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: GBP4

Gene summary for GBP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBP4

Gene ID

115361

Gene nameguanylate binding protein 4
Gene AliasMpa2
Cytomap1p22.2
Gene Typeprotein-coding
GO ID

GO:0001562

UniProtAcc

Q96PP9


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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
115361GBP4CA_HPV_1HumanCervixCC1.32e-145.39e-010.0264
115361GBP4CCI_2HumanCervixCC6.37e-035.84e-010.5249
115361GBP4TumorHumanCervixCC9.52e-102.98e-010.1241
115361GBP4sample1HumanCervixCC4.01e-075.22e-010.0959
115361GBP4sample3HumanCervixCC3.88e-153.18e-010.1387
115361GBP4T1HumanCervixCC2.84e-094.28e-010.0918
115361GBP4T3HumanCervixCC1.02e-102.90e-010.1389
115361GBP4LZE4THumanEsophagusESCC2.37e-028.88e-020.0811
115361GBP4LZE8THumanEsophagusESCC2.72e-031.68e-010.067
115361GBP4LZE20THumanEsophagusESCC2.95e-062.29e-010.0662
115361GBP4LZE24THumanEsophagusESCC6.29e-041.21e-010.0596
115361GBP4LZE6THumanEsophagusESCC9.61e-052.14e-010.0845
115361GBP4P2T-EHumanEsophagusESCC8.27e-113.79e-010.1177
115361GBP4P8T-EHumanEsophagusESCC2.32e-083.23e-010.0889
115361GBP4P9T-EHumanEsophagusESCC8.16e-124.20e-010.1131
115361GBP4P11T-EHumanEsophagusESCC6.27e-125.86e-010.1426
115361GBP4P15T-EHumanEsophagusESCC3.26e-021.59e-010.1149
115361GBP4P17T-EHumanEsophagusESCC3.52e-104.48e-010.1278
115361GBP4P20T-EHumanEsophagusESCC1.51e-021.75e-010.1124
115361GBP4P23T-EHumanEsophagusESCC2.24e-153.22e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GO:00343415CervixCCresponse to interferon-gamma30/2311141/187231.88e-031.39e-0230
GO:00713463CervixCCcellular response to interferon-gamma25/2311118/187234.54e-032.75e-0225
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:00713466EsophagusESCCcellular response to interferon-gamma69/8552118/187233.44e-031.41e-0269
GO:00343411LiverHCCresponse to interferon-gamma82/7958141/187231.25e-041.03e-0382
GO:00713461LiverHCCcellular response to interferon-gamma70/7958118/187231.66e-041.32e-0370
GO:00343417Oral cavityOSCCresponse to interferon-gamma81/7305141/187236.77e-067.43e-0581
GO:00713465Oral cavityOSCCcellular response to interferon-gamma65/7305118/187232.83e-041.79e-0365
GO:003434131Oral cavityNEOLPresponse to interferon-gamma36/2005141/187235.06e-071.52e-0536
GO:007134631Oral cavityNEOLPcellular response to interferon-gamma27/2005118/187231.03e-041.24e-0327
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa046218Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0462113Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa046216Oral cavityNEOLPNOD-like receptor signaling pathway39/1112186/84651.79e-037.91e-034.98e-0339
hsa046217Oral cavityNEOLPNOD-like receptor signaling pathway39/1112186/84651.79e-037.91e-034.98e-0339
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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
GBP4SNVMissense_Mutationnovelc.1078N>Tp.Pro360Serp.P360SQ96PP9protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GBP4SNVMissense_Mutationrs771688858c.340N>Ap.Glu114Lysp.E114KQ96PP9protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
GBP4SNVMissense_Mutationc.1785A>Cp.Glu595Aspp.E595DQ96PP9protein_codingtolerated(0.17)benign(0.007)TCGA-A2-A0EU-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBP4SNVMissense_Mutationnovelc.1200N>Gp.Asp400Glup.D400EQ96PP9protein_codingtolerated(1)benign(0.006)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
GBP4SNVMissense_Mutationc.526N>Cp.Asp176Hisp.D176HQ96PP9protein_codingtolerated(0.1)benign(0.111)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GBP4SNVMissense_Mutationc.1714G>Ap.Glu572Lysp.E572KQ96PP9protein_codingtolerated(0.39)benign(0.014)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBP4SNVMissense_Mutationc.496N>Gp.Leu166Valp.L166VQ96PP9protein_codingdeleterious(0.03)possibly_damaging(0.692)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
GBP4insertionNonsense_Mutationnovelc.1198-1_1198insTCACATGATCTTCTGAAGCTTGATGGTCTCTAGGTp.Asp400SerfsTer11p.D400Sfs*11Q96PP9protein_codingTCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
GBP4insertionNonsense_Mutationnovelc.1150_1151insTTTGATTCTCGGAATAATGTAAATTAGGTACCACTATCGTCCACATp.Glu384ValfsTer2p.E384Vfs*2Q96PP9protein_codingTCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBP4SNVMissense_Mutationnovelc.1839G>Ap.Met613Ilep.M613IQ96PP9protein_codingtolerated(0.23)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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