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: ZNF444

Gene summary for ZNF444

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF444

Gene ID

55311

Gene namezinc finger protein 444
Gene AliasEZF-2
Cytomap19q13.43
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R4P4


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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
55311ZNF444LZE22D1HumanEsophagusHGIN9.28e-031.52e-010.0595
55311ZNF444LZE24THumanEsophagusESCC1.90e-153.12e-010.0596
55311ZNF444P1T-EHumanEsophagusESCC6.18e-031.15e-010.0875
55311ZNF444P2T-EHumanEsophagusESCC1.85e-071.52e-010.1177
55311ZNF444P4T-EHumanEsophagusESCC1.01e-081.86e-010.1323
55311ZNF444P8T-EHumanEsophagusESCC2.73e-304.38e-010.0889
55311ZNF444P9T-EHumanEsophagusESCC6.12e-051.19e-010.1131
55311ZNF444P10T-EHumanEsophagusESCC2.47e-263.41e-010.116
55311ZNF444P11T-EHumanEsophagusESCC5.70e-143.19e-010.1426
55311ZNF444P12T-EHumanEsophagusESCC1.78e-132.67e-010.1122
55311ZNF444P15T-EHumanEsophagusESCC5.38e-172.90e-010.1149
55311ZNF444P16T-EHumanEsophagusESCC2.31e-131.79e-010.1153
55311ZNF444P17T-EHumanEsophagusESCC8.18e-082.54e-010.1278
55311ZNF444P19T-EHumanEsophagusESCC8.25e-074.04e-010.1662
55311ZNF444P20T-EHumanEsophagusESCC5.41e-119.71e-020.1124
55311ZNF444P21T-EHumanEsophagusESCC1.61e-121.23e-010.1617
55311ZNF444P22T-EHumanEsophagusESCC6.84e-132.23e-010.1236
55311ZNF444P23T-EHumanEsophagusESCC9.70e-122.33e-010.108
55311ZNF444P24T-EHumanEsophagusESCC4.37e-151.65e-010.1287
55311ZNF444P26T-EHumanEsophagusESCC9.42e-274.43e-010.1276
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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
∗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
ZNF444M1MACCervixADJADAP1,ZNF813,SH2D1B, etc.1.87e-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.
ZNF444INMONCervixADJADAP1,ZNF813,SH2D1B, etc.1.33e-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.
ZNF444NEUTCervixADJADAP1,ZNF813,SH2D1B, etc.1.53e-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.
ZNF444BNCervixADJADAP1,ZNF813,SH2D1B, etc.2.24e-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.
ZNF444M1MACCervixCCADAP1,ZNF813,SH2D1B, etc.4.45e-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.
ZNF444DCCervixHealthyADAP1,ZNF813,SH2D1B, etc.1.41e-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.
ZNF444NEUTCervixHealthyADAP1,ZNF813,SH2D1B, etc.5.18e-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.
ZNF444NEUTCervixHSIL_HPVADAP1,ZNF813,SH2D1B, etc.3.53e-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.
ZNF444M1MACCervixHSIL_HPVADAP1,ZNF813,SH2D1B, etc.8.65e-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.
ZNF444MONCervixHSIL_HPVADAP1,ZNF813,SH2D1B, etc.7.97e-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.
∗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
ZNF444SNVMissense_Mutationc.154N>Ap.Glu52Lysp.E52KQ8N0Y2protein_codingdeleterious(0)probably_damaging(0.974)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF444insertionFrame_Shift_Insrs775285349c.310_311insCp.Asp106ArgfsTer38p.D106Rfs*38Q8N0Y2protein_codingTCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
ZNF444SNVMissense_Mutationnovelc.367G>Ap.Ala123Thrp.A123TQ8N0Y2protein_codingtolerated(0.56)benign(0.012)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNF444SNVMissense_Mutationrs759442720c.316G>Ap.Asp106Asnp.D106NQ8N0Y2protein_codingtolerated(0.32)benign(0.138)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNF444SNVMissense_Mutationc.358N>Tp.Gly120Cysp.G120CQ8N0Y2protein_codingdeleterious(0.01)possibly_damaging(0.894)TCGA-21-1077-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownPD
ZNF444SNVMissense_Mutationnovelc.355N>Ap.Gln119Lysp.Q119KQ8N0Y2protein_codingtolerated(0.17)benign(0.003)TCGA-68-8251-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycarboplatinSD
ZNF444SNVMissense_Mutationnovelc.443G>Ap.Gly148Glup.G148EQ8N0Y2protein_codingtolerated(0.37)benign(0)TCGA-CQ-A4CI-01Oral cavityhead & neck squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
ZNF444SNVMissense_Mutationnovelc.137G>Tp.Arg46Leup.R46LQ8N0Y2protein_codingtolerated(0.31)probably_damaging(0.982)TCGA-CV-7427-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF444SNVMissense_Mutationnovelc.310N>Cp.Ser104Prop.S104PQ8N0Y2protein_codingtolerated(0.19)possibly_damaging(0.597)TCGA-CV-A45Q-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF444SNVMissense_Mutationnovelc.130C>Gp.Leu44Valp.L44VQ8N0Y2protein_codingdeleterious(0)probably_damaging(0.973)TCGA-QK-A8ZB-01Oral cavityhead & neck squamous cell carcinomaMale>=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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