Abstract
Thymocyte selection-associated high mobility group box protein (TOX) is a transcription factor implicated in the regulation of T cell exhaustion during chronic infection and cancer. While TOX is being targeted for cancer immunotherapy, limited information is available about its significance in breast cancer and other solid tumors. We performed a comprehensive analysis of TOX gene expression, its epigenetic regulation, protein localization, relation to tumor infiltrating immune cell composition, and prognostic significance in breast cancer using publicly available datasets. Our results suggest an inverse correlation between TOX expression and DNA methylation in tumor cells. However, its expression is elevated in tumor infiltrating immune cells (TIICs), which may compensates for the total TOX levels in the tumor as a whole. Furthermore, higher TOX levels in tumors are associated with T cell exhaustion signatures along with presence of active inflammatory response, including elevated levels of T cell effector cytokines. Survival analysis also confirmed that higher expression of TOX is associated with better prognosis in breast cancer. Therefore, expression of TOX may serve as a novel prognostic marker for this malignancy.
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Abbreviations
- APCs:
-
Antigen presenting cells
- CNA:
-
Copy number alteration
- CK6 :
-
Cytokeratin 6
- CTLA-4:
-
Cytotoxic T-lymphocyte-associated protein 4
- ER:
-
Estrogen receptor
- GEO:
-
Gene Expression Omnibus
- HMG:
-
High mobility group
- HER2:
-
Human epidermal growth factor receptor 2
- HPA:
-
Human Protein Atlas
- ICPs:
-
Immune checkpoint proteins
- PR:
-
Progesterone receptor
- PD-1:
-
Programmed cell death protein 1
- PD-L1:
-
Programmed death-ligand 1
- TCGA:
-
The Cancer Genome Atlas
- TOX:
-
Thymocyte selection-associated high mobility group box protein
- TIICs:
-
Tumor infiltrating immune cells
- TME:
-
Tumor microenvironment
References
Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A (2018) Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 68:394–424. https://doi.org/10.3322/caac.21492
Sorlie T, Perou CM, Tibshirani R, Aas T, Geisler S, Johnsen H, Hastie T, Eisen MB, van de Rijn M, Jeffrey SS, Thorsen T, Quist H, Matese JC et al (2001) Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications. Proc Natl Acad Sci 98:10869–10874. https://doi.org/10.1073/pnas.191367098
Salgado R, Loi S (2018) Tumour infiltrating lymphocytes in breast cancer: increasing clinical relevance. Lancet Oncol 19:3–5. https://doi.org/10.1016/S1470-2045(17)30905-1
Glajcar A, Szpor J, Hodorowicz-Zaniewska D, Tyrak KE, Okoń K (2019) The composition of T cell infiltrates varies in primary invasive breast cancer of different molecular subtypes as well as according to tumor size and nodal status. Virchows Arch 475:13–23. https://doi.org/10.1007/s00428-019-02568-y
Khalil DN, Smith EL, Brentjens RJ, Wolchok JD (2016) The future of cancer treatment: immunomodulation, CARs and combination immunotherapy. Nat Rev Clin Oncol 13:273–290. https://doi.org/10.1038/nrclinonc.2016.25
Adams S, Gatti-Mays ME, Kalinsky K, Korde LA, Sharon E, Amiri-Kordestani L, Bear H, McArthur HL, Frank E, Perlmutter J, Page DB, Vincent B, Hayes JF et al (2019) Current landscape of immunotherapy in breast cancer: a review. JAMA Oncol 5:1205. https://doi.org/10.1001/jamaoncol.2018.7147
