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: ZNF516

Gene summary for ZNF516

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF516

Gene ID

9658

Gene namezinc finger protein 516
Gene AliasHsT287
Cytomap18q23
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

Q2YDX2


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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
9658ZNF516CCI_3HumanCervixCC2.30e-096.11e-010.516
9658ZNF516HTA11_3410_2000001011HumanColorectumAD4.68e-12-4.54e-010.0155
9658ZNF516HTA11_2487_2000001011HumanColorectumSER1.70e-04-3.68e-01-0.1808
9658ZNF516HTA11_1938_2000001011HumanColorectumAD8.14e-03-3.06e-01-0.0811
9658ZNF516HTA11_347_2000001011HumanColorectumAD6.31e-05-1.87e-01-0.1954
9658ZNF516HTA11_3361_2000001011HumanColorectumAD4.18e-04-4.41e-01-0.1207
9658ZNF516HTA11_696_2000001011HumanColorectumAD2.94e-09-3.77e-01-0.1464
9658ZNF516HTA11_866_2000001011HumanColorectumAD6.37e-08-3.68e-01-0.1001
9658ZNF516HTA11_1391_2000001011HumanColorectumAD9.77e-07-2.84e-01-0.059
9658ZNF516HTA11_866_3004761011HumanColorectumAD8.08e-09-4.15e-010.096
9658ZNF516HTA11_7696_3000711011HumanColorectumAD1.99e-09-4.08e-010.0674
9658ZNF516HTA11_99999970781_79442HumanColorectumMSS1.27e-08-3.41e-010.294
9658ZNF516HTA11_99999971662_82457HumanColorectumMSS1.84e-08-3.88e-010.3859
9658ZNF516HTA11_99999974143_84620HumanColorectumMSS8.85e-12-4.33e-010.3005
9658ZNF516A015-C-203HumanColorectumFAP5.68e-17-2.78e-01-0.1294
9658ZNF516A002-C-201HumanColorectumFAP7.83e-08-3.22e-010.0324
9658ZNF516A002-C-203HumanColorectumFAP7.64e-04-1.86e-010.2786
9658ZNF516A001-C-119HumanColorectumFAP1.07e-04-3.52e-01-0.1557
9658ZNF516A001-C-108HumanColorectumFAP5.00e-15-3.36e-01-0.0272
9658ZNF516A002-C-205HumanColorectumFAP3.70e-13-3.85e-01-0.1236
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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
∗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
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:00092668CervixCCresponse to temperature stimulus37/2311178/187239.45e-047.95e-0337
GO:00094098CervixCCresponse to cold13/231149/187235.34e-033.10e-0213
GO:0050873CervixCCbrown fat cell differentiation13/231150/187236.42e-033.58e-0213
GO:0009409ColorectumADresponse to cold22/391849/187231.40e-041.98e-0322
GO:0120162ColorectumADpositive regulation of cold-induced thermogenesis32/391897/187233.74e-032.63e-0232
GO:0106106ColorectumADcold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:0120161ColorectumADregulation of cold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:1990845ColorectumADadaptive thermogenesis46/3918157/187237.97e-034.73e-0246
GO:00094091ColorectumSERresponse to cold16/289749/187232.11e-032.06e-0216
GO:0045444ColorectumSERfat cell differentiation51/2897229/187233.96e-033.26e-0251
GO:00094092ColorectumMSSresponse to cold19/346749/187237.20e-047.70e-0319
GO:0001659ColorectumFAPtemperature homeostasis38/2622174/187233.16e-032.36e-0238
GO:01061061ColorectumFAPcold-induced thermogenesis32/2622144/187234.85e-033.25e-0232
GO:01201611ColorectumFAPregulation of cold-induced thermogenesis32/2622144/187234.85e-033.25e-0232
GO:19908451ColorectumFAPadaptive thermogenesis34/2622157/187235.77e-033.69e-0234
GO:00094093ColorectumFAPresponse to cold14/262249/187235.95e-033.75e-0214
GO:01201621ColorectumFAPpositive regulation of cold-induced thermogenesis23/262297/187236.95e-034.26e-0223
GO:0061448EndometriumAEHconnective tissue development44/2100252/187231.92e-031.51e-0244
GO:00092669EndometriumAEHresponse to temperature stimulus33/2100178/187232.53e-031.87e-0233
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047148ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa047149ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa0471426EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa04714111EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa0471427EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0471436EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
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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
ZNF516BMEMLiverHCCMTMR11,FXYD6,CCSER1, etc.5.84e-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
ZNF516SNVMissense_Mutationnovelc.743T>Gp.Phe248Cysp.F248CQ92618protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF516SNVMissense_Mutationnovelc.742T>Gp.Phe248Valp.F248VQ92618protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF516SNVMissense_Mutationc.2414N>Tp.Ser805Ilep.S805IQ92618protein_codingdeleterious(0)benign(0.289)TCGA-BH-A0E0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ZNF516SNVMissense_Mutationrs367746354c.1130N>Tp.Ser377Leup.S377LQ92618protein_codingtolerated(0.29)benign(0)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
ZNF516SNVMissense_Mutationc.343G>Ap.Ala115Thrp.A115TQ92618protein_codingtolerated(1)benign(0.005)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
ZNF516deletionFrame_Shift_Delnovelc.2323delNp.Leu775CysfsTer200p.L775Cfs*200Q92618protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ZNF516SNVMissense_Mutationrs754048310c.2641N>Ap.Gly881Serp.G881SQ92618protein_codingtolerated(0.17)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF516SNVMissense_Mutationrs538603150c.1939N>Ap.Ala647Thrp.A647TQ92618protein_codingtolerated(0.53)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF516SNVMissense_Mutationc.711N>Cp.Glu237Aspp.E237DQ92618protein_codingdeleterious(0.03)possibly_damaging(0.698)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ZNF516SNVMissense_Mutationrs754048310c.2641G>Ap.Gly881Serp.G881SQ92618protein_codingtolerated(0.17)benign(0.019)TCGA-VS-A8EG-01Cervixcervical & endocervical cancerFemale<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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