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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ZNF322

Gene summary for ZNF322

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF322

Gene ID

79692

Gene namezinc finger protein 322
Gene AliasHCG12
Cytomap6p22.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024QZZ4


Top

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
79692ZNF322LZE2DHumanEsophagusHGIN1.21e-037.90e-010.0642
79692ZNF322LZE4THumanEsophagusESCC1.01e-092.81e-010.0811
79692ZNF322LZE7THumanEsophagusESCC1.71e-129.07e-010.0667
79692ZNF322LZE8THumanEsophagusESCC2.73e-072.47e-010.067
79692ZNF322LZE20THumanEsophagusESCC6.52e-083.82e-010.0662
79692ZNF322LZE24THumanEsophagusESCC4.96e-221.03e+000.0596
79692ZNF322LZE21THumanEsophagusESCC1.81e-026.74e-010.0655
79692ZNF322LZE6THumanEsophagusESCC4.22e-032.63e-010.0845
79692ZNF322P1T-EHumanEsophagusESCC2.02e-115.82e-010.0875
79692ZNF322P2T-EHumanEsophagusESCC2.14e-467.26e-010.1177
79692ZNF322P4T-EHumanEsophagusESCC2.65e-371.47e+000.1323
79692ZNF322P5T-EHumanEsophagusESCC1.02e-061.51e-010.1327
79692ZNF322P8T-EHumanEsophagusESCC2.02e-203.85e-010.0889
79692ZNF322P9T-EHumanEsophagusESCC1.87e-133.50e-010.1131
79692ZNF322P10T-EHumanEsophagusESCC3.37e-193.53e-010.116
79692ZNF322P11T-EHumanEsophagusESCC1.75e-165.09e-010.1426
79692ZNF322P12T-EHumanEsophagusESCC5.30e-541.62e+000.1122
79692ZNF322P15T-EHumanEsophagusESCC1.03e-206.84e-010.1149
79692ZNF322P16T-EHumanEsophagusESCC6.51e-304.67e-010.1153
79692ZNF322P17T-EHumanEsophagusESCC1.73e-083.69e-010.1278
Page: 1 2 3 4 5 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00198277EsophagusHGINstem cell population maintenance39/2587131/187231.63e-066.14e-0539
GO:00987278EsophagusHGINmaintenance of cell number39/2587134/187233.02e-061.03e-0439
GO:20000362EsophagusHGINregulation of stem cell population maintenance11/258733/187233.55e-033.26e-0211
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
GO:20000361EsophagusESCCregulation of stem cell population maintenance23/855233/187234.57e-031.78e-0223
GO:00987272LiverHCCmaintenance of cell number77/7958134/187233.32e-042.33e-0377
GO:00198272LiverHCCstem cell population maintenance75/7958131/187234.58e-043.04e-0375
GO:009872710ThyroidPTCmaintenance of cell number63/5968134/187231.73e-041.32e-0363
GO:00198279ThyroidPTCstem cell population maintenance61/5968131/187233.01e-042.12e-0361
GO:009872722ThyroidATCmaintenance of cell number70/6293134/187236.45e-066.69e-0570
GO:001982722ThyroidATCstem cell population maintenance67/6293131/187232.48e-052.16e-0467
GO:20000363ThyroidATCregulation of stem cell population maintenance18/629333/187231.06e-023.84e-0218
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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
ZNF322BNSkinADJLNPK,MRPL38,UPK3A, etc.1.78e-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.
ZNF322CD4TNSkinHealthyLNPK,MRPL38,UPK3A, etc.2.86e-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.
ZNF322pDCSkinSCCISLNPK,MRPL38,UPK3A, etc.6.14e-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.
∗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.
Page: 1 

Top

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
ZNF322SNVMissense_Mutationc.1165G>Ap.Glu389Lysp.E389KQ6U7Q0protein_codingtolerated(0.15)benign(0)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ZNF322SNVMissense_Mutationnovelc.4T>Cp.Tyr2Hisp.Y2HQ6U7Q0protein_codingtolerated_low_confidence(0.27)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF322SNVMissense_Mutationnovelc.954N>Tp.Glu318Aspp.E318DQ6U7Q0protein_codingdeleterious(0.04)benign(0.037)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ZNF322SNVMissense_Mutationnovelc.922N>Ap.Leu308Ilep.L308IQ6U7Q0protein_codingdeleterious(0)benign(0.262)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
ZNF322SNVMissense_Mutationnovelc.248N>Tp.Ser83Ilep.S83IQ6U7Q0protein_codingdeleterious(0.01)benign(0.083)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF322SNVMissense_Mutationnovelc.5N>Gp.Tyr2Cysp.Y2CQ6U7Q0protein_codingtolerated_low_confidence(0.14)benign(0.001)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF322SNVMissense_Mutationnovelc.797N>Tp.Pro266Leup.P266LQ6U7Q0protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZNF322SNVMissense_Mutationc.662N>Ap.Arg221Glnp.R221QQ6U7Q0protein_codingdeleterious(0.05)possibly_damaging(0.886)TCGA-A5-A0GA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
ZNF322SNVMissense_Mutationnovelc.18N>Tp.Glu6Aspp.E6DQ6U7Q0protein_codingtolerated(0.25)benign(0.031)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNF322SNVMissense_Mutationnovelc.81N>Tp.Lys27Asnp.K27NQ6U7Q0protein_codingtolerated(0.13)benign(0.012)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
Page: 1