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BIOMARKER:

7-gene signature

29d
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
2ms
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
5ms
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
5ms
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
6ms
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
8ms
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
8ms
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
12ms
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
over1year
Identification of a novel cell cycle-related risk signature predicting prognosis in patients with pancreatic adenocarcinoma. (PubMed, Medicine (Baltimore))
Our findings suggested that the seven genes identified in this study are valuable prognostic predictors for patients with PAAD. These findings provided us with a novel insight that it is useful for understanding cell cycle mechanisms and for identifying patients with PAAD with poor prognosis.
Journal
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KRAS (KRAS proto-oncogene GTPase) • TP53 (Tumor protein P53) • NUSAP1 (Nucleolar and Spindle Associated Protein 1) • CENPA (Centromere protein A) • KIF23 (Kinesin Family Member 23) • SMAD3 (SMAD Family Member 3)
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TP53 mutation • KRAS mutation • TP53 mutation + KRAS mutation • 7-gene signature
over1year
A 7-Gene Signature in Unmanipulated Leukaphereses Correlates with in-Vivo CAR T-Cell Expansion and Survival of Lymphoma Patients Receiving Tisagenlecleucel or Axicabtagene Ciloleucel Therapy (ASH 2022)
Our study highlights that unmanipulated leukapheresis share peculiar immunophenotypic and transcriptional features that correlate with CAR T-cell expansion and survival of pts treated with Tisa-cel and Axi-cel. Despite these results warrant functional validation and confirmation in larger cohort (ongoing), the gene signature identified may represent a pre-manufacturing predictive biomarker of CAR T-cell efficacy that might preferentially drive their employment versus other newly approved therapies, such as bispecific T-cell engagers, at the single patient level.
CAR T-Cell Therapy • Preclinical • Gene Signature • IO biomarker
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CD20 (Membrane Spanning 4-Domains A1) • CD8 (cluster of differentiation 8) • PTPRC (Protein Tyrosine Phosphatase Receptor Type C) • CCR7 (Chemokine (C-C motif) receptor 7) • HLA-DQA1 (Major Histocompatibility Complex, Class II, DQ Alpha 1) • FAS (Fas cell surface death receptor) • MS4A1 (Membrane Spanning 4-Domains A1) • BATF3 (Basic Leucine Zipper ATF-Like Transcription Factor 3) • CD86 (CD86 Molecule)
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7-gene signature
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nCounter® CAR-T Characterization Panel
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Yescarta (axicabtagene ciloleucel) • Kymriah (tisagenlecleucel-T)
over1year
A novel gene signature derived from the CXC subfamily of chemokine receptors predicts the prognosis and immune infiltration of patients with lung adenocarcinoma. (PubMed, Medicine (Baltimore))
Critically, the results from the GEPIA and TISIDB web portals indicated that the expression of the 7-gene signature was associated with survival, clinical stage, and immune subtypes of LUAD patients. We identified a CXCR-related gene signature that could assess prognosis and provide a reference for the diagnosis and treatment of LUAD.
Journal • Gene Signature
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VEGFC (Vascular Endothelial Growth Factor C) • CDC25C (Cell Division Cycle 25C) • GNRP (Ras-Specific Guanine Nucleotide-Releasing Factor 1)
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7-gene signature
over1year
In silico development and experimental validation of a novel 7-gene signature based on PI3K pathway-related genes in bladder cancer. (PubMed, Funct Integr Genomics)
Cisplatin, gemcitabine, methotrexate, mitomycin C, paclitaxel, and vinblastine are sensitive to different groups based on the expression of CDK6 and risk. Functional experiments suggested that CDK6 promotes the proliferation of UM-UC-3 cells. We constructed a seven-gene prognostic signature as an effective marker to predict the outcomes of BLCA patients and guide individual treatment.
