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: ZNF581

Gene summary for ZNF581

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF581

Gene ID

51545

Gene namezinc finger protein 581
Gene AliasHSPC189
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9P0T4


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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
51545ZNF581HCC2_MengHumanLiverHCC2.83e-072.33e-020.0107
51545ZNF581cirrhotic1HumanLiverCirrhotic7.99e-058.62e-020.0202
51545ZNF581cirrhotic2HumanLiverCirrhotic2.85e-021.21e-010.0201
51545ZNF581cirrhotic3HumanLiverCirrhotic6.30e-038.61e-020.0215
51545ZNF581Pt13.bHumanLiverHCC2.01e-078.40e-020.0251
51545ZNF581S014HumanLiverHCC5.42e-319.74e-010.2254
51545ZNF581S015HumanLiverHCC1.14e-231.17e+000.2375
51545ZNF581S016HumanLiverHCC7.24e-197.71e-010.2243
51545ZNF581S027HumanLiverHCC7.34e-035.15e-010.2446
51545ZNF581S028HumanLiverHCC3.77e-167.19e-010.2503
51545ZNF581S029HumanLiverHCC4.76e-137.61e-010.2581
51545ZNF581C04HumanOral cavityOSCC6.27e-127.28e-010.2633
51545ZNF581C21HumanOral cavityOSCC2.71e-237.16e-010.2678
51545ZNF581C30HumanOral cavityOSCC6.43e-361.25e+000.3055
51545ZNF581C38HumanOral cavityOSCC5.11e-066.91e-010.172
51545ZNF581C43HumanOral cavityOSCC3.17e-761.20e+000.1704
51545ZNF581C46HumanOral cavityOSCC1.24e-215.19e-010.1673
51545ZNF581C51HumanOral cavityOSCC4.82e-084.50e-010.2674
51545ZNF581C57HumanOral cavityOSCC3.56e-073.64e-010.1679
51545ZNF581C06HumanOral cavityOSCC1.72e-046.84e-010.2699
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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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
ZNF581MASTCervixADJTPSAB1,TCEAL3,SIGLEC6, etc.4.32e-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.
ZNF581MASTCervixCCTPSAB1,TCEAL3,SIGLEC6, etc.8.90e-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.
ZNF581BNCervixHealthyTPSAB1,TCEAL3,SIGLEC6, etc.8.13e-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.
ZNF581MASTCervixHSIL_HPVTPSAB1,TCEAL3,SIGLEC6, etc.2.57e-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.
ZNF581BNCervixN_HPVTPSAB1,TCEAL3,SIGLEC6, etc.1.23e-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.
ZNF581M2MACEsophagusADJBOD1,DVL1,MRPL48, etc.2.37e-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.
ZNF581M2MACEsophagusESCCBOD1,DVL1,MRPL48, etc.2.39e-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.
ZNF581SECLiverCirrhoticMETTL18,GEMIN4,FCN2, 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.
ZNF581SECLiverHCCMETTL18,GEMIN4,FCN2, etc.1.43e-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.
ZNF581PVALiverHCCMETTL18,GEMIN4,FCN2, etc.1.88e-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
ZNF581insertionIn_Frame_Insnovelc.221_222insGCCAGGGGCCAGTGTGGCTCCAGGCCAGAAAAAGTGCAACAGCTGp.Ser78_Gly79insValAlaProGlyGlnLysLysCysAsnSerTrpProGlyAlaSerp.S78_G79insVAPGQKKCNSWPGASQ9P0T4protein_codingTCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ZNF581SNVMissense_Mutationnovelc.47C>Tp.Ser16Phep.S16FQ9P0T4protein_codingtolerated(0.08)possibly_damaging(0.837)TCGA-C5-A2LV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF581SNVMissense_Mutationc.329N>Gp.Ser110Trpp.S110WQ9P0T4protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ZNF581SNVMissense_Mutationnovelc.142N>Tp.Pro48Serp.P48SQ9P0T4protein_codingtolerated(0.53)benign(0)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
ZNF581SNVMissense_Mutationc.289G>Ap.Glu97Lysp.E97KQ9P0T4protein_codingtolerated(0.35)benign(0.148)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF581SNVMissense_Mutationnovelc.63G>Tp.Glu21Aspp.E21DQ9P0T4protein_codingtolerated(0.2)benign(0.005)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ZNF581deletionFrame_Shift_Delc.17delNp.Cys8AlafsTer105p.C8Afs*105Q9P0T4protein_codingTCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ZNF581SNVMissense_Mutationnovelc.63G>Tp.Glu21Aspp.E21DQ9P0T4protein_codingtolerated(0.2)benign(0.005)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZNF581SNVMissense_Mutationnovelc.238G>Ap.Ala80Thrp.A80TQ9P0T4protein_codingtolerated(0.53)benign(0.006)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNF581SNVMissense_Mutationnovelc.339N>Tp.Lys113Asnp.K113NQ9P0T4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AX-A0J1-01Endometriumuterine 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
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