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: ISG20

Gene summary for ISG20

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ISG20

Gene ID

3669

Gene nameinterferon stimulated exonuclease gene 20
Gene AliasCD25
Cytomap15q26.1
Gene Typeprotein-coding
GO ID

GO:0000738

UniProtAcc

Q96AZ6


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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
3669ISG20CA_HPV_1HumanCervixCC2.66e-135.01e-010.0264
3669ISG20TumorHumanCervixCC4.46e-083.68e-010.1241
3669ISG20sample1HumanCervixCC2.21e-105.98e-010.0959
3669ISG20sample3HumanCervixCC1.06e-153.85e-010.1387
3669ISG20T1HumanCervixCC1.20e-114.61e-010.0918
3669ISG20T3HumanCervixCC2.52e-083.92e-010.1389
3669ISG20HTA11_2487_2000001011HumanColorectumSER4.03e-116.08e-01-0.1808
3669ISG20HTA11_411_2000001011HumanColorectumSER1.78e-041.25e+00-0.2602
3669ISG20HTA11_2112_2000001011HumanColorectumSER3.48e-057.57e-01-0.2196
3669ISG20HTA11_696_2000001011HumanColorectumAD7.09e-032.00e-01-0.1464
3669ISG20AEH-subject5HumanEndometriumAEH1.61e-043.00e-01-0.2953
3669ISG20EEC-subject4HumanEndometriumEEC2.30e-216.66e-01-0.2571
3669ISG20EEC-subject5HumanEndometriumEEC1.31e-074.56e-01-0.249
3669ISG20GSM5276934HumanEndometriumEEC1.14e-023.39e-01-0.0913
3669ISG20GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.02e-03-6.27e-02-0.1934
3669ISG20GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.07e-034.58e-02-0.1917
3669ISG20GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.80e-022.84e-02-0.1916
3669ISG20LZE4THumanEsophagusESCC4.69e-074.02e-010.0811
3669ISG20LZE5THumanEsophagusESCC1.46e-033.43e-010.0514
3669ISG20LZE7THumanEsophagusESCC1.18e-048.65e-010.0667
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:001907910CervixCCviral genome replication35/2311131/187236.11e-061.49e-0435
GO:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:005079210CervixCCregulation of viral process38/2311164/187238.12e-051.10e-0338
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:190390010CervixCCregulation of viral life cycle33/2311148/187234.86e-044.76e-0333
GO:00485256CervixCCnegative regulation of viral process23/231192/187236.39e-045.97e-0323
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:00450698CervixCCregulation of viral genome replication21/231185/187231.27e-031.01e-0221
GO:00194398CervixCCaromatic compound catabolic process79/2311467/187232.14e-031.54e-0279
GO:00450714CervixCCnegative regulation of viral genome replication15/231156/187232.60e-031.80e-0215
GO:19013618CervixCCorganic cyclic compound catabolic process80/2311495/187236.77e-033.72e-0280
GO:00160727CervixCCrRNA metabolic process42/2311236/187239.12e-034.60e-0242
GO:00516072CervixCCdefense response to virus46/2311265/187231.04e-024.97e-0246
GO:01405462CervixCCdefense response to symbiont46/2311265/187231.04e-024.97e-0246
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ISG20SNVMissense_Mutationrs371941091c.182N>Ap.Pro61Hisp.P61HQ96AZ6protein_codingtolerated(0.08)benign(0.222)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ISG20SNVMissense_Mutationnovelc.439N>Tp.Leu147Phep.L147FQ96AZ6protein_codingtolerated(0.07)benign(0.003)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ISG20SNVMissense_Mutationrs549880749c.353N>Ap.Arg118Hisp.R118HQ96AZ6protein_codingtolerated(0.2)benign(0.006)TCGA-AG-3731-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPR
ISG20SNVMissense_Mutationrs149381576c.380G>Ap.Arg127Hisp.R127HQ96AZ6protein_codingtolerated(0.14)benign(0.148)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ISG20SNVMissense_Mutationc.209N>Gp.Phe70Cysp.F70CQ96AZ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ISG20SNVMissense_Mutationc.325N>Ap.Asp109Asnp.D109NQ96AZ6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ISG20SNVMissense_Mutationrs772920253c.329C>Tp.Thr110Metp.T110MQ96AZ6protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
ISG20SNVMissense_Mutationnovelc.464N>Tp.Ala155Valp.A155VQ96AZ6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ISG20SNVMissense_Mutationrs760289978c.406N>Tp.Arg136Cysp.R136CQ96AZ6protein_codingdeleterious(0.01)possibly_damaging(0.882)TCGA-EY-A549-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ISG20SNVMissense_Mutationnovelc.378N>Cp.Arg126Serp.R126SQ96AZ6protein_codingtolerated(0.52)benign(0.014)TCGA-69-8254-01Lunglung adenocarcinomaMale>=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
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