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: APOBEC3G

Gene summary for APOBEC3G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOBEC3G

Gene ID

60489

Gene nameapolipoprotein B mRNA editing enzyme catalytic subunit 3G
Gene AliasA3G
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0002230

UniProtAcc

Q9HC16


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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
60489APOBEC3GLZE4THumanEsophagusESCC8.84e-093.12e-010.0811
60489APOBEC3GLZE7THumanEsophagusESCC5.28e-033.10e-010.0667
60489APOBEC3GLZE8THumanEsophagusESCC5.10e-042.09e-010.067
60489APOBEC3GLZE20THumanEsophagusESCC2.72e-031.40e-010.0662
60489APOBEC3GLZE6THumanEsophagusESCC1.13e-137.49e-010.0845
60489APOBEC3GP2T-EHumanEsophagusESCC2.75e-183.53e-010.1177
60489APOBEC3GP4T-EHumanEsophagusESCC2.23e-152.36e-010.1323
60489APOBEC3GP5T-EHumanEsophagusESCC1.55e-082.04e-010.1327
60489APOBEC3GP8T-EHumanEsophagusESCC2.17e-111.49e-010.0889
60489APOBEC3GP9T-EHumanEsophagusESCC4.61e-061.38e-010.1131
60489APOBEC3GP11T-EHumanEsophagusESCC3.76e-113.65e-010.1426
60489APOBEC3GP12T-EHumanEsophagusESCC2.77e-152.53e-010.1122
60489APOBEC3GP15T-EHumanEsophagusESCC7.07e-132.81e-010.1149
60489APOBEC3GP16T-EHumanEsophagusESCC2.88e-132.81e-010.1153
60489APOBEC3GP17T-EHumanEsophagusESCC6.08e-031.50e-010.1278
60489APOBEC3GP20T-EHumanEsophagusESCC8.90e-036.42e-020.1124
60489APOBEC3GP21T-EHumanEsophagusESCC1.76e-183.64e-010.1617
60489APOBEC3GP22T-EHumanEsophagusESCC1.90e-081.70e-010.1236
60489APOBEC3GP23T-EHumanEsophagusESCC1.10e-103.13e-010.108
60489APOBEC3GP24T-EHumanEsophagusESCC1.67e-051.42e-010.1287
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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
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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:0019079111EsophagusESCCviral genome replication102/8552131/187234.31e-142.19e-12102
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:0050792111EsophagusESCCregulation of viral process119/8552164/187232.19e-129.03e-11119
GO:1903900111EsophagusESCCregulation of viral life cycle106/8552148/187231.26e-103.72e-09106
GO:0045069110EsophagusESCCregulation of viral genome replication67/855285/187233.81e-101.04e-0867
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:004852516EsophagusESCCnegative regulation of viral process66/855292/187233.49e-074.88e-0666
GO:004507114EsophagusESCCnegative regulation of viral genome replication44/855256/187234.84e-076.50e-0644
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:003969411EsophagusESCCviral RNA genome replication27/855235/187231.48e-049.88e-0427
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0517027Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa05170111Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa0325013Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0517028Oral cavityLPHuman immunodeficiency virus 1 infection92/2418212/84652.18e-062.20e-051.42e-0592
hsa0325022Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa0517037Oral cavityLPHuman immunodeficiency virus 1 infection92/2418212/84652.18e-062.20e-051.42e-0592
hsa0325031Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
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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
APOBEC3GSNVMissense_Mutationnovelc.51C>Ap.Phe17Leup.F17LQ9HC16protein_codingdeleterious(0)benign(0.083)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APOBEC3GSNVMissense_Mutationnovelc.377T>Gp.Phe126Cysp.F126CQ9HC16protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APOBEC3GSNVMissense_Mutationrs770983495c.86N>Ap.Arg29Hisp.R29HQ9HC16protein_codingtolerated(0.2)benign(0.007)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
APOBEC3GSNVMissense_Mutationc.926N>Cp.Ile309Thrp.I309TQ9HC16protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
APOBEC3GSNVMissense_Mutationnovelc.382N>Ap.Asp128Asnp.D128NQ9HC16protein_codingtolerated(0.33)benign(0.3)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APOBEC3GSNVMissense_Mutationrs746526466c.997G>Tp.Ala333Serp.A333SQ9HC16protein_codingdeleterious(0)possibly_damaging(0.876)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APOBEC3GSNVMissense_Mutationnovelc.919C>Ap.Leu307Metp.L307MQ9HC16protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APOBEC3GSNVMissense_Mutationrs142694979c.406N>Tp.Arg136Cysp.R136CQ9HC16protein_codingtolerated(0.15)probably_damaging(0.969)TCGA-JX-A3PZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
APOBEC3GSNVMissense_Mutationc.638N>Cp.Arg213Thrp.R213TQ9HC16protein_codingtolerated(0.38)benign(0.072)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
APOBEC3GSNVMissense_Mutationrs754997505c.358G>Ap.Val120Ilep.V120IQ9HC16protein_codingtolerated(0.21)possibly_damaging(0.717)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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
60489APOBEC3GENZYME, DRUGGABLE GENOMENSC-50690CHEMBL1388703
60489APOBEC3GENZYME, DRUGGABLE GENOMESCOULERINESCOULERINE
60489APOBEC3GENZYME, DRUGGABLE GENOMENSC-8186CHEMBL122355
60489APOBEC3GENZYME, DRUGGABLE GENOMEGNF-PF-4612CHEMBL601550
60489APOBEC3GENZYME, DRUGGABLE GENOMECID 3237815CHEMBL410484
60489APOBEC3GENZYME, DRUGGABLE GENOMECID 100335CHEMBL1520346
60489APOBEC3GENZYME, DRUGGABLE GENOMECID 4970947CHEMBL1451921
60489APOBEC3GENZYME, DRUGGABLE GENOMEGNF-PF-4798CHEMBL584635
60489APOBEC3GENZYME, DRUGGABLE GENOMECEFOTETANCEFOTETAN
60489APOBEC3GENZYME, DRUGGABLE GENOMETCMDC-124266CHEMBL124006
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