Bedognetti D, Ceccarelli M, Galluzzi L, Lu R, Palucka K, Samayoa J, Spranger S, Warren S, Wong K-K, Ziv E, Chowell D, Coussens LM, De Carvalho DD et al (2019) Toward a comprehensive view of cancer immune responsiveness: a synopsis from the SITC workshop. J ImmunoTher Cancer 7:131. https://doi.org/10.1186/s40425-019-0602-4
García-Aranda M, Redondo M (2019) Targeting protein kinases to enhance the response to anti-PD-1/PD-L1 immunotherapy. IJMS 20:2296. https://doi.org/10.3390/ijms20092296
Uhercik M, Sanders AJ, Owen S, Davies EL, Sharma AK, Jiang WG, Mokbel K (2017) Clinical significance of PD1 and PDL1 in human breast cancer. Anticancer Res 37:4249–4254
Yeong J, Lim JCT, Lee B, Li H, Ong CCH, Thike AA, Yeap WH, Yang Y, Lim AYH, Tay TKY, Liu J, Wong S-C, Chen J et al (2019) Prognostic value of CD8+ PD-1+ immune infiltrates and PDCD1 gene expression in triple negative breast cancer. J ImmunoTher Cancer 7:34. https://doi.org/10.1186/s40425-019-0499-y
Egelston CA, Avalos C, Tu TY, Simons DL, Jimenez G, Jung JY, Melstrom L, Margolin K, Yim JH, Kruper L, Mortimer J, Lee PP (2018) Human breast tumor-infiltrating CD8+ T cells retain polyfunctionality despite PD-1 expression. Nat Commun. https://doi.org/10.1038/s41467-018-06653-9
Doedens AL, Rubinstein MP, Gross ET, Best JA, Craig DH, Baker MK, Cole DJ, Bui JD, Goldrath AW (2016) Molecular programming of tumor-infiltrating CD8+ T cells and IL15 resistance. Cancer Immunol Res 4:799–811. https://doi.org/10.1158/2326-6066.CIR-15-0178
O’Flaherty E, Kaye J (2003) TOX defines a conserved subfamily of HMG-box proteins. BMC Genomics 4:13. https://doi.org/10.1186/1471-2164-4-13
Aliahmad P, Kaye J (2008) Development of all CD4 T lineages requires nuclear factor TOX. J Exp Med 205:245–256. https://doi.org/10.1084/jem.20071944
Khan O, Giles JR, McDonald S, Manne S, Ngiow SF, Patel KP, Werner MT, Huang AC, Alexander KA, Wu JE, Attanasio J, Yan P, George SM et al (2019) TOX transcriptionally and epigenetically programs CD8+ T cell exhaustion. Nature 571:211–218. https://doi.org/10.1038/s41586-019-1325-x
Scott AC, Dündar F, Zumbo P, Chandran SS, Klebanoff CA, Shakiba M, Trivedi P, Menocal L, Appleby H, Camara S, Zamarin D, Walther T, Snyder A et al (2019) TOX is a critical regulator of tumour-specific T cell differentiation. Nature 571:270–274. https://doi.org/10.1038/s41586-019-1324-y
Seo H, Chen J, González-Avalos E, Samaniego-Castruita D, Das A, Wang YH, López-Moyado IF, Georges RO, Zhang W, Onodera A, Wu C-J, Lu L-F, Hogan PG et al (2019) TOX and TOX2 transcription factors cooperate with NR4A transcription factors to impose CD8+ T cell exhaustion. PNAS 116:12410–12415. https://doi.org/10.1073/pnas.1905675116
Kim K, Park S, Kim GM, Park SM, Park SY, Kim DH, Park YM, Koh YW, Kim HR, Ha S-J, Lee I (2019) Single-cell transcriptome analysis revealed a role of the transcription factor TOX in promoting CD8+ T-cell exhaustion in cancer. Cancer Biol. https://doi.org/10.1101/641316
Wang X, He Q, Shen H, Xia A, Tian W, Yu W, Sun B (2019) TOX promotes the exhaustion of antitumor CD8+ T cells by preventing PD1 degradation in hepatocellular carcinoma. J Hepatol. https://doi.org/10.1016/j.jhep.2019.05.015
Zeng D, Lin H, Cui J, Liang W (2019) TOX3 is a favorable prognostic indicator and potential immunomodulatory factor in lung adenocarcinoma. Oncol Lett 18:4144–4152. https://doi.org/10.3892/ol.2019.10748
Chen T, Li Q, Zhang X, Long R, Wu Y, Wu J, Fu X (2018) TOX expression decreases with progression of colorectal cancers and is associated with CD4 T-cell density and Fusobacterium nucleatum infection. Hum Pathol 79:93–101. https://doi.org/10.1016/j.humpath.2018.05.008
