT cells, we examined the ability of BAY2416964 to inhibit AHR signaling in the murine pancreatic ductal adenocarcinoma cell line CR705. Treatment of CR705 cells with 0.1 and 1 µM reduced Cyp1a1 and Cyp1b1 levels compared with DMSO (Figures 2A, B). Similar to that observed for PyMT cells, 10 µM BAY2416964 also increased Cyp1a1 and Cyp1b1 levels in CR705 cells. Concentrations of 1 µM and 10 µM BAY2416964 were more effective than 0.1 µM BAY2416964 at inhibiting kynurenine-induced increases in Cyp1a1 and Cyp1b1 expression (Figures 2C, D). AHR protein levels were also reduced by 10 µM BAY2416964 (Figures 2E, F). Together, these data show that BAY2416964 and GNF351 antagonize ligand activated AHR, but also that high concentration of BAY2416964 destabilizes the AHR protein. Because of this, we used a concentration of 1 µM of BAY2416964 for the other studies in this work.
Figure 2. The murine pancreatic cancer cell line CR705 responds to BAY2416964 similarly as PyMT cells. Basel levels of Cyp1a1 (A) and Cyp1b1 (B) mRNA level decreased with 0.1 µM and 1 µM BAY2416964 and increased with 10 µM BAY2416964 in CR705 cells treated for 6 h. RT-qPCR of Cyp1a1 (C) and Cyp1b1 (D) mRNA levels in CR705 cells treated 6 h with kynurenine alone, or in combination with increasing doses of BAY2416964. RT-qPCR data presented as mean ± S.E.M. n=3 p<0.05. (E) Western blot of CR705 cells treated with 50 µM kynurenine or 10 µM BAY2416964. Representative image n=2. (F) Protein quantification of western blot presented in (E). *p<0.05 compared with control (DMSO).
3.2 Loss of AHR and long-term exposure to BAY2416964, but not short-term, reduce PyMT cell proliferation and migration
To compare the effect of pharmacological inhibition of AHR by BAY2416964 with the loss of AHR expression, we aimed to create AhrKO cells using CRISPR/Cas9. However, after selection, only one AhrKO cell line clone displayed the presence of indels in Ahr exon 1, resulting in frameshift mutations and premature stop codons determined by DNA sequencing (Supplementary Figure S2). AHR expression and activity was then confirmed by gene expression analysis and western blotting. PyMT AhrKO cells expressed less Ahr mRNA level than WT cells (Figure 3A), and no AHR protein was detected in the AhrKO cell line (Figure 3B). As expected, kynurenine increased Cyp1a1, Cyp1b1 and Parp7 mRNA levels in WT cells, but not in AhrKO cells (Figures 3C–E). We did not observe any induction of Cyp1a1, Cyp1b1 or Parp7 levels in the AhrKO cell line in response to 10 µM BAY2416964, showing that this effect is AHR dependent.
Figure 3. Loss of AHR prevents increases in kynurenine-induced AHR target genes and reduces proliferation of PyMT cells. (A) Ahr mRNA levels in PyMT AhrKO cells compared with WT cells as determined by RT-qPCR. Significance was determined with Student’s t-test, n=3 (B) Western blot of WT and AhrKO cells detected no AHR protein in the PyMT AhrKO cell line. Representative image of n=3. AHR activity was determined in the PyMT WT and AhrKO cell lines by treatment with 100 µM kynurenine, 10 µM BAY2416964 or combination for 6 hours. Kynurenine and high concentration of BAY2416964 failed to increase Cyp1a1 (C), Cyp1b1 (D) and Parp7 (E) expression levels in AhrKO cells. RT-qPCR results are presented as mean ± S.E.M. of n=3. Significance was determined using Two-Way ANOVA, p<0.05. * Significant from PyMT WT control (DMSO). (F) AhrKO cells proliferate more slowly than WT cells. (G) BAY2416964 did not affect proliferation of PyMT WT cells. (H) Proliferation of PyMT WT cells treated with increasing doses of GNF351. Treatment with 10 µM GNF351 decreased proliferation of PyMT WT cells. Proliferation of AhrKO cells treated with increasing concentrations of BAY2416964 (I) or GNF351 (J). Only 10 µM GNF351 affected proliferation of AhrKO cells compared to DMSO control. WT was added for comparison. Data are presented as mean ± S.E.M of n=12, measured by IncuCyte. Significance was determined using Area under curve with p<0.05.
Since AHR affects cell proliferation through regulation of cell cycle and growth factors (4, 32), we investigated the proliferative effect of AHR inhibition. Loss of AHR significantly reduced proliferation of the AhrKO cells (Figure 3F). However, a four-day exposure of different concentrations of BAY2416964 did not affect cell proliferation, while 10 µM GNF351 significantly decreased the proliferation of PyMT WT cells (Figures 3G, H). BAY2416964 did not affect the proliferation of AhrKO cells (Figure 3I). Consistent with observations of WT cells, 10 µM GNF351 significantly decreased the proliferation of AhrKO cells (Figure 3J). These data suggest that the anti-proliferative effects of 10 µM GNF351 are AHR independent. Our findings also show that short-term treatment of BAY2416964 does not reflect the effect of loss of AHR in this cell line.
