ArticleGenome medicine2020
Integrative -omics and HLA-ligandomics analysis to identify novel drug targets for ccRCC immunotherapy.
Article in Genome medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.
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Who cites it
35 citing papers in PubMed, 102 citations in OpenAlex.
- Immunopeptidomics-Guided Warehouse Design for Peptide-Based Immunotherapy in Chronic Lymphocytic Leukemia.Frontiers in immunology · 2021Trial
- Patient-derived tumor organoids for personalized cancer immunotherapy: An immunopeptidome-to-validation approach in RCC and BC.Molecular therapy. Oncology · 2026Article
- The landscape of genitourinary cancer vaccines: clinical advances and future opportunities.Journal of advanced research · 2026Review
- Cancer Vaccines in Genitourinary Malignancies: Current Advances and Future Directions.Vaccines · 2026Review
- Immunotherapy Landscape of Advanced Clear Cell Renal Cell Carcinoma: Targeting the Cancer-Immunity Cycle and Future Perspectives.Biomedicines · 2026Review
- Activation of the PI3K/AKT pathway by EDIL3 induces EMT and promotes tumor progression in clear cell renal cell carcinoma.Molecular genetics and genomics : MGG · 2026Article
- TRIP13-induced NUSAP1 upregulation promotes CcRCC progression through EMT and PI3K/AKT/mTOR pathway.Journal of translational medicine · 2025Article
- Multi-omics analysis of zinc finger protein 683 as a prognostic biomarker for immune infiltration in clear cell renal cell carcinoma.BMC cancer · 2025Article
- Personalized cancer vaccination is emerging: lessons learnt from renal cancer and challenges for broader application.Signal transduction and targeted therapy · 2025Article
- ARPC1B Promotes Clear Cell Renal Cell Carcinoma Progression via the Wnt/β-Catenin Signaling Pathway.Oncology research · 2025Article
- Multi-omics analysis of Prolyl 3-hydroxylase 1 as a prognostic biomarker for immune infiltration in ccRCC.NPJ precision oncology · 2024Article
- NUP37 promotes the proliferation and invasion of glioma cells through DNMT1-mediated methylation.Cell death discovery · 2024Article
- Advances in Integrated Multi-omics Analysis for Drug-Target Identification.Biomolecules · 2024Review
- Reduced expression of cathepsin F predicts poor prognosis in patients with clear cell renal cell carcinoma.Scientific reports · 2024Article
- Interaction of immune cells with renal cancer development: Mendelian randomization (MR) study.BMC cancer · 2024Article
- It Takes Two to Tango: The Interplay between Prostate Cancer and Its Microenvironment from an Epigenetic Perspective.Cancers · 2024Review
- Peptidomics Strategies to Evaluate Cancer Diagnosis, Prognosis, and Treatment.Methods in molecular biology (Clifton, N.J.) · 2024Review
- Methods for multi-omic data integration in cancer research.Frontiers in genetics · 2024Review
- Article
- CBX3 promotes clear cell renal carcinoma through PI3K/AKT activation and aberrant immunity.Journal of translational medicine · 2023Article
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Authors and funding
22 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundClear cell renal cell carcinoma (ccRCC) is the dominant subtype of renal cancer. With currently available therapies, cure of advanced and metastatic ccRCC is achieved only in rare cases. Here, we developed a workflow integrating different -omics technologies to identify ccRCC-specific HLA-presented peptides as potential drug targets for ccRCC immunotherapy.
methodsWe analyzed HLA-presented peptides by MS-based ligandomics of 55 ccRCC tumors (cohort 1), paired non-tumor renal tissues, and 158 benign tissues from other organs. Pathways enriched in ccRCC compared to its cell type of origin were identified by transcriptome and gene set enrichment analyses in 51 tumor tissues of the same cohort. To retrieve a list of candidate targets with involvement in ccRCC pathogenesis, ccRCC-specific pathway genes were intersected with the source genes of tumor-exclusive peptides. The candidates were validated in an independent cohort from The Cancer Genome Atlas (TCGA KIRC, n = 452). DNA methylation (TCGA KIRC, n = 273), somatic mutations (TCGA KIRC, n = 392), and gene ontology (GO) and correlations with tumor metabolites (cohort 1, n = 30) and immune-oncological markers (cohort 1, n = 37) were analyzed to characterize regulatory and functional involvements. CD8
resultsA total of 34,226 HLA class I- and 19,325 class II-presented peptides were identified in ccRCC tissue, of which 443 class I and 203 class II peptides were ccRCC-specific and presented in ≥ 3 tumors. One hundred eighty-five of the 499 corresponding source genes were involved in pathways activated by ccRCC tumors. After validation in the independent cohort from TCGA, 113 final candidate genes remained. Candidates were involved in extracellular matrix organization, hypoxic signaling, immune processes, and others. Nine of the 12 peptides assessed by immunogenicity analysis were able to activate naïve CD8
conclusionsIntegration of HLA ligandomics, transcriptomics, genetic, and epigenetic data leads to the identification of novel functionally relevant therapeutic targets for ccRCC immunotherapy. Validation of the identified targets is recommended to expand the treatment landscape of ccRCC.
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