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: ZNF146

Gene summary for ZNF146

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF146

Gene ID

7705

Gene namezinc finger protein 146
Gene AliasOZF
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q15072


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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
7705ZNF146P19T-EHumanEsophagusESCC4.50e-027.45e-010.1662
7705ZNF146P20T-EHumanEsophagusESCC1.19e-183.48e-010.1124
7705ZNF146P21T-EHumanEsophagusESCC1.66e-136.29e-020.1617
7705ZNF146P22T-EHumanEsophagusESCC1.82e-274.48e-010.1236
7705ZNF146P23T-EHumanEsophagusESCC2.04e-257.36e-010.108
7705ZNF146P24T-EHumanEsophagusESCC4.86e-092.17e-010.1287
7705ZNF146P26T-EHumanEsophagusESCC2.18e-264.63e-010.1276
7705ZNF146P27T-EHumanEsophagusESCC2.79e-194.25e-010.1055
7705ZNF146P28T-EHumanEsophagusESCC3.62e-193.78e-010.1149
7705ZNF146P30T-EHumanEsophagusESCC3.07e-186.78e-010.137
7705ZNF146P31T-EHumanEsophagusESCC7.93e-182.90e-010.1251
7705ZNF146P32T-EHumanEsophagusESCC7.30e-243.95e-010.1666
7705ZNF146P36T-EHumanEsophagusESCC9.68e-133.61e-010.1187
7705ZNF146P37T-EHumanEsophagusESCC5.99e-203.31e-010.1371
7705ZNF146P38T-EHumanEsophagusESCC2.81e-044.16e-010.127
7705ZNF146P39T-EHumanEsophagusESCC5.77e-085.28e-020.0894
7705ZNF146P40T-EHumanEsophagusESCC1.01e-059.60e-020.109
7705ZNF146P42T-EHumanEsophagusESCC1.31e-133.23e-010.1175
7705ZNF146P44T-EHumanEsophagusESCC8.15e-093.74e-010.1096
7705ZNF146P47T-EHumanEsophagusESCC5.25e-161.83e-010.1067
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
ZNF146DIFFEsophagusESCCLINC00665,LSM14A,ZNF302, etc.-4.44e-16The 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.
ZNF146GOBEsophagusESCCLINC00665,LSM14A,ZNF302, etc.6.38e-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.
ZNF146PERIEsophagusADJFADS1,ZNF717,ZNF274, etc.9.49e-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.
ZNF146PERIEsophagusHealthyFADS1,ZNF717,ZNF274, etc.6.88e-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.
ZNF146PLAThyroidADJPASK,NCALD,PAICS, etc.1.96e-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.
ZNF146TH1ThyroidADJPASK,NCALD,PAICS, etc.2.33e-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.
ZNF146pDCThyroidADJPASK,NCALD,PAICS, etc.5.56e-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.
ZNF146GCThyroidADJPASK,NCALD,PAICS, 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.
ZNF146pDCThyroidATCPASK,NCALD,PAICS, etc.1.42e-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.
ZNF146BNThyroidATCPASK,NCALD,PAICS, etc.1.12e-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
ZNF146SNVMissense_Mutationc.769N>Gp.Leu257Valp.L257VQ15072protein_codingtolerated(0.52)possibly_damaging(0.469)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF146SNVMissense_Mutationc.323N>Tp.Ala108Valp.A108VQ15072protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNF146SNVMissense_Mutationc.266N>Tp.Thr89Metp.T89MQ15072protein_codingtolerated(0.13)benign(0.007)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF146SNVMissense_Mutationc.737G>Ap.Gly246Glup.G246EQ15072protein_codingdeleterious(0.02)probably_damaging(1)TCGA-D5-6931-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ZNF146SNVMissense_Mutationc.217G>Ap.Glu73Lysp.E73KQ15072protein_codingtolerated(0.53)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF146SNVMissense_Mutationc.386T>Cp.Val129Alap.V129AQ15072protein_codingtolerated(0.16)benign(0.254)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZNF146SNVMissense_Mutationnovelc.542A>Gp.Glu181Glyp.E181GQ15072protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZNF146SNVMissense_Mutationnovelc.716C>Ap.Pro239Hisp.P239HQ15072protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZNF146SNVMissense_Mutationnovelc.677C>Tp.Ser226Phep.S226FQ15072protein_codingtolerated(0.17)probably_damaging(0.997)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF146SNVMissense_Mutationnovelc.352C>Tp.His118Tyrp.H118YQ15072protein_codingdeleterious(0)possibly_damaging(0.649)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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