ArticleJournal of translational medicine2023
Fatty acids metabolism affects the therapeutic effect of anti-PD-1/PD-L1 in tumor immune microenvironment in clear cell renal cell carcinoma.
Article in Journal of translational medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
29 citing papers in PubMed, 37 citations in OpenAlex.
- Metabolic reprogramming-mediated therapeutic resistance in renal cell carcinoma: Mechanisms and targeted intervention strategies.iScience · 2026Review
- MT1G promotes the progression of ccRCC by suppressing ferroptosis through activation of the PI3K-AKT pathway.Translational oncology · 2026Article
- High expression of STAT3 and PD-L1 predicts poor prognosis for laryngeal squamous cell carcinoma.Scientific reports · 2026Article
- Efferocytosis-related gene PLG in prognosis, immune correlation, and contribution to malignant behavior in vitro and in vivo of clear cell renal cell carcinoma.Scientific reports · 2026Article
- Increased IL4I1 expression predicts poor survival and modulates the immune microenvironment in acute myeloid leukemia.Journal of translational medicine · 2026Article
- Machine learning-derived AS and AIS scores leverage BCAA metabolism and IL4I1 activity for prognosis and tailored therapy in ccRCC.Frontiers in cell and developmental biology · 2026Article
- Comprehensive analysis of fatty acid desaturase 3 in clear cell renal cell carcinoma: insights into tumor progression, immune microenvironment, and clinical outcomes.Frontiers in immunology · 2026Article
- Exploring the significance of fatty acid metabolism reprogramming in the pathogenesis of cancer and anticancer therapy.Annals of medicine · 2025Review
- Insights into IL-6/JAK/STAT3 signaling in the tumor microenvironment: Implications for cancer therapy.Cytokine & growth factor reviews · 2025Review
- Activation of LAMP1-mediated lipophagy by sulforaphane inhibits cellular senescence and intervertebral disc degeneration.Journal of orthopaedic translation · 2025Article
- Identification of Key Fatty Acid Metabolism-Related Genes in Alzheimer's Disease.Molecular neurobiology · 2025Article
- Fatty acid metabolism-related risk signature revealing the immune landscape of neuroblastoma and predicting overall survival in pediatric neuroblastoma patients.Discover oncology · 2025Article
- Regulating macrophage phenotypes with IL4I1-mimetic nanoparticles in IDD treatment.Journal of nanobiotechnology · 2025Article
- Integrative Analysis of GEO Datasets and Mendelian Randomization Reveals a Potential Role ofISOC1 in Renal Cell Carcinoma.Journal of Cancer · 2025Article
- Cellular hierarchy framework based on single-cell and bulk RNA sequencing reveals fatty acid metabolic biomarker MYDGF as a therapeutic target for ccRCC.Frontiers in immunology · 2025Article
- Unveiling ammonia-induced cell death: a new frontier in clear cell renal cell carcinoma prognosis.Frontiers in immunology · 2025Article
- A robust ammonia metabolism gene signature identified by machine learning predicts prognosis and immunotherapy response in clear cell renal cell carcinoma.Frontiers in oncology · 2025Article
- The mechanism of action and therapeutic potential of tumor-associated macrophages in tumor immune evasion.Frontiers in immunology · 2025Review
- Development and verification of a novel risk model related to ubiquitination linked with prognosis and therapeutic response in clear cell renal cell carcinoma.Scientific reports · 2024Article
- Comprehensive analysis of LD-related genes signature for predicting prognosis and immunotherapy response in clear cell renal cell carcinoma.BMC nephrology · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
22 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundClear cell renal cell carcinoma (ccRCC) is a highly invasive and metastatic subtype of kidney malignancy and is correlated with metabolic reprogramming for adaptation to the tumor microenvironment comprising infiltrated immune cells and immunomodulatory molecules. The role of immune cells in the tumor microenvironment (TME) and their association with abnormal fatty acids metabolism in ccRCC remains poorly understood.
methodRNA-seq and clinical data of KIRC from The Cancer Genome Atlas (TCGA) and E-MTAB-1980 from the ArrayExpress dataset. The Nivolumab group and Everolimus group of the CheckMate 025 study, the Atezolizumab arm of IMmotion150 and the Atezolizumab plus Bevacizumab group of IMmotion151 cohort were obtained for subsequent analysis. After differential expression genes identification, the signature was constructed through univariate Cox proportional hazard regression and simultaneously the least absolute shrinkage and selection operator (Lasso) analysis and the predictive performance of our signature was assessed by using receiver operating characteristic (ROC), Kaplan-Meier (KM) survival analysis, nomogram, drug sensitivity analysis, immunotherapeutic effect analysis and enrichment analysis. Immunohistochemistry (IHC), qPCR and western blot were performed to measure related mRNA or protein expression. Biological features were evaluated by wound healing, cell migration and invasion assays and colony formation test and analyzed using coculture assay and flow cytometry.
resultsTwenty fatty acids metabolism-related mRNA signatures were constructed in TCGA and possessed a strong predictive performance demonstrated through time-dependent ROC and KM survival analysis. Notably, the high-risk group exhibited an impaired response to anti-PD-1/PD-L1 (Programmed death-1 receptor/Programmed death-1 receptor-ligand) therapy compared to the low-risk group. The overall levels of the immune score were higher in the high-risk group. Additionally, drug sensitivity analysis observed that the model could effectively predict efficacy and sensitivity to chemotherapy. Enrichment analysis revealed that the IL6-JAK-STAT3 signaling pathway was a major pathway. IL4I1 could promote ccRCC cells' malignant features through JAK1/STAT3 signaling pathway and M2-like macrophage polarization.
conclusionThe study elucidates that targeting fatty acids metabolism can affect the therapeutic effect of PD-1/PD-L1 in TME and related signal pathways. The model can effectively predict the response to several treatment options, underscoring its potential clinical utility.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.