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: NGEF

Gene summary for NGEF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NGEF

Gene ID

25791

Gene nameneuronal guanine nucleotide exchange factor
Gene AliasARHGEF27
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8N5V2


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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
25791NGEFP2T-EHumanEsophagusESCC8.95e-069.36e-020.1177
25791NGEFP5T-EHumanEsophagusESCC9.09e-061.78e-010.1327
25791NGEFP8T-EHumanEsophagusESCC2.89e-032.64e-020.0889
25791NGEFP10T-EHumanEsophagusESCC1.88e-173.69e-010.116
25791NGEFP12T-EHumanEsophagusESCC1.75e-122.29e-010.1122
25791NGEFP15T-EHumanEsophagusESCC2.97e-163.17e-010.1149
25791NGEFP16T-EHumanEsophagusESCC2.57e-033.19e-020.1153
25791NGEFP20T-EHumanEsophagusESCC4.43e-141.61e-010.1124
25791NGEFP22T-EHumanEsophagusESCC3.67e-081.89e-010.1236
25791NGEFP26T-EHumanEsophagusESCC8.46e-112.33e-010.1276
25791NGEFP28T-EHumanEsophagusESCC3.22e-101.07e-010.1149
25791NGEFP30T-EHumanEsophagusESCC4.07e-083.75e-010.137
25791NGEFP31T-EHumanEsophagusESCC8.31e-345.85e-010.1251
25791NGEFP32T-EHumanEsophagusESCC1.18e-133.16e-010.1666
25791NGEFP37T-EHumanEsophagusESCC5.44e-122.18e-010.1371
25791NGEFP38T-EHumanEsophagusESCC1.10e-031.01e-010.127
25791NGEFP40T-EHumanEsophagusESCC1.02e-081.94e-010.109
25791NGEFP42T-EHumanEsophagusESCC6.15e-102.22e-010.1175
25791NGEFP49T-EHumanEsophagusESCC1.36e-161.45e+000.1768
25791NGEFP52T-EHumanEsophagusESCC1.35e-092.34e-010.1555
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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
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
∗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:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00480133EsophagusESCCephrin receptor signaling pathway33/855251/187234.77e-031.85e-0233
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
GO:00480132Oral cavityOSCCephrin receptor signaling pathway29/730551/187237.33e-032.71e-0229
GO:00313458Oral cavityOSCCnegative regulation of cell projection organization89/7305186/187238.51e-033.09e-0289
GO:001635810Oral cavityOSCCdendrite development113/7305243/187231.00e-023.49e-02113
GO:00609967Oral cavityOSCCdendritic spine development50/730599/187231.31e-024.34e-0250
GO:003134513Oral cavityLPnegative regulation of cell projection organization61/4623186/187237.59e-034.18e-0261
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
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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
NGEFSNVMissense_Mutationc.970N>Ap.Val324Metp.V324MQ8N5V2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0H3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NGEFSNVMissense_Mutationc.1013N>Ap.Arg338Glnp.R338QQ8N5V2protein_codingdeleterious(0)probably_damaging(0.957)TCGA-D8-A1JF-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NGEFSNVMissense_Mutationc.1367N>Cp.Glu456Alap.E456AQ8N5V2protein_codingtolerated(0.22)possibly_damaging(0.887)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NGEFSNVMissense_Mutationc.525N>Gp.Ile175Metp.I175MQ8N5V2protein_codingdeleterious(0.02)probably_damaging(0.942)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NGEFSNVMissense_Mutationc.2102N>Tp.Arg701Leup.R701LQ8N5V2protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
NGEFSNVMissense_Mutationc.977N>Ap.Ala326Aspp.A326DQ8N5V2protein_codingtolerated(0.98)possibly_damaging(0.871)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
NGEFSNVMissense_Mutationnovelc.2037N>Cp.Gln679Hisp.Q679HQ8N5V2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NGEFSNVMissense_Mutationrs767420117c.808G>Ap.Glu270Lysp.E270KQ8N5V2protein_codingtolerated(0.11)benign(0.006)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NGEFSNVMissense_Mutationc.2102N>Ap.Arg701Hisp.R701HQ8N5V2protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NGEFSNVMissense_Mutationc.798C>Gp.Ile266Metp.I266MQ8N5V2protein_codingtolerated(0.14)benign(0.415)TCGA-AA-3680-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPD
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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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