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: ZNF561

Gene summary for ZNF561

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF561

Gene ID

93134

Gene namezinc finger protein 561
Gene AliasZNF561
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A8KAD9


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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
93134ZNF561LZE4THumanEsophagusESCC7.07e-031.53e-010.0811
93134ZNF561LZE7THumanEsophagusESCC4.51e-034.12e-010.0667
93134ZNF561LZE8THumanEsophagusESCC6.03e-031.86e-010.067
93134ZNF561LZE20THumanEsophagusESCC1.89e-038.52e-020.0662
93134ZNF561LZE24THumanEsophagusESCC4.15e-112.82e-010.0596
93134ZNF561P1T-EHumanEsophagusESCC2.95e-022.34e-010.0875
93134ZNF561P2T-EHumanEsophagusESCC2.79e-062.46e-010.1177
93134ZNF561P4T-EHumanEsophagusESCC6.57e-071.75e-010.1323
93134ZNF561P5T-EHumanEsophagusESCC1.45e-092.66e-010.1327
93134ZNF561P8T-EHumanEsophagusESCC5.08e-121.96e-010.0889
93134ZNF561P9T-EHumanEsophagusESCC8.11e-092.88e-010.1131
93134ZNF561P10T-EHumanEsophagusESCC8.78e-061.12e-010.116
93134ZNF561P11T-EHumanEsophagusESCC9.92e-032.83e-010.1426
93134ZNF561P12T-EHumanEsophagusESCC3.35e-162.58e-010.1122
93134ZNF561P15T-EHumanEsophagusESCC5.27e-141.94e-010.1149
93134ZNF561P16T-EHumanEsophagusESCC1.52e-171.68e-010.1153
93134ZNF561P17T-EHumanEsophagusESCC4.24e-021.27e-010.1278
93134ZNF561P20T-EHumanEsophagusESCC5.76e-071.77e-010.1124
93134ZNF561P21T-EHumanEsophagusESCC2.15e-091.13e-010.1617
93134ZNF561P22T-EHumanEsophagusESCC1.79e-089.43e-020.1236
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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
∗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
ZNF561DCLiverHealthyUTY,TPGS1,TMEM117, etc.1.45e-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.
ZNF561GRAOral cavityADJZDHHC14,RBAK,NBPF10, etc.3.40e-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.
ZNF561CD8TEXINTStomachWIMEDARADD,APBA2,GAST, etc.3.32e-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.
ZNF561MSCStomachCAGTMEM2,SEPT7,SNX10, etc.4.20e-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.
ZNF561PERIStomachGCTMEM2,SEPT7,SNX10, etc.5.28e-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.
ZNF561CAFStomachWIMTMEM2,SEPT7,SNX10, etc.1.06e-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.
ZNF561iATCThyroidADJDIRC3,MYLK4,SPATA5, etc.2.72e-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.
ZNF561iATCThyroidPTCDIRC3,MYLK4,SPATA5, etc.1.05e-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
ZNF561SNVMissense_Mutationc.1244A>Cp.His415Prop.H415PQ8N587protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
ZNF561SNVMissense_Mutationrs372303901c.23G>Ap.Arg8Hisp.R8HQ8N587protein_codingtolerated(1)benign(0)TCGA-AC-A2QH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ZNF561SNVMissense_Mutationrs775121778c.298N>Gp.Asn100Aspp.N100DQ8N587protein_codingtolerated(0.48)possibly_damaging(0.899)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF561SNVMissense_Mutationrs750064577c.1322N>Ap.Arg441Glnp.R441QQ8N587protein_codingtolerated(0.06)probably_damaging(0.966)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF561SNVMissense_Mutationnovelc.797N>Gp.Ser266Cysp.S266CQ8N587protein_codingtolerated(0.07)probably_damaging(0.981)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF561SNVMissense_Mutationc.1189N>Cp.Glu397Glnp.E397QQ8N587protein_codingtolerated(0.28)probably_damaging(0.97)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ZNF561SNVMissense_Mutationc.938N>Gp.Tyr313Cysp.Y313CQ8N587protein_codingdeleterious(0)possibly_damaging(0.669)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ZNF561SNVMissense_Mutationnovelc.700N>Cp.Val234Leup.V234LQ8N587protein_codingtolerated(0.22)benign(0.001)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
ZNF561SNVMissense_Mutationnovelc.583N>Gp.Gln195Glup.Q195EQ8N587protein_codingtolerated(0.11)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF561SNVMissense_Mutationc.1138N>Ap.Leu380Ilep.L380IQ8N587protein_codingdeleterious(0.01)possibly_damaging(0.587)TCGA-FU-A3HZ-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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