Licensing / partnership • Journal • Gene Signature
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EGFR (Epidermal growth factor receptor) • PDGFRA (Platelet Derived Growth Factor Receptor Alpha) • CDK6 (Cyclin-dependent kinase 6) • IGF1 (Insulin-like growth factor 1) • RPS6 (Ribosomal Protein S6)
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7-gene signature • CDK6 expression
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cisplatin • gemcitabine • paclitaxel • methotrexate • mitomycin • vinblastine
over1year
Establishment of a prognostic signature for lung adenocarcinoma by integration of 7 pyroptosis-related genes and cross-validation between the TCGA and GEO cohorts: A comprehensive bioinformatics analysis. (PubMed, Medicine (Baltimore))
Cross-validations confirmed prognostic value for the 7-gene signature from the GEO cohort by the TCGA cohort but not for the 3-gene signature from the TCGA cohort by the GEO cohort. We develop and validate a 7-gene prognostic signature (SCAF11, NOD1, NLRP2, NLRP1, GPX4, CASP8, and AIM2) with independent prognostic value for patients with LUAD.
Journal
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GPX4 (Glutathione Peroxidase 4) • CASP8 (Caspase 8) • CASP6 (Caspase 6, apoptosis-related cysteine peptidase)
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7-gene signature
almost2years
Construction of hypoxia-immune-related prognostic model and targeted therapeutic strategies for cervical cancer. (PubMed, Int Immunol)
And we listed ten candidate small-molecules drugs that exhibited a high correlation with the prognosis of cervical cancer. Thus, the prognostic model can accurately predict the prognosis of patients with CC and may be helpful for the development of new hypoxia-immune prognostic markers and therapeutic strategies for CC.
Journal
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IKZF3 (IKAROS Family Zinc Finger 3) • EGLN1 (Egl-9 Family Hypoxia Inducible Factor 1)
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7-gene signature
almost2years
Novel Immune-Related Gene Signature for Risk Stratification and Prognosis of Survival in ER (+) and/or PR (+) and HER2 (-) Breast Cancer. (PubMed, Front Pharmacol)
Furthermore, we found that the low-risk group may be associated with the immune-related pathway and the high-risk group was with the cell cycle-related pathway, which also showed an impact on the prognosis. These seven immune-related gene risk signatures provided an effective method for prognostic stratification in ER (+) and/or PR (+) and HER2 (-) BC.
Journal • Gene Signature
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HER-2 (Human epidermal growth factor receptor 2) • ER (Estrogen receptor) • PGR (Progesterone receptor) • FLT3 (Fms-related tyrosine kinase 3) • CD4 (CD4 Molecule) • CCL19 (C-C Motif Chemokine Ligand 19)
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HER-2 negative • 7-gene signature
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MammaPrint
almost2years
A novel ferroptosis-related gene signature for clinically predicting recurrence after hepatectomy of hepatocellular carcinoma patients. (PubMed, Am J Cancer Res)
GSEA analysis suggested that the high-risk group was correlated with multiple oncogenic signatures and invasive-related pathways. These results indicated that this risk model can accurately predict recurrence after hepatectomy and offer novel research directions for personalized treatment in HCC patients.
Journal • Gene Signature
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ACSL3 (Acyl-CoA Synthetase Long Chain Family Member 3) • MAPK9 (Mitogen-Activated Protein Kinase 9) • STMN1 (Stathmin 1)
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7-gene signature
almost2years
Identification of a novel autophagy-related prognostic signature and small molecule drugs for glioblastoma by bioinformatics. (PubMed, BMC Med Genomics)
We constructed an autophagy-based 7-gene signature, which could serve as an independent prognostic indicator for cases of GBM and sheds light on the role of autophagy as a potential therapeutic target in GBM.
Journal
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EGFR (Epidermal growth factor receptor) • CDKN1B (Cyclin dependent kinase inhibitor 1B) • GAPDH (Glyceraldehyde-3-Phosphate Dehydrogenase) • BAK1 (BCL2 Antagonist/Killer 1)
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7-gene signature
almost2years
Comparison of five supervised feature selection algorithms leading to top features and gene signatures from multi-omics data in cancer. (PubMed, BMC Bioinformatics)
We performed a comprehensive comparison of the performance evaluation of five well-known feature selection methods for mining features from various high-dimensional datasets. We identified signature genes using supervised learning for the specific omic data for the disease. The study will help incorporate higher order dependencies among features.
