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Published in: Breast Cancer Research and Treatment 2/2022

31-05-2022 | Breast Cancer | Preclinical study

Abundance of reactive oxygen species (ROS) is associated with tumor aggressiveness, immune response, and worse survival in breast cancer

Authors: Masanori Oshi, Shipra Gandhi, Li Yan, Yoshihisa Tokumaru, Rongrong Wu, Akimitsu Yamada, Ryusei Matsuyama, Itaru Endo, Kazuaki Takabe

Published in: Breast Cancer Research and Treatment | Issue 2/2022

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Abstract

Purpose

Reactive oxygen species (ROS) are oxygen-containing molecules that have high reactivity and play roles in protection or harm the cancer cells. We aimed to clarify the clinical relevance of ROS in breast cancer (BC) tumor microenvironment (TME). We hypothesized that it is associated with worse BC patient outcomes.

Methods

ROS score was generated by Gene Set Variation Analysis of Hallmark ROS pathway gene set and a total of 6245 BC patients were analyzed.

Results

High ROS BC significantly enriched cell proliferation-related gene sets (MYC targets v1 and v2, G2M checkpoint, E2F targets), pro-cancer-related gene sets (DNA repair, unfolded protein response, MTORC1 signaling, PI3K/AKT/MTOR signaling, glycolysis, and oxidative phosphorylation), immune-related gene sets (inflammatory response, allograft rejection, interferon-α and γ responses, complement, and IL6/JAK/STAT3 signaling), and infiltrated immune cells (CD4+ memory and CD8+ T cells, Th1 and Th2, dendritic cells, Tregs, M1 and M2 macrophages) and B cells, as well as elevated cytolytic activity consistently in both METABRIC and GSE96058 cohorts. Cancer cells were the major source of ROS in BC TME of single-cell sequence (GSE75688) cohort. High ROS was associated with intratumor heterogeneity, homologous recombination defects, mutation rates, and neoantigens, and with clinical aggressiveness in AJCC stage, Nottingham grade and Ki67 expression, as well as worse overall survival in both GSE96058 and METABRIC, and with worse disease-specific survival in METABRIC.

Conclusion

Abundant ROS in BC patients is associated with abundant mutations, aggressive cancer biology, immune response, and worse survival.
Appendix
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Literature
1.
go back to reference Zhou Z, Ni K, Deng H, Chen X (2020) Dancing with reactive oxygen species generation and elimination in nanotheranostics for disease treatment. Adv Drug Deliv Rev 158:73–90PubMedCrossRef Zhou Z, Ni K, Deng H, Chen X (2020) Dancing with reactive oxygen species generation and elimination in nanotheranostics for disease treatment. Adv Drug Deliv Rev 158:73–90PubMedCrossRef
4.
7.
go back to reference Shimi T, Butin-Israeli V, Adam SA, Hamanaka RB, Goldman AE, Lucas CA, Shumaker DK, Kosak ST, Chandel NS, Goldman RD (2011) The role of nuclear lamin B1 in cell proliferation and senescence. Genes Dev 25:2579–2593PubMedPubMedCentralCrossRef Shimi T, Butin-Israeli V, Adam SA, Hamanaka RB, Goldman AE, Lucas CA, Shumaker DK, Kosak ST, Chandel NS, Goldman RD (2011) The role of nuclear lamin B1 in cell proliferation and senescence. Genes Dev 25:2579–2593PubMedPubMedCentralCrossRef
8.
9.
go back to reference Tschopp J, Schroder K (2010) NLRP3 inflammasome activation: the convergence of multiple signalling pathways on ROS production? Nat Rev Immunol 10:210–215PubMedCrossRef Tschopp J, Schroder K (2010) NLRP3 inflammasome activation: the convergence of multiple signalling pathways on ROS production? Nat Rev Immunol 10:210–215PubMedCrossRef
10.
go back to reference Heiden MGV, Cantley LC, Thompson CB (2009) Understanding the Warburg effect: the metabolic requirements of cell proliferation. Science 324:1029–1033CrossRef Heiden MGV, Cantley LC, Thompson CB (2009) Understanding the Warburg effect: the metabolic requirements of cell proliferation. Science 324:1029–1033CrossRef
11.
go back to reference Malla R, Surepalli N, Farran B, Malhotra SV, Nagaraju GP (2021) Reactive oxygen species (ROS): critical roles in breast tumor microenvironment. Crit Rev Oncol Hematol 160:103285PubMedCrossRef Malla R, Surepalli N, Farran B, Malhotra SV, Nagaraju GP (2021) Reactive oxygen species (ROS): critical roles in breast tumor microenvironment. Crit Rev Oncol Hematol 160:103285PubMedCrossRef
12.
go back to reference Kalyanaraman B, Cheng G, Hardy M, Ouari O, Bennett B, Zielonka J (2018) Teaching the basics of reactive oxygen species and their relevance to cancer biology: mitochondrial reactive oxygen species detection, redox signaling, and targeted therapies. Redox Biol 15:347–362PubMedCrossRef Kalyanaraman B, Cheng G, Hardy M, Ouari O, Bennett B, Zielonka J (2018) Teaching the basics of reactive oxygen species and their relevance to cancer biology: mitochondrial reactive oxygen species detection, redox signaling, and targeted therapies. Redox Biol 15:347–362PubMedCrossRef
13.