Tessema M, Yingling CM, Grimes MJ, Thomas CL, Liu Y, Leng S, Joste N, Belinsky SA (2012) Differential epigenetic regulation of TOX subfamily high mobility group box genes in lung and breast cancers. PLoS ONE. https://doi.org/10.1371/journal.pone.0034850
Katayama MLH, Vieira RAdC, Andrade VP, Roela RA, Lima LGCA, Kerr LM, Campos APd, Pereira CAdB, Serio PAdMP, Encinas G, Maistro S, Petroni MdAL, Brentani MM et al (2019) Stromal cell signature associated with response to neoadjuvant chemotherapy in locally advanced breast cancer. Cells. https://doi.org/10.3390/cells8121566
Tang Z, Kang B, Li C, Chen T, Zhang Z (2019) GEPIA2: an enhanced web server for large-scale expression profiling and interactive analysis. Nucleic Acids Res 47:W556–W560. https://doi.org/10.1093/nar/gkz430
Díez-Villanueva A, Mallona I, Peinado MA (2015) Wanderer, an interactive viewer to explore DNA methylation and gene expression data in human cancer. Epigenet Chromatin. https://doi.org/10.1186/s13072-015-0014-8
Koch A, Jeschke J, Van Criekinge W, van Engeland M, De Meyer T (2019) MEXPRESS update 2019. Nucleic Acids Res 47:W561–W565. https://doi.org/10.1093/nar/gkz445
Gao J, Aksoy BA, Dogrusoz U, Dresdner G, Gross B, Sumer SO, Sun Y, Jacobsen A, Sinha R, Larsson E, Cerami E, Sander C, Schultz N (2013) Integrative analysis of complex cancer genomics and clinical profiles using the cBioPortal. Sci Signal 6:l1. https://doi.org/10.1126/scisignal.2004088
Pereira B, Chin S-F, Rueda OM, Vollan H-KM, Provenzano E, Bardwell HA, Pugh M, Jones L, Russell R, Sammut S-J, Tsui DWY, Liu B, Dawson S-J et al (2016) The somatic mutation profiles of 2433 breast cancers refines their genomic and transcriptomic landscapes. Nat Commun 7:11479. https://doi.org/10.1038/ncomms11479
Lefebvre C, Bachelot T, Filleron T, Pedrero M, Campone M, Soria J-C, Massard C, Lévy C, Arnedos M, Lacroix-Triki M, Garrabey J, Boursin Y, Deloger M et al (2016) Mutational profile of metastatic breast cancers: a retrospective analysis. PLoS Med 13:e1002201. https://doi.org/10.1371/journal.pmed.1002201
Shah SP, Roth A, Goya R, Oloumi A, Ha G, Zhao Y, Turashvili G, Ding J, Tse K, Haffari G, Bashashati A, Prentice LM, Khattra J et al (2012) The clonal and mutational evolution spectrum of primary triple-negative breast cancers. Nature 486:395–399. https://doi.org/10.1038/nature10933
Banerji S, Cibulskis K, Rangel-Escareno C, Brown KK, Carter SL, Frederick AM, Lawrence MS, Sivachenko AY, Sougnez C, Zou L, Cortes ML, Fernandez-Lopez JC, Peng S et al (2012) Sequence analysis of mutations and translocations across breast cancer subtypes. Nature 486:405–409. https://doi.org/10.1038/nature11154
Stephens PJ, Tarpey PS, Davies H, Van Loo P, Greenman C, Wedge DC, Nik-Zainal S, Martin S, Varela I, Bignell GR, Yates LR, Papaemmanuil E, Beare D et al (2012) The landscape of cancer genes and mutational processes in breast cancer. Nature 486:400–404. https://doi.org/10.1038/nature11017
Carter SL, Cibulskis K, Helman E, McKenna A, Shen H, Zack T, Laird PW, Onofrio RC, Winckler W, Weir BA, Beroukhim R, Pellman D, Levine DA et al (2012) Absolute quantification of somatic DNA alterations in human cancer. Nat Biotechnol 30:413–421. https://doi.org/10.1038/nbt.2203
Yoshihara K, Shahmoradgoli M, Martínez E, Vegesna R, Kim H, Torres-Garcia W, Treviño V, Shen H, Laird PW, Levine DA, Carter SL, Getz G, Stemke-Hale K et al (2013) Inferring tumour purity and stromal and immune cell admixture from expression data. Nat Commun 4:2612. https://doi.org/10.1038/ncomms3612
