Abstract
Whereas effector CD4+ and CD8+ T cells promote immune activation and can drive clearance of infections and cancer, CD4+ regulatory T (Treg) cells suppress their function, contributing to both immune homeostasis and cancer immunosuppression. The transcription factor BACH2 functions as a pervasive regulator of T cell differentiation, promoting development of CD4+ Treg cells and suppressing the effector functions of multiple effector T cell (Teff) lineages. Here, we report the development of a stable cell-based bioluminescence assay of the transcription factor activity of BACH2. Tetracycline-inducible BACH2 expression resulted in suppression of phorbol 12-myristate 13-acetate (PMA)/ionomycin-driven activation of a luciferase reporter containing BACH2/AP-1 target sequences from the mouse Ifng + 18k enhancer. BACH2 expression repressed the luciferase signal in a dose-dependent manner but this activity was abolished at high levels of AP-1 signalling, suggesting contextual regulation of AP-1 driven gene expression by BACH2. Finally, using the reporter assay developed, we find that the histone deacetylase 3 (HDAC3)-selective inhibitor, RGFP966, inhibits BACH2-mediated repression of signal-driven luciferase expression. In addition to enabling mechanistic studies, this cell-based reporter may enable identification of small molecule agonists or antagonists of BACH2 function for drug development.
Subject terms: Biological techniques, Cancer, Cell biology, Immunology, Molecular biology
Introduction
CD8+ and CD4+ conventional T (Tconv) cells drive immune activation and promote clearance of infections and cancer. However, their function can also provoke autoimmune and allergic inflammation. The immune system therefore employs a variety of suppressive mechanisms, known as immunoregulatory mechanisms, which act both intrinsically within Tconv cells and extrinsically to restrain excessive T cell activation. Immunoregulatory mechanisms also suppress beneficial anti-tumour T cell responses to drive deleterious immunosuppression in cancer. Important among extrinsic immunoregulatory mechanisms is the activity of CD4+ regulatory T (Treg) cells which limit Tconv cell function and promote immune homeostasis and tumour immunosuppression1–6. Immunoregulatory mechanisms are therefore important targets for the development of new therapies aimed at treating inflammatory diseases, disorders of excessive immunopathology and cancer.
Appropriate control of T cell differentiation and function requires that they are able to rapidly regulate their gene‐expression programs in response to extrinsic signals. Such capacity is provided by transcription factors (TFs), which bind to the available repertoire of regulatory DNA elements in distinct lymphocyte subsets to program cell‐type‐specific gene expression7. Signal-dependent TFs control the response of specific cell types to extrinsic stimuli. In T cells, basic leucine zipper (bZip) TFs of the activator protein 1 (AP-1) family bind to DNA as heterodimers and contribute to activation of gene expression in response to T cell receptor (TCR) signalling8. AP-1 TFs, including Jun (c-Jun, JunD, JunB), Fos (c-Fos, Fosb, Fosl1, Fosl2) and BATF (BATF1, BATF2, BATF3), contain bZip domains enabling them to form heterodimeric complexes at palindromic 12-O-Tetradecanoylphorbol-13-acetate (TPA) response elements (TRE; 5′-TGA(C/G)TCA-3′) within regulatory DNA9,10. Upon TCR-signalling, AP-1 complexes translocate to the nucleus where they bind to TRE of genes associated with Teff cell differentiation and function11.
BACH2 is a 92 kDa transcriptional repressor of the bZip TF family and is predominantly expressed in lymphocytes12. It functions as an important regulator of immune activation and transcriptional repression. BACH2 intrinsically regulates the differentiation and function of multiple conventional T cell lineages and is required for efficient development of Treg cells. Deficiency of BACH2 results in a cell-intrinsic defect in Treg cell differentiation, such that C57BL/6 syngenic mice lacking BACH2 protein expression develop lethal inflammation13. In addition, BACH2 promotes tumour immunosuppression in a Treg-dependent manner11. Genetic deletion of Bach2 in mice results in increased clearance of subcutaneously syngeneic B16 melanoma tumours. Furthermore, the BACH2 gene in humans is a prominent risk locus for multiple autoimmune and allergic diseases12.