go back to reference Sajadimajd S, Yazdanparast R (2015) Differential behaviors of trastuzumab-sensitive and -resistant SKBR3 cells treated with menadione reveal the involvement of Notch1/Akt/FOXO1 signaling elements. Mol Cell Biochem 408:89–102PubMedCrossRef Sajadimajd S, Yazdanparast R (2015) Differential behaviors of trastuzumab-sensitive and -resistant SKBR3 cells treated with menadione reveal the involvement of Notch1/Akt/FOXO1 signaling elements. Mol Cell Biochem 408:89–102PubMedCrossRef
14.
go back to reference Takahashi H, Asaoka M, Yan L, Rashid OM, Oshi M, Ishikawa T, Nagahashi M, Takabe K (2020) Biologically aggressive phenotype and anti-cancer immunity counterbalance in breast cancer with high mutation rate. Sci Rep 10:1852PubMedPubMedCentralCrossRef Takahashi H, Asaoka M, Yan L, Rashid OM, Oshi M, Ishikawa T, Nagahashi M, Takabe K (2020) Biologically aggressive phenotype and anti-cancer immunity counterbalance in breast cancer with high mutation rate. Sci Rep 10:1852PubMedPubMedCentralCrossRef
15.
go back to reference Liberzon A, Birger C, Thorvaldsdóttir H, Ghandi M, Mesirov JP, Tamayo P (2015) The molecular signatures database (MSigDB) hallmark gene set collection. Cell Syst 1:417–425PubMedPubMedCentralCrossRef Liberzon A, Birger C, Thorvaldsdóttir H, Ghandi M, Mesirov JP, Tamayo P (2015) The molecular signatures database (MSigDB) hallmark gene set collection. Cell Syst 1:417–425PubMedPubMedCentralCrossRef
16.
go back to reference Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Endo I, Katz MHG, Takabe K (2020) High G2M pathway score pancreatic cancer is associated with worse survival, particularly after margin-positive (R1 or R2) resection. Cancers 12:2871PubMedCentralCrossRef Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Endo I, Katz MHG, Takabe K (2020) High G2M pathway score pancreatic cancer is associated with worse survival, particularly after margin-positive (R1 or R2) resection. Cancers 12:2871PubMedCentralCrossRef
17.
go back to reference Oshi M, Patel A, Le L, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2021) G2M checkpoint pathway alone is associated with drug response and survival among cell proliferation-related pathways in pancreatic cancer. Am J Cancer Res 11:3070–3084PubMedPubMedCentral Oshi M, Patel A, Le L, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2021) G2M checkpoint pathway alone is associated with drug response and survival among cell proliferation-related pathways in pancreatic cancer. Am J Cancer Res 11:3070–3084PubMedPubMedCentral
18.
go back to reference Oshi M, Satyananda V, Angarita FA, Kim TH, Tokumaru Y, Yan L, Matsuyama R, Endo I, Nagahashi M, Takabe K (2021) Angiogenesis is associated with an attenuated tumor microenvironment, aggressive biology, and worse survival in gastric cancer patients. Am J Cancer Res 11:1659–1671PubMedPubMedCentral Oshi M, Satyananda V, Angarita FA, Kim TH, Tokumaru Y, Yan L, Matsuyama R, Endo I, Nagahashi M, Takabe K (2021) Angiogenesis is associated with an attenuated tumor microenvironment, aggressive biology, and worse survival in gastric cancer patients. Am J Cancer Res 11:1659–1671PubMedPubMedCentral
19.
go back to reference Oshi M, Kim TH, Tokumaru Y, Yan L, Matsuyama R, Endo I, Cherkassky L, Takabe K (2021) Enhanced DNA repair pathway is associated with cell proliferation and worse survival in Hepatocellular Carcinoma (HCC). Cancers 13:323PubMedPubMedCentralCrossRef Oshi M, Kim TH, Tokumaru Y, Yan L, Matsuyama R, Endo I, Cherkassky L, Takabe K (2021) Enhanced DNA repair pathway is associated with cell proliferation and worse survival in Hepatocellular Carcinoma (HCC). Cancers 13:323PubMedPubMedCentralCrossRef
20.
go back to reference Patel A, Oshi M, Yan L, Matsuyama R, Endo I, Takabe K (2021) The unfolded protein response is associated with cancer proliferation and worse survival in hepatocellular carcinoma. Cancers 13:4443PubMedPubMedCentralCrossRef Patel A, Oshi M, Yan L, Matsuyama R, Endo I, Takabe K (2021) The unfolded protein response is associated with cancer proliferation and worse survival in hepatocellular carcinoma. Cancers 13:4443PubMedPubMedCentralCrossRef
21.
