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: ZNF330

Gene summary for ZNF330

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF330

Gene ID

27309

Gene namezinc finger protein 330
Gene AliasHSA6591
Cytomap4q31.21
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

B4DFG9


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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
27309ZNF330HCC2_MengHumanLiverHCC5.52e-143.31e-020.0107
27309ZNF330HCC2HumanLiverHCC1.99e-043.29e+000.5341
27309ZNF330Pt13.bHumanLiverHCC6.92e-035.28e-020.0251
27309ZNF330S014HumanLiverHCC4.48e-085.20e-010.2254
27309ZNF330S015HumanLiverHCC8.56e-064.78e-010.2375
27309ZNF330S016HumanLiverHCC8.39e-054.30e-010.2243
27309ZNF330S028HumanLiverHCC3.71e-075.47e-010.2503
27309ZNF330S029HumanLiverHCC1.41e-065.96e-010.2581
27309ZNF330C04HumanOral cavityOSCC1.36e-098.19e-010.2633
27309ZNF330C21HumanOral cavityOSCC8.96e-216.74e-010.2678
27309ZNF330C30HumanOral cavityOSCC8.01e-167.95e-010.3055
27309ZNF330C43HumanOral cavityOSCC3.16e-204.22e-010.1704
27309ZNF330C46HumanOral cavityOSCC4.77e-093.21e-010.1673
27309ZNF330C51HumanOral cavityOSCC4.52e-032.71e-010.2674
27309ZNF330C57HumanOral cavityOSCC4.78e-115.25e-010.1679
27309ZNF330C08HumanOral cavityOSCC5.54e-194.80e-010.1919
27309ZNF330C09HumanOral cavityOSCC3.99e-021.10e-010.1431
27309ZNF330LN46HumanOral cavityOSCC1.19e-085.39e-010.1666
27309ZNF330SYSMH1HumanOral cavityOSCC1.52e-036.37e-020.1127
27309ZNF330SYSMH2HumanOral cavityOSCC2.08e-062.30e-010.2326
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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
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
∗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
ZNF330SNVMissense_Mutationc.477N>Ap.Phe159Leup.F159LQ9Y3S2protein_codingdeleterious(0.04)benign(0.331)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ZNF330SNVMissense_Mutationrs375158856c.779A>Gp.Asp260Glyp.D260GQ9Y3S2protein_codingtolerated_low_confidence(0.67)benign(0)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZNF330SNVMissense_Mutationc.374N>Ap.Thr125Asnp.T125NQ9Y3S2protein_codingtolerated(0.33)benign(0.062)TCGA-E9-A1R7-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfarestonSD
ZNF330insertionFrame_Shift_Insrs770975379c.14dupAp.Thr6AspfsTer8p.T6Dfs*8Q9Y3S2protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF330deletionFrame_Shift_Delnovelc.252delNp.Lys85SerfsTer84p.K85Sfs*84Q9Y3S2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ZNF330SNVMissense_Mutationc.124N>Gp.Cys42Glyp.C42GQ9Y3S2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF330SNVMissense_Mutationnovelc.472N>Gp.Gln158Glup.Q158EQ9Y3S2protein_codingdeleterious(0)probably_damaging(0.959)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF330SNVMissense_Mutationc.805N>Ap.Asp269Asnp.D269NQ9Y3S2protein_codingtolerated_low_confidence(0.37)benign(0.333)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF330SNVMissense_Mutationc.695N>Tp.Ser232Phep.S232FQ9Y3S2protein_codingdeleterious(0)possibly_damaging(0.697)TCGA-AY-4071-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF330SNVMissense_Mutationc.23C>Tp.Ala8Valp.A8VQ9Y3S2protein_codingtolerated(0.12)probably_damaging(0.992)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=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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