Since short-term treatment with BAY2416964 did not recapitulate the reduced proliferation observed in cells devoid of AHR, we examined whether long-term exposure to 1 µM BAY2416964 would better mimic loss of AHR protein. To this end, we exposed PyMT cells to 1 µM BAY2416964 for at least 6 weeks, which are hereafter referred to as LT-BAY cells. In contrast to that observed after 6 h exposure to BAY2416964 (Figure 1L), AHR protein levels were similar in LT-BAY cells compared with WT cells (Figures 4A, B); however, the constitutive levels of Cyp1a1 and Cyp1b1 were reduced in LT-BAY cells (Figures 4C, D). Kynurenine treated LT-BAY cells had reduced Cyp1a1 and Cyp1b1 mRNA levels compared with WT cells, but significantly higher levels than those observed in AhrKO cells. We next investigated the proliferative and migratory characteristics of LT-BAY cells. LT-BAY cells proliferated slower than WT cells, although not to the same extent as that observed in AhrKO cells (Figure 4E). We also observed reduced migration of AhrKO and LT-BAY cells compared with WT cells (Figure 4F).
Figure 4. Characterization of AhrKO and long-term BAY2416964 treated PyMT cells. (A) Western blot of PyMT WT, PyMT AhrKO and PyMT LT-BAY cells show AHR protein levels are not changed in PyMT LT-BAY cells compared to WT cells. Representative image of n=3. (B) Quantification of western blot from figure (A), presented as mean ± S.E.M of n=3. Relative Cyp1a1 (C) and Cyp1b1 (D) mRNA levels in PyMT WT, AhrKO and LT-BAY cells after exposure to 100 µM kynurenine for 6 hours, measured by RT-qPCR. Data are presented as mean ± S.E.M of n=3. *p<0.05 relative to WT DMSO, and #p<0.05 between AhrKO and LT-BAY determined by one-way ANOVA for DMSO samples only. $p<0.05 compared with WT DMSO and ap<0.05 significance between indicated comparisons determined by two-way ANOVA. (E) Proliferation of PyMT WT, AhrKO and LT-BAY cells measured by IncuCyte. Data are presented as mean ± S.E.M. of n=16. (F) Migration of WT, AhrKO and LT-BAY cells in a transwell assay measured by xCELLigence. Data are presented as mean ± S.E.M. of n=8. Significance was determined by area under curve, p<0.05.
3.3 Gene expression profiling identifies differential expressed genes that are commonly changed after AHR knockout or long-term BAY2416964 treatment
To identify differentially expressed genes (DEGs) among WT, AhrKO and LT-BAY cells, we performed RNA sequencing. We initially included WT cells exposed to 1 µM BAY2416964 for 24 h, but this did not result in any significant differences (absolute log2 fold change = 1) in gene expression compared with DMSO using p<0.01. Using a more relaxed statistical cutoff of p<0.05, we only identified two genes that were significantly upregulated, eukaryotic translation initiation factor 4A pseudogene 4 (Eif4a-ps4) and THAP domain containing 6 (Thap6), a gene that encodes a transcription factor in humans, but is characterized as a pseudogene in mice (33). Based on these findings, we focused on comparing WT, AhrKO and LT-BAY cells. Principal component analysis revealed distinct clustering among all three cell lines (Figure 5A). Hierarchical clustering using overlapping DEGs revealed similar expression patterns for overlapping DEGs between AhrKO and LT-BAY cells compared with WT (Figure 5B). We identified 1783 genes that were significantly changed in AhrKO cells, and 1924 genes that were changed in the LT-BAY cells compared with WT. Of these, 828 (46.4%) genes overlapped between AhrKO and LT-BAY cells (Figure 5C; Supplementary Tables S1, S2). A summary of the top 10 down- and upregulated genes in AhrKO, or LT-BAY compared with WT, is provided in Figures 5D, E. Even though there were differences in gene expression profiles between AhrKO and LT-BAY cells, we observed a relatively high degree of overlapping genes between the two cell lines, suggesting that LT-BAY cells mimic many of the transcriptional changes induced by AHR knockout.
Figure 5. RNA sequencing revealing expressional effects of AHR inhibition. mRNA from PyMT WT, AhrKO and LT-BAY cells was sequenced and analyzed of n=4, p<0.01. (A) Principal component analysis (PCA) plot of the 4 replicates. (B) Heatmap illustrating the relative gene expression profiles of overlapping differentially expressed genes in AhrKO and LT-BAY cells relative to WT for each replicate. There is close homogeneity among the replicates, in addition to a greater effect of the genetic loss of Ahr, compared to pharmacological inhibition with BAY2416964. (C) Venn diagram of significantly changed genes in AhrKO or LT-BAY cells compared with WT. Top up- and downregulated genes in AhrKO (D) and in LT-BAY (E) compared with WT. Upregulated genes are marked in red, and downregulated genes in blue, with the size of the dot indicating the level of significance. (F) Presentation of AHR target genes that are significantly different in AhrKO compared to WT, and in LT-BAY compared to WT. (G) Comparison of the top 12 commonly regulated pathways in AhrKO or LT-BAY vs WT identified by ingenuity pathway analysis. Significantly changed pathways are defined by a Z-score >2 or <-2.
