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: GBF1

Gene summary for GBF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBF1

Gene ID

8729

Gene namegolgi brefeldin A resistant guanine nucleotide exchange factor 1
Gene AliasARF1GEF
Cytomap10q24.32
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q92538


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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
8729GBF1CCI_1HumanCervixCC9.98e-056.29e-010.528
8729GBF1CCI_2HumanCervixCC9.69e-091.03e+000.5249
8729GBF1HTA11_3410_2000001011HumanColorectumAD2.14e-16-4.77e-010.0155
8729GBF1HTA11_347_2000001011HumanColorectumAD5.55e-116.56e-01-0.1954
8729GBF1HTA11_99999970781_79442HumanColorectumMSS4.55e-13-4.03e-010.294
8729GBF1HTA11_99999974143_84620HumanColorectumMSS8.55e-03-2.99e-010.3005
8729GBF1A002-C-010HumanColorectumFAP3.76e-02-3.19e-010.242
8729GBF1A001-C-207HumanColorectumFAP4.91e-08-4.81e-010.1278
8729GBF1A015-C-203HumanColorectumFAP2.96e-34-6.01e-01-0.1294
8729GBF1A015-C-204HumanColorectumFAP5.80e-07-4.01e-01-0.0228
8729GBF1A014-C-040HumanColorectumFAP1.21e-06-5.86e-01-0.1184
8729GBF1A002-C-201HumanColorectumFAP2.29e-15-5.08e-010.0324
8729GBF1A002-C-203HumanColorectumFAP2.77e-08-3.82e-010.2786
8729GBF1A001-C-119HumanColorectumFAP6.85e-10-5.42e-01-0.1557
8729GBF1A001-C-108HumanColorectumFAP4.08e-21-5.62e-01-0.0272
8729GBF1A002-C-205HumanColorectumFAP1.31e-21-4.83e-01-0.1236
8729GBF1A001-C-104HumanColorectumFAP3.33e-11-4.04e-010.0184
8729GBF1A015-C-005HumanColorectumFAP3.83e-04-3.22e-01-0.0336
8729GBF1A015-C-006HumanColorectumFAP1.17e-20-7.26e-01-0.0994
8729GBF1A015-C-106HumanColorectumFAP7.34e-15-4.11e-01-0.0511
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00069016Oral cavityOSCCvesicle coating16/730517/187233.07e-063.72e-0516
GO:003001016Oral cavityOSCCestablishment of cell polarity82/7305143/187236.56e-067.24e-0582
GO:00421476Oral cavityOSCCretrograde transport, endosome to Golgi55/730591/187232.79e-052.59e-0455
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:00483082Oral cavityOSCCorganelle inheritance13/730515/187232.07e-041.36e-0313
GO:00483132Oral cavityOSCCGolgi inheritance13/730515/187232.07e-041.36e-0313
GO:00340675Oral cavityOSCCprotein localization to Golgi apparatus21/730529/187232.73e-041.73e-0321
GO:005090010Oral cavityOSCCleukocyte migration176/7305369/187233.80e-042.31e-03176
GO:00985866Oral cavityOSCCcellular response to virus47/730584/187231.20e-036.06e-0347
GO:00481946Oral cavityOSCCGolgi vesicle budding9/730510/187231.36e-036.62e-039
GO:00603269Oral cavityOSCCcell chemotaxis146/7305310/187232.13e-039.80e-03146
GO:00305959Oral cavityOSCCleukocyte chemotaxis110/7305230/187233.86e-031.58e-02110
GO:00465788Oral cavityOSCCregulation of Ras protein signal transduction90/7305189/187239.58e-033.40e-0290
GO:007162110Oral cavityOSCCgranulocyte chemotaxis62/7305125/187231.02e-023.52e-0262
GO:004819322Oral cavityEOLPGolgi vesicle transport72/2218296/187231.43e-099.55e-0872
GO:000689222Oral cavityEOLPpost-Golgi vesicle-mediated transport35/2218104/187234.30e-092.43e-0735
GO:002241121Oral cavityEOLPcellular component disassembly94/2218443/187231.00e-084.89e-0794
GO:000961521Oral cavityEOLPresponse to virus81/2218367/187231.71e-087.66e-0781
GO:000726522Oral cavityEOLPRas protein signal transduction74/2218337/187238.76e-083.09e-0674
GO:001648223Oral cavityEOLPcytosolic transport44/2218168/187232.40e-077.45e-0644
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414414LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa0414415LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
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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
GBF1SNVMissense_Mutationnovelc.4940N>Ap.Ile1647Asnp.I1647NQ92538protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBF1SNVMissense_Mutationrs374309391c.3280N>Tp.Arg1094Trpp.R1094WQ92538protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBF1SNVMissense_Mutationc.5206N>Gp.Leu1736Valp.L1736VQ92538protein_codingtolerated_low_confidence(0.44)benign(0.006)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GBF1SNVMissense_Mutationc.3286C>Tp.Pro1096Serp.P1096SQ92538protein_codingdeleterious(0.01)benign(0.168)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GBF1SNVMissense_Mutationnovelc.3123A>Tp.Gln1041Hisp.Q1041HQ92538protein_codingdeleterious(0.01)benign(0.365)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBF1SNVMissense_Mutationnovelc.3151G>Ap.Glu1051Lysp.E1051KQ92538protein_codingdeleterious(0)probably_damaging(0.971)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBF1SNVMissense_Mutationc.1845N>Gp.Ile615Metp.I615MQ92538protein_codingtolerated(0.27)benign(0)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBF1SNVMissense_Mutationc.4597N>Cp.Asp1533Hisp.D1533HQ92538protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
GBF1SNVMissense_Mutationc.364N>Ap.Val122Metp.V122MQ92538protein_codingtolerated(0.22)possibly_damaging(0.846)TCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GBF1SNVMissense_Mutationc.2717N>Tp.Arg906Leup.R906LQ92538protein_codingdeleterious(0)probably_damaging(0.982)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
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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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