The DNA-binding bZip domain of BACH2 is located at the C-terminus of the protein and is required for its repressive activity. In T cells, BACH2 binds to DNA sequences which embed TRE14. Through shared possession of bZip domains, BACH2 and AP-1 competitively bind to the same sites within enhancers11,15. It has been proposed that such competitive interactions by BACH2 allow it to repress effector-associated gene expression. IFN-γ, encoded by the Ifng gene, is an inflammatory cytokine that contributes to antiviral and anti-tumour immunity and can contribute to inflammation and immunopathology16. Ifng expression is markedly elevated in mouse Bach2-deficient CD4+ and CD8+ T cells11,17. In addition, repression of IFN-γ expression is partially required for BACH2 to promote induced Treg (iTreg) cell induction13. These results suggest that repression of IFN-γ expression is a critical biological function of BACH2, but whether these results derive from direct transcriptional repression of the Ifng gene has not been formally established. Moreover, the immunoregulatory function of BACH2 and its predominantly lymphocyte-specific gene expression profile make it a potential target in development of therapies for autoimmune diseases and cancer.
In this work, we have developed a cell-based assay system to report the transcription factor activity of BACH2, wherein tetracycline-inducible BACH2 expression represses AP-1-driven luciferase activity. Tetracycline-inducible BACH2 expression resulted in suppression of phorbol 12-myristate 13-acetate (PMA)/ionomycin-driven activation of a luciferase reporter containing BACH2/AP-1 target sequences from the mouse Ifng + 18k enhancer. BACH2 expression repressed the luciferase signal in a dose-dependent manner but this activity was abolished at high levels of AP-1 signalling, suggesting contextual control of AP-1 driven gene expression by BACH2. In addition to enabling mechanistic studies, we propose that this cell-based reporter will enable identification of small molecule agonists or antagonists of BACH2 function for drug development.
Results
Generation of a cell line-based luciferase reporter assay of BACH2 repressor function
A putative enhancer of the mouse Ifng gene (Ifng + 18k), containing a canonical TRE and bound by p300, BACH2, and the AP-1 factor JunD in CD4+ and CD8+ T cells was identified (Fig. 1a)11. A short concatenated DNA sequence surrounding the TRE at Ifng + 18 k was subcloned upstream of a minimal promoter (minP) and a luciferase-encoding cDNA sequence (Fig. 1b). We additionally subcloned a human BACH2 cDNA inducible expression vector containing a CMV promoter and control elements from the bacterial tetracycline (Tet) resistance operon. We verified the insert and surrounding vector sequences in both constructed plasmids using Sanger sequencing (Supplementary Fig. 1 and 2). The luciferase reporter and inducible BACH2 expression vectors were co-transfected into Jurkat cells constitutively expressing the Tet repressor protein. Transfected cells were selected using antibiotic selection. Stably transfected single-cell clones were isolated using limiting dilution. A tetracycline-inducible BACH2 functional reporter assay was established in addition to a control reporter lacking inducible BACH2 expression (Fig. 1c). In the developed system, the Tet repressor binds to a specific sequence upstream of BACH2 cDNA, inhibiting BACH2 protein expression. The addition of tetracycline results in a conformational change of the Tet repressor protein, preventing its binding, and allowing BACH2 to be expressed (Fig. 2a).
We first examined whether BACH2 protein expression is inducible using this system. Cells were treated with or without 1 μg/ml tetracycline, to induce BACH2 expression. Lysates were resolved using sodium dodecyl sulphate polyacrylamide gel electrophoresis (SDS-PAGE) and proteins were detected by western blotting. We observed inducible expression of BACH2 protein upon tetracycline treatment of the inducible-BACH2 reporter line but not of the control reporter line, whereas expression of the AP-1 factors JunB, c-Jun and JunD in total cellular lysates was unchanged (Fig. 2b).
The specificity of anti-BACH2 antibody reactivity was tested by adding a blocking peptide during antibody staining of membranes, which resulted in abolishment of the signal (Supplementary Fig. 3). The inducible-BACH2 reporter line treated with and without tetracycline was stimulated with PMA/ionomycin to cause Ifng + 18k enhancer-driven luciferase expression. A ~ 40% reduction of luciferase signal was observed in tetracycline-treated cells, which was not observed in the control reporter line (Fig. 2c). These results indicate that tetracycline-inducible BACH2 protein represses signal-driven luciferase gene expression controlled by a sequence from the consensus Ifng + 18k enhancer.
