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: GLI2

Gene summary for GLI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GLI2

Gene ID

2736

Gene nameGLI family zinc finger 2
Gene AliasCJS
Cytomap2q14.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P10070


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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
2736GLI2LZE4THumanEsophagusESCC1.70e-031.39e-010.0811
2736GLI2LZE7THumanEsophagusESCC1.02e-031.75e-010.0667
2736GLI2P2T-EHumanEsophagusESCC3.75e-031.07e-010.1177
2736GLI2P4T-EHumanEsophagusESCC2.90e-031.13e-010.1323
2736GLI2P9T-EHumanEsophagusESCC1.23e-143.71e-010.1131
2736GLI2P10T-EHumanEsophagusESCC1.11e-791.61e+000.116
2736GLI2P11T-EHumanEsophagusESCC2.46e-021.60e-010.1426
2736GLI2P12T-EHumanEsophagusESCC2.56e-163.70e-010.1122
2736GLI2P15T-EHumanEsophagusESCC3.20e-255.19e-010.1149
2736GLI2P21T-EHumanEsophagusESCC7.90e-031.01e-010.1617
2736GLI2P22T-EHumanEsophagusESCC5.30e-213.91e-010.1236
2736GLI2P28T-EHumanEsophagusESCC1.76e-122.54e-010.1149
2736GLI2P30T-EHumanEsophagusESCC2.19e-278.07e-010.137
2736GLI2P31T-EHumanEsophagusESCC7.90e-039.15e-020.1251
2736GLI2P42T-EHumanEsophagusESCC7.97e-061.83e-010.1175
2736GLI2P48T-EHumanEsophagusESCC9.20e-061.89e-010.0959
2736GLI2P49T-EHumanEsophagusESCC5.57e-054.61e-010.1768
2736GLI2P52T-EHumanEsophagusESCC9.20e-061.38e-010.1555
2736GLI2P83T-EHumanEsophagusESCC9.80e-072.03e-010.1738
2736GLI2P107T-EHumanEsophagusESCC2.94e-102.32e-010.171
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:002261216EsophagusESCCgland morphogenesis78/8552118/187235.83e-066.03e-0578
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:003087914EsophagusESCCmammary gland development85/8552137/187238.11e-056.01e-0485
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
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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
GLI2INCAFCervixHealthyEBF1,PHLDB1,CDH6, etc.1.40e-01The 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.
GLI2ABSColorectumMSI-HC3,COL6A1,HLA-DRB1, etc.3.07e-01The 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.
GLI2IMENTColorectumMSI-HC3,COL6A1,HLA-DRB1, etc.1.10e-01The 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.
GLI2ASCColorectumMSI-HC3,COL6A1,HLA-DRB1, etc.1.53e-01The 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.
GLI2ICAFColorectumADCDH11,PGM2,CUX2, etc.3.98e-01The 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.
GLI2INCAFColorectumCRCCDH11,PGM2,CUX2, etc.4.75e-01The 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.
GLI2CFIBColorectumFAPCDH11,PGM2,CUX2, etc.2.70e-01The 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.
GLI2PERIEndometriumEECPDE8B,HSPA12A,CACNA1D, etc.3.73e-01The 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.
GLI2ECMPancreasPDACPHLDB1,ZNF526,XYLT1, etc.2.10e-01The 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.
GLI2STMThyroidATCGZMA,ITM2A,MGAT4A, etc.7.52e-01The 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.
∗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
GLI2SNVMissense_Mutationrs199931941c.1108N>Ap.Ala370Thrp.A370TP10070protein_codingtolerated(0.47)benign(0)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
GLI2SNVMissense_Mutationc.252N>Gp.His84Glnp.H84QP10070protein_codingdeleterious(0.01)possibly_damaging(0.862)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
GLI2SNVMissense_Mutationrs753561308c.4160N>Ap.Arg1387Hisp.R1387HP10070protein_codingtolerated_low_confidence(0.11)benign(0.003)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
GLI2SNVMissense_Mutationc.780N>Gp.Ile260Metp.I260MP10070protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLI2SNVMissense_Mutationnovelc.3765N>Ap.Ser1255Argp.S1255RP10070protein_codingdeleterious_low_confidence(0)possibly_damaging(0.526)TCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLI2SNVMissense_Mutationc.1529N>Ap.Cys510Tyrp.C510YP10070protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLI2SNVMissense_Mutationrs755563767c.4537N>Ap.Asp1513Asnp.D1513NP10070protein_codingdeleterious(0.01)probably_damaging(0.967)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GLI2SNVMissense_Mutationrs150858529c.2084N>Tp.Thr695Metp.T695MP10070protein_codingdeleterious(0)possibly_damaging(0.732)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GLI2SNVMissense_Mutationnovelc.4717N>Cp.Thr1573Prop.T1573PP10070protein_codingdeleterious(0)possibly_damaging(0.621)TCGA-BH-A202-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
GLI2SNVMissense_Mutationnovelc.270C>Gp.Ser90Argp.S90RP10070protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
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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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