Ontology highlight
ABSTRACT:
PROVIDER: PRJNA606061 | ENA |
REPOSITORIES: ENA
Dataset's files
| Action | DRS | |||
|---|---|---|---|---|
| SRR11071400_1.fastq.gz | Fastqsanger.gz | |||
| SRR11071400_2.fastq.gz | Fastqsanger.gz | |||
| SRR11071401_1.fastq.gz | Fastqsanger.gz | |||
| SRR11071401_2.fastq.gz | Fastqsanger.gz | |||
| SRR11071402_1.fastq.gz | Fastqsanger.gz |
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2023-03-08 | GSE223110 | GEO
Project description:Immunotherapy has improved the prognosis of patients with advanced non-small cell lung
cancer (NSCLC), but only a small subset of patients achieved clinical benefit. The purpose of our study was to integrate multidimensional data using a machine learning method to predict the therapeutic efficacy of immune checkpoint inhibitors (ICIs) monotherapy in patients with advanced NSCLC.The authors retrospectively enrolled 112 patients with stage IIIB-IV NSCLC receiving ICIs monotherapy. The random forest (RF) algorithm was used to establish efficacy prediction models based on five different input datasets, including precontrast computed tomography (CT) radiomic data, postcontrast CT radiomic data, combination of the two CT radiomic data, clinical data, and a combination of radiomic and clinical data. The 5-fold cross-validation was used to train and test the random forest classifier. The performance of the models was assessed according to the area under the curve (AUC) in the receiver operating characteristic (ROC) curve. Among these models(RF MLP LR XGBoost), our reproduced onnx models have better performance, especially for random forest. The response variable with a value (1/0) indicates the (efficacy/inefficacy) of PD-1/PD-L1 monotherapy in patients with advanced NSCLC
2023-07-11 | BIOMD0000001074 | BioModels
Project description:Immune checkpoint blockade (ICB), particularly programmed death 1 (PD-1) and its ligand (PD-L1), has shown considerable clinical benefits in patients with various cancers. Many studies show that PD-L1 expression may be biomarkers to help select responders for anti-PD-1 treatment. Therefore, it is necessary to elucidate the molecular mechanisms that control PD-L1 expression. As a potential chemosensitizer and anticancer drug, copper combined with disulfiram (DSF) kills tumor cells by regulating multiple signaling pathways and transcription factors in vitro and in vivo. Here, we showed that DSF increased PD-L1 expression in triple negative breast cancer (TNBC) cells. Through TCGA data analysis, we found that DNMT1 and IRF7 were highly expressed and the hypermethylation states in the IRF7 gene body promoter region in TNBC vs normal breast tissue (NBT). Then, we demonstrated that DSF affected PD-L1 expression via DNMT1-mediated IRF7 hypomethylation in two TNBC cell lines. In vivo experiments, DSF significantly enhanced the response to PD-1 antibody (Ab) in the triple-negative 4T1 BC mouse model. By analyzing the results of the tumor tissue sequencing, the DSF joint anti-PD-1 Ab could be a significant activation of anti-tumor immunity. And the inactive state of immune associated pathways was found to be reversed, such as Th1 and Th2 cell differentiation, antigen processing and presentation, natural killer cell-mediated cytotoxicity and T cell receptor signal transduction. In conclusion, we found that DSF could up-regulate PD-L1 in TNBC cells and elucidated its mechanism. Our findings revealed that the combination of DSF and anti-PD-1 Ab could activate the tumor immune microenvironment (TIME) to show much better antitumor efficacy than monotherapy.
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Project description:PD-L1 Inhibitor Regulates the miR-33a-5p/PTEN Signaling Pathway and Can Be Targeted to Sensitize Glioblastomas to Radiation. Glioblastoma (GBM) is the most common and lethal brain tumor in adults. Ionizing radiation (IR) is a standard treatment for GBM patients and results in DNA damage. However, the clinical efficacy of IR is limited due to therapeutic resistance. The programmed death ligand 1 (PD-L1) blockade has a shown the potential to increase the efficacy of radiotherapy by inhibiting DNA damage and repair responses. The miR-33a-5p is an essential microRNA that promotes GBM growth and self-renewal. In this study, we investigated whether a PD-L1 inhibitor (a small molecule inhibitor) exerted radio-sensitive effects to impart an anti-tumor function in GBM cells by modulating miR-33a-5p. U87 MG cells and U251 cells were pretreated with PD-L1 inhibitor. The PD-L1 inhibitor-induced radio-sensitivity in these cells was assessed by assaying cellular apoptosis, clonogenic survival assays, and migration. TargetScan and luciferase assay showed that miR-33a-5p targeted the phosphatase and tensin homolog (PTEN) 3' untranslated region. The expression level of PTEN was measured by western blotting, and was also silenced using small interfering RNAs. The levels of DNA damage following radiation was measured by the presence of γ-H2AX foci, cell cycle, and the mRNA of the DNA damage-related genes, BRCA1, NBS1, RAD50, and MRE11. Our results demonstrated that the PD-L1 inhibitor significantly decreased the expression of the target gene, miR-33a-5p. In addition, pretreatment of U87 MG and U251 cells with the PD-L1 inhibitor increased radio-sensitivity, as indicated by increased apoptosis, while decreased survival and migration of GBM cells. Mir-33a-5p overexpression or silencing PTEN in U87 MG and U251 cells significantly attenuated PD-L1 radiosensitive effect. Additionally, PD-L1 inhibitor treatment suppressed the expression of the DNA damage response-related genes, BRCA1, NBS1, RAD50, and MRE11. Our results demonstrated a novel role for the PD-L1 inhibitor in inducing radio- sensitivity in GBM cells, where inhibiting miR-33a-5p, leading to PTEN activated, and inducing DNA damage was crucial for antitumor immunotherapies to treat GBM.
