ArticleJournal of oncology2022
Integrated Machine Learning and Single-Sample Gene Set Enrichment Analysis Identifies a TGF-Beta Signaling Pathway Derived Score in Headneck Squamous Cell Carcinoma.
Article in Journal of oncology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 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
38 citing papers in PubMed, 44 citations in OpenAlex.
- Application of artificial intelligence in head and neck squamous cell carcinoma.Annals of medicine · 2026Review
- Integrative analysis of single-cell sequencing identifies CD8Translational cancer research · 2026Article
- Integrative single-cell and spatial multi-Omics analyses identify NETs-driven colon cancer subtypes with distinct metabolic features and prognostic implications.Journal of translational medicine · 2026Article
- Single-cell profiling identifies a pro-tumoral VCAN positive macrophage subset and defines a prognostic signature in glioblastoma.Discover oncology · 2026Article
- Identification of hsa-miR-144-3p as a novel immunotherapeutic target for glioblastoma based on disulfidptosis-related analysis.Discover oncology · 2026Article
- Integrated single-cell and transcriptomic analysis of CD8Translational cancer research · 2026Article
- Transcriptomic profiling of T cell exhaustion mechanisms in cervical cancer pathogenesis.Discover oncology · 2026Article
- Article
- Benchmarking single-sample gene set scoring methods for application in precision medicine.Briefings in bioinformatics · 2025Article
- Integrating artificial intelligence into small molecule development for precision cancer immunomodulation therapy.npj drug discovery · 2025Review
- The role of glucocorticoids in hepatocellular carcinoma through integrated bioinformatics analysis and experimental validation.Scientific reports · 2025Article
- Integrated bioinformatics and experimental analysis of mitochondrial-associated membrane function and mechanism in acute respiratory distress syndrome.Scientific reports · 2025Article
- Bridging the Gap in Breast Cancer Dormancy: Models, Mechanisms, and Translational Challenges.Pharmaceuticals (Basel, Switzerland) · 2025Review
- RNA‑seq analysis of predictive markers associated with glutamine metabolism in thyroid cancer.Molecular medicine reports · 2025Article
- Decoding Cuproptosis-Sphingolipid-Immune Crosstalk in Atopic Dermatitis: A Multi-Omics Network Analysis.Biomedicines · 2025Article
- Telomere-related gene risk model predicts prognostic and immune microenvironment alterations in prostate cancer.Scientific reports · 2025Article
- Integrated analysis of single-cell and bulk-RNA sequencing for the cellular senescence in prognosis of lung adenocarcinoma.Scientific reports · 2025Article
- Role of CD28Frontiers in immunology · 2025Article
- Disulfidptosis as a key regulator of glioblastoma progression and immune cell impairment.Frontiers in immunology · 2025Article
- Identification of glucocorticoid-related genes in systemic lupus erythematosus using bioinformatics analysis and machine learning.PloS one · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: The TGF- Method: At first, we summarized TGF- Results: We systematically established TGF- Conclusion: We first construct and validate TGF-
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.