Journal • Gene Signature
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FGFR1 (Fibroblast growth factor receptor 1) • PIK3CG (Phosphatidylinositol-4,5-Bisphosphate 3-Kinase Catalytic Subunit Gamma) • KRT17 (Keratin 17)
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7-gene signature
almost2years
Prognostic Implications of an Autophagy-related Gene Signature in Pancreatic Ductal Adenocarcinoma. (PubMed, Am J Clin Oncol)
We constructed a new ARG-related prognostic model, which can be a prognostic biomarker and offers insights into identifying potential therapeutic targets for PDAC.
Journal • Gene Signature
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BIRC5 (Baculoviral IAP repeat containing 5) • CASP8 (Caspase 8) • BAK1 (BCL2 Antagonist/Killer 1)
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7-gene signature
2years
Development and Validation of a 7-Gene Inflammatory Signature Forecasts Prognosis and Diverse Immune Landscape in Lung Adenocarcinoma. (PubMed, Front Mol Biosci)
The protein expression of seven model genes was consistent with the mRNA expression. Our IRRG prognostic model can effectively forecast LUAD prognosis and is tightly related to immune infiltration.
Journal
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IL7R (Interleukin 7 Receptor) • CCL20 (C-C Motif Chemokine Ligand 20) • LAMP3 (Lysosomal Associated Membrane Protein 3) • BTG2 (BTG Anti-Proliferation Factor 2) • MMP14 (Matrix Metallopeptidase 14)
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7-gene signature
2years
A 7-gene signature predicts the prognosis of patients with bladder cancer. (PubMed, BMC Urol)
The combined 7-gene signature could serve as a biomarker for predicting BC prognosis. The nomogram built by risk score and other clinical factors could be an effective tool for predicting the prognosis of patients with BC.
Journal • Gene Signature
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SETBP1 (SET Binding Protein 1) • ANXA1 (Annexin A1) • NR2F1 (Nuclear Receptor Subfamily 2 Group F Member 1) • KLRB1 (Killer Cell Lectin Like Receptor B1)
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7-gene signature
2years
The Role of Ferroptosis Signature in Overall Survival and Chemotherapy of Pancreatic Adenocarcinoma. (PubMed, DNA Cell Biol)
Finally, in vitro experiments demonstrated that the combination of gemcitabine and cisplatin could induce ferroptosis in AsPC1 cells, probably through elevated SAT1 expression. Taken together, Our 7-gene signature has significant values in predicting the PAAD patients' OS, and it may help inform the clinical treatment of PAAD.
Clinical • Journal
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ALOX15 (Arachidonate 15-Lipoxygenase) • MAP1LC3A (Microtubule Associated Protein 1 Light Chain 3 Alpha)
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7-gene signature
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cisplatin • gemcitabine
over2years
Identification of seven-gene marker to predict the survival of patients with lung adenocarcinoma using integrated multi-omics data analysis. (PubMed, J Clin Lab Anal)
The study builds a novel 7-gene signature as a prognostic marker for the survival prediction of patients with LUAD. The current findings provided a set of new prognostic and diagnostic biomarkers and therapeutic targets.
Clinical • Journal
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CSMD3 (CUB And Sushi Multiple Domains 3)
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7-gene signature
over2years
Effect of MHC Linked 7-Gene Signature on Delayed Hepatocellular Carcinoma Recurrence. (PubMed, J Pers Med)
We conclude that the expression of 7-gene signature may lead to improved patient prognosis. Further studies are required for consideration in clinical practice.
