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: ZNF426

Gene summary for ZNF426

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF426

Gene ID

79088

Gene namezinc finger protein 426
Gene AliasK-RBP
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

K7ER43


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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
79088ZNF426LZE5THumanEsophagusESCC1.57e-022.08e-010.0514
79088ZNF426LZE8THumanEsophagusESCC1.10e-027.76e-020.067
79088ZNF426LZE20THumanEsophagusESCC7.18e-072.07e-010.0662
79088ZNF426LZE24THumanEsophagusESCC2.65e-051.27e-010.0596
79088ZNF426LZE21THumanEsophagusESCC1.37e-063.00e-010.0655
79088ZNF426P1T-EHumanEsophagusESCC1.05e-093.04e-010.0875
79088ZNF426P2T-EHumanEsophagusESCC2.83e-254.09e-010.1177
79088ZNF426P4T-EHumanEsophagusESCC5.16e-101.91e-010.1323
79088ZNF426P5T-EHumanEsophagusESCC1.30e-071.56e-010.1327
79088ZNF426P8T-EHumanEsophagusESCC1.88e-163.33e-010.0889
79088ZNF426P9T-EHumanEsophagusESCC2.38e-112.16e-010.1131
79088ZNF426P10T-EHumanEsophagusESCC8.82e-233.72e-010.116
79088ZNF426P11T-EHumanEsophagusESCC3.25e-052.08e-010.1426
79088ZNF426P12T-EHumanEsophagusESCC4.28e-162.88e-010.1122
79088ZNF426P15T-EHumanEsophagusESCC3.16e-132.03e-010.1149
79088ZNF426P16T-EHumanEsophagusESCC7.05e-122.92e-010.1153
79088ZNF426P17T-EHumanEsophagusESCC4.79e-041.63e-010.1278
79088ZNF426P20T-EHumanEsophagusESCC6.20e-061.28e-010.1124
79088ZNF426P21T-EHumanEsophagusESCC3.65e-122.67e-010.1617
79088ZNF426P24T-EHumanEsophagusESCC2.68e-061.22e-010.1287
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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
ZNF426LUMPBreastADJMARS2,AC097059.1,VAPB, etc.2.15e-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.
ZNF426LUMPBreastPrecancerMARS2,AC097059.1,VAPB, etc.1.89e-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.
ZNF426MONBreastPrecancerMAN1C1,NRM,BUD13, etc.4.72e-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.
ZNF426MASTColorectumHealthyTSPAN17,LIMA1,DEFA5, etc.8.18e-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.
ZNF426QUIEEsophagusHealthyPDLIM4,PDK4,SGCE, etc.2.79e-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.
ZNF426ENDThyroidHTSTARD13,BAMBI,PCCA, etc.2.17e-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.
∗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
ZNF426SNVMissense_Mutationc.1291T>Cp.Tyr431Hisp.Y431HQ9BUY5protein_codingtolerated(0.53)probably_damaging(0.992)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF426SNVMissense_Mutationrs140856109c.1127N>Tp.Ser376Phep.S376FQ9BUY5protein_codingtolerated(0.35)benign(0.159)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF426SNVMissense_Mutationnovelc.266G>Ap.Ser89Asnp.S89NQ9BUY5protein_codingtolerated(0.21)benign(0.003)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF426SNVMissense_Mutationnovelc.1195A>Gp.Lys399Glup.K399EQ9BUY5protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF426SNVMissense_Mutationnovelc.1496N>Ap.Thr499Asnp.T499NQ9BUY5protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
ZNF426SNVMissense_Mutationrs745424017c.899G>Ap.Arg300Glnp.R300QQ9BUY5protein_codingtolerated(0.56)possibly_damaging(0.787)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF426SNVMissense_Mutationnovelc.1004C>Ap.Pro335Hisp.P335HQ9BUY5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A01I-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNF426SNVMissense_Mutationrs766406474c.1067G>Ap.Arg356Glnp.R356QQ9BUY5protein_codingtolerated(0.3)probably_damaging(0.929)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZNF426SNVMissense_Mutationnovelc.758A>Gp.Glu253Glyp.E253GQ9BUY5protein_codingdeleterious(0)benign(0.076)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZNF426SNVMissense_Mutationnovelc.253A>Gp.Ile85Valp.I85VQ9BUY5protein_codingtolerated(0.06)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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