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: ZNF428

Gene summary for ZNF428

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF428

Gene ID

126299

Gene namezinc finger protein 428
Gene AliasC19orf37
Cytomap19q13.31
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

I6L9C8


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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
126299ZNF428SYSMH2HumanOral cavityOSCC8.56e-227.60e-010.2326
126299ZNF428SYSMH3HumanOral cavityOSCC8.30e-207.69e-010.2442
126299ZNF428SYSMH4HumanOral cavityOSCC3.62e-061.47e-010.1226
126299ZNF428SYSMH5HumanOral cavityOSCC3.71e-042.52e-010.0647
126299ZNF428SYSMH6HumanOral cavityOSCC1.93e-145.34e-010.1275
126299ZNF428GSM5252128_BPH327PrGF_ViaHumanProstateBPH1.34e-053.30e-01-0.1688
126299ZNF428GSM5252131_BPH340PrSF_ViaHumanProstateBPH5.47e-043.44e-01-0.2126
126299ZNF428GSM5252136_BPH556PrGA1_FcolHumanProstateBPH8.03e-093.75e-01-0.23
126299ZNF428GSM5252137_BPH556PrGA2_FcolHumanProstateBPH5.73e-105.87e-01-0.23
126299ZNF428047563_1562-all-cellsHumanProstateBPH3.28e-08-1.52e-010.0791
126299ZNF428Dong_P1HumanProstateTumor1.50e-363.44e-010.035
126299ZNF428Dong_P3HumanProstateTumor3.90e-204.62e-010.0278
126299ZNF428Dong_P4HumanProstateTumor5.40e-153.86e-010.0292
126299ZNF428Dong_P5HumanProstateTumor1.41e-557.29e-010.053
126299ZNF428GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor1.44e-04-1.77e-010.1545
126299ZNF428GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor2.84e-03-1.28e-010.1569
126299ZNF428P1_cSCCHumanSkincSCC1.51e-208.31e-010.0292
126299ZNF428P2_cSCCHumanSkincSCC5.59e-217.24e-01-0.024
126299ZNF428P4_cSCCHumanSkincSCC7.85e-155.48e-01-0.00290000000000005
126299ZNF428P10_cSCCHumanSkincSCC2.63e-156.77e-010.1017
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
∗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
ZNF428insertionNonsense_Mutationnovelc.61_62insCCTGGCTAATTTTTTAATTTTTTGTAGAGACGGAGTCTTGCTATATp.Glu21AlafsTer6p.E21Afs*6Q96B54protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ZNF428SNVMissense_Mutationrs568095447c.416C>Tp.Pro139Leup.P139LQ96B54protein_codingdeleterious_low_confidence(0.01)benign(0.001)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF428SNVMissense_Mutationc.82N>Ap.Glu28Lysp.E28KQ96B54protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.956)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ZNF428SNVMissense_Mutationc.238C>Tp.Arg80Cysp.R80CQ96B54protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.942)TCGA-EI-7004-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyxelodaSD
ZNF428SNVMissense_Mutationrs544659085c.503A>Gp.Asp168Glyp.D168GQ96B54protein_codingdeleterious_low_confidence(0)benign(0.031)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZNF428SNVMissense_Mutationrs201481478c.13C>Tp.Arg5Cysp.R5CQ96B54protein_codingdeleterious_low_confidence(0)probably_damaging(0.988)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNF428SNVMissense_Mutationrs771593141c.40G>Ap.Ala14Thrp.A14TQ96B54protein_codingdeleterious_low_confidence(0)probably_damaging(0.982)TCGA-D1-A17M-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNF428SNVMissense_Mutationnovelc.241N>Tp.Arg81Trpp.R81WQ96B54protein_codingdeleterious_low_confidence(0)probably_damaging(0.942)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNF428SNVMissense_Mutationnovelc.311C>Tp.Ala104Valp.A104VQ96B54protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF428SNVMissense_Mutationnovelc.133G>Ap.Glu45Lysp.E45KQ96B54protein_codingdeleterious_low_confidence(0.02)benign(0.031)TCGA-50-6595-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapycarboplatinPD
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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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