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BIOMARKER:

7-gene signature

12ms
Identification of a novel immune checkpoint-related gene signature predicts prognosis and immunotherapy in breast cancer and experiment verification. (PubMed, Sci Rep)
In conclusion, we created a novel ICG signature that has the potential to predict the survival and drug sensitivity of BRCA patients. Furthermore, this study indicated that MAP2K6 may serve as a novel target for BRCA therapy.
Journal • Gene Signature • BRCA Biomarker • IO biomarker
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BRCA (Breast cancer early onset)
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7-gene signature
1year
GENE EXPRESSION SIGNATURE REVEALS A PROTECTIVE ROLE OF B-CELLS IN THE PROGRESSION OF CLASSICAL HODGKIN LYMPHOMA PATIENTS (ISHL 2024)
These results suggest gene expression analysis could aid in early relapse detection and underscore the immune-modulatory role of B-cells in cHL progression.
Clinical
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PAX5 (Paired Box 5)
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7-gene signature
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nCounter® PanCancer Immune Profiling Panel
1year
Unmasking Neuroendocrine Prostate Cancer with a Machine Learning-Driven 7-Gene Stemness Signature that Predicts Progression. (PubMed, medRxiv)
Importantly, the signature not only identified specific NEPC subtypes, such as large-cell neuroendocrine carcinoma, which is associated with very poor outcomes, but also predicted a poor prognosis for PCa cases that exhibit this molecular signature, even when they were not histopathologically classified as NEPC. This dual prognostic and classifier capability makes the 7-gene signature a robust tool for personalized medicine, providing a valuable resource for predicting disease progression and guiding treatment strategies in PCa management.
Journal • Machine learning
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TYMS (Thymidylate Synthetase) • KMT5C (Lysine Methyltransferase 5C) • DNMT3B (DNA Methyltransferase 3 Beta) • CDC25B (Cell Division Cycle 25B) • GNRP (Ras-Specific Guanine Nucleotide-Releasing Factor 1) • IRF5 (Interferon Regulatory Factor 5)
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7-gene signature
over1year
A novel prognostic signature based on smoking-associated genes for predicting prognosis and immune microenvironment in NSCLC smokers. (PubMed, Cancer Cell Int)
This smoking-related prognostic signature represents a promising tool for assessing prognosis and tumor microenvironment in smokers with NSCLC. The role of FCGBP in NSCLC was found by cell experiments, which can be served as diagnostic biomarker and immunotherapy target for NSCLC.
Journal • IO biomarker
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S100P (S100 calcium binding protein P)
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7-gene signature
over1year
Therapeutic Benefits and Prognostic Value of a Model Based on 7 Immune-associated Genes in Bladder Cancer. (PubMed, Altern Ther Health Med)
Low-risk patients may benefit from more tailored monitoring and personalized immunotherapy regimens. However, more investigations are required to validate its accuracy and effectiveness in a prospective cohort with larger sample sizes.
Journal • Tumor mutational burden • IO biomarker
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TMB (Tumor Mutational Burden) • LAG3 (Lymphocyte Activating 3) • TNFRSF17 (TNF Receptor Superfamily Member 17) • CD73 (5'-Nucleotidase Ecto) • IDO1 (Indoleamine 2,3-dioxygenase 1) • NT5E (5'-Nucleotidase Ecto) • TNFRSF14 (TNF Receptor Superfamily Member 14) • KLRC1 (Killer Cell Lectin Like Receptor C1) • NKG2D (killer cell lectin like receptor K1) • TNFSF14 (TNF Superfamily Member 14)
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TMB-H • 7-gene signature
almost2years
Construction of disulfidptosis-based immune response prediction model with artificial intelligence and validation of the pivotal grouping oncogene c-MET in regulating T cell exhaustion. (PubMed, Front Immunol)
In particular, a survival-predicting model was made specifically for patients with glioma to predict its survival and immune response to ICIs. C-MET was screened and validated for its tumor driver gene and immune regulation function (inducing t-cell exhaustion) in glioma.
