Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: GMFB

Gene summary for GMFB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GMFB

Gene ID

2764

Gene nameglia maturation factor beta
Gene AliasGMF
Cytomap14q22.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P60983


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
2764GMFBLZE4THumanEsophagusESCC1.09e-143.50e-010.0811
2764GMFBLZE8THumanEsophagusESCC5.32e-047.66e-020.067
2764GMFBLZE20THumanEsophagusESCC2.87e-039.40e-020.0662
2764GMFBLZE24THumanEsophagusESCC1.15e-071.73e-010.0596
2764GMFBP1T-EHumanEsophagusESCC2.54e-031.21e-010.0875
2764GMFBP2T-EHumanEsophagusESCC1.31e-171.93e-010.1177
2764GMFBP4T-EHumanEsophagusESCC1.00e-225.89e-010.1323
2764GMFBP5T-EHumanEsophagusESCC6.54e-194.63e-010.1327
2764GMFBP8T-EHumanEsophagusESCC7.53e-214.12e-010.0889
2764GMFBP9T-EHumanEsophagusESCC6.15e-121.09e-010.1131
2764GMFBP10T-EHumanEsophagusESCC1.85e-346.50e-010.116
2764GMFBP11T-EHumanEsophagusESCC2.59e-085.80e-010.1426
2764GMFBP12T-EHumanEsophagusESCC1.87e-275.84e-010.1122
2764GMFBP15T-EHumanEsophagusESCC9.36e-481.14e+000.1149
2764GMFBP16T-EHumanEsophagusESCC4.15e-203.48e-010.1153
2764GMFBP19T-EHumanEsophagusESCC1.69e-025.41e-010.1662
2764GMFBP20T-EHumanEsophagusESCC8.80e-174.74e-010.1124
2764GMFBP21T-EHumanEsophagusESCC1.75e-235.42e-010.1617
2764GMFBP22T-EHumanEsophagusESCC9.74e-173.31e-010.1236
2764GMFBP23T-EHumanEsophagusESCC1.71e-072.69e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003431415EsophagusESCCArp2/3 complex-mediated actin nucleation28/855239/187238.57e-044.40e-0328
GO:00343156EsophagusESCCregulation of Arp2/3 complex-mediated actin nucleation16/855221/187234.47e-031.76e-0216
GO:00450108EsophagusESCCactin nucleation33/855252/187237.38e-032.65e-0233
GO:004325412LiverCirrhoticregulation of protein-containing complex assembly169/4634428/187237.40e-124.99e-10169
GO:000701512LiverCirrhoticactin filament organization171/4634442/187233.93e-112.30e-09171
GO:190290312LiverCirrhoticregulation of supramolecular fiber organization148/4634383/187238.85e-104.08e-08148
GO:003297012LiverCirrhoticregulation of actin filament-based process152/4634397/187231.12e-095.00e-08152
GO:003295612LiverCirrhoticregulation of actin cytoskeleton organization136/4634358/187231.47e-085.49e-07136
GO:005125812LiverCirrhoticprotein polymerization116/4634297/187232.87e-089.78e-07116
GO:011005312LiverCirrhoticregulation of actin filament organization108/4634278/187231.17e-073.32e-06108
GO:00313347LiverCirrhoticpositive regulation of protein-containing complex assembly95/4634237/187231.21e-073.39e-0695
GO:190290512LiverCirrhoticpositive regulation of supramolecular fiber organization86/4634209/187231.21e-073.39e-0686
GO:003227112LiverCirrhoticregulation of protein polymerization92/4634233/187234.25e-079.86e-0692
GO:000815412LiverCirrhoticactin polymerization or depolymerization86/4634218/187231.04e-062.13e-0586
GO:003004112LiverCirrhoticactin filament polymerization77/4634191/187231.41e-062.79e-0577
GO:003253512LiverCirrhoticregulation of cellular component size135/4634383/187232.32e-064.26e-05135
GO:005149512LiverCirrhoticpositive regulation of cytoskeleton organization87/4634226/187232.96e-065.25e-0587
GO:00106397LiverCirrhoticnegative regulation of organelle organization124/4634348/187233.20e-065.60e-05124
GO:003083312LiverCirrhoticregulation of actin filament polymerization69/4634172/187235.92e-069.65e-0569
GO:003227312LiverCirrhoticpositive regulation of protein polymerization58/4634138/187235.96e-069.69e-0558
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
GMFBSNVMissense_Mutationnovelc.191N>Ap.Arg64Glnp.R64QP60983protein_codingtolerated(0.37)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GMFBSNVMissense_Mutationc.11N>Ap.Ser4Tyrp.S4YP60983protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GMFBSNVMissense_Mutationnovelc.239G>Tp.Gly80Valp.G80VP60983protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GMFBSNVMissense_Mutationc.199N>Tp.Arg67Cysp.R67CP60983protein_codingdeleterious(0)probably_damaging(0.994)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GMFBSNVMissense_Mutationnovelc.359T>Cp.Val120Alap.V120AP60983protein_codingtolerated(0.06)possibly_damaging(0.587)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GMFBSNVMissense_Mutationnovelc.166G>Ap.Glu56Lysp.E56KP60983protein_codingdeleterious(0.03)benign(0.06)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GMFBSNVMissense_Mutationrs752098440c.121C>Tp.Arg41Cysp.R41CP60983protein_codingdeleterious(0)possibly_damaging(0.695)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GMFBSNVMissense_Mutationnovelc.35N>Gp.Glu12Glyp.E12GP60983protein_codingtolerated(0.09)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GMFBSNVMissense_Mutationrs752098440c.121N>Tp.Arg41Cysp.R41CP60983protein_codingdeleterious(0)possibly_damaging(0.695)TCGA-AJ-A8CT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GMFBSNVMissense_Mutationrs771198764c.65N>Ap.Arg22Hisp.R22HP60983protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A0LT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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