Dose-dependent repression of AP-1-driven gene expression by BACH2
To examine the dose-dependency of BACH2-mediated AP-1-driven signal repression, we performed tetracycline titration experiments. Inducible-BACH2 cells were treated with titrated doses of tetracycline and their luciferase activity was determined following PMA/ionomycin stimulation (Fig. 3a and Supplementary Fig. 4). BACH2 protein expression was also examined by SDS-PAGE and western blotting (Fig. 3b). Luciferase activity was negatively correlated with tetracycline concentration (Supplementary Fig. 5) and a significant positive linear correlation between repression of signal-driven luciferase induction and BACH2 protein expression was observed (Fig. 3c). Imaging of inducible-BACH2 reporter cells after 6 h of PMA/ionomycin stimulation also revealed dose-dependent repression of signal-driven luminescence following treatment of cells with tetracycline (Fig. 4a, b). These data suggest that BACH2 functions as a dose-dependent repressor of AP-1-driven gene expression regulated by sequences derived from the + 18k enhancer of Ifng.
Contextual dose-dependency of AP-1-driven signal repression by BACH2
BACH2 restrains TCR-driven effector differentiation programmes within CD8+ T cells11. However, despite possessing high levels of BACH2 expression, naïve T cells are able to differentiate into effector cells in the presence of strong levels of TCR stimulation. We asked whether BACH2-mediated repression of AP-1-driven gene expression occurs to the same extent at any level of AP-1 activation or whether its repressor function is limited at saturating levels of AP-1 activation. We therefore stimulated cells with titrated doses of PMA/ionomycin using a single concentration of tetracycline per titration. Importantly, we observed a loss of BACH2-mediated luciferase signal repression at higher levels of PMA/ionomycin stimulation (Fig. 5a, b). These results suggest that BACH2 capacity to mediate AP-1-driven gene expression repression is reduced in the presence of strong activating signals. Thus, dose-dependent AP-1 signal repression by BACH2 is contextual and regulated by the strength of activation signalling in the system.
BACH2-mediated repression of signal-driven luciferase induction is inhibited by the HDAC3 inhibitor RGFP966
There are no known direct activators or inhibitors of BACH2 function. However, it was recently shown that BACH2-mediated repression of the Prdm1 gene in B cells is partially dependent upon co-recruitment of a complex containing histone deacetylase 3 enzyme (HDAC3). Thus, its repressor function at this locus is inhibited by the HDAC3-selective inhibitor RGFP96618,19. We therefore examined whether pre-treatment of cells with RGFP966 would result in inhibition of BACH2-mediated repression in the developed reporter assay. We observed near-complete loss of BACH2-repression of PMA/ionomycin-driven luciferase expression when cells were pre-treated with 12.5 μM RGFP966 (Fig. 6a, b). Importantly, RGFP966 treatment did not affect BACH2 expression in the assay (Fig. 6c). These results provide a positive control for pharmacological inhibition of BACH2 activity in the reporter system developed and shed light on potential mechanisms by which BACH2 represses Ifng expression in T cells.
Discussion
In this study, we have generated a cell-based luciferase reporter assay system to facilitate analysis of the transcriptional repressor function of BACH2 in vitro. Sequences derived from the mouse Ifng + 18k enhancer sequence bound by both BACH2 and Jun family AP-1 factors in T cells were used to drive luciferase gene expression. Its signal-driven induction was repressed by tetracycline-inducible BACH2 expression11. Our inducible BACH2 reporter system suggests that BACH2-mediated repression of AP-1-driven gene expression is dose-dependent and limited at the highest levels of AP-1 signalling. Previous work has shown that BACH2 represses IFN-γ expression, but whether this was the result of direct control of regulatory elements of the Ifng gene had not been tested. These findings suggest that BACH2 represses AP-1-driven induction of Ifng through regulatory interactions with AP-1 factors at the Ifng + 18k enhancer (Supplementary Fig. 6).
In this study, we examined BACH2-mediated regulation of Ifng regulatory elements in a Foxp3-negative conventional T cell line. Repression of IFN-γ expression is a critical biological function of BACH2 not only in conventional CD4+ Th1 cells and CD8+ T cells, but also during early iTreg cell development, where BACH2-mediated repression of IFN-γ is required for stabilization of iTreg differentiation prior to Foxp3 induction11–13. Moreover, we and others have shown that within lineage-committed Foxp3+ Treg cells, BACH2 is re-purposed and is not required to maintain Foxp3 expression or suppress IFN-γ expression, but rather blocks the TCR-driven transition between resting Treg (rTreg) and activated Treg (aTreg) states20,21. Given these observations, we chose to study the regulation of Ifng expression by BACH2 in the Foxp3-negative Jurkat cell line. It would be useful in future studies, however, to examine the effect of BACH2 on gene regulation at other loci in a Treg cell line, such as the MT-2 human Treg cell line22.
