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Turning up the heat on non-immunoreactive tumors: pyroptosis influences the tumor immune microenvironment in bladder cancer

Abstract

The latest research confirms that cytotoxic lymphocytes rely on pyroptosis to kill tumor cells, suggesting that pyroptosis plays a vital role in immune response. However, the influence of pyroptosis on tumor microenvironment (TME) remodeling and immunotherapy is still unclear. We analyzed the variations in the expression of 28 pyroptosis-related molecules in pan-cancer tissues and normal tissues and the influence of genome changes. We investigated 2,214 bladder cancer samples and determined that there are three pyroptosis phenotypes in bladder cancer, and there are significant differences in cell infiltration characteristics in different pyroptosis phenotypes. Phenotypes with high expression of pyroptosis-related molecules are “hot tumors” with better immune function. We used a principal component analysis to measure the level of pyroptosis in patients with PyroScore, and confirmed that the PyroScore can predict the prognosis of bladder cancer patients, the sensitivity of the immune phenotype to chemotherapy, and the response to immunotherapy. Patients with a high PyroScore are more sensitive to chemotherapeutics such as cisplatin and gemcitabine, and have a better prognosis (HR = 0.7; 95%CI = 0.51–0.97, P = 0.041). Our study suggests a significant correlation between the expression imbalance of pyroptosis-related molecules and genome variation in various cancers and suggests pyroptosis plays an important role in modeling the TME. Evaluating pyroptosis modification patterns contributes to enhancing our understanding of TME infiltration and can guide more effective immunotherapy strategies.

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Fig. 1: Expression variation of pyroptosis-related molecules.
Fig. 2: Unsupervised learning to identify three classification keywords.
Fig. 3: Variations in immune-related genes and the infiltration characteristics of TME cells in the three pyroptosis phenotypes.
Fig. 4: Analysis of pyroptosis-related signal pathways.
Fig. 5: Clinical significance of PyroScore.
Fig. 6: PyroScore predicts the responsiveness of bladder cancer to chemotherapy and target therapy.
Fig. 7: GSDMB and CASP6 are related to the tumor immune microenvironment.

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References

  1. Rouprêt M, Babjuk M, Burger M, Capoun O, Cohen D, Compérat EM, et al. European association of urology guidelines on upper urinary tract urothelial carcinoma: 2020 update. Eur Urol. 2021;79:62–79.

    Article  Google Scholar 

  2. Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71:20–249.

  3. Rosenberg JE, Hoffman-Censits J, Powles T, van der Heijden MS, Balar AV, Necchi A, et al. Atezolizumab in patients with locally advanced and metastatic urothelial carcinoma who have progressed following treatment with platinum-based chemotherapy: a single-arm, multicentre, phase 2 trial. Lancet. 2016;387:1909–20.

    Article  CAS  Google Scholar 

  4. Sharma P, Retz M, Siefker-Radtke A, Baron A, Necchi A, Bedke J, et al. Nivolumab in metastatic urothelial carcinoma after platinum therapy (CheckMate 275): a multicentre, single-arm, phase 2 trial. Lancet Oncol. 2017;18:312–22.

    Article  CAS  Google Scholar 

  5. Marin-Acevedo JA, Chirila RM, Dronca RS. Immune checkpoint inhibitor toxicities. Mayo Clin Proc. 2019;94:1321–9.

    Article  CAS  Google Scholar 

  6. Chen X, Chen H, He D, Cheng Y, Zhu Y, Xiao M, et al. Analysis of tumor microenvironment characteristics in bladder cancer: implications for immune checkpoint inhibitor therapy. Front Immunol. 2021;12:672158.

    Article  CAS  Google Scholar 

  7. Curran MA, Montalvo W, Yagita H, Allison JP. PD-1 and CTLA-4 combination blockade expands infiltrating T cells and reduces regulatory T and myeloid cells within B16 melanoma tumors. P Natl Acad Sci USA. 2010;107:4275–80.

    Article  CAS  Google Scholar 

  8. Pitt JM, Marabelle A, Eggermont A, Soria JC, Kroemer G, Zitvogel L. Targeting the tumor microenvironment: removing obstruction to anticancer immune responses and immunotherapy. Ann Oncol. 2016;27:1482–92.

