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: ZNRF1

Gene summary for ZNRF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNRF1

Gene ID

84937

Gene namezinc and ring finger 1
Gene AliasNIN283
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q8ND25


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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
84937ZNRF1P47T-EHumanEsophagusESCC3.24e-112.38e-010.1067
84937ZNRF1P48T-EHumanEsophagusESCC1.35e-071.70e-010.0959
84937ZNRF1P49T-EHumanEsophagusESCC1.35e-097.12e-010.1768
84937ZNRF1P52T-EHumanEsophagusESCC1.77e-071.62e-010.1555
84937ZNRF1P54T-EHumanEsophagusESCC1.50e-186.19e-010.0975
84937ZNRF1P57T-EHumanEsophagusESCC3.51e-081.42e-010.0926
84937ZNRF1P61T-EHumanEsophagusESCC1.67e-101.46e-010.099
84937ZNRF1P62T-EHumanEsophagusESCC1.09e-203.95e-010.1302
84937ZNRF1P65T-EHumanEsophagusESCC2.83e-142.36e-010.0978
84937ZNRF1P75T-EHumanEsophagusESCC1.37e-111.33e-010.1125
84937ZNRF1P76T-EHumanEsophagusESCC2.23e-056.27e-020.1207
84937ZNRF1P79T-EHumanEsophagusESCC1.94e-041.26e-010.1154
84937ZNRF1P80T-EHumanEsophagusESCC2.88e-091.65e-010.155
84937ZNRF1P82T-EHumanEsophagusESCC7.47e-092.85e-010.1072
84937ZNRF1P83T-EHumanEsophagusESCC2.12e-194.02e-010.1738
84937ZNRF1P107T-EHumanEsophagusESCC7.53e-035.81e-020.171
84937ZNRF1P126T-EHumanEsophagusESCC2.15e-047.20e-010.1125
84937ZNRF1P127T-EHumanEsophagusESCC1.50e-316.85e-010.0826
84937ZNRF1P128T-EHumanEsophagusESCC3.14e-145.26e-010.1241
84937ZNRF1P130T-EHumanEsophagusESCC2.62e-326.70e-010.1676
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
GO:001049817EndometriumEECproteasomal protein catabolic process112/2168490/187236.99e-131.40e-10112
GO:004316117EndometriumEECproteasome-mediated ubiquitin-dependent protein catabolic process92/2168412/187233.01e-103.23e-0892
GO:007093614EndometriumEECprotein K48-linked ubiquitination22/216865/187231.92e-065.79e-0522
GO:000020913EndometriumEECprotein polyubiquitination46/2168236/187232.65e-043.04e-0346
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00709369Oral cavityOSCCprotein K48-linked ubiquitination53/730565/187232.47e-121.02e-1053
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:007093616Oral cavityLPprotein K48-linked ubiquitination32/462365/187231.61e-052.81e-0432
GO:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
GO:007093622Oral cavityEOLPprotein K48-linked ubiquitination31/221865/187239.08e-132.27e-1031
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:000020923Oral cavityEOLPprotein polyubiquitination62/2218236/187237.88e-105.90e-0862
GO:004316125Oral cavityEOLPproteasome-mediated ubiquitin-dependent protein catabolic process92/2218412/187239.87e-106.96e-0892
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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
ZNRF1SNVMissense_Mutationc.571N>Gp.Leu191Valp.L191VQ8ND25protein_codingdeleterious(0.04)possibly_damaging(0.856)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ZNRF1SNVMissense_Mutationnovelc.377N>Gp.Asp126Glyp.D126GQ8ND25protein_codingtolerated(0.34)benign(0.188)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZNRF1insertionFrame_Shift_Insnovelc.478_479insGGCTCATGCCTGTAATCTCAGAp.His160ArgfsTer23p.H160Rfs*23Q8ND25protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
ZNRF1SNVMissense_Mutationc.368C>Tp.Ser123Leup.S123LQ8ND25protein_codingtolerated(0.61)possibly_damaging(0.885)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZNRF1SNVMissense_Mutationc.337G>Ap.Asp113Asnp.D113NQ8ND25protein_codingtolerated(0.09)benign(0.098)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZNRF1SNVMissense_Mutationrs777896004c.506N>Ap.Arg169Hisp.R169HQ8ND25protein_codingdeleterious(0)probably_damaging(0.964)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNRF1deletionFrame_Shift_Delc.199delGp.Val67CysfsTer96p.V67Cfs*96Q8ND25protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNRF1SNVMissense_Mutationrs760873292c.587N>Tp.Thr196Metp.T196MQ8ND25protein_codingdeleterious(0)probably_damaging(0.91)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZNRF1SNVMissense_Mutationnovelc.596N>Tp.Arg199Metp.R199MQ8ND25protein_codingdeleterious(0)probably_damaging(0.993)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
ZNRF1SNVMissense_Mutationnovelc.290N>Gp.Tyr97Cysp.Y97CQ8ND25protein_codingtolerated(0.07)benign(0.253)TCGA-EC-A1NJ-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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