Stable transfection of the reporter system allowed for the effect of BACH2 on a chromatinized reporter to be determined, as opposed to commonly utilized transfected plasmid luciferase reporters which are not integrated into the host genome and therefore exist as non-chromatinized plasmid DNA. This system provided the opportunity to examine whether BACH2-mediated repression of gene expression in T cells is in part dependent upon regulation of chromatin. Histone deacetylase 3 enzyme (HDAC3) is found in specific complexes containing NCoR1 and NCoR2 and can be recruited to chromatin by transcriptional repressors23,24. In B cells, BACH2 has been shown to interact with NCoR1 and NCoR2 resulting in recruitment of HDAC3 to the Prdm1 gene. As a result, repression of Prdm1 by BACH2 is dependent upon the activity of HDAC318. Consistent with these findings, we observed that repression of signal-driven luciferase expression by BACH2 was inhibited upon pre-treatment of cells with the HDAC3-specific inhibitor RGFP966. These findings provide an important positive control for inhibition of BACH2-mediated repressor activity in the developed assay system, relevant to development and validation of high-throughput screening assays. It will also be important in future studies to test the extent to which BACH2-mediated repression of Ifng expression in primary cells requires the histone deacetylase function of HDAC3.
A functional relationship between BACH2 and AP-1 factors underlies T cell memory formation11,12. BACH2 inhibits both effector and terminal effector differentiation programmes under conditions of weak TCR-signalling, contributing to differentiation of memory CD8+ T cells and long-lived responses following viral infection11. In our assays, loss of BACH2-mediated repression at high levels of stimulation suggests that BACH2-mediated repression is itself regulated by the strength of activating signals that cells receive. This is consistent with a requirement for T cells expressing high levels of BACH2 to nevertheless be able to differentiate into effector cells in the presence of strong TCR and inflammatory signalling. Indeed, a number of regulatory pathways are known to affect the post-translational stability, localisation and function of BACH2 and an opportunity to further interrogate their role in a reductionist system is provided by this assay. However, such investigations would need to be complemented by corresponding assays using more physiological systems, including in primary T cells.
Finally, this cell-based reporter provides an opportunity for identification of small molecule agonists or antagonists of BACH2 function using high-throughput screening. Such assays may enable identification of novel therapeutic compounds to either augment or inhibit the suppressive function of BACH2 in immune activation.
Methods
Plasmids and generation of inducible-BACH2 and control reporter cell-based lines
A DNA sequence located at the putative Ifng + 18k enhancer containing a TRE element (5′–CAAAGAGGATGCCCCGTGAGTCACTTACAAACCACAGC–3′) was concatenated three times and subcloned into the hygromycin-resistant luciferase reporter vector pNL2.2 (N107, Promega) upstream of a minimal promoter sequence (minP) and a cDNA sequence encoding luciferase. A human BACH2 cDNA sequence was sub-cloned into the multiple cloning site (MCS) of the zeocin-resistant tetracycline inducible vector pcDNA.4/TO (V102020, Invitrogen) to generate the pcDNA4/BACH2-inducible vector. Together with pNL2.2 luciferase reporter, both plasmids were co-transfected into blasticidin-resistant Jurkat TRex cells (pcDNA6/TR) using the Amaxa Cell Line Nucleofector Kit V (VCA-1003, Lonza) following the manufacturer’s instructions. Stably transfected cells were selected by culturing cells in the presence of 100 μg/ml hygromycin (10687010, Invitrogen) and 200 μg/ml zeocin (R25001, Invitrogen) for 2 weeks. For the control line, only the hygromycin resistant-pNL2.2 luciferase reporter was transfected and cells were treated with hygromycin alone. Single cell clones were established by limiting dilution. Cells were cultured in RPMI medium (11875085, Gibco) containing 10% tetracycline free fetal bovine serum (P30-3602, PAN Biotech), 50,000 Units of penicillin–streptomycin (15140122, Gibco), 0.1 X glutamax (35050061, Gibco), 0.25 μg/ml of amphotericin B (15290026, Gibco) and 10 μg/ml of blasticidin (R21001, Invitrogen) and maintained after selection in half the concentration of the indicated selection antibiotics at 37 °C with 5% CO2.
