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: GBP6

Gene summary for GBP6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBP6

Gene ID

163351

Gene nameguanylate binding protein family member 6
Gene AliasGBP6
Cytomap1p22.2
Gene Typeprotein-coding
GO ID

GO:0001562

UniProtAcc

B4DRX0


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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
163351GBP6LZE2THumanEsophagusESCC2.29e-025.11e-010.082
163351GBP6LZE4THumanEsophagusESCC3.58e-146.93e-010.0811
163351GBP6LZE20THumanEsophagusESCC8.01e-033.29e-010.0662
163351GBP6LZE24THumanEsophagusESCC3.95e-135.83e-010.0596
163351GBP6P4T-EHumanEsophagusESCC2.31e-301.09e+000.1323
163351GBP6P5T-EHumanEsophagusESCC1.42e-076.57e-020.1327
163351GBP6P9T-EHumanEsophagusESCC1.55e-093.95e-010.1131
163351GBP6P10T-EHumanEsophagusESCC1.21e-092.70e-010.116
163351GBP6P11T-EHumanEsophagusESCC9.26e-031.11e-010.1426
163351GBP6P12T-EHumanEsophagusESCC1.14e-281.23e+000.1122
163351GBP6P15T-EHumanEsophagusESCC4.60e-216.31e-010.1149
163351GBP6P20T-EHumanEsophagusESCC1.03e-208.47e-010.1124
163351GBP6P21T-EHumanEsophagusESCC7.44e-091.17e-010.1617
163351GBP6P22T-EHumanEsophagusESCC2.16e-123.66e-010.1236
163351GBP6P23T-EHumanEsophagusESCC8.53e-042.92e-010.108
163351GBP6P26T-EHumanEsophagusESCC2.19e-063.04e-010.1276
163351GBP6P27T-EHumanEsophagusESCC8.76e-318.86e-010.1055
163351GBP6P28T-EHumanEsophagusESCC8.10e-256.76e-010.1149
163351GBP6P30T-EHumanEsophagusESCC1.54e-181.12e+000.137
163351GBP6P31T-EHumanEsophagusESCC2.07e-104.12e-010.1251
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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: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:003434115SkincSCCresponse to interferon-gamma57/4864141/187231.20e-041.11e-0357
GO:007134613SkincSCCcellular response to interferon-gamma47/4864118/187236.71e-044.79e-0347
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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
GBP6SNVMissense_Mutationc.576N>Ap.His192Glnp.H192QQ6ZN66protein_codingtolerated(1)benign(0.003)TCGA-A2-A0T7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GBP6SNVMissense_Mutationnovelc.737N>Cp.Leu246Prop.L246PQ6ZN66protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBP6SNVMissense_Mutationc.1768A>Gp.Thr590Alap.T590AQ6ZN66protein_codingtolerated(0.47)benign(0)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBP6SNVMissense_Mutationc.342N>Tp.Trp114Cysp.W114CQ6ZN66protein_codingdeleterious(0.01)possibly_damaging(0.783)TCGA-BH-A0H6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBP6SNVMissense_Mutationnovelc.1143N>Cp.Lys381Asnp.K381NQ6ZN66protein_codingdeleterious(0.03)benign(0.146)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
GBP6SNVMissense_Mutationnovelc.966G>Tp.Glu322Aspp.E322DQ6ZN66protein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP6SNVMissense_Mutationnovelc.1650G>Tp.Glu550Aspp.E550DQ6ZN66protein_codingtolerated(0.23)benign(0.168)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP6SNVMissense_Mutationc.567N>Cp.Leu189Phep.L189FQ6ZN66protein_codingtolerated(0.07)benign(0.208)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
GBP6SNVMissense_Mutationnovelc.730G>Cp.Asp244Hisp.D244HQ6ZN66protein_codingdeleterious(0.03)benign(0.021)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP6SNVMissense_Mutationc.322G>Ap.Asp108Asnp.D108NQ6ZN66protein_codingtolerated(0.05)benign(0.212)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=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
163351GBP6NATumor necrosis factor alpha (TNF-alpha) inhibitors
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