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: ZNF281

Gene summary for ZNF281

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF281

Gene ID

23528

Gene namezinc finger protein 281
Gene AliasGZP1
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9Y2X9


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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
23528ZNF281LZE4THumanEsophagusESCC8.94e-131.82e-010.0811
23528ZNF281LZE7THumanEsophagusESCC4.19e-023.72e-010.0667
23528ZNF281LZE20THumanEsophagusESCC9.42e-04-2.54e-020.0662
23528ZNF281LZE24THumanEsophagusESCC9.19e-111.21e-010.0596
23528ZNF281P2T-EHumanEsophagusESCC6.49e-214.65e-010.1177
23528ZNF281P4T-EHumanEsophagusESCC5.32e-093.00e-010.1323
23528ZNF281P5T-EHumanEsophagusESCC7.05e-214.56e-010.1327
23528ZNF281P8T-EHumanEsophagusESCC1.00e-182.31e-010.0889
23528ZNF281P9T-EHumanEsophagusESCC8.07e-091.34e-010.1131
23528ZNF281P10T-EHumanEsophagusESCC2.70e-243.34e-010.116
23528ZNF281P11T-EHumanEsophagusESCC2.04e-022.93e-010.1426
23528ZNF281P12T-EHumanEsophagusESCC6.46e-122.04e-010.1122
23528ZNF281P15T-EHumanEsophagusESCC3.88e-243.75e-010.1149
23528ZNF281P16T-EHumanEsophagusESCC6.46e-121.08e-010.1153
23528ZNF281P20T-EHumanEsophagusESCC2.04e-031.51e-010.1124
23528ZNF281P21T-EHumanEsophagusESCC4.02e-091.33e-010.1617
23528ZNF281P22T-EHumanEsophagusESCC9.85e-112.55e-010.1236
23528ZNF281P23T-EHumanEsophagusESCC4.83e-144.50e-010.108
23528ZNF281P24T-EHumanEsophagusESCC8.64e-095.43e-020.1287
23528ZNF281P26T-EHumanEsophagusESCC2.76e-234.37e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:00101711EsophagusESCCbody morphogenesis30/855243/187231.21e-035.88e-0330
GO:004886311LiverCirrhoticstem cell differentiation66/4634206/187231.06e-024.68e-0266
GO:00488637Oral cavityOSCCstem cell differentiation96/7305206/187231.55e-024.99e-0296
GO:00101713ThyroidPTCbody morphogenesis23/596843/187232.66e-031.35e-0223
GO:004886318ThyroidPTCstem cell differentiation85/5968206/187232.71e-031.36e-0285
GO:001017111ThyroidATCbody morphogenesis28/629343/187232.35e-052.06e-0428
GO:004886321ThyroidATCstem cell differentiation97/6293206/187233.88e-053.15e-0497
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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
ZNF281INMONBreastDCISTHBS1,EREG,ZC3H12C, etc.4.99e-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.
ZNF281cDCLungMIACMAL,KLHL42,AL450998.2, etc.3.46e-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.
ZNF281NEUTLungMIACMAL,KLHL42,AL450998.2, etc.8.38e-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
ZNF281SNVMissense_Mutationc.2006N>Gp.Ser669Cysp.S669CQ9Y2X9protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF281SNVMissense_Mutationc.715N>Ap.Ala239Thrp.A239TQ9Y2X9protein_codingtolerated(0.55)possibly_damaging(0.749)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZNF281SNVMissense_Mutationnovelc.919C>Tp.His307Tyrp.H307YQ9Y2X9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ZNF281SNVMissense_Mutationc.1318G>Cp.Glu440Glnp.E440QQ9Y2X9protein_codingdeleterious(0.03)possibly_damaging(0.446)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
ZNF281SNVMissense_Mutationc.611N>Tp.Asp204Valp.D204VQ9Y2X9protein_codingtolerated(0.19)benign(0.023)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
ZNF281SNVMissense_Mutationc.782N>Gp.His261Argp.H261RQ9Y2X9protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E9-A1RB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexateSD
ZNF281insertionNonsense_Mutationnovelc.383_384insGTCAGAAACCTCATATCTGTGATCACTGTAGTGp.Lys128_Gln129insSerGluThrSerTyrLeuTerSerLeuTerTerp.K128_Q129insSETSYL*SL**Q9Y2X9protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ZNF281SNVMissense_Mutationnovelc.2486A>Gp.Glu829Glyp.E829GQ9Y2X9protein_codingtolerated(0.06)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF281SNVMissense_Mutationnovelc.1076N>Cp.Arg359Thrp.R359TQ9Y2X9protein_codingdeleterious(0)benign(0.32)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ZNF281SNVMissense_Mutationc.2497C>Gp.Gln833Glup.Q833EQ9Y2X9protein_codingdeleterious(0)probably_damaging(0.956)TCGA-EK-A2PG-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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