go back to reference Oshi M, Tokumaru Y, Angarita FA, Yan L, Matsuyama R, Endo I, Takabe K (2020) Degree of early estrogen response predict survival after endocrine therapy in primary and metastatic ER-positive breast cancer. Cancers 12:3557PubMedCentralCrossRef Oshi M, Tokumaru Y, Angarita FA, Yan L, Matsuyama R, Endo I, Takabe K (2020) Degree of early estrogen response predict survival after endocrine therapy in primary and metastatic ER-positive breast cancer. Cancers 12:3557PubMedCentralCrossRef
22.
go back to reference Tokumaru Y, Oshi M, Katsuta E, Yan L, Satyananda V, Matsuhashi N, Futamura M, Akao Y, Yoshida K, Takabe K (2020) KRAS signaling enriched triple negative breast cancer is associated with favorable tumor immune microenvironment and better survival. Am J Cancer Res 10:897–907PubMedPubMedCentral Tokumaru Y, Oshi M, Katsuta E, Yan L, Satyananda V, Matsuhashi N, Futamura M, Akao Y, Yoshida K, Takabe K (2020) KRAS signaling enriched triple negative breast cancer is associated with favorable tumor immune microenvironment and better survival. Am J Cancer Res 10:897–907PubMedPubMedCentral
23.
go back to reference Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Endo I, Nagahashi M, Takabe K (2020) Intra-tumoral angiogenesis is associated with inflammation immune reaction and metastatic recurrence in breast cancer. Int J Mol Sci 21:6708PubMedCentralCrossRef Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Endo I, Nagahashi M, Takabe K (2020) Intra-tumoral angiogenesis is associated with inflammation immune reaction and metastatic recurrence in breast cancer. Int J Mol Sci 21:6708PubMedCentralCrossRef
24.
go back to reference Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2020) Inflammation is associated with worse outcome in the whole cohort but with better outcome in triple-negative subtype of breast cancer patients. J Immunol Res 2020:5618786PubMedPubMedCentralCrossRef Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2020) Inflammation is associated with worse outcome in the whole cohort but with better outcome in triple-negative subtype of breast cancer patients. J Immunol Res 2020:5618786PubMedPubMedCentralCrossRef
25.
go back to reference Gandhi S, Oshi M, Murthy V, Repasky EA, Takabe K (2021) Enhanced thermogenesis in triple-negative breast cancer is associated with pro-tumor immune microenvironment. Cancers 13:2559PubMedPubMedCentralCrossRef Gandhi S, Oshi M, Murthy V, Repasky EA, Takabe K (2021) Enhanced thermogenesis in triple-negative breast cancer is associated with pro-tumor immune microenvironment. Cancers 13:2559PubMedPubMedCentralCrossRef
26.
go back to reference Oshi M, Tokumaru Y, Angarita FA, Lee L, Yan L, Matsuyama R, Endo I, Takabe K (2021) Adipogenesis in triple-negative breast cancer is associated with unfavorable tumor immune microenvironment and with worse survival. Sci Rep 11:12541PubMedPubMedCentralCrossRef Oshi M, Tokumaru Y, Angarita FA, Lee L, Yan L, Matsuyama R, Endo I, Takabe K (2021) Adipogenesis in triple-negative breast cancer is associated with unfavorable tumor immune microenvironment and with worse survival. Sci Rep 11:12541PubMedPubMedCentralCrossRef
27.
go back to reference Murthy V, Oshi M, Tokumaru Y, Endo I, Takabe K (2021) Increased apoptosis is associated with robust immune cell infiltration and cytolytic activity in breast cancer. Am J Cancer Res 11:3674–3687PubMedPubMedCentral Murthy V, Oshi M, Tokumaru Y, Endo I, Takabe K (2021) Increased apoptosis is associated with robust immune cell infiltration and cytolytic activity in breast cancer. Am J Cancer Res 11:3674–3687PubMedPubMedCentral
28.
go back to reference Oshi M, Takahashi H, Tokumaru Y, Yan L, Rashid OM, Matsuyama R, Endo I, Takabe K (2020) G2M cell cycle pathway score as a prognostic biomarker of metastasis in estrogen receptor (ER)-positive breast cancer. Int J Mol Sci 21:2921PubMedCentralCrossRef Oshi M, Takahashi H, Tokumaru Y, Yan L, Rashid OM, Matsuyama R, Endo I, Takabe K (2020) G2M cell cycle pathway score as a prognostic biomarker of metastasis in estrogen receptor (ER)-positive breast cancer. Int J Mol Sci 21:2921PubMedCentralCrossRef
29.
go back to reference Oshi M, Takahashi H, Tokumaru Y, Yan L, Rashid OM, Nagahashi M, Matsuyama R, Endo I, Takabe K (2020) The E2F pathway score as a predictive biomarker of response to neoadjuvant therapy in ER+/HER2- breast cancer. Cells 9:1643PubMedCentralCrossRef Oshi M, Takahashi H, Tokumaru Y, Yan L, Rashid OM, Nagahashi M, Matsuyama R, Endo I, Takabe K (2020) The E2F pathway score as a predictive biomarker of response to neoadjuvant therapy in ER+/HER2- breast cancer. Cells 9:1643PubMedCentralCrossRef
30.
