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: ZNF595

Gene summary for ZNF595

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF595

Gene ID

152687

Gene namezinc finger protein 595
Gene AliasZNF595
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A075B7G4


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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
152687ZNF595P2T-EHumanEsophagusESCC4.14e-143.08e-010.1177
152687ZNF595P4T-EHumanEsophagusESCC1.58e-041.49e-010.1323
152687ZNF595P5T-EHumanEsophagusESCC2.74e-032.48e-020.1327
152687ZNF595P8T-EHumanEsophagusESCC9.77e-132.03e-010.0889
152687ZNF595P10T-EHumanEsophagusESCC4.82e-141.04e-010.116
152687ZNF595P11T-EHumanEsophagusESCC8.82e-042.45e-010.1426
152687ZNF595P12T-EHumanEsophagusESCC2.98e-061.50e-010.1122
152687ZNF595P15T-EHumanEsophagusESCC4.21e-091.76e-010.1149
152687ZNF595P16T-EHumanEsophagusESCC6.60e-102.01e-010.1153
152687ZNF595P20T-EHumanEsophagusESCC1.22e-469.51e-010.1124
152687ZNF595P21T-EHumanEsophagusESCC4.36e-054.61e-020.1617
152687ZNF595P22T-EHumanEsophagusESCC4.64e-213.61e-010.1236
152687ZNF595P23T-EHumanEsophagusESCC4.07e-026.69e-020.108
152687ZNF595P24T-EHumanEsophagusESCC1.66e-022.94e-020.1287
152687ZNF595P27T-EHumanEsophagusESCC8.04e-191.04e-010.1055
152687ZNF595P28T-EHumanEsophagusESCC1.37e-244.22e-010.1149
152687ZNF595P31T-EHumanEsophagusESCC3.90e-081.11e-010.1251
152687ZNF595P32T-EHumanEsophagusESCC2.17e-091.14e-010.1666
152687ZNF595P37T-EHumanEsophagusESCC1.95e-059.75e-020.1371
152687ZNF595P39T-EHumanEsophagusESCC4.48e-054.85e-020.0894
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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
∗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
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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
ZNF595M1MACCervixADJVNN3,ERO1B,KCNJ15, etc.1.36e-01The 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.
ZNF595PLACervixADJVNN3,ERO1B,KCNJ15, etc.2.57e-02The 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.
ZNF595TFHCervixN_HPVVNN3,ERO1B,KCNJ15, etc.8.89e-03The 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.
ZNF595MAITCervixN_HPVVNN3,ERO1B,KCNJ15, etc.9.06e-03The 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.
ZNF595BMEMColorectumCRCSPATA20,ABCB1,UEVLD, etc.4.29e-02The 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.
ZNF595ILCColorectumHealthySPATA20,ABCB1,UEVLD, etc.5.14e-02The 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.
ZNF595ENDColorectumMSI-HNR1D2,AGBL4,CELSR1, etc.5.82e-01The 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.
ZNF595ECCSkinAKZNF141,KDM7A-DT,GPX2, etc.1.11e-01The 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.
ZNF595PILSkincSCCZNF141,KDM7A-DT,GPX2, etc.2.03e-02The 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.
ZNF595FIBSkinADJTOE1,PJA1,CWC22, etc.2.45e-02The 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.
∗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
ZNF595SNVMissense_Mutationnovelc.1657N>Ap.Glu553Lysp.E553Kprotein_codingtolerated(1)benign(0.015)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF595SNVMissense_Mutationc.127N>Ap.Leu43Metp.L43Mprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-C8-A1HO-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
ZNF595SNVMissense_Mutationnovelc.1177G>Cp.Glu393Glnp.E393Qprotein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF595SNVMissense_Mutationc.121N>Tp.Val41Phep.V41Fprotein_codingdeleterious(0.02)possibly_damaging(0.801)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNF595SNVMissense_Mutationnovelc.1273A>Gp.Thr425Alap.T425Aprotein_codingdeleterious(0)benign(0.023)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF595SNVMissense_Mutationnovelc.1856N>Gp.Ser619Cysp.S619Cprotein_codingdeleterious(0)benign(0.327)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF595SNVMissense_Mutationc.95N>Cp.Val32Alap.V32Aprotein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNF595SNVMissense_Mutationnovelc.1024T>Cp.Cys342Argp.C342Rprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF595SNVMissense_Mutationnovelc.60N>Gp.Cys20Trpp.C20Wprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
ZNF595SNVMissense_Mutationnovelc.1331N>Tp.Arg444Ilep.R444Iprotein_codingtolerated(0.37)possibly_damaging(0.776)TCGA-AA-3977-01Colorectumcolon 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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