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: ZNF335

Gene summary for ZNF335

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF335

Gene ID

63925

Gene namezinc finger protein 335
Gene AliasMCPH10
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8IW09


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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
63925ZNF335LZE4THumanEsophagusESCC5.94e-082.84e-010.0811
63925ZNF335LZE7THumanEsophagusESCC8.30e-063.70e-010.0667
63925ZNF335LZE8THumanEsophagusESCC1.24e-021.72e-010.067
63925ZNF335LZE20THumanEsophagusESCC4.91e-062.41e-010.0662
63925ZNF335LZE24THumanEsophagusESCC5.64e-042.31e-010.0596
63925ZNF335LZE21THumanEsophagusESCC7.07e-033.26e-010.0655
63925ZNF335P1T-EHumanEsophagusESCC2.74e-126.63e-010.0875
63925ZNF335P2T-EHumanEsophagusESCC4.97e-202.45e-010.1177
63925ZNF335P5T-EHumanEsophagusESCC4.65e-101.30e-010.1327
63925ZNF335P8T-EHumanEsophagusESCC8.68e-162.38e-010.0889
63925ZNF335P9T-EHumanEsophagusESCC6.30e-092.77e-010.1131
63925ZNF335P10T-EHumanEsophagusESCC1.11e-274.32e-010.116
63925ZNF335P11T-EHumanEsophagusESCC3.45e-074.29e-010.1426
63925ZNF335P12T-EHumanEsophagusESCC2.80e-173.12e-010.1122
63925ZNF335P15T-EHumanEsophagusESCC1.66e-193.97e-010.1149
63925ZNF335P16T-EHumanEsophagusESCC4.53e-112.23e-010.1153
63925ZNF335P20T-EHumanEsophagusESCC2.72e-277.48e-010.1124
63925ZNF335P21T-EHumanEsophagusESCC4.86e-153.27e-010.1617
63925ZNF335P22T-EHumanEsophagusESCC5.36e-098.37e-020.1236
63925ZNF335P23T-EHumanEsophagusESCC2.27e-103.08e-010.108
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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
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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:003106013EsophagusESCCregulation of histone methylation46/855269/187233.46e-042.03e-0346
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:00180231EsophagusESCCpeptidyl-lysine trimethylation31/855250/187231.48e-024.79e-0231
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
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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
ZNF335MYOFIBColorectumADSUMO1,PDE1B,ABHD13, etc.7.85e-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.
ZNF335CYCSkinHealthyKCNQ1OT1,EVPL,PLCG2, etc.1.06e-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
ZNF335SNVMissense_Mutationnovelc.2574N>Cp.Glu858Aspp.E858DQ9H4Z2protein_codingdeleterious(0.01)benign(0.225)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZNF335SNVMissense_Mutationnovelc.3777N>Ap.His1259Glnp.H1259QQ9H4Z2protein_codingtolerated(0.09)probably_damaging(0.917)TCGA-A2-A1G1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF335SNVMissense_Mutationrs555774487c.1856N>Ap.Arg619Hisp.R619HQ9H4Z2protein_codingdeleterious(0.03)possibly_damaging(0.813)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF335SNVMissense_Mutationc.2174N>Gp.Ser725Cysp.S725CQ9H4Z2protein_codingdeleterious(0)possibly_damaging(0.818)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZNF335SNVMissense_Mutationnovelc.356N>Cp.Val119Alap.V119AQ9H4Z2protein_codingdeleterious(0.01)benign(0.001)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
ZNF335SNVMissense_Mutationnovelc.985G>Ap.Glu329Lysp.E329KQ9H4Z2protein_codingdeleterious(0.01)possibly_damaging(0.681)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZNF335insertionFrame_Shift_Insnovelc.3972_3973insGAGGTGAGGACTTGGGGACAGGCAGGGAGGGGAGCp.Gln1325GlufsTer60p.Q1325Efs*60Q9H4Z2protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
ZNF335SNVMissense_Mutationnovelc.1844N>Ap.Ala615Aspp.A615DQ9H4Z2protein_codingdeleterious(0.02)benign(0.116)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF335SNVMissense_Mutationnovelc.1372N>Tp.Pro458Serp.P458SQ9H4Z2protein_codingtolerated(0.24)possibly_damaging(0.715)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF335SNVMissense_Mutationrs767339054c.3964N>Ap.Glu1322Lysp.E1322KQ9H4Z2protein_codingdeleterious(0)probably_damaging(0.98)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
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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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