go back to reference Rueda OM, Sammut SJ, Seoane JA, Chin SF, Caswell-Jin JL, Callari M, Batra R, Pereira B, Bruna A, Ali HR, Provenzano E, Liu B, Parisien M, Gillett C, McKinney S, Green AR, Murphy L, Purushotham A, Ellis IO, Pharoah PD, Rueda C, Aparicio S, Caldas C, Curtis C (2019) Dynamics of breast-cancer relapse reveal late-recurring ER-positive genomic subgroups. Nature 567:399–404PubMedPubMedCentralCrossRef Rueda OM, Sammut SJ, Seoane JA, Chin SF, Caswell-Jin JL, Callari M, Batra R, Pereira B, Bruna A, Ali HR, Provenzano E, Liu B, Parisien M, Gillett C, McKinney S, Green AR, Murphy L, Purushotham A, Ellis IO, Pharoah PD, Rueda C, Aparicio S, Caldas C, Curtis C (2019) Dynamics of breast-cancer relapse reveal late-recurring ER-positive genomic subgroups. Nature 567:399–404PubMedPubMedCentralCrossRef
31.
go back to reference Curtis C, Shah SP, Chin SF, Turashvili G, Rueda OM, Dunning MJ, Speed D, Lynch AG, Samarajiwa S, Yuan Y, Gräf S, Ha G, Haffari G, Bashashati A, Russell R, McKinney S, Langerød A, Green A, Provenzano E, Wishart G, Pinder S, Watson P, Markowetz F, Murphy L, Ellis I, Purushotham A, Børresen-Dale AL, Brenton JD, Tavaré S, Caldas C, Aparicio S (2012) The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups. Nature 486:346–352PubMedPubMedCentralCrossRef Curtis C, Shah SP, Chin SF, Turashvili G, Rueda OM, Dunning MJ, Speed D, Lynch AG, Samarajiwa S, Yuan Y, Gräf S, Ha G, Haffari G, Bashashati A, Russell R, McKinney S, Langerød A, Green A, Provenzano E, Wishart G, Pinder S, Watson P, Markowetz F, Murphy L, Ellis I, Purushotham A, Børresen-Dale AL, Brenton JD, Tavaré S, Caldas C, Aparicio S (2012) The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups. Nature 486:346–352PubMedPubMedCentralCrossRef
32.
go back to reference Brueffer C, Gladchuk S, Winter C, Vallon-Christersson J, Hegardt C, Häkkinen J, George AM, Chen Y, Ehinger A, Larsson C, Loman N, Malmberg M, Rydén L, Borg Å, Saal LH (2020) The mutational landscape of the SCAN-B real-world primary breast cancer transcriptome. EMBO Mol Med 12:e12118PubMedPubMedCentralCrossRef Brueffer C, Gladchuk S, Winter C, Vallon-Christersson J, Hegardt C, Häkkinen J, George AM, Chen Y, Ehinger A, Larsson C, Loman N, Malmberg M, Rydén L, Borg Å, Saal LH (2020) The mutational landscape of the SCAN-B real-world primary breast cancer transcriptome. EMBO Mol Med 12:e12118PubMedPubMedCentralCrossRef
33.
go back to reference Liu J, Lichtenberg T, Hoadley KA, Poisson LM, Lazar AJ, Cherniack AD, Kovatich AJ, Benz CC, Levine DA, Lee AV, Omberg L, Wolf DM, Shriver CD, Thorsson V, Hu H (2018) An integrated TCGA pan-cancer clinical data resource to drive high-quality survival outcome analytics. Cell 173:400-416.e411PubMedPubMedCentralCrossRef Liu J, Lichtenberg T, Hoadley KA, Poisson LM, Lazar AJ, Cherniack AD, Kovatich AJ, Benz CC, Levine DA, Lee AV, Omberg L, Wolf DM, Shriver CD, Thorsson V, Hu H (2018) An integrated TCGA pan-cancer clinical data resource to drive high-quality survival outcome analytics. Cell 173:400-416.e411PubMedPubMedCentralCrossRef
34.
go back to reference Chung W, Eum HH, Lee HO, Lee KM, Lee HB, Kim KT, Ryu HS, Kim S, Lee JE, Park YH, Kan Z, Han W, Park WY (2017) Single-cell RNA-seq enables comprehensive tumour and immune cell profiling in primary breast cancer. Nat Commun 8:15081PubMedPubMedCentralCrossRef Chung W, Eum HH, Lee HO, Lee KM, Lee HB, Kim KT, Ryu HS, Kim S, Lee JE, Park YH, Kan Z, Han W, Park WY (2017) Single-cell RNA-seq enables comprehensive tumour and immune cell profiling in primary breast cancer. Nat Commun 8:15081PubMedPubMedCentralCrossRef
36.
