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: GLI4

Gene summary for GLI4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GLI4

Gene ID

2738

Gene nameGLI family zinc finger 4
Gene AliasHKR4
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P10075


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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
2738GLI4LZE20THumanEsophagusESCC4.46e-082.89e-010.0662
2738GLI4LZE24THumanEsophagusESCC2.14e-174.32e-010.0596
2738GLI4LZE21THumanEsophagusESCC1.06e-053.74e-010.0655
2738GLI4P1T-EHumanEsophagusESCC7.83e-052.83e-010.0875
2738GLI4P2T-EHumanEsophagusESCC9.53e-091.89e-010.1177
2738GLI4P4T-EHumanEsophagusESCC7.95e-112.16e-010.1323
2738GLI4P5T-EHumanEsophagusESCC6.62e-203.63e-010.1327
2738GLI4P8T-EHumanEsophagusESCC3.89e-121.69e-010.0889
2738GLI4P9T-EHumanEsophagusESCC9.66e-204.23e-010.1131
2738GLI4P10T-EHumanEsophagusESCC1.13e-162.47e-010.116
2738GLI4P11T-EHumanEsophagusESCC5.37e-113.76e-010.1426
2738GLI4P12T-EHumanEsophagusESCC1.35e-253.52e-010.1122
2738GLI4P15T-EHumanEsophagusESCC9.36e-275.48e-010.1149
2738GLI4P16T-EHumanEsophagusESCC3.52e-193.98e-010.1153
2738GLI4P17T-EHumanEsophagusESCC5.10e-031.78e-010.1278
2738GLI4P19T-EHumanEsophagusESCC1.07e-022.70e-010.1662
2738GLI4P20T-EHumanEsophagusESCC5.07e-183.29e-010.1124
2738GLI4P21T-EHumanEsophagusESCC1.11e-173.33e-010.1617
2738GLI4P22T-EHumanEsophagusESCC2.05e-071.48e-010.1236
2738GLI4P23T-EHumanEsophagusESCC6.04e-275.69e-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
∗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
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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
GLI4ICAFLungADJIL12RB2,PXDNL,AL138756.1, etc.0.00e+00The 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.
GLI4ADIPOLungHealthyIL12RB2,PXDNL,AL138756.1, etc.1.06e-02The 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.
GLI4MSC.MVALungHealthyIL12RB2,PXDNL,AL138756.1, etc.1.44e-02The 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.
GLI4MYOFIBLungHealthyIL12RB2,PXDNL,AL138756.1, etc.0.00e+00The 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.
GLI4MEGALungIACIL12RB2,PXDNL,AL138756.1, etc.0.00e+00The 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.
GLI4ICAFLungIACIL12RB2,PXDNL,AL138756.1, etc.1.05e-03The 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
GLI4SNVMissense_Mutationnovelc.556N>Ap.Glu186Lysp.E186KP10075protein_codingtolerated(0.1)benign(0.012)TCGA-A7-A4SB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelCR
GLI4SNVMissense_Mutationc.97N>Gp.Gln33Glup.Q33EP10075protein_codingtolerated(0.23)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GLI4SNVMissense_Mutationc.643G>Ap.Glu215Lysp.E215KP10075protein_codingdeleterious(0.01)possibly_damaging(0.648)TCGA-BH-A0BC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
GLI4SNVMissense_Mutationc.685N>Gp.His229Aspp.H229DP10075protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
GLI4SNVMissense_Mutationnovelc.670T>Gp.Ser224Alap.S224AP10075protein_codingtolerated(0.11)benign(0.388)TCGA-EW-A1P7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinPD
GLI4deletionFrame_Shift_Delnovelc.565_575delGGCAAGAGTTTp.Gly189GlnfsTer3p.G189Qfs*3P10075protein_codingTCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLI4SNVMissense_Mutationc.608N>Ap.Arg203Hisp.R203HP10075protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GLI4SNVMissense_Mutationc.65N>Tp.Pro22Leup.P22LP10075protein_codingdeleterious(0.03)benign(0.003)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GLI4SNVMissense_Mutationc.950N>Gp.His317Argp.H317RP10075protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GLI4SNVMissense_Mutationnovelc.61N>Gp.Ser21Alap.S21AP10075protein_codingtolerated(0.28)probably_damaging(0.952)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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