    Article  CAS  Google Scholar 

  9. Cristescu R, Mogg R, Ayers M, Albright A, Murphy E, Yearley J et al. Pan-tumor genomic biomarkers for PD-1 checkpoint blockade-based immunotherapy. Science. 2019. https://doi.org/10.1126/science.aar3593.

  10. Rosenbaum SR, Wilski NA, Aplin AE. Fueling the fire: inflammatory forms of cell death and implications for cancer Immunotherapy. Cancer Disco. 2021;11:266–81.

    Article  CAS  Google Scholar 

  11. Zhou Z, He H, Wang K, Shi X, Wang Y, Su Y et al. Granzyme A from cytotoxic lymphocytes cleaves GSDMB to trigger pyroptosis in target cells. Science. 2020. https://doi.org/10.1126/science.aaz7548.

  12. Xii G, Gao J, Wan B, Zhan P, Xu W, Lv T. GSDMD is required for effector CD8(+) T cell responses to lung cancer cells. Int Immunopharmacol. 2019;74:74.

    Google Scholar 

  13. Zhang Z, Zhang Y, Xia S, Kong Q, Li S, Liu X, et al. Gasdermin E suppresses tumour growth by activating anti-tumour immunity. Nature. 2020;579:415–20.

    Article  CAS  Google Scholar 

  14. Wang Q, Wang Y, Ding J, Wang C, Zhou X, Gao W, et al. A bioorthogonal system reveals antitumour immune function of pyroptosis. Nature. 2020;579:421–6.

    Article  CAS  Google Scholar 

  15. Van Opdenbosch N, Lamkanfi M. Caspases in cell death, inflammation, and disease. Immunity. 2019;50:1352–64.

    Article  Google Scholar 

  16. Bergsbaken T, Fink SL, Cookson BT. Pyroptosis: host cell death and inflammation. Nat Rev Microbiol. 2009;7:99–109.

    Article  CAS  Google Scholar 

  17. Broz P, Pelegrin P, Shao F. The gasdermins, a protein family executing cell death and inflammation. Nat Rev Immunol. 2020;20:143–57.

    Article  CAS  Google Scholar 

  18. Qin X, Li J, Hu W, Yang J. Machine learning k-means clustering algorithm for interpolative separable density fitting to accelerate hybrid functional calculations with numerical atomic orbitals. J Phys Chem A. 2020;124:10066–74.

    Article  CAS  Google Scholar 

  19. Ritchieitchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W, et al. Limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015;43:e47.

    Article  Google Scholar 

  20. Finotello F, Mayer C, Plattner C, Laschober G, Rieder D, Hackl H, et al. Molecular and pharmacological modulators of the tumor immune contexture revealed by deconvolution of RNA-seq data. Genome Med. 2019;11:34.

    Article  Google Scholar 

  21. Li B, Severson E, Pignon JC, Zhao H, Li T, Novak J, et al. Comprehensive analyses of tumor immunity: implications for cancer immunotherapy. Genome Biol. 2016;17:174.

    Article  Google Scholar 

  22. Aran D, Hu Z, Butte AJ. xCell: digitally portraying the tissue cellular heterogeneity landscape. Genome Biol. 2017;18:220.

    Article  Google Scholar 

  23. Becht E, Giraldo NA, Lacroix L, Buttard B. Estimating the population abundance of tissue-infiltrating immune and stromal cell populations using gene expression. Genome Biol. 2016. https://doi.org/10.1186/s13059-016-1070-5.

  24. Kamoun A, de Reyniès A, Allory Y, Sjödahl G, Robertson AG, Seiler R, et al. A molecular classification of muscle-invasive bladder cancer. Eur Urol. 2020;77:420–33.

    Article  Google Scholar 

  25. Xiao Y, Ma D, Zhao S, Suo C, Shi J, Xue MZ, et al. Multi-omics profiling reveals distinct microenvironment characterization and suggests immune escape mechanisms of triple-negative breast cancer. Clin Cancer Res. 2019;25:5002–14.