When we examined the expression levels of known AHR target genes, we observed that loss of AHR resulted in significant downregulation of the constitutive levels of AHR target genes such as Cyp1a1, Cyp1b1, Cyp11a1, Parp7, UDP glucuronosyltransferase family 1 member A6 (Ugt1a6) and early growth response 1 (Egr1). Cyp11a1, Ugt1a6 and Egr1 was also downregulated in LT-BAY cells. In contrast to the AhrKO cells, we did not observe a significant difference in Cyp1b1 and Parp7 levels, and surprisingly Cyp1a1 levels were increased in LT-BAY cells (Figure 5F).
Ingenuity pathway analysis of the genes significantly changed in both AhrKO and LT-BAY cells was used to identify cellular pathways that were commonly changed in AhrKO and LT-BAY cells. The top 12 pathways are shown in Figure 5G. Commonly regulated pathways that were increased included cell cycle control, mitosis, RHO signaling, and homology-directed repair through homologous recombination (Figure 5G). Commonly regulated pathways that were decreased pathways included CREB signaling, S100 family signaling, molecular mechanisms of cancer and extracellular matrix organization. Notably, AHR signaling was increased in both AhrKO and LT-BAY cells, but this was not within the top 100 pathways identified. Although xenobiotic metabolism AHR signaling pathway was also not among the top 100 pathways, it was decreased in AhrKO cells but slightly increased in LT-BAY cells. The observed upregulation in these two pathways might be a result of compensation mechanisms due to the inhibition/loss of AHR or because prolonged exposure to 1 µM BAY2416964 might induce weak partial agonist activity like that observed for short term 10 µM BAY2416964. A complete list of the commonly regulated pathways is provided in Supplementary Table S3. Despite some differences, the gene expression findings reveal that long-term BAY2416964 treatment better mimics the effects observed after AHR loss than short term treatment.
3.4 Ectopic expression of AHR confirms the role of AHR in the regulation of Cdh2, Grb10, Mmp2 and Gas1 and reveals differential regulation in AhrKO compared with LT-BAY cells
We next used RT-qPCR to confirm the expression of the top two upregulated genes, cadherin-2 (Cdh2) and growth factor receptor-bound protein 10 (Grb10), and the top two downregulated genes, growth arrest specific protein 1 (Gas1) and matrix metalloproteinase 2 (Mmp2), in the AhrKO vs WT comparison. Cdh2 codes for N-cadherin, which plays an important role in epithelial-mesenchymal transition (34). GRB10 is an adaptor protein associated with tyrosine kinase receptors and have been linked to increased tumor growth of different cancer types (35, 36). GAS1 causes cell cycle arrest in the G0 phase, thus inhibiting proliferation (37). MMP2 aids in degradation of extracellular matrix and enables invasion (34). In agreement with the RNA-sequencing data, Cdh2 and Grb10 mRNA levels were upregulated in PyMT AhrKO cells compared to WT. In LT-BAY cells, Cdh2 was slightly increased compared with WT, but no changes were observed for Grb10. (Figures 6A, B). In contrast to the RNA-sequencing data, Cdh2 was not among the DEGs in LT-BAY cells and Grb10 was downregulated compared with WT. Gas1 and Mmp2 mRNA levels were downregulated in both AhrKO and LT-BAY cells compared with WT, supporting the RNA-sequencing results (Figures 6C, D). Because the observed upregulation of Cdh2 and Grb10, and downregulation of Gas1 would suggest a more protumorigenic phenotype with increased migration, we looked at the expression levels of several epithelial-mesenchymal transition (EMT) related genes (34). We found that the majority of EMT related genes were downregulated in both AhrKO and LT-BAY cells compared with WT (Supplementary Figures S3A, B). This suggests that even though some genes that promote EMT were increased in AhrKO and LT-BAY cells, most of the genes associated with EMT were reduced, supporting the reduced migration of AhrKO and LT-BAY cells compared to WT cells.
