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: ZNF407

Gene summary for ZNF407

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF407

Gene ID

55628

Gene namezinc finger protein 407
Gene AliasZNF407
Cytomap18q22.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9C0G0


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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
55628ZNF407CCI_1HumanCervixCC1.40e-099.92e-010.528
55628ZNF407CCI_2HumanCervixCC8.28e-088.20e-010.5249
55628ZNF407CCI_3HumanCervixCC8.04e-169.82e-010.516
55628ZNF407HTA11_3410_2000001011HumanColorectumAD2.47e-22-7.22e-010.0155
55628ZNF407HTA11_2487_2000001011HumanColorectumSER4.28e-04-4.89e-01-0.1808
55628ZNF407HTA11_1938_2000001011HumanColorectumAD7.81e-05-5.10e-01-0.0811
55628ZNF407HTA11_3361_2000001011HumanColorectumAD1.01e-09-7.38e-01-0.1207
55628ZNF407HTA11_696_2000001011HumanColorectumAD3.14e-11-5.37e-01-0.1464
55628ZNF407HTA11_866_2000001011HumanColorectumAD4.42e-12-4.91e-01-0.1001
55628ZNF407HTA11_1391_2000001011HumanColorectumAD3.32e-03-3.98e-01-0.059
55628ZNF407HTA11_7862_2000001011HumanColorectumAD1.27e-02-5.38e-01-0.0179
55628ZNF407HTA11_866_3004761011HumanColorectumAD2.53e-15-6.43e-010.096
55628ZNF407HTA11_8622_2000001021HumanColorectumSER1.18e-02-6.55e-010.0528
55628ZNF407HTA11_10711_2000001011HumanColorectumAD1.83e-09-6.58e-010.0338
55628ZNF407HTA11_7696_3000711011HumanColorectumAD4.23e-22-6.44e-010.0674
55628ZNF407HTA11_6818_2000001021HumanColorectumAD1.62e-03-4.95e-010.0588
55628ZNF407HTA11_99999970781_79442HumanColorectumMSS2.73e-17-5.28e-010.294
55628ZNF407HTA11_99999971662_82457HumanColorectumMSS5.20e-15-5.89e-010.3859
55628ZNF407HTA11_99999973899_84307HumanColorectumMSS1.16e-06-7.20e-010.2585
55628ZNF407HTA11_99999974143_84620HumanColorectumMSS1.08e-23-6.59e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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
ZNF407PERIColorectumMSI-HPTPRM,ANKRD12,ATP9B, etc.2.40e-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.
ZNF407CD8TEXPProstateADJZDHHC21,UTRN,FAM172A, etc.3.25e-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.
ZNF407CD8TCMProstateBPHZDHHC21,UTRN,FAM172A, etc.2.53e-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.
ZNF407BNProstateHealthyZDHHC21,UTRN,FAM172A, etc.3.18e-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.
ZNF407BNProstateTumorZDHHC21,UTRN,FAM172A, etc.1.09e-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.
ZNF407MSCProstateHealthyTRAK1,DNAJC27,EBF1, etc.8.14e-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
ZNF407SNVMissense_Mutationc.1139N>Cp.Arg380Thrp.R380TQ9C0G0protein_codingtolerated(0.2)benign(0)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ZNF407SNVMissense_Mutationnovelc.6281N>Tp.Ala2094Valp.A2094VQ9C0G0protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
ZNF407SNVMissense_Mutationc.917N>Cp.Arg306Thrp.R306TQ9C0G0protein_codingtolerated(0.14)benign(0.025)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
ZNF407SNVMissense_Mutationnovelc.2231T>Gp.Leu744Trpp.L744WQ9C0G0protein_codingdeleterious(0)probably_damaging(0.987)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF407SNVMissense_Mutationnovelc.245N>Tp.Glu82Valp.E82VQ9C0G0protein_codingtolerated(0.09)benign(0.03)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF407SNVMissense_Mutationc.622N>Tp.His208Tyrp.H208YQ9C0G0protein_codingtolerated(0.65)possibly_damaging(0.462)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ZNF407SNVMissense_Mutationc.3055N>Cp.Cys1019Argp.C1019RQ9C0G0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A18S-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF407SNVMissense_Mutationnovelc.4270G>Ap.Asp1424Asnp.D1424NQ9C0G0protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-BH-A42V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF407SNVMissense_Mutationrs772230269c.4076N>Gp.Ser1359Cysp.S1359CQ9C0G0protein_codingtolerated(0.11)probably_damaging(0.963)TCGA-C8-A132-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF407SNVMissense_Mutationc.6379N>Cp.Glu2127Glnp.E2127QQ9C0G0protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
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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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