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Project description:Hepatocellular carcinoma (HCC) has dismal treatment responses to systemic therapies and is caused by both, viral and non-viral etiologies, including non-alcoholic steatohepatitis (NASH) 1–5. NASH - triggered by high caloric intake and sedentary lifestyle - has become an important driver for HCC development. Immunotherapy has been recently approved for HCC but stratification of responders versus non-responders has remained an unmet need 5–8. Here, we found a progressive accumulation of non-classical activated CD8+PD-1+ T-cells in livers of NASH-affected patients and mice. PD-L1/PD-1-targeted immunotherapy of NASH-induced HCC administered either at cancer-initiation or after cancer-establishment lacked beneficial effects in mice. On the contrary, PD-1-targeted immunotherapy drove hepatic necro-inflammation and increased liver cancer incidence, tumor number, and nodule size. Anti-CD8 or anti-CD8/anti-NK1.1 treatment suppressed liver cancer development, implicating CD8+ T-cells as liver cancer drivers in the context of NASH. In line, PD-1-/- mice challenged with a NASH-inducing diet displayed early-onset of liver cancer. Mechanistically, PD-1-targeted immunotherapy triggered necro-inflammation and a pro-tumorigenic environment in the context of NASH, increasing the abundance of hepatic TOX+CXCR6+ expressing CD8+PD-1+ TNF+ T-cells. Anti-CD8/anti-PD-1 or anti-TNF/anti-PD-1, but not anti-CD4/anti-PD-1 treatment reverted anti-PD1 treatment-related increase of liver inflammation, NASH severity and tumorigenesis. Gene expression profile and increased abundance of murine hepatic CD8+PD-1+ T-cells were corroborated in human CD8+PD-1+ T cells derived from NASH patients. In a meta-analysis of clinical trials testing PD-1-targeting immune checkpoint inhibitors alone (i.e. pembrolizumab) or in combination in 1656 patients with advanced HCC, immunotherapy was not favorable over to control treatment in non-viral- when compared to viral-related HCC. Similarly, in two clinical cohorts tested, patients with NASH-driven HCC had a significantly worse overall survival with PD-1-targeted immunotherapy than HCC patients with other etiologies. Our data identify non-viral etiologies, particularly NASH, as potentially non-responsive in the context of HCC immunotherapy, providing a strong rational basis for patient stratification.
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Project description:New therapeutics targeting immune checkpoint proteins have significantly advanced treatment of non-small cell lung cancer (NSCLC), but protein level quantitation of drug targets presents a critical problem. We used multiplexed, targeted mass spectrometry (MS) to quantify the immunotherapy target proteins PD-1, PD-L1, PD-L2, IDO1, LAG3, TIM-3, VISTA, GITR, and CD40 in formalin-fixed, paraffin-embedded (FFPE) NSCLC specimens. Immunohistochemistry (IHC) and MS measurements for PD-L1 were weakly correlated, but IHC did not distinguish protein abundance differences detected by MS. PD-L2 abundance exceeded PD-L1 in over half the specimens and the drug target proteins all displayed different abundance patterns. mRNA correlated with protein abundance only for PD-1, PD-L1, and IDO1 and tumor mutation burden did not predict abundance of any protein targets. Global proteome analyses identified distinct proteotypes associated with high PD-L1-expressing and high IDO1-expressing NSCLC. MS quantification of multiple drug targets and tissue proteotypes can improve clinical evaluation of immunotherapies for NSCLC.
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Project description:Combining PD-L1 blockade with inhibition of oncogenic mitogen-activated protein kinase (MAPK) signaling may result in long-lasting responses in patients with advanced melanoma. This phase 1, open-label, dose-escalation and -expansion study (NCT02027961) investigated safety, tolerability and preliminary efficacy of durvalumab (anti–PD-L1) combined with dabrafenib (BRAF inhibitor) and trametinib (MEK inhibitor) for patients with BRAF-mutated melanoma (cohort A, n=26), or durvalumab and trametinib given concomitantly (cohort B, n=20) or sequentially (cohort C, n=22) for patients with BRAF-wild type melanoma. Adverse events and treatment discontinuation rates were more common than previously reported for these agents given as monotherapy. Objective responses were observed in 69.2% (cohort A), 20.0% (cohort B) and 31.8% (cohort C) of patients, with evidence of improved tumor immune infiltration and durable responses in a subset of patients with available biopsy samples. In conclusion, combined MAPK inhibition and anti–PD-L1 therapy may provide treatment options for patients with advanced melanoma.
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