Figure 6. Ectopic AHR expression partially rescued the top up- and downregulated genes in the PyMT AhrKO cell line. The top two up- and downregulated genes in AhrKO cells were tested by RT-qPCR in WT, AhrKO and LT-BAY cells. (A) Cdh2 was strongly upregulated in PyMT AhrKO cells, and slightly upregulated in LT-BAY cells compared with WT. (B) Grb10 was upregulated in AhrKO cells, but not in LT-BAY cells. Both Mmp2 (C) and Gas1 (D) were downregulated in AhrKO and LT-BAY cells compared to WT cells. Data are presented as mean ± S.E.M. of n=3. (E) Western blot of AhrKO cells transfected with empty vector (-) or pcDNA3.1-Ahr. Representative image of n=3. Cdh2 (F) and Grb10 (G) mRNA levels were decreased after overexpression of AHR compared with empty plasmid at both time points. Mmp2 (H) and Gas1 (I) mRNA levels were increased 72 h after overexpression of AHR. Data are presented as mean ± S.E.M. of n=3, p<0.05.
To establish the role of AHR in the regulation of Cdh2, Grb10, Gas1 and Mmp2 we overexpressed mouse AHR in AhrKO cells. Western blots confirmed the expression of AHR (Figure 6E). Ectopic AHR expression significantly decreased Cdh2 and Grb10 mRNA levels after both 48 h and 72 h compared with empty vector controls (Figures 6F, G). AHR overexpression increased Gas1 and Mmp2 mRNA levels after 72 h (Figures 6H, I). To determine if Cdh2, Grb10, Gas1 and Mmp2 contained AHREs, we extracted the genomic regions ±1000 bp from the transcriptional start sites (TSS) of each gene and probed them for AHR binding motifs using JASPAR (38). We identified multiple putative AHREs in all sequences (Supplementary Table S4). However, additional studies will be needed to confirm whether the putative AHREs are bound by AHR and functional. Taken together, these results suggest that the observed transcriptional changes in AhrKO cells are due to the loss of Ahr and not off target effects of the CRISPR/Cas9, and that the regulation of Cdh2, Grb10, Gas1 and Mmp2 occurs through canonical AHR signaling; however, we can’t completely exclude that non-canonical AHR signaling might also contribute to this regulation.
4 Discussion
AHR is recognized as an attractive therapeutic target because of its central role in coordinating cancer cell responses to metabolic changes, genetic alterations, environmental signals and immune activities (8, 9). AHR is overexpressed in many cancer types and has been reported to exhibit diverse pro-survival functions. Many of these carcinogenic actions of AHR are driven by kynurenine and its derivatives. IDO1 and TDO2 generated kynurenine in cancer cells, increases kynurenine concentrations in tumors and plasma which is associated with poor prognosis, immunosuppression and tumor progression (39). Thus, inhibiting AHR activity represents an exciting therapeutic strategy to target multiple cancer dependencies by blocking kynurenine signaling downstream of IDO1 and TDO2. In support of this, IK-175 is being tested in a clinical trial as monotherapy against urothelial carcinoma or in combination with check point inhibitor, nivolumab (NCT04200963) (40), while BAY2416964, is being tested against advanced solid tumors alone or in combination with pembrolizumab (NCT04069026 and NCT04999202) (41, 42). BAY2416964 is a relatively new AHR antagonist and there are limited studies describing its ability to inhibit AHR and affect AHR dependent regulation of intrinsic cancer cell functions.
Here, we investigated the effects of short-term (<24 h) and long-term (>6 weeks) treatment with BAY2416964 and compared them with AHR loss in a PyMT mouse mammary tumor cell line. Because we observed that short-term BAY2416964 treatment did not reproduce many of the phenotypes we observed in AhrKO cells, we generated LT-BAY by culturing PyMT cells for at least 6 weeks in the presence of 1 μM BAY2416964. Since the generation of tamoxifen resistant breast cancer cell lines through continual exposure to tamoxifen have greatly increased our understanding of the mechanisms of resistance (43), the long-term treatment with BAY2416964 should also provide valuable insight into how extended treatment affects cancer cell signaling. Although kynurenine-induced AHR activity was inhibited in both short- and long-term BAY2416964, the reduced cell proliferation and migration characteristic of AhrKO cells was only observed in LT-BAY cells. Despite some differences in gene expression profiles between LT-BAY and AhrKO cells, 828 genes (46.4%) were common to both cell lines. This suggests that a prolonged exposure to BAY2416964 better mimics the effects of loss of AHR.
