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: GBP3

Gene summary for GBP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBP3

Gene ID

2635

Gene nameguanylate binding protein 3
Gene AliasGBP3
Cytomap1p22.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9H0R5


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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
2635GBP3HTA11_1938_2000001011HumanColorectumAD2.05e-032.43e-01-0.0811
2635GBP3HTA11_347_2000001011HumanColorectumAD3.13e-083.02e-01-0.1954
2635GBP3LZE5THumanEsophagusESCC4.02e-021.30e-010.0514
2635GBP3LZE20THumanEsophagusESCC4.42e-093.26e-010.0662
2635GBP3P2T-EHumanEsophagusESCC5.98e-092.22e-010.1177
2635GBP3P4T-EHumanEsophagusESCC1.71e-041.43e-010.1323
2635GBP3P5T-EHumanEsophagusESCC4.17e-103.41e-020.1327
2635GBP3P8T-EHumanEsophagusESCC3.14e-287.39e-010.0889
2635GBP3P11T-EHumanEsophagusESCC1.42e-135.37e-010.1426
2635GBP3P12T-EHumanEsophagusESCC1.13e-082.18e-010.1122
2635GBP3P16T-EHumanEsophagusESCC2.76e-02-5.67e-020.1153
2635GBP3P17T-EHumanEsophagusESCC6.94e-063.22e-010.1278
2635GBP3P20T-EHumanEsophagusESCC3.61e-082.26e-010.1124
2635GBP3P21T-EHumanEsophagusESCC2.79e-215.72e-010.1617
2635GBP3P22T-EHumanEsophagusESCC5.09e-085.61e-020.1236
2635GBP3P23T-EHumanEsophagusESCC1.18e-103.02e-010.108
2635GBP3P24T-EHumanEsophagusESCC2.99e-062.85e-010.1287
2635GBP3P26T-EHumanEsophagusESCC2.70e-061.72e-020.1276
2635GBP3P27T-EHumanEsophagusESCC2.37e-081.29e-010.1055
2635GBP3P31T-EHumanEsophagusESCC6.44e-051.70e-010.1251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:00713466EsophagusESCCcellular response to interferon-gamma69/8552118/187233.44e-031.41e-0269
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:00343411LiverHCCresponse to interferon-gamma82/7958141/187231.25e-041.03e-0382
GO:00713461LiverHCCcellular response to interferon-gamma70/7958118/187231.66e-041.32e-0370
GO:00705551LiverHCCresponse to interleukin-180/7958143/187237.95e-044.77e-0380
GO:003461211LiverHCCresponse to tumor necrosis factor132/7958253/187231.14e-036.48e-03132
GO:00713471LiverHCCcellular response to interleukin-161/7958113/187238.98e-033.46e-0261
GO:007135611LiverHCCcellular response to tumor necrosis factor115/7958229/187231.08e-023.99e-02115
GO:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
GBP3SNVMissense_Mutationnovelc.218N>Ap.Ser73Tyrp.S73YQ9H0R5protein_codingdeleterious(0)probably_damaging(0.994)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GBP3SNVMissense_Mutationc.577C>Ap.Pro193Thrp.P193TQ9H0R5protein_codingtolerated(0.15)benign(0.035)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBP3SNVMissense_Mutationc.1121N>Ap.Val374Glup.V374EQ9H0R5protein_codingtolerated(0.89)benign(0.021)TCGA-E9-A1R3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapymethotrexateSD
GBP3SNVMissense_Mutationc.897N>Gp.Ile299Metp.I299MQ9H0R5protein_codingdeleterious(0.02)benign(0.166)TCGA-Z7-A8R6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
GBP3insertionFrame_Shift_Insnovelc.1212_1213insGTCCCAGGp.Cys405ValfsTer15p.C405Vfs*15Q9H0R5protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBP3insertionFrame_Shift_Insnovelc.1184_1185insTp.Lys395AsnfsTer53p.K395Nfs*53Q9H0R5protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBP3insertionIn_Frame_Insnovelc.894_895insTTCTATCACATTTACATGGATTTGGATTTTGGAAGGCAAp.Tyr298_Ile299insPheTyrHisIleTyrMetAspLeuAspPheGlyArgGlnp.Y298_I299insFYHIYMDLDFGRQQ9H0R5protein_codingTCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
GBP3SNVMissense_Mutationc.911N>Ap.Arg304Lysp.R304KQ9H0R5protein_codingdeleterious(0.03)benign(0.021)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP3SNVMissense_Mutationc.1174G>Ap.Asp392Asnp.D392NQ9H0R5protein_codingtolerated(0.18)benign(0.071)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
GBP3deletionFrame_Shift_Delrs769821857c.1753delAp.Thr585ProfsTer9p.T585Pfs*9Q9H0R5protein_codingTCGA-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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