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: ZMAT5

Gene summary for ZMAT5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMAT5

Gene ID

55954

Gene namezinc finger matrin-type 5
Gene AliasSNRNP20
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R1I1


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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
55954ZMAT5LZE4THumanEsophagusESCC5.31e-051.70e-010.0811
55954ZMAT5LZE7THumanEsophagusESCC1.47e-021.79e-010.0667
55954ZMAT5LZE8THumanEsophagusESCC7.66e-031.26e-010.067
55954ZMAT5LZE20THumanEsophagusESCC3.12e-021.12e-010.0662
55954ZMAT5LZE22THumanEsophagusESCC2.49e-032.28e-010.068
55954ZMAT5LZE24THumanEsophagusESCC2.73e-103.57e-010.0596
55954ZMAT5LZE6THumanEsophagusESCC3.67e-022.88e-010.0845
55954ZMAT5P2T-EHumanEsophagusESCC6.03e-162.59e-010.1177
55954ZMAT5P4T-EHumanEsophagusESCC3.58e-163.85e-010.1323
55954ZMAT5P5T-EHumanEsophagusESCC2.34e-101.88e-010.1327
55954ZMAT5P8T-EHumanEsophagusESCC3.87e-132.88e-010.0889
55954ZMAT5P9T-EHumanEsophagusESCC6.61e-113.38e-010.1131
55954ZMAT5P10T-EHumanEsophagusESCC3.59e-162.62e-010.116
55954ZMAT5P11T-EHumanEsophagusESCC3.65e-042.70e-010.1426
55954ZMAT5P12T-EHumanEsophagusESCC2.59e-254.49e-010.1122
55954ZMAT5P15T-EHumanEsophagusESCC7.54e-143.91e-010.1149
55954ZMAT5P16T-EHumanEsophagusESCC2.83e-234.17e-010.1153
55954ZMAT5P17T-EHumanEsophagusESCC1.32e-052.77e-010.1278
55954ZMAT5P19T-EHumanEsophagusESCC2.27e-055.96e-010.1662
55954ZMAT5P20T-EHumanEsophagusESCC6.71e-093.27e-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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
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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
ZMAT5SNVMissense_Mutationc.257G>Tp.Ser86Ilep.S86IQ9UDW3protein_codingtolerated(0.1)benign(0.054)TCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZMAT5SNVMissense_Mutationrs760168004c.460N>Tp.Arg154Trpp.R154WQ9UDW3protein_codingdeleterious(0.05)possibly_damaging(0.548)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZMAT5SNVMissense_Mutationc.100N>Cp.Lys34Glnp.K34QQ9UDW3protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZMAT5SNVMissense_Mutationrs201945154c.31G>Ap.Asp11Asnp.D11NQ9UDW3protein_codingdeleterious(0.04)benign(0.109)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZMAT5SNVMissense_Mutationrs766708114c.62N>Ap.Arg21Hisp.R21HQ9UDW3protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZMAT5SNVMissense_Mutationnovelc.199N>Ap.Asp67Asnp.D67NQ9UDW3protein_codingtolerated(0.09)possibly_damaging(0.793)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
ZMAT5SNVMissense_Mutationnovelc.149N>Gp.Asp50Glyp.D50GQ9UDW3protein_codingdeleterious(0.01)benign(0.202)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
ZMAT5SNVMissense_Mutationnovelc.170N>Ap.Cys57Tyrp.C57YQ9UDW3protein_codingdeleterious(0)probably_damaging(0.975)TCGA-EO-A3AZ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT5SNVMissense_Mutationnovelc.104A>Cp.Lys35Thrp.K35TQ9UDW3protein_codingdeleterious(0)probably_damaging(0.955)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZMAT5SNVMissense_Mutationnovelc.507N>Tp.Trp169Cysp.W169CQ9UDW3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-PG-A915-01Endometriumuterine corpus endometrioid carcinomaFemale<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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