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: GBP1

Gene summary for GBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBP1

Gene ID

2633

Gene nameguanylate binding protein 1
Gene AliasGBP1
Cytomap1p22.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P32455


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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
2633GBP1GSM4909281HumanBreastIDC9.64e-236.76e-010.21
2633GBP1GSM4909286HumanBreastIDC3.11e-02-8.38e-020.1081
2633GBP1GSM4909287HumanBreastIDC2.32e-043.43e-010.2057
2633GBP1GSM4909301HumanBreastIDC3.11e-02-8.05e-020.1577
2633GBP1GSM4909311HumanBreastIDC1.48e-02-8.42e-020.1534
2633GBP1GSM4909319HumanBreastIDC1.48e-02-8.42e-020.1563
2633GBP1NCCBC5HumanBreastDCIS3.62e-063.73e-010.2046
2633GBP1P2HumanBreastIDC6.13e-168.00e-010.21
2633GBP1DCIS2HumanBreastDCIS2.12e-065.83e-020.0085
2633GBP1CA_HPV_1HumanCervixCC4.19e-258.72e-010.0264
2633GBP1CA_HPV_2HumanCervixCC1.88e-022.53e-010.0391
2633GBP1N_HPV_2HumanCervixN_HPV3.78e-032.02e-01-0.0131
2633GBP1CCI_2HumanCervixCC7.53e-109.02e-010.5249
2633GBP1TumorHumanCervixCC2.41e-074.03e-010.1241
2633GBP1sample1HumanCervixCC2.13e-177.89e-010.0959
2633GBP1sample3HumanCervixCC1.46e-093.64e-010.1387
2633GBP1T1HumanCervixCC9.70e-186.31e-010.0918
2633GBP1T3HumanCervixCC4.38e-114.01e-010.1389
2633GBP1LZE4THumanEsophagusESCC1.53e-104.67e-010.0811
2633GBP1LZE8THumanEsophagusESCC1.35e-084.04e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:007030325SkincSCCnegative regulation of stress-activated protein kinase signaling cascade24/486451/187239.43e-046.42e-0324
GO:001046626SkincSCCnegative regulation of peptidase activity91/4864262/187239.73e-046.58e-0391
GO:003461226SkincSCCresponse to tumor necrosis factor88/4864253/187231.11e-037.31e-0388
GO:0034446110SkincSCCsubstrate adhesion-dependent cell spreading43/4864108/187231.12e-037.36e-0343
GO:0035303112SkincSCCregulation of dephosphorylation49/4864128/187231.46e-039.17e-0349
GO:19043766SkincSCCnegative regulation of protein localization to cell periphery14/486426/187232.26e-031.32e-0214
GO:007135625SkincSCCcellular response to tumor necrosis factor79/4864229/187232.48e-031.42e-0279
GO:001631115SkincSCCdephosphorylation134/4864417/187232.65e-031.50e-02134
GO:003288612SkincSCCregulation of microtubule-based process82/4864240/187232.82e-031.58e-0282
GO:001077121SkincSCCnegative regulation of cell morphogenesis involved in differentiation9/486414/187232.87e-031.60e-029
GO:190002521SkincSCCnegative regulation of substrate adhesion-dependent cell spreading9/486414/187232.87e-031.60e-029
GO:19030779SkincSCCnegative regulation of protein localization to plasma membrane13/486424/187233.02e-031.67e-0213
GO:000716224SkincSCCnegative regulation of cell adhesion98/4864303/187237.45e-033.50e-0298
GO:004002912SkincSCCregulation of gene expression, epigenetic39/4864105/187237.56e-033.53e-0239
GO:19054765SkincSCCnegative regulation of protein localization to membrane15/486432/187238.65e-034.00e-0215
GO:001081221SkincSCCnegative regulation of cell-substrate adhesion27/486468/187239.07e-034.16e-0227
GO:005085221SkincSCCT cell receptor signaling pathway44/4864123/187231.02e-024.47e-0244
GO:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0072659112ThyroidPTCprotein localization to plasma membrane153/5968284/187239.90e-156.50e-13153
GO:1990778111ThyroidPTCprotein localization to cell periphery172/5968333/187233.71e-142.30e-12172
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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
hsa0462121Oral cavityLPNOD-like receptor signaling pathway73/2418186/84659.80e-044.53e-032.92e-0373
hsa0462131Oral cavityLPNOD-like receptor signaling pathway73/2418186/84659.80e-044.53e-032.92e-0373
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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
GBP1SNVMissense_Mutationc.804N>Ap.Asp268Glup.D268EP32455protein_codingtolerated(1)benign(0)TCGA-A2-A0YF-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificArimidexSD
GBP1SNVMissense_Mutationnovelc.1534N>Cp.Lys512Glnp.K512QP32455protein_codingtolerated(0.31)benign(0.017)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
GBP1SNVMissense_Mutationnovelc.1409C>Tp.Ser470Phep.S470FP32455protein_codingdeleterious(0.03)possibly_damaging(0.618)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP1SNVMissense_Mutationc.1465A>Gp.Ile489Valp.I489VP32455protein_codingtolerated(0.07)benign(0.003)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP1SNVMissense_Mutationc.1641G>Cp.Glu547Aspp.E547DP32455protein_codingtolerated(0.13)benign(0.037)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP1SNVMissense_Mutationnovelc.574G>Ap.Asp192Asnp.D192NP32455protein_codingtolerated(0.52)benign(0.031)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP1SNVMissense_Mutationrs748915855c.1157C>Tp.Ala386Valp.A386VP32455protein_codingtolerated(0.26)benign(0.003)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GBP1SNVMissense_Mutationrs746630945c.127N>Gp.Ile43Valp.I43VP32455protein_codingdeleterious(0.02)benign(0.344)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GBP1SNVMissense_Mutationc.1728N>Gp.Ile576Metp.I576MP32455protein_codingtolerated(0.08)benign(0.268)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GBP1SNVMissense_Mutationnovelc.1391N>Gp.Tyr464Cysp.Y464CP32455protein_codingdeleterious(0)possibly_damaging(0.821)TCGA-AA-3877-01Colorectumcolon 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
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