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: ZNF626

Gene summary for ZNF626

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF626

Gene ID

199777

Gene namezinc finger protein 626
Gene AliasZNF626
Cytomap19p12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q68DY1


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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
199777ZNF626HCC1_MengHumanLiverHCC1.67e-576.86e-020.0246
199777ZNF626cirrhotic2HumanLiverCirrhotic1.31e-025.21e-020.0201
199777ZNF626HCC1HumanLiverHCC2.83e-047.34e-010.5336
199777ZNF626HCC2HumanLiverHCC8.57e-252.82e+000.5341
199777ZNF626HCC5HumanLiverHCC7.60e-151.21e+000.4932
199777ZNF626S014HumanLiverHCC2.15e-021.95e-010.2254
199777ZNF626male-WTAHumanThyroidPTC2.86e-151.04e-010.1037
199777ZNF626PTC01HumanThyroidPTC3.34e-121.51e-010.1899
199777ZNF626PTC04HumanThyroidPTC9.19e-132.15e-010.1927
199777ZNF626PTC05HumanThyroidPTC2.43e-155.48e-010.2065
199777ZNF626PTC06HumanThyroidPTC6.99e-215.25e-010.2057
199777ZNF626PTC07HumanThyroidPTC3.64e-324.22e-010.2044
199777ZNF626ATC12HumanThyroidATC3.82e-05-4.63e-020.34
199777ZNF626ATC13HumanThyroidATC1.93e-233.48e-010.34
199777ZNF626ATC4HumanThyroidATC7.99e-07-4.61e-030.34
199777ZNF626ATC5HumanThyroidATC1.05e-223.93e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
ZNF626GCBreastADJDNMBP,SRC,ZBTB16, etc.2.57e-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.
ZNF626M2MACBreastDCISDNMBP,SRC,ZBTB16, etc.3.67e-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.
ZNF626DCBreastPrecancerDNMBP,SRC,ZBTB16, etc.4.70e-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.
ZNF626MSC.PVASkinADJRNF135,MRPL11,ZNF197, etc.3.29e-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.
ZNF626FIBSkinADJRNF135,MRPL11,ZNF197, etc.2.45e-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.
ZNF626MSC.MVASkinAKRNF135,MRPL11,ZNF197, etc.4.86e-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
ZNF626SNVMissense_Mutationc.660N>Cp.Lys220Asnp.K220NQ68DY1protein_codingdeleterious(0.03)probably_damaging(0.965)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZNF626SNVMissense_Mutationnovelc.1583N>Ap.Arg528Lysp.R528KQ68DY1protein_codingtolerated_low_confidence(0.11)benign(0)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF626SNVMissense_Mutationnovelc.1297N>Ap.Ala433Thrp.A433TQ68DY1protein_codingtolerated(0.07)possibly_damaging(0.478)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF626SNVMissense_Mutationc.926N>Ap.Gly309Glup.G309EQ68DY1protein_codingdeleterious(0.04)possibly_damaging(0.525)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
ZNF626deletionFrame_Shift_Delc.68_74delNNNNNNNp.Thr23SerfsTer8p.T23Sfs*8Q68DY1protein_codingTCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF626SNVMissense_Mutationnovelc.305N>Ap.Arg102Lysp.R102KQ68DY1protein_codingtolerated(0.16)benign(0.013)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZNF626SNVMissense_Mutationc.364N>Cp.Glu122Glnp.E122QQ68DY1protein_codingdeleterious(0.01)benign(0.285)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ZNF626SNVMissense_Mutationc.353N>Ap.Ile118Lysp.I118KQ68DY1protein_codingtolerated(1)benign(0)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
ZNF626SNVMissense_Mutationc.105N>Cp.Glu35Aspp.E35DQ68DY1protein_codingdeleterious(0.02)possibly_damaging(0.533)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF626SNVMissense_Mutationc.532N>Cp.Cys178Argp.C178RQ68DY1protein_codingdeleterious(0.03)benign(0.333)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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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