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: ZNF622

Gene summary for ZNF622

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF622

Gene ID

90441

Gene namezinc finger protein 622
Gene AliasZPR9
Cytomap5p15.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q969S3


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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
90441ZNF622LZE4THumanEsophagusESCC1.98e-114.82e-010.0811
90441ZNF622LZE7THumanEsophagusESCC5.90e-095.04e-010.0667
90441ZNF622LZE8THumanEsophagusESCC4.53e-041.10e-010.067
90441ZNF622LZE20THumanEsophagusESCC7.88e-083.00e-010.0662
90441ZNF622LZE24THumanEsophagusESCC1.85e-062.06e-010.0596
90441ZNF622LZE6THumanEsophagusESCC4.19e-063.48e-010.0845
90441ZNF622P1T-EHumanEsophagusESCC1.64e-126.21e-010.0875
90441ZNF622P2T-EHumanEsophagusESCC4.85e-212.14e-010.1177
90441ZNF622P4T-EHumanEsophagusESCC3.68e-306.35e-010.1323
90441ZNF622P5T-EHumanEsophagusESCC9.91e-296.31e-010.1327
90441ZNF622P8T-EHumanEsophagusESCC2.98e-277.16e-010.0889
90441ZNF622P9T-EHumanEsophagusESCC1.67e-133.45e-010.1131
90441ZNF622P10T-EHumanEsophagusESCC1.62e-245.17e-010.116
90441ZNF622P11T-EHumanEsophagusESCC2.02e-258.95e-010.1426
90441ZNF622P12T-EHumanEsophagusESCC2.00e-235.09e-010.1122
90441ZNF622P15T-EHumanEsophagusESCC8.25e-193.02e-010.1149
90441ZNF622P16T-EHumanEsophagusESCC4.80e-122.28e-010.1153
90441ZNF622P17T-EHumanEsophagusESCC1.99e-146.89e-010.1278
90441ZNF622P19T-EHumanEsophagusESCC9.85e-088.05e-010.1662
90441ZNF622P20T-EHumanEsophagusESCC1.43e-205.20e-010.1124
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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
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0008631110EsophagusESCCintrinsic apoptotic signaling pathway in response to oxidative stress38/855245/187238.42e-081.43e-0638
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:00463289EsophagusESCCregulation of JNK cascade80/8552133/187235.35e-042.95e-0380
GO:003647320EsophagusESCCcell death in response to oxidative stress59/855295/187239.12e-044.65e-0359
GO:00703046EsophagusESCCpositive regulation of stress-activated protein kinase signaling cascade74/8552128/187233.77e-031.53e-0274
GO:00328745EsophagusESCCpositive regulation of stress-activated MAPK cascade72/8552126/187236.24e-032.29e-0272
GO:00463302EsophagusESCCpositive regulation of JNK cascade52/855289/187231.04e-023.56e-0252
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
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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
ZNF622COROral cavityHealthyKRBOX1,CLTA,INTS6, etc.1.14e-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.
ZNF622SMCOral cavityADJHMOX1,HPCAL1,SLC7A11, etc.4.02e-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.
ZNF622PERIOral cavityLPHMOX1,HPCAL1,SLC7A11, etc.1.08e-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.
ZNF622SMCOral cavityLPHMOX1,HPCAL1,SLC7A11, etc.2.20e-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.
ZNF622MESCStomachCAG with IMSH3D21,PMAIP1,SEC16B, etc.3.81e-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.
ZNF622MESCStomachGCSH3D21,PMAIP1,SEC16B, etc.7.22e-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
ZNF622SNVMissense_Mutationc.1301G>Ap.Ser434Asnp.S434NQ969S3protein_codingtolerated(0.37)benign(0.275)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF622SNVMissense_Mutationnovelc.859G>Ap.Asp287Asnp.D287NQ969S3protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF622SNVMissense_Mutationc.365G>Ap.Ser122Asnp.S122NQ969S3protein_codingtolerated(0.48)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF622SNVMissense_Mutationc.476T>Cp.Val159Alap.V159AQ969S3protein_codingtolerated(1)benign(0)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZNF622SNVMissense_Mutationc.1357N>Ap.Ser453Thrp.S453TQ969S3protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZNF622SNVMissense_Mutationc.391N>Ap.Ala131Thrp.A131TQ969S3protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
ZNF622SNVMissense_Mutationrs777954248c.1231G>Ap.Ala411Thrp.A411TQ969S3protein_codingtolerated(0.4)benign(0)TCGA-DM-A0XD-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZNF622SNVMissense_Mutationnovelc.1116G>Tp.Lys372Asnp.K372NQ969S3protein_codingdeleterious(0.04)possibly_damaging(0.756)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF622SNVMissense_Mutationc.786N>Ap.Ser262Argp.S262RQ969S3protein_codingtolerated(0.52)benign(0.145)TCGA-AG-A01Y-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ZNF622SNVMissense_Mutationrs774703876c.1181N>Ap.Arg394Hisp.R394HQ969S3protein_codingdeleterious(0)possibly_damaging(0.719)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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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