In line with BAY2416964 acting as an AHR antagonist (21), BAY2416964 effectively inhibited kynurenine-induced AHR target genes, including Cyp1a1 and Cyp1b1. Lower increases in Cyp1a1 and Cyp1b1 levels in response to kynurenine were also observed in LT-BAY cells. Unlike GNF351, we observed significant increases in Cyp1a1 and Cyp1b1 after treatment with 10 μM BAY2416964 in both PyMT and CR705 cells. No increases were observed in PyMT AhrKO cells, showing that these increases were AHR dependent. RNA sequencing of LT-BAY cells revealed an increase in Cyp1a1 expression, but not Cyp1b1. These results are in contrast with a previous report in which no AHR activation by BAY2416964 was observed in human U87 and immune cells as well as mouse Hepa1c1c7 cells (21). However, other AHR antagonists including α-naphthoflavone and 3´-methoxy-4´-nitroflavone have been reported to exhibit partial agonist activities in the absence of exogenous AHR ligands (44, 45). In addition, mexiletine exhibits AHR antagonist activity in human MDA-MB-468 breast cancer cells but acts as an AHR agonist in rat hepatoma cells (46, 47). Our findings and the above reports support that many AHR ligands exhibit selective agonist and antagonist activity that is cell-type and context-dependent (46, 48). GNF351 did not affect AHR protein levels while BAY2416964 reduced total and cytoplasmic AHR protein levels in a manner similar to that reported for IK-175 and CH223191 (22). The increased nuclear translocation of AHR, together with the increase of AHR target genes, supports a partial agonist effect of 10 μM BAY2416964. In contrast, no differences in AHR protein levels were observed in LT-BAY cells compared with WT cells, implying that BAY2416964 induces only a transient decrease in AHR protein levels that is not apparent after prolonged treatment. Our findings suggest that treatment with BAY2416964 alone induces cell-type and context dependent increases of CYP1A1; however, this will need to be tested in additional cell lines and across different species.
AHR regulates cancer cell proliferation and migration (4, 48), but the anti-proliferative and anti-migratory effects of BAY2416964 have not been previously described (21). The reduced proliferation and migration we observed in AhrKO cells compared to WT cells was similar to the reduced proliferation reported in AhrKO human colon cancer cell lines (49). Several AHR antagonists have also been reported to reduce cancer cell proliferation and migrations, including CH223191, 6,2´,4´-trimethoxyflavone and GNF351 (50, 51). GNF351, but not BAY2416964, reduced proliferation of both PyMT and AhrKO cells, suggesting that the antiproliferative effects of GNF351 on PyMT cells are independent of AHR. However, LT-BAY cells exhibited reduced proliferation and migration compared with WT cells, confirming that like other AHR antagonists, BAY2416964 also reduced cancer cell proliferation and migration, but only after long-term treatment.
Because we only observed 2 DEGs, both of which are pseudogenes, after 24 h treatment with 1 μM BAY2416964, we compared the gene expression profiles of LT-BAY with those of AhrKO cells. Indeed, LT-BAY cells better reflect what was observed in AhrKO cells, suggesting a BAY2416964-dependent dampening of AHR signaling over time. This was observed in cell proliferation, migration and the relatively high degree of overlap in DEGs, differentially regulated pathways and hierarchical clustering between AhrKO and LT-BAY cells. There were also many DEGs that were unique to either AhrKO or LT-BAY cells, which could reflect AHR-independent effects of BAY2416964. Although the addition of AHR into AhrKO cells reversed the expression levels of the genes tested, we cannot exclude the possibility that some of the DEGs identified or the phenotypic changes in the LT-BAY and AhrKO cells could be due to adaptation to AHR inhibition or off target effects of CRISPR/Cas9 rather than loss of AHR activity. However, due to difficulties in generating the AhrKO cell line, we were only successful at isolating one clone.
Overall, we confirm that BAY2416964 is a potent AHR antagonist and inhibits kynurenine-induced AHR activation. We show that prolonged pharmacological inhibition of AHR with BAY2416964 mimics many of the phenotypes observed after AHR loss, including reduced cell proliferation and migration. Our findings further support targeting AHR with BAY2416964 as an innovative cancer treatment strategy.
Data availability statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE272215.
Ethics statement
The animal study was approved by Animal Care and Use Committee of the University Health Network. The study was conducted in accordance with the local legislation and institutional requirements.
Author contributions
NO: Conceptualization, Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing. SD: Writing – review & editing, Formal analysis, Investigation, Methodology, Software. CG: Methodology, Writing – review & editing. JM: Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing – review & editing.
Funding
The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by grants from the Norwegian Research Council (324328) and the Johan Throne Holst Foundation to JM.
Acknowledgments
The authors would like to acknowledge current and past members of the Matthews lab for their valuable contributions and insight during the preparation of this study.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fonc.2024.1466658/full#supplementary-material
References
1. Poland A, Kende A. 2,3,7,8-Tetrachlorodibenzo-p-dioxin: environmental contaminant and molecular probe. Fed Proc. (1976) 35:2404–11.
