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: GBP5

Gene summary for GBP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBP5

Gene ID

115362

Gene nameguanylate binding protein 5
Gene AliasGBP-5
Cytomap1p22.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q96PP8


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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
115362GBP5LZE4THumanEsophagusESCC1.09e-085.02e-010.0811
115362GBP5LZE7THumanEsophagusESCC3.63e-043.13e-010.0667
115362GBP5LZE6THumanEsophagusESCC1.49e-054.46e-010.0845
115362GBP5P5T-EHumanEsophagusESCC4.24e-183.12e-010.1327
115362GBP5P8T-EHumanEsophagusESCC4.44e-082.13e-010.0889
115362GBP5P11T-EHumanEsophagusESCC5.31e-042.89e-010.1426
115362GBP5P12T-EHumanEsophagusESCC1.75e-257.11e-010.1122
115362GBP5P23T-EHumanEsophagusESCC2.41e-196.58e-010.108
115362GBP5P24T-EHumanEsophagusESCC1.75e-258.20e-010.1287
115362GBP5P26T-EHumanEsophagusESCC4.40e-093.24e-010.1276
115362GBP5P31T-EHumanEsophagusESCC3.75e-031.24e-010.1251
115362GBP5P40T-EHumanEsophagusESCC1.72e-063.40e-010.109
115362GBP5P52T-EHumanEsophagusESCC4.41e-073.54e-010.1555
115362GBP5P61T-EHumanEsophagusESCC1.32e-043.67e-010.099
115362GBP5P62T-EHumanEsophagusESCC3.30e-258.62e-010.1302
115362GBP5P76T-EHumanEsophagusESCC3.50e-022.69e-010.1207
115362GBP5P80T-EHumanEsophagusESCC7.12e-381.28e+000.155
115362GBP5P83T-EHumanEsophagusESCC1.31e-042.75e-010.1738
115362GBP5P89T-EHumanEsophagusESCC1.24e-097.14e-010.1752
115362GBP5P91T-EHumanEsophagusESCC8.27e-131.51e+000.1828
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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
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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:00340676EsophagusESCCprotein localization to Golgi apparatus23/855229/187232.25e-041.40e-0323
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00512623EsophagusESCCprotein tetramerization54/855287/187231.50e-037.06e-0354
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:00713466EsophagusESCCcellular response to interferon-gamma69/8552118/187233.44e-031.41e-0269
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:003133412LiverHCCpositive regulation of protein-containing complex assembly150/7958237/187237.35e-112.63e-09150
GO:003406721LiverHCCprotein localization to Golgi apparatus23/795829/187235.86e-055.38e-0423
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:00343411LiverHCCresponse to interferon-gamma82/7958141/187231.25e-041.03e-0382
GO:00713461LiverHCCcellular response to interferon-gamma70/7958118/187231.66e-041.32e-0370
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:0051262LiverHCCprotein tetramerization50/795887/187233.42e-031.55e-0250
GO:0051289LiverHCCprotein homotetramerization33/795857/187231.37e-024.86e-0233
GO:004325420Oral cavityOSCCregulation of protein-containing complex assembly255/7305428/187232.94e-183.15e-16255
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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
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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
GBP5SNVMissense_Mutationc.458A>Gp.Lys153Argp.K153RQ96PP8protein_codingtolerated(1)benign(0.02)TCGA-A7-A13G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexPD
GBP5SNVMissense_Mutationc.164T>Cp.Met55Thrp.M55TQ96PP8protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBP5SNVMissense_Mutationc.490G>Cp.Glu164Glnp.E164QQ96PP8protein_codingtolerated(0.1)benign(0.131)TCGA-AO-A12D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GBP5SNVMissense_Mutationrs763884452c.1349N>Ap.Arg450Glnp.R450QQ96PP8protein_codingdeleterious(0.03)benign(0.286)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
GBP5insertionFrame_Shift_Insnovelc.107_108insTATTCTCCTTGTAAGGAGTAAGACATCAATGAAGTp.Gln36HisfsTer15p.Q36Hfs*15Q96PP8protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GBP5deletionFrame_Shift_Delc.790delNp.Val264Terp.V264*Q96PP8protein_codingTCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
GBP5deletionFrame_Shift_Delc.661delNp.Arg221ValfsTer36p.R221Vfs*36Q96PP8protein_codingTCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
GBP5SNVMissense_Mutationnovelc.1559G>Tp.Arg520Ilep.R520IQ96PP8protein_codingdeleterious(0.02)benign(0.038)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBP5SNVMissense_Mutationnovelc.1101N>Tp.Met367Ilep.M367IQ96PP8protein_codingtolerated(0.18)benign(0.012)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
GBP5SNVMissense_Mutationc.1717G>Ap.Ala573Thrp.A573TQ96PP8protein_codingdeleterious(0.02)benign(0.044)TCGA-VS-A958-01Cervixcervical & 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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