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: OGG1

Gene summary for OGG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OGG1

Gene ID

4968

Gene name8-oxoguanine DNA glycosylase
Gene AliasHMMH
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0002526

UniProtAcc

E5KPN1


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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
4968OGG1NAFLD1HumanLiverNAFLD2.88e-022.72e-01-0.04
4968OGG1HCC1_MengHumanLiverHCC1.45e-288.13e-030.0246
4968OGG1S014HumanLiverHCC1.70e-146.35e-010.2254
4968OGG1S015HumanLiverHCC3.29e-167.39e-010.2375
4968OGG1S016HumanLiverHCC3.06e-237.75e-010.2243
4968OGG1S027HumanLiverHCC7.97e-033.93e-010.2446
4968OGG1S028HumanLiverHCC3.46e-241.02e+000.2503
4968OGG1S029HumanLiverHCC4.85e-138.87e-010.2581
4968OGG1C04HumanOral cavityOSCC8.55e-083.25e-010.2633
4968OGG1C21HumanOral cavityOSCC2.51e-123.51e-010.2678
4968OGG1C30HumanOral cavityOSCC7.88e-186.95e-010.3055
4968OGG1C43HumanOral cavityOSCC5.88e-038.58e-020.1704
4968OGG1C46HumanOral cavityOSCC7.67e-123.18e-010.1673
4968OGG1C51HumanOral cavityOSCC1.69e-021.75e-010.2674
4968OGG1C06HumanOral cavityOSCC3.20e-035.11e-010.2699
4968OGG1C08HumanOral cavityOSCC8.25e-062.00e-010.1919
4968OGG1LN22HumanOral cavityOSCC1.88e-023.40e-010.1733
4968OGG1LN46HumanOral cavityOSCC1.13e-063.31e-010.1666
4968OGG1SYSMH3HumanOral cavityOSCC5.57e-092.25e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:00346556LiverNAFLDnucleobase-containing compound catabolic process80/1882407/187233.07e-094.61e-0780
GO:00316677LiverNAFLDresponse to nutrient levels85/1882474/187238.23e-087.09e-0685
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00069797LiverNAFLDresponse to oxidative stress78/1882446/187237.85e-074.29e-0578
GO:00075844LiverNAFLDresponse to nutrient36/1882174/187232.06e-055.78e-0436
GO:0002526LiverNAFLDacute inflammatory response26/1882112/187233.68e-059.23e-0426
GO:00100387LiverNAFLDresponse to metal ion62/1882373/187235.05e-051.19e-0362
GO:0051053LiverNAFLDnegative regulation of DNA metabolic process26/1882125/187232.52e-044.12e-0326
GO:00510526LiverNAFLDregulation of DNA metabolic process56/1882359/187235.95e-047.92e-0356
GO:00075687LiverNAFLDaging53/1882339/187237.78e-049.77e-0353
GO:00973056LiverNAFLDresponse to alcohol42/1882253/187237.91e-049.89e-0342
GO:20010206LiverNAFLDregulation of response to DNA damage stimulus36/1882219/187232.14e-032.08e-0236
GO:0046434LiverNAFLDorganophosphate catabolic process27/1882155/187233.21e-032.86e-0227
GO:00323553LiverNAFLDresponse to estradiol25/1882141/187233.51e-033.01e-0225
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-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
OGG1SNVMissense_Mutationrs371071998c.401N>Ap.Arg134Glnp.R134QO15527protein_codingtolerated(0.06)benign(0.183)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OGG1SNVMissense_Mutationc.869N>Ap.Gly290Glup.G290EO15527protein_codingtolerated(0.14)possibly_damaging(0.606)TCGA-GM-A2DF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
OGG1insertionNonsense_Mutationnovelc.444_445insGGCACATAGTAAGTATTATTACCATTATTATTATCCTGCTAATCACCATp.Asn149GlyfsTer3p.N149Gfs*3O15527protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
OGG1SNVMissense_Mutationnovelc.733N>Ap.Gly245Argp.G245RO15527protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
OGG1SNVMissense_Mutationc.426N>Ap.Phe142Leup.F142LO15527protein_codingtolerated(0.1)benign(0.414)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OGG1SNVMissense_Mutationc.1085N>Ap.Ser362Asnp.S362NO15527protein_codingdeleterious_low_confidence(0.02)benign(0.081)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OGG1SNVMissense_Mutationrs750447639c.854C>Tp.Thr285Metp.T285MO15527protein_codingtolerated(0.13)benign(0.001)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OGG1SNVMissense_Mutationc.416N>Gp.Glu139Glyp.E139GO15527protein_codingdeleterious(0)probably_damaging(1)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
OGG1SNVMissense_Mutationrs750447639c.854C>Tp.Thr285Metp.T285MO15527protein_codingtolerated(0.13)benign(0.001)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
OGG1SNVMissense_Mutationc.289N>Tp.Arg97Cysp.R97CO15527protein_codingdeleterious(0.04)benign(0.001)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
4968OGG1ENZYMECAFFEINECAFFEINE18557781
4968OGG1ENZYMEinhibitor381118894
4968OGG1ENZYMESELENIUM16759981
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