go back to reference Narayanan S, Kawaguchi T, Yan L, Peng X, Qi Q, Takabe K (2018) Cytolytic activity score to assess anticancer immunity in colorectal cancer. Ann Surg Oncol 25:2323–2331PubMedPubMedCentralCrossRef Narayanan S, Kawaguchi T, Yan L, Peng X, Qi Q, Takabe K (2018) Cytolytic activity score to assess anticancer immunity in colorectal cancer. Ann Surg Oncol 25:2323–2331PubMedPubMedCentralCrossRef
37.
go back to reference Takeshita T, Torigoe T, Yan L, Huang JL, Yamashita H, Takabe K (2020) The impact of immunofunctional phenotyping on the malfunction of the cancer immunity cycle in breast cancer. Cancers 13:110PubMedCentralCrossRef Takeshita T, Torigoe T, Yan L, Huang JL, Yamashita H, Takabe K (2020) The impact of immunofunctional phenotyping on the malfunction of the cancer immunity cycle in breast cancer. Cancers 13:110PubMedCentralCrossRef
38.
go back to reference Oshi M, Kawaguchi T, Yan L, Peng X, Qi Q, Tian W, Schulze A, McDonald KA, Narayanan S, Young J, Liu S, Morris LG, Chan TA, Kalinski P, Matsuyama R, Otsuji E, Endo I, Takabe K (2021) Immune cytolytic activity is associated with reduced intra-tumoral genetic heterogeneity and with better clinical outcomes in triple negative breast cancer. Am J Cancer Res 11:3628–3644PubMedPubMedCentral Oshi M, Kawaguchi T, Yan L, Peng X, Qi Q, Tian W, Schulze A, McDonald KA, Narayanan S, Young J, Liu S, Morris LG, Chan TA, Kalinski P, Matsuyama R, Otsuji E, Endo I, Takabe K (2021) Immune cytolytic activity is associated with reduced intra-tumoral genetic heterogeneity and with better clinical outcomes in triple negative breast cancer. Am J Cancer Res 11:3628–3644PubMedPubMedCentral
39.
go back to reference Oshi M, Gandhi S, Huyser MR, Tokumaru Y, Yan L, Yamada A, Matsuyama R, Endo I, Takabe K (2021) MELK expression in breast cancer is associated with infiltration of immune cell and pathological compete response (pCR) after neoadjuvant chemotherapy. Am J Cancer Res 11:4421–4437PubMedPubMedCentral Oshi M, Gandhi S, Huyser MR, Tokumaru Y, Yan L, Yamada A, Matsuyama R, Endo I, Takabe K (2021) MELK expression in breast cancer is associated with infiltration of immune cell and pathological compete response (pCR) after neoadjuvant chemotherapy. Am J Cancer Res 11:4421–4437PubMedPubMedCentral
40.
go back to reference Rooney MS, Shukla SA, Wu CJ, Getz G, Hacohen N (2015) Molecular and genetic properties of tumors associated with local immune cytolytic activity. Cell 160:48–61PubMedPubMedCentralCrossRef Rooney MS, Shukla SA, Wu CJ, Getz G, Hacohen N (2015) Molecular and genetic properties of tumors associated with local immune cytolytic activity. Cell 160:48–61PubMedPubMedCentralCrossRef
42.
go back to reference Oshi M, Asaoka M, Tokumaru Y, Angarita FA, Yan L, Matsuyama R, Zsiros E, Ishikawa T, Endo I, Takabe K (2020) Abundance of regulatory T cell (Treg) as a predictive biomarker for neoadjuvant chemotherapy in triple-negative breast cancer. Cancers 12:3038PubMedCentralCrossRef Oshi M, Asaoka M, Tokumaru Y, Angarita FA, Yan L, Matsuyama R, Zsiros E, Ishikawa T, Endo I, Takabe K (2020) Abundance of regulatory T cell (Treg) as a predictive biomarker for neoadjuvant chemotherapy in triple-negative breast cancer. Cancers 12:3038PubMedCentralCrossRef
43.
go back to reference Oshi M, Newman S, Murthy V, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2020) ITPKC as a prognostic and predictive biomarker of neoadjuvant chemotherapy for triple negative breast cancer. Cancers 12:2758PubMedCentralCrossRef Oshi M, Newman S, Murthy V, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2020) ITPKC as a prognostic and predictive biomarker of neoadjuvant chemotherapy for triple negative breast cancer. Cancers 12:2758PubMedCentralCrossRef
44.
go back to reference Oshi M, Tokumaru Y, Patel A, Yan L, Matsuyama R, Endo I, Katz MHG, Takabe K (2020) A novel four-gene score to predict pathologically complete (R0) resection and survival in pancreatic cancer. Cancers 12:3635PubMedCentralCrossRef Oshi M, Tokumaru Y, Patel A, Yan L, Matsuyama R, Endo I, Katz MHG, Takabe K (2020) A novel four-gene score to predict pathologically complete (R0) resection and survival in pancreatic cancer. Cancers 12:3635PubMedCentralCrossRef
45.