    Article  CAS  Google Scholar 

  26. Liberzon A, Birger C, Thorvaldsdottir H, Ghandi M, Mesirov JP, Tamayo P. The molecular signatures database (MSigDB) hallmark gene set collection. Cell Syst. 2015;1:417–25.

    Article  CAS  Google Scholar 

  27. Mariathasan S, Turley SJ, Nickles D, Castiglioni A, Yuen K, Wang Y, et al. TGFbeta attenuates tumour response to PD-L1 blockade by contributing to exclusion of T cells. Nature. 2018;554:544–8.

    Article  CAS  Google Scholar 

  28. Topalian SL, Hodi FS, Brahmer JR, Gettinger SN, Smith DC, McDermott DF, et al. Safety, activity, and immune correlates of anti-PD-1 antibody in cancer. N. Engl J Med. 2012;366:2443–54.

    Article  CAS  Google Scholar 

  29. Decout A, Katz JD, Venkatraman S, Ablasser A. The cGAS-STING pathway as a therapeutic target in inflammatory diseases. Nat Rev Immunol. 2021;21:548–69.

  30. Bode C, Poth JM, Fox M, Schulz S, Klinman DM, Latz E et al. Cytosolic d-type CpG-oligonucleotides induce a type i interferon response by activating the cGAS-STING signaling pathway. Eur J Immunol. 2021;51:1686–97.

  31. Hou J, Zhao R, Xia W, Chang CW, You Y, Hsu JM, et al. PD-L1-mediated gasdermin C expression switches apoptosis to pyroptosis in cancer cells and facilitates tumour necrosis. Nat Cell Biol. 2020;22:1264–75.

    Article  CAS  Google Scholar 

  32. An H, Heo JS, Kim P, Lian Z, Lee S, Park J.et al. Tetraarsenic hexoxide enhances generation of mitochondrial ROS to promote pyroptosis by inducing the activation of caspase-3/GSDME in triple-negative breast cancer cells. Cell Death Dis. 2021;12:159.

  33. Jiang M, Qi L, Li L, Li Y. The caspase-3/GSDME signal pathway as a switch between apoptosis and pyroptosis in cancer. Cell Death Disco. 2020;6:112.

    Article  Google Scholar 

  34. Shen X, Wang H, Weng C, Jiang H, Chen J. Caspase 3/GSDME-dependent pyroptosis contributes to chemotherapy drug-induced nephrotoxicity. Cell Death Dis. 2021;12:186.

    Article  CAS  Google Scholar 

  35. Zheng M, Karki R, Vogel P, Kanneganti TD. Caspase-6 Is a key regulator of innate immunity, inflammasome activation, and host defense. Cell. 2020;181:674–87.e13.

    Article  CAS  Google Scholar 

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Acknowledgements

We acknowledge the TCGA, GEO, and the ArrayExpress databases and their contributors. We would like to thank TissueGnostics Aisa Pacific limited for their technical support, And the help of Hongzhe Sun and Xiaojing Liu, the technical engineer.

Funding

This work was supported by the National Natural Science Foundation of China (81874137), the science and technology innovation Program of Hunan Province (2020RC4011), the Outstanding Youth Foundation of Hunan Province (2018JJ1047), the Hunan Province Science and Technology Talent Promotion Project (2019TJ-Q10), Young Scholars of “Furong Scholar Program” in Hunan Province, and the Wisdom Accumulation and Talent Cultivation Project of the Third xiangya hosipital of Central South University (BJ202001).

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Conceptualization, XC; methodology, XC and HC; investigation, XC, HC, HY, KZ, YZ, DH, YZ, YC, RL, and RX; writing—original drafts, XC; writing—review & editing, XC and HC; funding acquisition, KC; supervision, KC.

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Correspondence to Ke Cao.

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Chen, X., Chen, H., Yao, H. et al. Turning up the heat on non-immunoreactive tumors: pyroptosis influences the tumor immune microenvironment in bladder cancer. Oncogene 40, 6381–6393 (2021). https://doi.org/10.1038/s41388-021-02024-9

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