Journal • Gene Signature
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PTPRC (Protein Tyrosine Phosphatase Receptor Type C)
|
7-gene signature
over2years
Integrated bioinformatics analysis of differentially expressed genes and immune cell infiltration characteristics in Esophageal Squamous cell carcinoma. (PubMed, Sci Rep)
Univariate and multivariate regression analyses showed that a 7-gene signature constructed from the robust DEGs was useful for predicting ESCC prognosis. Our results might facilitate the exploration of potential targeted TME therapies and prognostic evaluation in ESCC.
Journal
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SPP1 (Secreted Phosphoprotein 1) • IGFBP3 (Insulin-like growth factor binding protein 3) • MMP11 (Matrix Metallopeptidase 11) • CXCL1 (Chemokine (C-X-C motif) ligand 1) • MMP3 (Matrix metallopeptidase 3)
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7-gene signature
almost3years
Development and validation of a novel ferroptosis-related gene signature for predicting prognosis and immune microenvironment in head and neck squamous cell carcinoma. (PubMed, Int Immunopharmacol)
The HRisk group was strongly associated with upregulation of both cancer-related pathways and stromal scores, while higher proportions of anti-tumor immune cells and immune signatures were enriched in the LRisk group. In conclusion, the signature based on 7 ferroptosis-related genes could be applicable for predicting the prognosis of HNSCC, indicating that ferroptosis may be a potential therapeutic target for HNSCC.
Journal • Gene Signature
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TGFB1 (Transforming Growth Factor Beta 1)
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7-gene signature
almost3years
[VIRTUAL] Hypoxia-regulated Carbonic Anhydrase IX (CAIX) protein is an independent prognostic indicator in Triple-Negative Breast Cancer (TNBC) (CIMT 2021)
Our results demonstrate that CAIX can be a reliable surrogate hypoxia marker and prognostic indicator for TNBC. The identification of CAIX-linked 7 gene-signatures and their relationship with 6 enriched cellular functions further support the implication and influence of hypoxia-mediated CAIX expression in tumour microenvironment and breast cancer development.
HIF1A (Hypoxia inducible factor 1, alpha subunit) • CA9 (Carbonic anhydrase 9)
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HIF1A expression • 7-gene signature • CA9 expression
3years
[VIRTUAL] Association of pCR and the 8-gene signature: NRG Oncology /NSABP B-41 (AACR 2021)
Background: Lapatinib (L), a HER2 signaling, tyrosine kinase inhibitor, demonstrated numerically higher pCR in NSABP B-41 when added to paclitaxel (AC→P) and trastuzumab (T) following doxorubicin + cyclophosphamide (62% v 52.5%). The significant association of the modified 8-gene benefit groups with pCR in the AC→P+T arm suggests this signature could identify pts who may benefit from dual HER2-targeted neoadjuvant therapy. This could be tested in a meta-analysis including other neoadjuvant trials.Support: Lombardi CCC; BCRF; GSK; P30CA051008; Genentech; NSABP
Gene Signature
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HER-2 (Human epidermal growth factor receptor 2)
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7-gene signature
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nCounter® Breast Cancer 360™ Panel
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Herceptin (trastuzumab) • paclitaxel • lapatinib • doxorubicin hydrochloride
3years
Zinc Finger Protein CTCF Regulates Extracellular Matrix (ECM)-Related Gene Expression Associated With the Wnt Signaling Pathway in Gastric Cancer. (PubMed, Front Oncol)
Collectively, this ECM-related 7-gene signature provides a novel insight for survival prediction among GC patients. The zinc finger protein CTCF regulates ECM-related genes, thereby promoting GC cell growth and migration.
Journal
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COL1A1 (Collagen Type I Alpha 1 Chain)
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7-gene signature
3years
Identification of novel cell glycolysis related gene signature predicting survival in patients with breast cancer. (PubMed, Sci Rep)
A seven-gene signature correlated with cellular glycolysis was developed to predict the survival of BC patients. The results include insight into cellular glycolysis mechanisms and the detection of patients with poor BC prognosis.
Clinical • Journal • Gene Signature
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SDC1 (Syndecan 1)
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7-gene signature