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: ZNRF3

Gene summary for ZNRF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNRF3

Gene ID

84133

Gene namezinc and ring finger 3
Gene AliasBK747E2.3
Cytomap22q12.1
Gene Typeprotein-coding
GO ID

GO:0001736

UniProtAcc

A0A024R1J1


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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
84133ZNRF3CA_HPV_1HumanCervixCC3.63e-03-9.93e-020.0264
84133ZNRF3CCI_2HumanCervixCC3.97e-057.61e-010.5249
84133ZNRF3CCI_3HumanCervixCC5.17e-088.69e-010.516
84133ZNRF3HTA11_2487_2000001011HumanColorectumSER5.15e-07-5.82e-01-0.1808
84133ZNRF3HTA11_2951_2000001011HumanColorectumAD3.21e-036.37e-010.0216
84133ZNRF3HTA11_411_2000001011HumanColorectumSER1.01e-02-6.91e-01-0.2602
84133ZNRF3HTA11_2112_2000001011HumanColorectumSER7.18e-03-7.52e-01-0.2196
84133ZNRF3HTA11_1391_2000001011HumanColorectumAD7.96e-037.29e-01-0.059
84133ZNRF3HTA11_2992_2000001011HumanColorectumSER1.28e-02-6.36e-01-0.1706
84133ZNRF3HTA11_5212_2000001011HumanColorectumAD1.26e-02-6.56e-01-0.2061
84133ZNRF3HTA11_866_3004761011HumanColorectumAD1.63e-097.73e-010.096
84133ZNRF3HTA11_7663_2000001011HumanColorectumSER5.31e-037.67e-010.0131
84133ZNRF3HTA11_10711_2000001011HumanColorectumAD2.51e-067.57e-010.0338
84133ZNRF3HTA11_7696_3000711011HumanColorectumAD4.25e-108.47e-010.0674
84133ZNRF3HTA11_99999970781_79442HumanColorectumMSS8.30e-034.69e-010.294
84133ZNRF3HTA11_99999965062_69753HumanColorectumMSI-H6.44e-059.05e-010.3487
84133ZNRF3HTA11_99999965104_69814HumanColorectumMSS8.66e-066.57e-010.281
84133ZNRF3HTA11_99999971662_82457HumanColorectumMSS1.87e-201.28e+000.3859
84133ZNRF3HTA11_99999973899_84307HumanColorectumMSS1.86e-171.68e+000.2585
84133ZNRF3HTA11_99999974143_84620HumanColorectumMSS2.61e-035.22e-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
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
∗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:00301786ProstateBPHnegative regulation of Wnt signaling pathway43/3107170/187232.42e-031.31e-0243
GO:00328013ProstateBPHreceptor catabolic process11/310728/187233.51e-031.79e-0211
GO:00900903ProstateBPHnegative regulation of canonical Wnt signaling pathway35/3107137/187234.90e-032.32e-0235
GO:00017386ProstateBPHmorphogenesis of a polarized epithelium25/310794/187239.36e-033.98e-0225
GO:001605514ProstateTumorWnt signaling pathway131/3246444/187231.16e-107.11e-09131
GO:019873814ProstateTumorcell-cell signaling by wnt131/3246446/187231.61e-109.69e-09131
GO:003011114ProstateTumorregulation of Wnt signaling pathway99/3246328/187235.92e-092.34e-0799
GO:006082814ProstateTumorregulation of canonical Wnt signaling pathway79/3246253/187234.01e-081.25e-0679
GO:006007014ProstateTumorcanonical Wnt signaling pathway87/3246303/187235.49e-071.17e-0587
GO:004311215ProstateTumorreceptor metabolic process51/3246166/187231.58e-052.13e-0451
GO:003017813ProstateTumornegative regulation of Wnt signaling pathway46/3246170/187239.84e-046.37e-0346
GO:009009012ProstateTumornegative regulation of canonical Wnt signaling pathway38/3246137/187231.60e-039.71e-0338
GO:003280112ProstateTumorreceptor catabolic process11/324628/187234.97e-032.43e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043104ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043105ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa043108LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431011LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431021LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431031LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431014ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431015ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431023ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
hsa0431033ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
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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
ZNRF3SNVMissense_Mutationrs758750767c.2434G>Ap.Glu812Lysp.E812KQ9ULT6protein_codingdeleterious_low_confidence(0.01)benign(0.124)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZNRF3SNVMissense_Mutationnovelc.836N>Ap.Cys279Tyrp.C279YQ9ULT6protein_codingtolerated(0.13)benign(0.231)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
ZNRF3SNVMissense_Mutationc.2332N>Tp.Pro778Serp.P778SQ9ULT6protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNRF3SNVMissense_Mutationnovelc.1492G>Tp.Ala498Serp.A498SQ9ULT6protein_codingtolerated(0.12)benign(0.038)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
ZNRF3SNVMissense_Mutationc.1066C>Tp.Arg356Cysp.R356CQ9ULT6protein_codingdeleterious(0.01)probably_damaging(0.912)TCGA-B6-A0WX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZNRF3SNVMissense_Mutationc.810N>Cp.Lys270Asnp.K270NQ9ULT6protein_codingdeleterious(0.05)possibly_damaging(0.621)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ZNRF3insertionFrame_Shift_Insnovelc.893_894insCAACCTCCACCTCCCGGGGTCAACTp.Glu298AspfsTer13p.E298Dfs*13Q9ULT6protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNRF3insertionNonsense_Mutationnovelc.895_896insGTCTCATGCCTTAGCCTCCCp.Lys299SerfsTer5p.K299Sfs*5Q9ULT6protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNRF3deletionFrame_Shift_Delnovelc.1486delGp.Ala496ProfsTer74p.A496Pfs*74Q9ULT6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ZNRF3SNVMissense_Mutationc.622C>Tp.Arg208Cysp.R208CQ9ULT6protein_codingdeleterious(0)possibly_damaging(0.739)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
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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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