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: ZNF22

Gene summary for ZNF22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF22

Gene ID

7570

Gene namezinc finger protein 22
Gene AliasHKR-T1
Cytomap10q11.21
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R7T4


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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
7570ZNF22C06HumanOral cavityOSCC1.01e-051.23e+000.2699
7570ZNF22C07HumanOral cavityOSCC1.28e-026.29e-010.2491
7570ZNF22C08HumanOral cavityOSCC3.29e-439.65e-010.1919
7570ZNF22LN46HumanOral cavityOSCC2.61e-043.96e-010.1666
7570ZNF22LP17HumanOral cavityLP2.93e-025.60e-010.2349
7570ZNF22SYSMH2HumanOral cavityOSCC1.08e-094.16e-010.2326
7570ZNF22SYSMH3HumanOral cavityOSCC7.75e-114.17e-010.2442
7570ZNF22SYSMH4HumanOral cavityOSCC6.55e-046.69e-020.1226
7570ZNF22SYSMH6HumanOral cavityOSCC9.57e-112.83e-010.1275
7570ZNF22P1_cSCCHumanSkincSCC1.27e-024.74e-010.0292
7570ZNF22P2_cSCCHumanSkincSCC6.59e-043.29e-01-0.024
7570ZNF22P4_cSCCHumanSkincSCC3.79e-032.02e-01-0.00290000000000005
7570ZNF22P10_cSCCHumanSkincSCC4.40e-157.05e-010.1017
7570ZNF22Adj_PTCwithHT_8HumanThyroidHT4.27e-02-1.68e-010.0267
7570ZNF22male-WTAHumanThyroidPTC1.53e-228.99e-020.1037
7570ZNF22PTC01HumanThyroidPTC4.94e-151.05e-010.1899
7570ZNF22PTC03HumanThyroidPTC6.89e-051.83e-020.1784
7570ZNF22PTC04HumanThyroidPTC5.33e-055.85e-020.1927
7570ZNF22PTC05HumanThyroidPTC1.68e-072.47e-010.2065
7570ZNF22PTC06HumanThyroidPTC8.61e-182.55e-010.2057
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
ZNF22MONColorectumADJTRIB2,LIMK2,TATDN1, 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.
ZNF22ILCColorectumCRCTRIB2,LIMK2,TATDN1, etc.2.99e-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.
ZNF22MONColorectumFAPTRIB2,LIMK2,TATDN1, etc.4.15e-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.
ZNF22CD8TCMColorectumFAPTRIB2,LIMK2,TATDN1, etc.5.77e-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.
ZNF22DCColorectumMSI-HTRIB2,LIMK2,TATDN1, etc.2.58e-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.
ZNF22MASTColorectumMSSTRIB2,LIMK2,TATDN1, etc.3.04e-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.
ZNF22CD8TEFFLiverHealthyRPS26,GZMM,LINC02446, etc.4.52e-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.
∗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
ZNF22SNVMissense_Mutationnovelc.583N>Tp.Arg195Cysp.R195CP17026protein_codingdeleterious(0.02)benign(0)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ZNF22SNVMissense_Mutationnovelc.292C>Gp.Leu98Valp.L98VP17026protein_codingdeleterious(0.02)benign(0.281)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZNF22SNVMissense_Mutationc.413N>Tp.Pro138Leup.P138LP17026protein_codingdeleterious(0.01)possibly_damaging(0.825)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
ZNF22SNVMissense_Mutationnovelc.319G>Tp.Gly107Trpp.G107WP17026protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ZNF22SNVMissense_Mutationc.118N>Cp.Asp40Hisp.D40HP17026protein_codingtolerated(0.32)benign(0.04)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ZNF22SNVMissense_Mutationnovelc.167A>Cp.Lys56Thrp.K56TP17026protein_codingtolerated(0.06)benign(0.103)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF22SNVMissense_Mutationnovelc.521A>Cp.Lys174Thrp.K174TP17026protein_codingdeleterious(0)probably_damaging(0.954)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF22SNVMissense_Mutationc.182N>Tp.Glu61Valp.E61VP17026protein_codingdeleterious(0)benign(0.166)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
ZNF22SNVMissense_Mutationc.80N>Ap.Gly27Aspp.G27DP17026protein_codingtolerated(0.05)benign(0.007)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
ZNF22SNVMissense_Mutationrs761209244c.584N>Ap.Arg195Hisp.R195HP17026protein_codingtolerated(0.13)benign(0)TCGA-AA-3950-01Colorectumcolon 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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