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: ZNF598

Gene summary for ZNF598

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF598

Gene ID

90850

Gene namezinc finger protein 598, E3 ubiquitin ligase
Gene AliasHEL2
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q86UK7


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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
90850ZNF598LZE7THumanEsophagusESCC2.87e-113.81e-010.0667
90850ZNF598LZE8THumanEsophagusESCC6.88e-057.16e-020.067
90850ZNF598LZE24THumanEsophagusESCC5.32e-111.77e-010.0596
90850ZNF598P1T-EHumanEsophagusESCC1.07e-155.61e-010.0875
90850ZNF598P2T-EHumanEsophagusESCC6.38e-181.96e-010.1177
90850ZNF598P4T-EHumanEsophagusESCC5.75e-071.46e-010.1323
90850ZNF598P5T-EHumanEsophagusESCC1.08e-037.33e-020.1327
90850ZNF598P8T-EHumanEsophagusESCC7.79e-241.72e-010.0889
90850ZNF598P9T-EHumanEsophagusESCC2.55e-121.13e-010.1131
90850ZNF598P10T-EHumanEsophagusESCC5.16e-083.67e-020.116
90850ZNF598P11T-EHumanEsophagusESCC1.55e-031.70e-010.1426
90850ZNF598P12T-EHumanEsophagusESCC2.38e-081.01e-010.1122
90850ZNF598P15T-EHumanEsophagusESCC9.14e-221.94e-010.1149
90850ZNF598P16T-EHumanEsophagusESCC2.31e-04-2.33e-020.1153
90850ZNF598P17T-EHumanEsophagusESCC6.13e-051.43e-010.1278
90850ZNF598P20T-EHumanEsophagusESCC1.17e-091.31e-010.1124
90850ZNF598P21T-EHumanEsophagusESCC3.21e-162.48e-010.1617
90850ZNF598P22T-EHumanEsophagusESCC1.00e-099.43e-020.1236
90850ZNF598P23T-EHumanEsophagusESCC1.16e-092.93e-010.108
90850ZNF598P24T-EHumanEsophagusESCC5.16e-057.69e-020.1287
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:000651311LiverHCCprotein monoubiquitination44/795867/187231.08e-049.22e-0444
GO:000641412LiverHCCtranslational elongation36/795855/187234.94e-043.23e-0336
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:00065135Oral cavityOSCCprotein monoubiquitination47/730567/187232.32e-073.68e-0647
GO:000641416Oral cavityOSCCtranslational elongation37/730555/187232.03e-051.94e-0437
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:000641417Oral cavityLPtranslational elongation25/462355/187236.27e-045.71e-0325
GO:000651313Oral cavityLPprotein monoubiquitination29/462367/187236.51e-045.90e-0329
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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
ZNF598SNVMissense_Mutationrs761148339c.2467G>Ap.Asp823Asnp.D823Nprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZNF598SNVMissense_Mutationrs746185966c.457C>Tp.Arg153Cysp.R153Cprotein_codingdeleterious(0)probably_damaging(0.962)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZNF598insertionNonsense_Mutationnovelc.155_156insAGAGCCAGGCTTCTGACCCAGGCCATGTGCACAGCCATGp.Val52_Tyr53insGluProGlyPheTerProArgProCysAlaGlnProTrpp.V52_Y53insEPGF*PRPCAQPWprotein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ZNF598SNVMissense_Mutationc.1085N>Tp.Ser362Leup.S362Lprotein_codingdeleterious(0.02)benign(0.001)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ZNF598SNVMissense_Mutationnovelc.1804C>Ap.Leu602Metp.L602Mprotein_codingtolerated(0.1)benign(0.094)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF598SNVMissense_Mutationnovelc.910G>Cp.Glu304Glnp.E304Qprotein_codingtolerated(0.4)benign(0.05)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF598SNVMissense_Mutationc.833G>Ap.Ser278Asnp.S278Nprotein_codingtolerated(0.05)probably_damaging(0.996)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZNF598SNVMissense_Mutationrs758722408c.2459C>Tp.Ala820Valp.A820Vprotein_codingdeleterious(0.01)possibly_damaging(0.715)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF598SNVMissense_Mutationrs776908919c.1927N>Tp.Pro643Serp.P643Sprotein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
ZNF598insertionFrame_Shift_Insnovelc.1934_1935insCp.Pro646AlafsTer20p.P646Afs*20protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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