go back to reference Thorsson V, Gibbs DL, Brown SD, Wolf D, Bortone DS, Yang THO, Porta-Pardo E, Gao GF, Plaisier CL, Eddy JA et al (2019) The immune landscape of cancer. Immunity 51:411–412PubMedCrossRef Thorsson V, Gibbs DL, Brown SD, Wolf D, Bortone DS, Yang THO, Porta-Pardo E, Gao GF, Plaisier CL, Eddy JA et al (2019) The immune landscape of cancer. Immunity 51:411–412PubMedCrossRef
46.
go back to reference Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, Paulovich A, Pomeroy SL, Golub TR, Lander ES, Mesirov JP (2005) Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci USA 102:15545–15550PubMedPubMedCentralCrossRef Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, Paulovich A, Pomeroy SL, Golub TR, Lander ES, Mesirov JP (2005) Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci USA 102:15545–15550PubMedPubMedCentralCrossRef
47.
go back to reference Satyananda V, Oshi M, Tokumaru Y, Maiti A, Hait N, Matsuyama R, Endo I, Takabe K (2021) Sphingosine 1-phosphate (S1P) produced by sphingosine kinase 1 (SphK1) and exported via ABCC1 is related to hepatocellular carcinoma (HCC) progression. Am J Cancer Res 11:4394–4407PubMedPubMedCentral Satyananda V, Oshi M, Tokumaru Y, Maiti A, Hait N, Matsuyama R, Endo I, Takabe K (2021) Sphingosine 1-phosphate (S1P) produced by sphingosine kinase 1 (SphK1) and exported via ABCC1 is related to hepatocellular carcinoma (HCC) progression. Am J Cancer Res 11:4394–4407PubMedPubMedCentral
48.
go back to reference Katsuta E, Huyser M, Yan L, Takabe K (2021) A prognostic score based on long-term survivor unique transcriptomic signatures predicts patient survival in pancreatic ductal adenocarcinoma. Am J Cancer Res 11:4294–4307PubMedPubMedCentral Katsuta E, Huyser M, Yan L, Takabe K (2021) A prognostic score based on long-term survivor unique transcriptomic signatures predicts patient survival in pancreatic ductal adenocarcinoma. Am J Cancer Res 11:4294–4307PubMedPubMedCentral
49.
go back to reference Oshi M, Gandhi S, Angarita FA, Kim TH, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2021) A novel five-gene score to predict complete pathological response to neoadjuvant chemotherapy in ER-positive/HER2-negative breast cancer. Am J Cancer Res 11:3611–3627PubMedPubMedCentral Oshi M, Gandhi S, Angarita FA, Kim TH, Tokumaru Y, Yan L, Matsuyama R, Endo I, Takabe K (2021) A novel five-gene score to predict complete pathological response to neoadjuvant chemotherapy in ER-positive/HER2-negative breast cancer. Am J Cancer Res 11:3611–3627PubMedPubMedCentral
50.
go back to reference Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Kalinski P, Endo I, Takabe K (2020) Plasmacytoid dendritic cell (pDC) infiltration correlate with tumor infiltrating lymphocytes, cancer immunity, and better survival in triple negative breast cancer (TNBC) more strongly than conventional dendritic cell (cDC). Cancers 12:3342PubMedCentralCrossRef Oshi M, Newman S, Tokumaru Y, Yan L, Matsuyama R, Kalinski P, Endo I, Takabe K (2020) Plasmacytoid dendritic cell (pDC) infiltration correlate with tumor infiltrating lymphocytes, cancer immunity, and better survival in triple negative breast cancer (TNBC) more strongly than conventional dendritic cell (cDC). Cancers 12:3342PubMedCentralCrossRef
51.
go back to reference Oshi M, Asaoka M, Tokumaru Y, Yan L, Matsuyama R, Ishikawa T, Endo I, Takabe K (2020) CD8 T cell score as a prognostic biomarker for triple negative breast cancer. Int J Mol Sci 21:6968PubMedCentralCrossRef Oshi M, Asaoka M, Tokumaru Y, Yan L, Matsuyama R, Ishikawa T, Endo I, Takabe K (2020) CD8 T cell score as a prognostic biomarker for triple negative breast cancer. Int J Mol Sci 21:6968PubMedCentralCrossRef
52.
go back to reference Valko M, Rhodes CJ, Moncol J, Izakovic M, Mazur M (2006) Free radicals, metals and antioxidants in oxidative stress-induced cancer. Chem Biol Interact 160:1–40PubMedCrossRef Valko M, Rhodes CJ, Moncol J, Izakovic M, Mazur M (2006) Free radicals, metals and antioxidants in oxidative stress-induced cancer. Chem Biol Interact 160:1–40PubMedCrossRef
53.
go back to reference Harman D (2006) Free radical theory of aging: an update: increasing the functional life span. Ann NY Acad Sci 1067:10–21PubMedCrossRef Harman D (2006) Free radical theory of aging: an update: increasing the functional life span. Ann NY Acad Sci 1067:10–21PubMedCrossRef
54.