Journal • PD(L)-1 Biomarker • IO biomarker
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MET (MET proto-oncogene, receptor tyrosine kinase) • CD8 (cluster of differentiation 8) • PD-1 (Programmed cell death 1) • STAT3 (Signal Transducer And Activator Of Transcription 3) • JAK3 (Janus Kinase 3)
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MET expression • 7-gene signature
2years
Elucidating Single-Cell Transcriptional Differences of the MLL Subtype in Pediatric Acute Myeloid Leukemia Using Machine Learning and Gene Regulatory Analysis (ASH 2023)
This study evaluated the differences between the MLL, RUNX1, and inv(16) AML subtypes at the single-cell level, discovered gene signatures that effectively discriminate between the three subtypes as well as other AML and healthy samples, and revealed that the poorer prognosis of the MLL subtype may be attributable to dysregulation of CD8+ T-cell proliferation caused by abnormalities in the SPI-B TF and the LCK signaling pathway.
Clinical • Machine learning
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CD8 (cluster of differentiation 8) • RUNX1 (RUNX Family Transcription Factor 1) • RUNX1T1 (RUNX1 Partner Transcriptional Co-Repressor 1) • CAV1 (Caveolin 1) • HOXA9 (Homeobox A9) • SOCS2 (Suppressor Of Cytokine Signaling 2)
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MLL rearrangement • 7-gene signature • RUNX1 overexpression
2years
Construction and evaluation of a novel prognostic risk model of aging-related genes in bladder cancer. (PubMed, Curr Urol)
Collectively, our data provide a 7-gene signature that serves as a potential biomarker for BLCA, especially MIBC. Moreover, this 7-gene signature highlights the role of the tumor immune microenvironment in prognosis and thus might be related to the response to anti-programmed cell death protein 1-based immunotherapy.
Journal • IO biomarker
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IGF1 (Insulin-like growth factor 1) • PYCR1 (Pyrroline-5-Carboxylate Reductase 1) • EFEMP1 (EGF Containing Fibulin Extracellular Matrix Protein 1)
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7-gene signature
2years
Single-cell analysis reveals altered tumor microenvironments of relapse- and remission-associated pediatric acute myeloid leukemia. (PubMed, Nat Commun)
Also, a post-therapy T-cell cluster associated with relapse samples exhibits downregulation of MHC Class I and T-cell regulatory genes. Altogether, this study deeply characterizes pediatric AML relapse- and CCR-associated samples to provide insights into the BM microenvironment landscape.
Journal
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PRAME (Preferentially Expressed Antigen In Melanoma)
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7-gene signature
over2years
Development and Validation of a 15-gene Expression Signature with Superior Prognostic Ability in Stage II Colorectal Cancer. (PubMed, Cancer Res Commun)
We identified and validated a 15-gene expression signature for robust prognostication and stratification of patients with stage II colorectal cancer, with superior performance when compared with currently used biomarkers. Therefore, the 15-gene expression signature has the potential to improve the prognostication and treatment decisions for patients with stage II colorectal cancer.
Journal
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7-gene signature
over2years
The Clinical Relevance of LTBP3-Related Gene Signature in Colorectal Cancer (CAP 2023)
The findings demonstrate the prognostic and therapeutic relevance of a novel 7-gene signature in CRC. Its association with immunosuppressive activity can help identify novel actionable therapeutic targets.
Clinical • Gene Signature
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TGFB1 (Transforming Growth Factor Beta 1) • TGFB2 (Transforming Growth Factor Beta 2)
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7-gene signature
over2years
Thymidine phosphorylase facilitates retinoic acid inducible gene-I induced endothelial dysfunction. (PubMed, Cell Death Dis)
Functional RNAi screen of our TYMP dependent EC genes, we found that a group of 5 genes - Flot1, Ccl5, Vars2, Samd9l and Ube2l6 are critical for endothelial cell death mediated by RIG-I activation. Our observations identify mechanisms by which RIG-I drives EC dysfunction and define pathways that can be pharmacologically targeted to ameliorate RIG-I induced vascular inflammation.
Journal
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IRF8 (Interferon Regulatory Factor 8) • IRF1 (Interferon Regulatory Factor 1)
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IRF1 expression • 7-gene signature