PTPRC promoted CD8+ T cell mediated tumor immunity and drug sensitivity in breast cancer: based on pan-cancer analysis and artificial intelligence modeling of immunogenic cell death-based drug sensitivity stratification

Background Immunogenic cell death (ICD) is a result of immune cell infiltration (ICI)-mediated cell death, which is also a novel acknowledgment to regulate cellular stressor-mediated cell death, including drug therapy and radiotherapy. Methods In this study, TCGA and GEO data cohorts were put into artificial intelligence (AI) to identify ICD subtypes, and in vitro experiments were performed. Results Gene expression, prognosis, tumor immunity, and drug sensitivity showed significance among ICD subgroups, Besides, a 14-gene-based AI model was able to represent the genome-based drug sensitivity prediction, which was further verified in clinical trials. Network analysis revealed that PTPRC was the pivotal gene in regulating drug sensitivity by regulating CD8+ T cell infiltration. Through in vitro experiments, intracellular down-regulation of PTPRC enhanced paclitaxel tolerance in triple breast cancer (TNBC) cell lines. Meanwhile, the expression level of PTPRC was positively correlated with CD8+ T cell infiltration. Furthermore, the down-regulation of PTPRC increased the level of TNBC-derived PD-L1 and IL2. Discussion ICD-based subtype clustering of pan-cancer was helpful to evaluate chemotherapy sensitivity and immune cell infiltration, and PTPRC was a potential target to against drug resistance of breast cancer.

[1]  Qixuan Li,et al.  Novel immunogenic cell death-related risk signature to predict prognosis and immune microenvironment in lung adenocarcinoma , 2022, Journal of Cancer Research and Clinical Oncology.

[2]  P. Hegde,et al.  CD8+ T cell-intrinsic IL-6 signaling promotes resistance to anti-PD-L1 immunotherapy , 2022, Cell reports. Medicine.

[3]  Y. Zou,et al.  Construction of an immunogenic cell death-based risk score prognosis model in breast cancer , 2022, Frontiers in Genetics.

[4]  Ling Li,et al.  Immunogenic cell death-related classifications in breast cancer identify precise immunotherapy biomarkers and enable prognostic stratification , 2022, Frontiers in Genetics.

[5]  Jiarong Chen,et al.  Immunogenic cell death-related gene landscape predicts the overall survival and immune infiltration status of ovarian cancer , 2022, Frontiers in Genetics.

[6]  Zhe Zhang,et al.  An immunogenic cell death-associated classification predictions are important for breast invasive carcinoma prognosis and immunotherapy , 2022, Frontiers in Genetics.

[7]  Yiqian Wang,et al.  Comprehensive characterisation of immunogenic cell death in melanoma revealing the association with prognosis and tumor immune microenvironment , 2022, Frontiers in Immunology.

[8]  F. Giles,et al.  Elraglusib (9-ING-41), a selective small-molecule inhibitor of glycogen synthase kinase-3 beta, reduces expression of immune checkpoint molecules PD-1, TIGIT and LAG-3 and enhances CD8+ T cell cytolytic killing of melanoma cells , 2022, Journal of Hematology & Oncology.

[9]  X. Tian,et al.  A novel immune cell signature for predicting osteosarcoma prognosis and guiding therapy , 2022, Frontiers in Immunology.

[10]  Hongyan Chen,et al.  Pan-cancer landscape of T-cell exhaustion heterogeneity within the tumor microenvironment revealed a progressive roadmap of hierarchical dysfunction associated with prognosis and therapeutic efficacy , 2022, EBioMedicine.

[11]  Tonglian Wang,et al.  Sangerbox: A comprehensive, interaction‐friendly clinical bioinformatics analysis platform , 2022, iMeta.

[12]  Baohui Zhang,et al.  Systematic analyses to explore immune gene sets-based signature in hepatocellular carcinoma, in which IGF2BP3 contributes to tumor progression. , 2022, Clinical immunology.

[13]  C. Isacke,et al.  Cancer-Associated Fibroblasts Suppress CD8+ T-cell Infiltration and Confer Resistance to Immune-Checkpoint Blockade , 2022, Cancer research.

[14]  Mihaela E. Sardiu,et al.  Synergistic anti-proliferative activity of JQ1 and GSK2801 in triple-negative breast cancer , 2022, BMC cancer.

[15]  Liangliang Liu,et al.  SLC1A5 Prefers to Play as an Accomplice Rather Than an Opponent in Pancreatic Adenocarcinoma , 2022, Frontiers in Cell and Developmental Biology.

[16]  G. Shulman,et al.  IL-27 signalling promotes adipocyte thermogenesis and energy expenditure , 2021, Nature.

[17]  M. V. van Vugt,et al.  Genomic instability, inflammatory signaling and response to cancer immunotherapy. , 2021, Biochimica et biophysica acta. Reviews on cancer.

[18]  Suyu Jiang,et al.  NIN-like protein transcription factors regulate leghemoglobin genes in legume nodules , 2021, Science.

[19]  Boyu Zhao,et al.  A phosphate starvation response-centered network regulates mycorrhizal symbiosis , 2021, Cell.

[20]  Neel S. Madhukar,et al.  Artificial Intelligence in Cancer Research and Precision Medicine. , 2021, Cancer discovery.

[21]  Jing Ning,et al.  Oleandrin, a cardiac glycoside, induces immunogenic cell death via the PERK/elF2α/ATF4/CHOP pathway in breast cancer , 2021, Cell Death & Disease.

[22]  A. Jemal,et al.  Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries , 2021, CA: a cancer journal for clinicians.