2. Denison MS, Nagy SR. Activation of the aryl hydrocarbon receptor by structurally diverse exogenous and endogenous chemicals. Annu Rev Pharmacol Toxicol. (2003) 43:309–34. doi: 10.1146/annurev.pharmtox.43.100901.135828
3. Opitz CA, Litzenburger UM, Sahm F, Ott M, Tritschler I, Trump S, et al. An endogenous tumour-promoting ligand of the human aryl hydrocarbon receptor. Nature. (2011) 478:197–203. doi: 10.1038/nature10491
4. Murray IA, Patterson AD, Perdew GH. Aryl hydrocarbon receptor ligands in cancer: friend and foe. Nat Rev Cancer. (2014) 14:801–14. doi: 10.1038/nrc3846
5. MacPherson L, Tamblyn L, Rajendra S, Bralha F, McPherson JP, Matthews J. 2,3,7,8-tetrachlorodibenzo-p-dioxin poly(ADP-ribose) polymerase (TiPARP, ARTD14) is a mono-ADP-ribosyltransferase and repressor of aryl hydrocarbon receptor transactivation. Nucleic Acids Res. (2013) 41:1604–21. doi: 10.1093/nar/gks1337
6. Mimura J, Ema M, Sogawa K, Fujii-Kuriyama Y. Identification of a novel mechanism of regulation of Ah (dioxin) receptor function. Genes Dev. (1999) 13:20–5. doi: 10.1101/gad.13.1.20
7. Neavin DR, Liu D, Ray B, Weinshilboum RM. The role of the aryl hydrocarbon receptor (AHR) in immune and inflammatory diseases. Int J Mol Sci. (2018) 19:3851. doi: 10.3390/ijms19123851
8. Safe S, Cheng Y, Jin UH. The aryl hydrocarbon receptor (AhR) as a drug target for cancer chemotherapy. Curr Opin Toxicol. (2017) 2:24–9. doi: 10.1016/j.cotox.2017.01.012
9. Stockinger B, Shah K, Wincent E. AHR in the intestinal microenvironment: safeguarding barrier function. Nat Rev Gastroenterol Hepatol. (2021) 18(8):559–70. doi: 10.1038/s41575-021-00430-8
10. Wang Z, Snyder M, Kenison JE, Yang K, Lara B, Lydell E, et al. How the AHR became important in cancer: the role of chronically active AHR in cancer aggression. Int J Mol Sci. (2020) 22:387. doi: 10.3390/ijms22010387
11. Yang X, Solomon S, Fraser LR, Trombino AF, Liu D, Sonenshein GE, et al. Constitutive regulation of CYP1B1 by the aryl hydrocarbon receptor (AhR) in pre-malignant and Malignant mammary tissue. J Cell Biochem. (2008) 104:402–17. doi: 10.1002/jcb.v104:2
12. Yin XF, Chen J, Mao W, Wang YH, Chen MH. Downregulation of aryl hydrocarbon receptor expression decreases gastric cancer cell growth and invasion. Oncol Rep. (2013) 30:364–70. doi: 10.3892/or.2013.2410
13. Han H, Davidson LA, Hensel M, Yoon G, Landrock K, Allred C, et al. Loss of aryl hydrocarbon receptor promotes colon tumorigenesis in apc(S580/+); kras(G12D/+) mice. Mol Cancer Res. (2021) 19:771–83. doi: 10.1158/1541-7786.MCR-20-0789
14. Wang C, Xu CX, Bu Y, Bottum KM, Tischkau SA. Beta-naphthoflavone (DB06732) mediates estrogen receptor-positive breast cancer cell cycle arrest through AhR-dependent regulation of PI3K/AKT and MAPK/ERK signaling. Carcinogenesis. (2014) 35:703–13. doi: 10.1093/carcin/bgt356
15. Narasimhan S, Stanford Zulick E, Novikov O, Parks AJ, Schlezinger JJ, Wang Z, et al. Towards resolving the pro- and anti-tumor effects of the aryl hydrocarbon receptor. Int J Mol Sci. (2018) 19:1388. doi: 10.3390/ijms19051388
16. Hezaveh K, Shinde RS, Klotgen A, Halaby MJ, Lamorte S, Ciudad MT, et al. Tryptophan-derived microbial metabolites activate the aryl hydrocarbon receptor in tumor-associated macrophages to suppress anti-tumor immunity. Immunity. (2022) 55:324–40 e8. doi: 10.1016/j.immuni.2022.01.006
17. Campesato LF, Budhu S, Tchaicha J, Weng CH, Gigoux M, Cohen IJ, et al. Blockade of the AHR restricts a Treg-macrophage suppressive axis induced by L-Kynurenine. Nat Commun. (2020) 11:4011. doi: 10.1038/s41467-020-17750-z
18. Kenison JE, Wang Z, Yang K, Snyder M, Quintana FJ, Sherr DH. The aryl hydrocarbon receptor suppresses immunity to oral squamous cell carcinoma through immune checkpoint regulation. Proc Natl Acad Sci USA. (2021) 118:e2012692118. doi: 10.1073/pnas.2012692118
19. Smith KJ, Murray IA, Tanos R, Tellew J, Boitano AE, Bisson WH, et al. Identification of a high-affinity ligand that exhibits complete aryl hydrocarbon receptor antagonism. J Pharmacol Exp Ther. (2011) 338:318–27. doi: 10.1124/jpet.110.178392
20. Boitano AE, Wang J, Romeo R, Bouchez LC, Parker AE, Sutton SE, et al. Aryl hydrocarbon receptor antagonists promote the expansion of human hematopoietic stem cells. Science. (2010) 329:1345–8. doi: 10.1126/science.1191536
21. Kober C, Roewe J, Schmees N, Roese L, Roehn U, Bader B, et al. Targeting the aryl hydrocarbon receptor (AhR) with BAY 2416964: a selective small molecule inhibitor for cancer immunotherapy. J Immunother Cancer. (2023) 11:e007495. doi: 10.1136/jitc-2023-007495
