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: ZNF528

Gene summary for ZNF528

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF528

Gene ID

84436

Gene namezinc finger protein 528
Gene AliasZNF528
Cytomap19q13.41
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q3MIS6


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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
84436ZNF528male-WTAHumanThyroidPTC1.28e-081.22e-010.1037
84436ZNF528PTC03HumanThyroidPTC1.35e-041.75e-010.1784
84436ZNF528PTC04HumanThyroidPTC1.13e-111.57e-010.1927
84436ZNF528PTC05HumanThyroidPTC6.73e-215.44e-010.2065
84436ZNF528PTC06HumanThyroidPTC2.67e-274.81e-010.2057
84436ZNF528PTC07HumanThyroidPTC5.07e-254.29e-010.2044
84436ZNF528ATC09HumanThyroidATC6.18e-031.35e-010.2871
84436ZNF528ATC12HumanThyroidATC4.25e-142.26e-010.34
84436ZNF528ATC13HumanThyroidATC2.76e-081.42e-010.34
84436ZNF528ATC1HumanThyroidATC8.56e-031.48e-010.2878
84436ZNF528ATC4HumanThyroidATC2.04e-173.11e-010.34
84436ZNF528ATC5HumanThyroidATC5.88e-091.55e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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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
ZNF528MSCBreastHealthyZNF282,IFI44L,TFF3, etc.5.94e-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.
ZNF528CD8TCMLiverCirrhoticSIGLEC14,SMCR5,CHD6, etc.5.69e-03The 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.
ZNF528TH17LiverCirrhoticSIGLEC14,SMCR5,CHD6, etc.0.00e+00The 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.
ZNF528CD8TEXINTLiverCirrhoticSIGLEC14,SMCR5,CHD6, etc.3.68e-04The 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.
ZNF528MAITLiverHCCSIGLEC14,SMCR5,CHD6, etc.7.00e-03The 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.
ZNF528CD8TEREXLiverHealthySIGLEC14,SMCR5,CHD6, etc.1.02e-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.
ZNF528CILIALungIACRYR1,PIK3CD,SLC22A23, etc.3.49e-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.
ZNF528DUCT2PancreasADJTMC8,ZNF286A,FTH1, etc.1.54e-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.
ZNF528PERIThyroidADJGTF3C2,TG,PDE9A, etc.2.43e-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.
∗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
ZNF528SNVMissense_Mutationc.916T>Gp.Phe306Valp.F306VQ3MIS6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
ZNF528SNVMissense_Mutationc.273N>Cp.Glu91Aspp.E91DQ3MIS6protein_codingtolerated(0.57)benign(0.138)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ZNF528SNVMissense_Mutationc.698N>Tp.Arg233Ilep.R233IQ3MIS6protein_codingtolerated(0.09)possibly_damaging(0.661)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF528SNVMissense_Mutationc.504N>Ap.Asp168Glup.D168EQ3MIS6protein_codingtolerated(0.39)benign(0.294)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF528SNVMissense_Mutationc.1018N>Gp.Leu340Valp.L340VQ3MIS6protein_codingdeleterious(0)probably_damaging(0.94)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
ZNF528SNVMissense_Mutationrs751026840c.1178N>Gp.Lys393Argp.K393RQ3MIS6protein_codingtolerated(0.47)benign(0.044)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ZNF528SNVMissense_Mutationc.1396G>Ap.Glu466Lysp.E466KQ3MIS6protein_codingtolerated(1)benign(0.007)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ZNF528SNVMissense_Mutationrs762923260c.424A>Tp.Asn142Tyrp.N142YQ3MIS6protein_codingtolerated(0.6)benign(0.017)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
ZNF528SNVMissense_Mutationnovelc.1594N>Gp.Gln532Glup.Q532EQ3MIS6protein_codingtolerated(0.26)benign(0.015)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZNF528SNVMissense_Mutationc.88A>Gp.Arg30Glyp.R30GQ3MIS6protein_codingdeleterious(0)probably_damaging(0.918)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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