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: PATZ1

Gene summary for PATZ1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PATZ1

Gene ID

23598

Gene namePOZ/BTB and AT hook containing zinc finger 1
Gene AliasMAZR
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R1M5


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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
23598PATZ1HCC1_MengHumanLiverHCC1.13e-395.28e-020.0246
23598PATZ1HCC2_MengHumanLiverHCC1.86e-062.33e-020.0107
23598PATZ1cirrhotic2HumanLiverCirrhotic3.47e-051.65e-010.0201
23598PATZ1HCC1HumanLiverHCC3.53e-032.68e+000.5336
23598PATZ1HCC2HumanLiverHCC1.74e-062.26e+000.5341
23598PATZ1S014HumanLiverHCC4.56e-176.54e-010.2254
23598PATZ1S015HumanLiverHCC2.99e-126.67e-010.2375
23598PATZ1S016HumanLiverHCC1.60e-105.30e-010.2243
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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
∗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:00614585LiverCirrhoticreproductive system development132/4634427/187232.07e-031.28e-02132
GO:00486085LiverCirrhoticreproductive structure development131/4634424/187232.19e-031.34e-02131
GO:000166712LiverCirrhoticameboidal-type cell migration145/4634475/187232.23e-031.36e-02145
GO:00106327LiverCirrhoticregulation of epithelial cell migration93/4634292/187233.46e-031.92e-0293
GO:00106317LiverCirrhoticepithelial cell migration110/4634357/187235.14e-032.65e-02110
GO:00901327LiverCirrhoticepithelium migration110/4634360/187236.79e-033.35e-02110
GO:00901307LiverCirrhotictissue migration111/4634365/187237.66e-033.61e-02111
GO:006145811LiverHCCreproductive system development205/7958427/187231.16e-024.27e-02205
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
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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
PATZ1IMGOBColorectumHealthyNME3,OR8D4,ITPKB, etc.2.05e-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.
PATZ1MVAEndometriumADJBCL11A,ZNF814,AC015922.3, etc.2.02e-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.
PATZ1MVAEndometriumAEHBCL11A,ZNF814,AC015922.3, etc.3.14e-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.
PATZ1MEGALiverCirrhoticZNF667,CASQ2,MIS12, etc.2.79e-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.
PATZ1HSCLiverCirrhoticZNF667,CASQ2,MIS12, 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.
PATZ1ENDLiverHCCZNF667,CASQ2,MIS12, etc.3.30e-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.
PATZ1HSCLiverNAFLDZNF667,CASQ2,MIS12, etc.1.02e-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.
PATZ1CD8TEREXLungMIACCCDC77,SNHG31,AC016074.2, etc.3.56e-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.
PATZ1INMONOral cavityOSCCHES6,TAFA2,SYAP1, etc.1.41e-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.
PATZ1MYOFIBSkinAKSPDYE2,AC018647.1,URB2, etc.2.45e-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
PATZ1SNVMissense_Mutationnovelc.884N>Tp.Gly295Valp.G295VQ9HBE1protein_codingdeleterious(0.01)probably_damaging(1)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PATZ1SNVMissense_Mutationc.1901N>Ap.Gly634Aspp.G634DQ9HBE1protein_codingtolerated(0.12)benign(0.42)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PATZ1insertionFrame_Shift_Insnovelc.965_966insGCCGGATTCCTCAGGCCAGAGCCACCp.Tyr323ProfsTer115p.Y323Pfs*115Q9HBE1protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
PATZ1deletionFrame_Shift_Delnovelc.1269delCp.Arg424GlyfsTer5p.R424Gfs*5Q9HBE1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PATZ1deletionFrame_Shift_Delnovelc.1616delTp.Phe539SerfsTer36p.F539Sfs*36Q9HBE1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PATZ1SNVMissense_Mutationc.307N>Cp.Glu103Glnp.E103QQ9HBE1protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PATZ1SNVMissense_Mutationc.1016C>Gp.Ser339Cysp.S339CQ9HBE1protein_codingdeleterious(0.01)benign(0.39)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PATZ1deletionFrame_Shift_Delc.533delCp.Pro178LeufsTer12p.P178Lfs*12Q9HBE1protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PATZ1insertionFrame_Shift_Insnovelc.1202_1203insAp.His401GlnfsTer6p.H401Qfs*6Q9HBE1protein_codingTCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PATZ1SNVMissense_Mutationnovelc.1064N>Gp.Val355Glyp.V355GQ9HBE1protein_codingtolerated(0.11)probably_damaging(0.996)TCGA-AA-3684-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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