22. McGovern K, Castro AC, Cavanaugh J, Coma S, Walsh M, Tchaicha J, et al. Discovery and characterization of a novel aryl hydrocarbon receptor inhibitor, IK-175, and its inhibitory activity on tumor immune suppression. Mol Cancer Ther. (2022) 21:1261–72. doi: 10.1158/1535-7163.MCT-21-0984
23. Cappello P, Blaser H, Gorrini C, Lin DC, Elia AJ, Wakeham A, et al. Role of Nek2 on centrosome duplication and aneuploidy in breast cancer cells. Oncogene. (2014) 33:2375–84. doi: 10.1038/onc.2013.183
24. Carbone C, Piro G, Agostini A, Delfino P, De Sanctis F, Nasca V, et al. Intratumoral injection of TLR9 agonist promotes an immunopermissive microenvironment transition and causes cooperative antitumor activity in combination with anti-PD1 in pancreatic cancer. J Immunother Cancer. (2021) 9:e002876. doi: 10.1136/jitc-2021-002876
25. Rasmussen M, Alvik K, Kannen V, Olafsen NE, Erlingsson LAM, Grimaldi G, et al. Loss of PARP7 increases type I interferon signaling in EO771 breast cancer cells and prevents mammary tumor growth by increasing antitumor immunity. Cancers (Basel). (2023) 15:3689. doi: 10.3390/cancers15143689
26. Patro R, Duggal G, Love MI, Irizarry RA, Kingsford C. Salmon provides fast and bias-aware quantification of transcript expression. Nat Methods. (2017) 14:417–9. doi: 10.1038/nmeth.4197
27. Soneson C, Love MI, Robinson MD. Differential analyses for RNA-seq: transcript-level estimates improve gene-level inferences. F1000Res. (2015) 4:1521. doi: 10.12688/f1000research
28. Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. (2014) 15:550. doi: 10.1186/s13059-014-0550-8
29. Sun L, Kees T, Almeida AS, Liu B, He XY, Ng D, et al. Activating a collaborative innate-adaptive immune response to control metastasis. Cancer Cell. (2021) 39:1361–74 e9. doi: 10.1016/j.ccell.2021.08.005
30. Marszalek-Grabska M, Walczak K, Gawel K, Wicha-Komsta K, Wnorowska S, Wnorowski A, et al. Kynurenine emerges from the shadows - Current knowledge on its fate and function. Pharmacol Ther. (2021) 225:107845. doi: 10.1016/j.pharmthera.2021.107845
31. Stading R, Chu C, Couroucli X, Lingappan K, Moorthy B. Molecular role of cytochrome P4501A enzymes inoxidative stress. Curr Opin Toxicol. (2020) 20-21:77–84. doi: 10.1016/j.cotox.2020.07.001
32. Barhoover MA, Hall JM, Greenlee WF, Thomas RS. Aryl hydrocarbon receptor regulates cell cycle progression in human breast cancer cells via a functional interaction with cyclin-dependent kinase 4. Mol Pharmacol. (2010) 77:195–201. doi: 10.1124/mol.109.059675
33. Roussigne M, Kossida S, Lavigne AC, Clouaire T, Ecochard V, Glories A, et al. The THAP domain: a novel protein motif with similarity to the DNA-binding domain of P element transposase. Trends Biochem Sci. (2003) 28:66–9. doi: 10.1016/S0968-0004(02)00013-0
34. Lamouille S, Xu J, Derynck R. Molecular mechanisms of epithelial-mesenchymal transition. Nat Rev Mol Cell Biol. (2014) 15:178–96. doi: 10.1038/nrm3758
35. Chen Y, Tang M, Xiong J, Gao Q, Cao W, Huang J. GRB10 is a novel oncogene associated with cell proliferation and prognosis in glioma. Cancer Cell Int. (2022) 22:223. doi: 10.1186/s12935-022-02636-5
36. Ren LL, Wang ZW, Sen R, Dai ZT, Liao XH, Shen LJ. GRB10 is a novel factor associated with gastric cancer proliferation and prognosis. Aging (Albany NY). (2023) 15:3394–409. doi: 10.18632/aging.204603
37. Martinelli DC, Fan CM. The role of Gas1 in embryonic development and its implications for human disease. Cell Cycle. (2007) 6:2650–5. doi: 10.4161/cc.6.21.4877
38. Rauluseviciute I, Riudavets-Puig R, Blanc-Mathieu R, Castro-Mondragon JA, Ferenc K, Kumar V, et al. JASPAR 2024: 20th anniversary of the open-access database of transcription factor binding profiles. Nucleic Acids Res. (2024) 52:D174–D82. doi: 10.1093/nar/gkad1059
39. Basson C, Serem JC, Hlophe YN, Bipath P. The tryptophan-kynurenine pathway in immunomodulation and cancer metastasis. Cancer Med. (2023) 12:18691–701. doi: 10.1002/cam4.v12.18
40. A phase 1a/b, open-label, dose-escalation and expansion study of IK-175, an oral aryl hydrocarbon receptor (AHR) inhibitor, as a single agent and in combination with nivolumab, a PD-1 checkpoint inhibitor in patients with locally advanced or metastatic solid tumors and urothelial carcinoma(2019). Available online at: https://clinicaltrials.gov/study/NCT04200963 (accessed June 29, 2024).