Sanger sequencing and data analysis
Inserts regions of the constructed vectors pNL2.2 Ifng + 18 k reporter and pcDNA.4/BACH2-inducible were confirmed using Sanger sequencing. Primers were designed for sequencing of pNL2.2 Ifng + 18k reporter vector as follows: Fw: ‘5–TCGATAGTACTAACATACGC–3’ and Rv: ‘5–GTTGTAGCCGGCTGTCTGTCG–3’. A primer walk strategy was followed to verify the pcDNA.4/BACH2-inducible vector insert and involved designing five different forward and reverse primer sequences as follows: Fw1: ‘5–CGCAAATGGGCGGTAGGCGTG–3’; Fw2: ‘5–ACGATGGATTCAGAGACGGC–3’; Fw3: ‘5–CTTAAGGTCTCTGTTCAGC–3’; Fw4: ‘5–AATCAAAGTCTGCCCTCG–3’; Fw5: ‘5–AATTTAGAATGTGAAATCCG–3’; and Rv1: ‘5–TAGAAGGCACATCGAGG–3’; Rv2: ‘5–TTTCTCACACACCAATTTGC–3’; Rv3: ‘5–GAATAGGAAGAGCAGGAGC–3’; Rv4: ‘5–TCCACACTTTTCGTTATGC–3’; Rv5: ‘5–TCATCCTCCTCCTCTCCTGC–3’. Sequencing data were analysed using FinchTv 1.4.0 software (Geospiza) and ChromasPro 2.1.9 software (Technelysium) for pNL2.2 Ifng + 18k reporter and pcDNA4/BACH2 inducible-vector respectively. Images of the confirmed insert sequences were merged after data analysis with Adobe Photoshop CS6 software (Adobe Creative Suite 6 Master Collection).
Luciferase assay
Clonally derived cell lines were treated with or without tetracycline (T8032, Sigma-Aldrich) for 18 h. Subsequently, cells were stimulated with phorbol 12-myristate 13-acetate (PMA) (P1585, Sigma-Aldrich) and ionomycin (I0634, Sigma-Aldrich) at 25 ng/ml and 1.25 μg/ml respectively, if not otherwise stated, for 6 h in replenished culture medium containing tetracycline. Luciferase expression was acquired using the Nano-Glo Luciferase Assay System kit (N1130, Promega) following the manufacturer’s instructions. Luciferase signal was measured using a PHERAstar FS spectrophotometer. Data were analysed using GraphPad Prism 8 software.
Western blotting
Selected clones were treated with or without tetracycline for 18 h. The cells were harvested and washed twice in phosphate-buffered saline (PBS). Cells were lysed in RIPA buffer (89901, Thermo Scientific) containing protease inhibitors (11836170001, Sigma-Aldrich). Total protein concentration was quantified using BCA assay (23225, Thermo Scientific) and normalised protein amount was loaded on SDS-PAGE gels followed by semi-dry western blotting. BACH2 protein was detected using BACH2-specific antibody (D3T3G Rabbit mAb, 80775S, Cell Signalling Technology). Detection of Jun family members was conducted with primary anti-c-Jun antibody (N, clone sc-45, J1713, Santa Cruz Biotechnology), anti-JunB antibody (210, clone sc-73, J1813, Santa Cruz Biotechnology) and anti-JunD antibody (329, clone sc-74, A3113, Santa Cruz Biotechnology). As a loading control β-actin protein was stained using anti-β-actin antibody (clone AC-74, A5316, Sigma-Aldrich). The specificity of anti-BACH2 antibody reactivity was tested by adding a BACH2 specific blocking peptide (38475S, Cell Signalling Technology) during primary antibody staining. Stripping of primary and secondary antibodies was performed by incubating the membrane in Restore Western Blot Stripping Buffer (21059, Thermo Scientific) followed by re-probing as described above. Protein quantification was conducted using ImageJ software25.
RGFP966 inhibitor treatment
Inducible-BACH2 reporter cells were plated and pre-treated with or without 1 μg/ml tetracycline for 5 h prior to RGFP966 (16917, Cayman Chemical Company) inhibitor addition. The tetracycline pre-treated cells were additionally treated with 12.5 μM or without RGFP966 for 12 h following protein extraction or PMA/ionomycin stimulation for 6 h as described previously. Subsequently, BACH2 protein level detection with western blotting or luciferase activity measurements were performed using methods outlined above.