Zuckerman NS, Yu HX, Simons DL, Bhattacharya N, Carcamo-Cavazos V, Yan N, Dirbas FM, Johnson DL, Schwartz EJ, Lee PP (2013) Altered local and systemic immune profiles underlie lymph node metastasis in breast cancer patients. Int J Cancer 132:2537–2547. https://doi.org/10.1002/ijc.27933
Uhlén M, Fagerberg L, Hallström BM, Lindskog C, Oksvold P, Mardinoglu A, Sivertsson Å, Kampf C, Sjöstedt E, Asplund A, Olsson I, Edlund K, Lundberg E et al (2015) Proteomics. Tissue-based map of the human proteome. Science 347:1260419. https://doi.org/10.1126/science.1260419
Li T, Fan J, Wang B, Traugh N, Chen Q, Liu JS, Li B, Liu XS (2017) TIMER: a web server for comprehensive analysis of tumor-infiltrating immune cells. Cancer Res 77:e108–e110. https://doi.org/10.1158/0008-5472.CAN-17-0307
Thorsson V, Gibbs DL, Brown SD, Wolf D, Bortone DS, Ou Yang T-H, Porta-Pardo E, Gao GF, Plaisier CL, Eddy JA, Ziv E, Culhane AC, Paull EO et al (2018) The immune landscape of cancer. Immunity 48(812–830):e14. https://doi.org/10.1016/j.immuni.2018.03.023
Chen B, Khodadoust MS, Liu CL, Newman AM, Alizadeh AA (2018) Profiling tumor infiltrating immune cells with CIBERSORT. Methods Mol Biol 1711:243–259. https://doi.org/10.1007/978-1-4939-7493-1_12
Györffy B, Lanczky A, Eklund AC, Denkert C, Budczies J, Li Q, Szallasi Z (2010) An online survival analysis tool to rapidly assess the effect of 22,277 genes on breast cancer prognosis using microarray data of 1,809 patients. Breast Cancer Res Treat 123:725–731. https://doi.org/10.1007/s10549-009-0674-9
Chung W, Kwabi-Addo B, Ittmann M, Jelinek J, Shen L, Yu Y, Issa J-PJ (2008) Identification of novel tumor markers in prostate, colon and breast cancer by unbiased methylation profiling. PLoS ONE. https://doi.org/10.1371/journal.pone.0002079
Alfei F, Kanev K, Hofmann M, Wu M, Ghoneim HE, Roelli P, Utzschneider DT, von Hoesslin M, Cullen JG, Fan Y, Eisenberg V, Wohlleber D, Steiger K et al (2019) TOX reinforces the phenotype and longevity of exhausted T cells in chronic viral infection. Nature 571:265–269. https://doi.org/10.1038/s41586-019-1326-9
Seksenyan A, Kadavallore A, Walts AE, de la Torre B, Berel D, Strom SP, Aliahmad P, Funari VA, Kaye J (2015) TOX3 is expressed in mammary ER+ epithelial cells and regulates ER target genes in luminal breast cancer. BMC Cancer 15:22. https://doi.org/10.1186/s12885-015-1018-2
Aliahmad P, Seksenyan A, Kaye J (2012) The many roles of TOX in the immune system. Curr Opin Immunol 24:173–177. https://doi.org/10.1016/j.coi.2011.12.001
Jeong H, Hwang I, Kang SH, Shin HC, Kwon SY (2019) Tumor-associated macrophages as potential prognostic biomarkers of invasive breast cancer. J Breast Cancer 22:38–51. https://doi.org/10.4048/jbc.2019.22.e5
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This study was supported by grants from Indian Council of Medical Research (ICMR, India), Grant number 2019-2914 to SSC.
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MA conceptualized the study. SSC supervised the study and arranged funding. MA, SK, JS and AC performed data curation, interpretation and statistical analysis. SK performed the validation of all results. MA wrote the original manuscript. SK, AC and SSC edited the manuscript. All the authors have approved the manuscript.
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Arora, M., Kumari, S., Singh, J. et al. Expression pattern, regulation, and clinical significance of TOX in breast cancer. Cancer Immunol Immunother 70, 349–363 (2021). https://doi.org/10.1007/s00262-020-02689-3
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DOI: https://doi.org/10.1007/s00262-020-02689-3