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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:0032273111EsophagusESCCpositive regulation of protein polymerization95/8552138/187232.97e-085.57e-0795
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:0032271111EsophagusESCCregulation of protein polymerization143/8552233/187239.21e-071.17e-05143
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:003083819EsophagusESCCpositive regulation of actin filament polymerization66/855299/187231.96e-051.72e-0466
GO:000815420EsophagusESCCactin polymerization or depolymerization130/8552218/187232.19e-051.88e-04130
GO:0030041110EsophagusESCCactin filament polymerization114/8552191/187236.46e-054.92e-04114
GO:000806419EsophagusESCCregulation of actin polymerization or depolymerization112/8552188/187238.31e-056.06e-04112
GO:003083218EsophagusESCCregulation of actin filament length112/8552189/187231.13e-047.85e-04112
GO:003083320EsophagusESCCregulation of actin filament polymerization103/8552172/187231.19e-048.15e-04103
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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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