41. An open-label, phase 1, first-in-human, dose escalation and expansion study to evaluate the safety, tolerability, maximum tolerated or administered dose, pharmacokinetics, pharmacodynamics and tumor response profile of the aryl hydrocarbon receptor inhibitor (AhRi) BAY 2416964 in participants with advanced solid tumors(2019). Available online at: https://clinicaltrials.gov/study/NCT04069026 (accessed April 22, 2024).
42. An open-label, phase 1b, dose escalation and expansion study to evaluate the safety, tolerability, maximum tolerated or administered dose, pharmacokinetics, pharmacodynamics and efficacy of the aryl hydrocarbon receptor inhibitor (AhRi) BAY 2416964 in combination with pembrolizumab in participants with advanced solid tumors(2021). Available online at: https://clinicaltrials.gov/study/NCT04999202 (accessed April 22, 2024).
43. Leung E, Kannan N, Krissansen GW, Findlay MP, Baguley BC. MCF-7 breast cancer cells selected for tamoxifen resistance acquire new phenotypes differing in DNA content, phospho-HER2 and PAX2 expression, and rapamycin sensitivity. Cancer Biol Ther. (2010) 9:717–24. doi: 10.4161/cbt.9.9.11432
44. Soshilov AA, Denison MS. Ligand promiscuity of aryl hydrocarbon receptor agonists and antagonists revealed by site-directed mutagenesis. Mol Cell Biol. (2014) 34:1707–19. doi: 10.1128/MCB.01183-13
45. Zhou J, Gasiewicz TA. 3'-methoxy-4'-nitroflavone, a reported aryl hydrocarbon receptor antagonist, enhances Cyp1a1 transcription by a dioxin responsive element-dependent mechanism. Arch Biochem Biophys. (2003) 416:68–80. doi: 10.1016/S0003-9861(03)00274-1
46. Jin UH, Lee SO, Safe S. Aryl hydrocarbon receptor (AHR)-active pharmaceuticals are selective AHR modulators in MDA-MB-468 and BT474 breast cancer cells. J Pharmacol Exp Ther. (2012) 343:333–41. doi: 10.1124/jpet.112.195339
47. Hu W, Sorrentino C, Denison MS, Kolaja K, Fielden MR. Induction of cyp1a1 is a nonspecific biomarker of aryl hydrocarbon receptor activation: results of large scale screening of pharmaceuticals and toxicants in vivo and in vitro. Mol Pharmacol. (2007) 71:1475–86. doi: 10.1124/mol.106.032748
48. Safe S, Zhang L. The role of the aryl hydrocarbon receptor (AhR) and its ligands in breast cancer. Cancers (Basel). (2022) 14:5574. doi: 10.3390/cancers14225574
49. Karasová M, Procházková J, Tylichová Z, Fedr R, Ciganek M, Machala M, et al. Inhibition of aryl hydrocarbon receptor (AhR) expression disrupts cell proliferation and alters energy metabolism and fatty acid synthesis in colon cancer cells. Cancers (Basel). (2022) 14:4245. doi: 10.3390/cancers14174245
50. Shadboorestan A, Tarfiei GA, Montazeri H, Sepand MR, Zangooei M, Khedri A, et al. Invasion and migration of MDA-MB-231 cells are inhibited by block of AhR and NFAT: role of AhR/NFAT1/beta4 integrin signaling. J Appl Toxicol. (2019) 39:375–84. doi: 10.1002/jat.v39.2
Keywords: aryl hydrocarbon receptor, BAY2416964, breast cancer, PyMT, GNF351, proliferation, kynurenine
Citation: Olafsen NE, Das S, Gorrini C and Matthews J (2024) Long-term exposure to BAY2416964 reduces proliferation, migration and recapitulates transcriptional changes induced by AHR loss in PyMT-induced mammary tumor cells. Front. Oncol. 14:1466658. doi: 10.3389/fonc.2024.1466658
Received: 18 July 2024; Accepted: 23 September 2024;
Published: 10 October 2024.
Edited by:
David H. Sherr, Boston University, United StatesReviewed by:
Anna Bianchi-Smiraglia, University at Buffalo, United StatesEric Hanse, University of California, Irvine, United States
Copyright © 2024 Olafsen, Das, Gorrini and Matthews. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Jason Matthews, jason.matthews@medisin.uio.no