Imaging
Cells from the inducible-BACH2 reporter line were pre-treated with titrated concentrations of tetracycline (namely 0.0024 μg/ml, 0.012 μg/ml, 0.5 μg/ml and 1 μg/ml) or without for 18 h. Stimulation of cells with PMA/ionomycin at above concentrations followed for 5 h. Cells were imaged prior and subsequently to luciferase substrate (Nano-Glo Live Cell Assay System kit (N2011, Promega)) addition following the manufacturer’s instructions. Luminescence and brightfield images were captured using a Nikon Ti-E microscope, Andor iXon Ultra EM-CCD camera, Nikon 20 × 0.8 NA objective, OKO lab environment chamber at 36 °C with 5% CO2 and Nikon Elements with JOBS module software. A 3 × 3 montage of images was acquired in each well with the camera set to maximum sensitivity (300 EM gain, 5.1 amplifier gain) using 10 s and 50 ms exposure times for luminescence and brightfield channels respectively. Images were processed and quantified with FIJI26 using the PureDenoise plug-in27 to improve the background of the luminescence images and the StarDist plug-in28 to create cell segmentation masks.
Statistical analysis
Statistical tests of luciferase assays were performed using unpaired two-tailed Student’s t tests and two-way ANOVA with Bonferroni multiple comparisons correction where specified. All the luciferase measurements were conducted with at least three technical replicates per condition.
Supplementary information
Acknowledgements
The research was supported by Cancer Research UK Grant C52623/A22597, Wellcome Trust/Royal Society Grant 105663/Z/14/Z, UK Biotechnology and Biological Sciences Research Council Grants BB/N007794/1, BBS/E/B/000C0427 and BBS/E/B/000C0428, and MRC Grant MR/S024468/1. We thank Simon Cook for sharing of reagents. We express thanks to Martin Turner and Geoff Butcher for ideas and discussion.
Author contributions
P.V. wrote the manuscript and P.V., T.L. and R.R. designed experiments. P.V., T.L. and S.W. performed experiments. P.V. and H.O. analysed the data. C.B. and J.E. provided reagents and associated protocols. C.B., J.E., S.W. and J.Y. advised on methodology. C.J.I., S.K.W., P.K. and R.R. edited the manuscript. R.R., S.F. and K.O. provided support and/or supervised the work.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
is available for this paper at 10.1038/s41598-020-75732-z.
References
- 1.Josefowicz SZ, Lu LF, Rudensky AY. Regulatory T cells: mechanisms of differentiation and function. Annu Rev Immunol. 2012;30:531–564. doi: 10.1146/annurev.immunol.25.022106.141623. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Sakaguchi S, Yamaguchi T, Nomura T, Ono M. Regulatory T cells and immune tolerance. Cell. 2008;133:775–787. doi: 10.1016/j.cell.2008.05.009. [DOI] [PubMed] [Google Scholar]
- 3.Benoist C, Mathis D. Treg cells, life history, and diversity. Cold Spring Harb Perspect Biol. 2012;4:a007021. doi: 10.1101/cshperspect.a007021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Vignali DA, Collison LW, Workman CJ. How regulatory T cells work. Nat Rev Immunol. 2008;8:523–532. doi: 10.1038/nri2343. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Quezada SA, Peggs KS, Simpson TR, Allison JP. Shifting the equilibrium in cancer immunoediting: from tumor tolerance to eradication. Immunol Rev. 2011;241:104–118. doi: 10.1111/j.1600-065X.2011.01007.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Stockis J, Roychoudhuri R, Halim TYF. Regulation of regulatory T cells in cancer. Immunology. 2019;157:219–231. doi: 10.1111/imm.13064. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Henning AN, Roychoudhuri R, Restifo NP. Epigenetic control of CD8(+) T cell differentiation. Nat Rev Immunol. 2018;18:340–356. doi: 10.1038/nri.2017.146. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Reinke AW, Baek J, Ashenberg O, Keating AE. Networks of bZIP protein-protein interactions diversified over a billion years of evolution. Science. 2013;340:730–734. doi: 10.1126/science.1233465. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Turner R, Tjian R. Leucine repeats and an adjacent DNA binding domain mediate the formation of functional cFos-cJun heterodimers. Science. 1989;243:1689–1694. doi: 10.1126/science.2494701. [DOI] [PubMed] [Google Scholar]