go back to reference Preston DL, Mattsson A, Holmberg E, Shore R, Hildreth NG, Boice JD Jr (2002) Radiation effects on breast cancer risk: a pooled analysis of eight cohorts. Radiat Res 158:220–235PubMedCrossRef Preston DL, Mattsson A, Holmberg E, Shore R, Hildreth NG, Boice JD Jr (2002) Radiation effects on breast cancer risk: a pooled analysis of eight cohorts. Radiat Res 158:220–235PubMedCrossRef
55.
go back to reference Yue W, Santen RJ, Wang JP, Li Y, Verderame MF, Bocchinfuso WP, Korach KS, Devanesan P, Todorovic R, Rogan EG, Cavalieri EL (2003) Genotoxic metabolites of estradiol in breast: potential mechanism of estradiol induced carcinogenesis. J Steroid Biochem Mol Biol 86:477–486PubMedCrossRef Yue W, Santen RJ, Wang JP, Li Y, Verderame MF, Bocchinfuso WP, Korach KS, Devanesan P, Todorovic R, Rogan EG, Cavalieri EL (2003) Genotoxic metabolites of estradiol in breast: potential mechanism of estradiol induced carcinogenesis. J Steroid Biochem Mol Biol 86:477–486PubMedCrossRef
56.
go back to reference Higinbotham KG, Rice JM, Diwan BA, Kasprzak KS, Reed CD, Perantoni AO (1992) GGT to GTT transversions in codon 12 of the K-ras oncogene in rat renal sarcomas induced with nickel subsulfide or nickel subsulfide/iron are consistent with oxidative damage to DNA. Can Res 52:4747–4751 Higinbotham KG, Rice JM, Diwan BA, Kasprzak KS, Reed CD, Perantoni AO (1992) GGT to GTT transversions in codon 12 of the K-ras oncogene in rat renal sarcomas induced with nickel subsulfide or nickel subsulfide/iron are consistent with oxidative damage to DNA. Can Res 52:4747–4751
57.
go back to reference Brash DE, Rudolph JA, Simon JA, Lin A, McKenna GJ, Baden HP, Halperin AJ, Pontén J (1991) A role for sunlight in skin cancer: UV-induced p53 mutations in squamous cell carcinoma. Proc Natl Acad Sci USA 88:10124–10128PubMedPubMedCentralCrossRef Brash DE, Rudolph JA, Simon JA, Lin A, McKenna GJ, Baden HP, Halperin AJ, Pontén J (1991) A role for sunlight in skin cancer: UV-induced p53 mutations in squamous cell carcinoma. Proc Natl Acad Sci USA 88:10124–10128PubMedPubMedCentralCrossRef
58.
go back to reference Poulsen HE, Prieme H, Loft S (1998) Role of oxidative DNA damage in cancer initiation and promotion. Eur J Cancer Prev 7:9–16PubMed Poulsen HE, Prieme H, Loft S (1998) Role of oxidative DNA damage in cancer initiation and promotion. Eur J Cancer Prev 7:9–16PubMed
60.
go back to reference Kirtonia A, Sethi G, Garg M (2020) The multifaceted role of reactive oxygen species in tumorigenesis. Cell Mol Life Sci 77:4459–4483PubMedCrossRef Kirtonia A, Sethi G, Garg M (2020) The multifaceted role of reactive oxygen species in tumorigenesis. Cell Mol Life Sci 77:4459–4483PubMedCrossRef
61.
go back to reference Mougiakakos D, Johansson CC, Kiessling R (2009) Naturally occurring regulatory T cells show reduced sensitivity toward oxidative stress-induced cell death. Blood 113:3542–3545PubMedCrossRef Mougiakakos D, Johansson CC, Kiessling R (2009) Naturally occurring regulatory T cells show reduced sensitivity toward oxidative stress-induced cell death. Blood 113:3542–3545PubMedCrossRef
62.
go back to reference Zhang Y, Choksi S, Chen K, Pobezinskaya Y, Linnoila I, Liu ZG (2013) ROS play a critical role in the differentiation of alternatively activated macrophages and the occurrence of tumor-associated macrophages. Cell Res 23:898–914PubMedPubMedCentralCrossRef Zhang Y, Choksi S, Chen K, Pobezinskaya Y, Linnoila I, Liu ZG (2013) ROS play a critical role in the differentiation of alternatively activated macrophages and the occurrence of tumor-associated macrophages. Cell Res 23:898–914PubMedPubMedCentralCrossRef
63.
go back to reference Giovanelli P, Sandoval TA, Cubillos-Ruiz JR (2019) Dendritic cell metabolism and function in tumors. Trends Immunol 40:699–718PubMedCrossRef Giovanelli P, Sandoval TA, Cubillos-Ruiz JR (2019) Dendritic cell metabolism and function in tumors. Trends Immunol 40:699–718PubMedCrossRef
64.
go back to reference Chougnet CA, Thacker RI, Shehata HM, Hennies CM, Lehn MA, Lages CS, Janssen EM (2015) Loss of phagocytic and antigen cross-presenting capacity in aging dendritic cells is associated with mitochondrial dysfunction. J Immunol 195:2624–2632PubMedCrossRef Chougnet CA, Thacker RI, Shehata HM, Hennies CM, Lehn MA, Lages CS, Janssen EM (2015) Loss of phagocytic and antigen cross-presenting capacity in aging dendritic cells is associated with mitochondrial dysfunction. J Immunol 195:2624–2632PubMedCrossRef
65.
