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: ZNF384

Gene summary for ZNF384

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF384

Gene ID

171017

Gene namezinc finger protein 384
Gene AliasCAGH1
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8TF68


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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
171017ZNF384LZE8THumanEsophagusESCC1.43e-051.58e-010.067
171017ZNF384LZE24THumanEsophagusESCC1.92e-101.54e-010.0596
171017ZNF384P1T-EHumanEsophagusESCC6.43e-082.13e-010.0875
171017ZNF384P2T-EHumanEsophagusESCC1.44e-131.70e-010.1177
171017ZNF384P4T-EHumanEsophagusESCC7.08e-071.38e-010.1323
171017ZNF384P5T-EHumanEsophagusESCC5.16e-047.51e-020.1327
171017ZNF384P8T-EHumanEsophagusESCC1.67e-183.80e-010.0889
171017ZNF384P9T-EHumanEsophagusESCC8.71e-151.69e-010.1131
171017ZNF384P10T-EHumanEsophagusESCC2.39e-152.06e-010.116
171017ZNF384P11T-EHumanEsophagusESCC5.42e-061.43e-010.1426
171017ZNF384P12T-EHumanEsophagusESCC4.08e-092.67e-010.1122
171017ZNF384P15T-EHumanEsophagusESCC5.84e-091.44e-010.1149
171017ZNF384P16T-EHumanEsophagusESCC1.60e-427.38e-010.1153
171017ZNF384P17T-EHumanEsophagusESCC6.38e-052.50e-010.1278
171017ZNF384P20T-EHumanEsophagusESCC2.41e-132.15e-010.1124
171017ZNF384P21T-EHumanEsophagusESCC1.59e-141.42e-010.1617
171017ZNF384P22T-EHumanEsophagusESCC4.99e-182.86e-010.1236
171017ZNF384P23T-EHumanEsophagusESCC2.27e-091.64e-010.108
171017ZNF384P24T-EHumanEsophagusESCC7.43e-141.37e-010.1287
171017ZNF384P26T-EHumanEsophagusESCC2.34e-132.09e-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
ZNF384BASBreastDCISFDCSP,SENP1,REEP1, etc.1.15e-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.
ZNF384CHOLiverHealthyPDE3A,AC068051.1,LCN12, etc.3.37e-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.
ZNF384GRAOral cavityADJGPR160,PLA2G4F,CEACAM6, etc.3.18e-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.
ZNF384ERYPancreasHealthyASIP,CAB39L,NRGN, etc.-2.22e-16The 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.
ZNF384APCAFPancreasHealthyASIP,CAB39L,NRGN, etc.-2.22e-16The 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.
ZNF384CAFPancreasPanINASIP,CAB39L,NRGN, etc.-2.22e-16The 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.
ZNF384MEGAPancreasPDACASIP,CAB39L,NRGN, etc.0.00e+00The 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.
ZNF384LYMENDPancreasPDACASIP,CAB39L,NRGN, etc.1.29e-04The 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
ZNF384SNVMissense_Mutationnovelc.1327A>Gp.Thr443Alap.T443AQ8TF68protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-B6-A0WY-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZNF384insertionNonsense_Mutationnovelc.401_402insCCTACAGTTGTAp.Ala134_Ser135insLeuGlnLeuTerp.A134_S135insLQL*Q8TF68protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZNF384insertionFrame_Shift_Insnovelc.399_400insTCCGTATACACTCAGGGGCTAAp.Ala134SerfsTer37p.A134Sfs*37Q8TF68protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZNF384SNVMissense_Mutationc.1271N>Tp.Thr424Metp.T424MQ8TF68protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF384SNVMissense_Mutationnovelc.1570N>Gp.Pro524Alap.P524AQ8TF68protein_codingtolerated(0.09)benign(0.003)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ZNF384SNVMissense_Mutationc.1096N>Gp.Ile366Valp.I366VQ8TF68protein_codingdeleterious(0.05)probably_damaging(0.986)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZNF384SNVMissense_Mutationnovelc.1412C>Tp.Ala471Valp.A471VQ8TF68protein_codingtolerated(0.07)benign(0.012)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ZNF384SNVMissense_Mutationnovelc.763N>Ap.Pro255Thrp.P255TQ8TF68protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF384SNVMissense_Mutationc.245N>Tp.Ala82Valp.A82VQ8TF68protein_codingtolerated(0.08)possibly_damaging(0.829)TCGA-CK-4950-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolfoxSD
ZNF384SNVMissense_Mutationc.245N>Tp.Ala82Valp.A82VQ8TF68protein_codingtolerated(0.08)possibly_damaging(0.829)TCGA-D5-6540-01Colorectumcolon 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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