- 10.Glover JN, Harrison SC. Crystal structure of the heterodimeric bZIP transcription factor c-Fos-c-Jun bound to DNA. Nature. 1995;373:257–261. doi: 10.1038/373257a0. [DOI] [PubMed] [Google Scholar]
- 11.Roychoudhuri R, et al. BACH2 regulates CD8(+) T cell differentiation by controlling access of AP-1 factors to enhancers. Nat Immunol. 2016;17:851–860. doi: 10.1038/ni.3441. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Igarashi K, Kurosaki T, Roychoudhuri R. BACH transcription factors in innate and adaptive immunity. Nat Rev Immunol. 2017;17:437–450. doi: 10.1038/nri.2017.26. [DOI] [PubMed] [Google Scholar]
- 13.Roychoudhuri R, et al. BACH2 represses effector programs to stabilize Treg-mediated immune homeostasis. Nature. 2013;498:506–510. doi: 10.1038/nature12199. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Oyake T, et al. Bach proteins belong to a novel family of BTB-basic leucine zipper transcription factors that interact with MafK and regulate transcription through the NF-E2 site. Mol Cell Biol. 1996;16:6083–6095. doi: 10.1128/mcb.16.11.6083. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Kuwahara M, et al. Bach2-Batf interactions control Th2-type immune response by regulating the IL-4 amplification loop. Nat Commun. 2016;7:12596. doi: 10.1038/ncomms12596. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Ivashkiv LB. IFNgamma: signalling, epigenetics and roles in immunity, metabolism, disease and cancer immunotherapy. Nat Rev Immunol. 2018;18:545–558. doi: 10.1038/s41577-018-0029-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Roychoudhuri R, Eil RL, Restifo NP. The interplay of effector and regulatory T cells in cancer. Curr Opin Immunol. 2015;33:101–111. doi: 10.1016/j.coi.2015.02.003. [DOI] [PubMed] [Google Scholar]
- 18.Tanaka H, et al. Epigenetic regulation of the Blimp-1 gene (Prdm1) in B cells involves Bach2 and histone deacetylase 3. J Biol Chem. 2016;291:6316–6330. doi: 10.1074/jbc.M116.713842. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Malvaez M, et al. HDAC3-selective inhibitor enhances extinction of cocaine-seeking behavior in a persistent manner. Proc Natl Acad Sci U S A. 2013;110:2647–2652. doi: 10.1073/pnas.1213364110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Grant FM, et al. BACH2 drives quiescence and maintenance of resting Treg cells to promote homeostasis and cancer immunosuppression. J Exp Med. 2020 doi: 10.1084/jem.20190711. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Sidwell T, et al. Attenuation of TCR-induced transcription by Bach2 controls regulatory T cell differentiation and homeostasis. Nat Commun. 2020;11:252. doi: 10.1038/s41467-019-14112-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Ying C, et al. Enhancement of regulatory T cell-like suppressive function in MT-2 by long-term and low-dose exposure to asbestos. Toxicology. 2015;338:86–94. doi: 10.1016/j.tox.2015.10.005. [DOI] [PubMed] [Google Scholar]
- 23.Watson PJ, Fairall L, Santos GM, Schwabe JW. Structure of HDAC3 bound to co-repressor and inositol tetraphosphate. Nature. 2012;481:335–340. doi: 10.1038/nature10728. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Li J, et al. Both corepressor proteins SMRT and N-CoR exist in large protein complexes containing HDAC3. EMBO J. 2000;19:4342–4350. doi: 10.1093/emboj/19.16.4342. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Schneider CA, Rasband WS, Eliceiri KW. NIH Image to ImageJ: 25 years of image analysis. Nat Methods. 2012;9:671–675. doi: 10.1038/nmeth.2089. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Schindelin J, et al. Fiji: an open-source platform for biological-image analysis. Nat Methods. 2012;9:676–682. doi: 10.1038/nmeth.2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Luisier F, Vonesch C, Blu T, Unser M. Fast interscale wavelet denoising of Poisson-corrupted images. Signal Process. 2010;90:415–427. doi: 10.1016/j.sigpro.2009.07.009. [DOI] [Google Scholar]
- 28.Schmidt, U., Weigert, M., Broaddus, C. & Myers, G. Cell detection with star-convex polygons, in International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) (Granada, Spain, 2018).
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