go back to reference Veglia F, Tyurin VA, Mohammadyani D, Blasi M, Duperret EK, Donthireddy L, Hashimoto A, Kapralov A, Amoscato A, Angelini R, Patel S, Alicea-Torres K, Weiner D, Murphy ME, Klein-Seetharaman J, Celis E, Kagan VE, Gabrilovich DI (2017) Lipid bodies containing oxidatively truncated lipids block antigen cross-presentation by dendritic cells in cancer. Nat Commun 8:2122PubMedPubMedCentralCrossRef Veglia F, Tyurin VA, Mohammadyani D, Blasi M, Duperret EK, Donthireddy L, Hashimoto A, Kapralov A, Amoscato A, Angelini R, Patel S, Alicea-Torres K, Weiner D, Murphy ME, Klein-Seetharaman J, Celis E, Kagan VE, Gabrilovich DI (2017) Lipid bodies containing oxidatively truncated lipids block antigen cross-presentation by dendritic cells in cancer. Nat Commun 8:2122PubMedPubMedCentralCrossRef
66.
go back to reference Kotsafti A, Scarpa M, Castagliuolo I, Scarpa M (2020) Reactive oxygen species and antitumor immunity-from surveillance to evasion. Cancers 12:1748PubMedCentralCrossRef Kotsafti A, Scarpa M, Castagliuolo I, Scarpa M (2020) Reactive oxygen species and antitumor immunity-from surveillance to evasion. Cancers 12:1748PubMedCentralCrossRef
67.
go back to reference Guo S, Burcus NI, Scott M, Jing Y, Semenov I (2021) The role of reactive oxygen species in the immunity induced by nano-pulse stimulation. Sci Rep 11:23745PubMedPubMedCentralCrossRef Guo S, Burcus NI, Scott M, Jing Y, Semenov I (2021) The role of reactive oxygen species in the immunity induced by nano-pulse stimulation. Sci Rep 11:23745PubMedPubMedCentralCrossRef
68.
go back to reference Loi S, Michiels S, Salgado R, Sirtaine N, Jose V, Fumagalli D, Kellokumpu-Lehtinen PL, Bono P, Kataja V, Desmedt C, Piccart MJ, Loibl S, Denkert C, Smyth MJ, Joensuu H, Sotiriou C (2014) Tumor infiltrating lymphocytes are prognostic in triple negative breast cancer and predictive for trastuzumab benefit in early breast cancer: results from the FinHER trial. Ann Oncol 25:1544–1550PubMedCrossRef Loi S, Michiels S, Salgado R, Sirtaine N, Jose V, Fumagalli D, Kellokumpu-Lehtinen PL, Bono P, Kataja V, Desmedt C, Piccart MJ, Loibl S, Denkert C, Smyth MJ, Joensuu H, Sotiriou C (2014) Tumor infiltrating lymphocytes are prognostic in triple negative breast cancer and predictive for trastuzumab benefit in early breast cancer: results from the FinHER trial. Ann Oncol 25:1544–1550PubMedCrossRef
69.
go back to reference Wang Q, Xiang Q, Yu L, Hu T, Chen Y, Wang J, Nie X, Cheng J (2019) Changes in tumor-infiltrating lymphocytes and vascular normalization in breast cancer patients after neoadjuvant chemotherapy and their correlations with DFS. Front Oncol 9:1545PubMedCrossRef Wang Q, Xiang Q, Yu L, Hu T, Chen Y, Wang J, Nie X, Cheng J (2019) Changes in tumor-infiltrating lymphocytes and vascular normalization in breast cancer patients after neoadjuvant chemotherapy and their correlations with DFS. Front Oncol 9:1545PubMedCrossRef
70.
go back to reference Nagahashi M, Hait NC, Maceyka M, Avni D, Takabe K, Milstien S, Spiegel S (2014) Sphingosine-1-phosphate in chronic intestinal inflammation and cancer. Adv Biol Regul 54:112–120PubMedCrossRef Nagahashi M, Hait NC, Maceyka M, Avni D, Takabe K, Milstien S, Spiegel S (2014) Sphingosine-1-phosphate in chronic intestinal inflammation and cancer. Adv Biol Regul 54:112–120PubMedCrossRef
Metadata
Title
Abundance of reactive oxygen species (ROS) is associated with tumor aggressiveness, immune response, and worse survival in breast cancer
Authors
Masanori Oshi
Shipra Gandhi
Li Yan
Yoshihisa Tokumaru
Rongrong Wu
Akimitsu Yamada
Ryusei Matsuyama
Itaru Endo
Kazuaki Takabe
Publication date
31-05-2022
Publisher
Springer US
Published in
Breast Cancer Research and Treatment / Issue 2/2022
Print ISSN: 0167-6806
Electronic ISSN: 1573-7217
DOI
https://doi.org/10.1007/s10549-022-06633-0

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