[23]  M. Rescigno,et al.  Mitochondrial metabolic reprogramming controls the induction of immunogenic cell death and efficacy of chemotherapy in bladder cancer , 2021, Science Translational Medicine.

[24]  A. Kurtova,et al.  Tipping the immunostimulatory and inhibitory DAMP balance to harness immunogenic cell death , 2020, Nature Communications.

[25]  Asma Ahmed,et al.  Targeting immunogenic cell death in cancer , 2020, Molecular oncology.

[26]  L. Galluzzi,et al.  Detection of immunogenic cell death and its relevance for cancer therapy , 2020, Cell Death & Disease.

[27]  Xiaoyuan Chen,et al.  Targeted scavenging of extracellular ROS relieves suppressive immunogenic cell death , 2020, Nature Communications.

[28]  Jing Wang,et al.  Collagen promotes anti-PD-1/PD-L1 resistance in cancer through LAIR1-dependent CD8+ T cell exhaustion , 2020, Nature Communications.

[29]  Hui Zhang,et al.  CDK12/13 inhibition induces immunogenic cell death and enhances anti-PD-1 anticancer activity in breast cancer. , 2020, Cancer letters.

[30]  A. Gonzalez-Perez,et al.  A compendium of mutational cancer driver genes , 2020, Nature Reviews Cancer.

[31]  Erratum: Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. , 2020, CA: a cancer journal for clinicians.

[32]  Jian Yu,et al.  Immunogenic cell death in colon cancer prevention and therapy , 2020, Molecular carcinogenesis.

[33]  H. Ditzel,et al.  AXL Targeting Abrogates Autophagic Flux and Induces Immunogenic Cell Death in Drug-Resistant Cancer Cells , 2020, Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer.

[34]  R. Zhou,et al.  DAMP-sensing receptors in sterile inflammation and inflammatory diseases , 2019, Nature Reviews Immunology.

[35]  L. Zitvogel,et al.  Trial watch: chemotherapy-induced immunogenic cell death in immuno-oncology , 2020, Oncoimmunology.

[36]  L. Galluzzi,et al.  Pharmacological modulation of nucleic acid sensors — therapeutic potential and persisting obstacles , 2019, Nature Reviews Drug Discovery.

[37]  Shanshan Liu,et al.  From bench to bed: the tumor immune microenvironment and current immunotherapeutic strategies for hepatocellular carcinoma , 2019, Journal of Experimental & Clinical Cancer Research.

[38]  S. Zeng,et al.  From bench to bed: the tumor immune microenvironment and current immunotherapeutic strategies for hepatocellular carcinoma , 2019, Journal of Experimental & Clinical Cancer Research.

[39]  Fan Mo,et al.  The lncRNA PVT1 regulates nasopharyngeal carcinoma cell proliferation via activating the KAT2A acetyltransferase and stabilizing HIF-1α , 2019, Cell Death & Differentiation.

[40]  Yingqi Hua,et al.  Immunogenic cell death in cancer therapy: Present and emerging inducers , 2019, Journal of cellular and molecular medicine.

[41]  H. Horlings,et al.  Immune induction strategies in metastatic triple-negative breast cancer to enhance the sensitivity to PD-1 blockade: the TONIC trial , 2019, Nature Medicine.

[42]  M. Kurachi CD8+ T cell exhaustion , 2019, Seminars in Immunopathology.

[43]  A. Carrato,et al.  Tumor-associated macrophage-secreted 14-3-3ζ signals via AXL to promote pancreatic cancer chemoresistance , 2019, Oncogene.

[44]  Xuehao Wang,et al.  Clinical significance of CD8+ T cell immunoreceptor with Ig and ITIM domains+ in locally advanced gastric cancer treated with SOX regimen after D2 gastrectomy , 2019, Oncoimmunology.

[45]  Raymond Y Huang,et al.  Artificial intelligence in cancer imaging: Clinical challenges and applications , 2019, CA: a cancer journal for clinicians.

[46]  Q. Wang,et al.  Immunogenic cell death in anticancer chemotherapy and its impact on clinical studies. , 2018, Cancer letters.

[47]  Ho-Joon Lee,et al.  Macrophage Released Pyrimidines Inhibit Gemcitabine Therapy in Pancreatic Cancer , 2018, bioRxiv.

[48]  S. Adams,et al.  Serial immunological parameters in a phase II trial of exemestane and low-dose oral cyclophosphamide in advanced hormone receptor-positive breast cancer , 2018, Breast Cancer Research and Treatment.

[49]  D. de Ruysscher,et al.  Immunological metagene signatures derived from immunogenic cancer cell death associate with improved survival of patients with lung, breast or ovarian malignancies: A large-scale meta-analysis , 2016, Oncoimmunology.

[50]  R. Talamini,et al.  Improved Natural Killer cell activity and retained anti-tumor CD8+ T cell responses contribute to the induction of a pathological complete response in HER2-positive breast cancer patients undergoing neoadjuvant chemotherapy , 2015, Journal of Translational Medicine.

[51]  S. Aerts,et al.  CD45 antigen negativity in T‐lineage ALL correlates with PTPRC mutation and sensitivity to a selective JAK inhibitor , 2015, British journal of haematology.

[52]  Song Gao,et al.  Inhibition of HIF-1α by PX-478 enhances the anti-tumor effect of gemcitabine by inducing immunogenic cell death in pancreatic ductal adenocarcinoma , 2014, Oncotarget.

[53]  M. Smyth,et al.  Immune surveillance of tumors. , 2007, The Journal of clinical investigation.