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: ZNF394

Gene summary for ZNF394

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF394

Gene ID

84124

Gene namezinc finger protein 394
Gene AliasZKSCAN14
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q53GI3


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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
84124ZNF394P52T-EHumanEsophagusESCC1.60e-214.78e-010.1555
84124ZNF394P54T-EHumanEsophagusESCC4.62e-286.02e-010.0975
84124ZNF394P57T-EHumanEsophagusESCC3.17e-123.01e-010.0926
84124ZNF394P61T-EHumanEsophagusESCC3.25e-163.83e-010.099
84124ZNF394P62T-EHumanEsophagusESCC4.29e-346.16e-010.1302
84124ZNF394P65T-EHumanEsophagusESCC5.18e-203.98e-010.0978
84124ZNF394P74T-EHumanEsophagusESCC4.79e-266.94e-010.1479
84124ZNF394P75T-EHumanEsophagusESCC4.15e-365.87e-010.1125
84124ZNF394P76T-EHumanEsophagusESCC1.75e-446.99e-010.1207
84124ZNF394P79T-EHumanEsophagusESCC7.48e-273.53e-010.1154
84124ZNF394P80T-EHumanEsophagusESCC3.67e-641.64e+000.155
84124ZNF394P82T-EHumanEsophagusESCC5.09e-146.91e-010.1072
84124ZNF394P83T-EHumanEsophagusESCC6.99e-431.04e+000.1738
84124ZNF394P84T-EHumanEsophagusESCC2.17e-125.68e-010.0933
84124ZNF394P89T-EHumanEsophagusESCC6.10e-157.55e-010.1752
84124ZNF394P91T-EHumanEsophagusESCC4.39e-045.97e-010.1828
84124ZNF394P107T-EHumanEsophagusESCC2.64e-408.40e-010.171
84124ZNF394P126T-EHumanEsophagusESCC1.28e-025.39e-010.1125
84124ZNF394P127T-EHumanEsophagusESCC2.85e-386.75e-010.0826
84124ZNF394P128T-EHumanEsophagusESCC3.45e-269.43e-010.1241
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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
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
ZNF394CTColorectumADJKLHL13,FAM155A,IDH3B, etc.4.74e-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.
ZNF394SSCColorectumADJKLHL13,FAM155A,IDH3B, etc.8.61e-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.
ZNF394PERIOral cavityLPNAA35,PHACTR1,ADAMTS3, etc.1.26e-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.
ZNF394PERIOral cavityOSCCNAA35,PHACTR1,ADAMTS3, etc.1.18e-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.
ZNF394LYMENDSkincSCCNAP1L5,NAT14,PLPBP, etc.2.03e-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.
ZNF394PTCThyroidHealthyLIPA,MTERF4,RCHY1, etc.1.73e-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
ZNF394SNVMissense_Mutationc.38N>Gp.Asp13Glyp.D13GQ53GI3protein_codingtolerated_low_confidence(0.18)benign(0.001)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ZNF394SNVMissense_Mutationnovelc.728N>Gp.Val243Glyp.V243GQ53GI3protein_codingtolerated(0.11)benign(0)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
ZNF394SNVMissense_Mutationnovelc.428N>Gp.Gln143Argp.Q143RQ53GI3protein_codingtolerated(0.18)benign(0.015)TCGA-AC-A3EH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZNF394SNVMissense_Mutationnovelc.821G>Tp.Gly274Valp.G274VQ53GI3protein_codingtolerated(0.55)benign(0.005)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF394SNVMissense_Mutationnovelc.519C>Ap.Asp173Glup.D173EQ53GI3protein_codingtolerated(0.52)benign(0.127)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZNF394SNVMissense_Mutationc.206N>Cp.Gln69Prop.Q69PQ53GI3protein_codingdeleterious(0.01)possibly_damaging(0.825)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF394SNVMissense_Mutationrs769653041c.1514G>Ap.Arg505Hisp.R505HQ53GI3protein_codingdeleterious(0.04)benign(0.007)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZNF394SNVMissense_Mutationc.190N>Gp.Arg64Glyp.R64GQ53GI3protein_codingdeleterious(0)probably_damaging(0.982)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF394insertionNonsense_Mutationnovelc.739_740insTTCAAACAACGCTCTGACCTCTTTAGACAp.Ser247PhefsTer6p.S247Ffs*6Q53GI3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF394insertionNonsense_Mutationnovelc.1108_1109insCAAAGAATTCATCAAAATAAAGTp.Arg370ProfsTer7p.R370Pfs*7Q53GI3protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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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