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: ZMAT1

Gene summary for ZMAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMAT1

Gene ID

84460

Gene namezinc finger matrin-type 1
Gene AliasZMAT1
CytomapXq22.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A7MD47


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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
84460ZMAT1NAFLD1HumanLiverNAFLD3.20e-046.13e-01-0.04
84460ZMAT1S43HumanLiverCirrhotic4.78e-05-1.19e-01-0.0187
84460ZMAT1HCC1_MengHumanLiverHCC1.78e-19-5.05e-020.0246
84460ZMAT1HCC2_MengHumanLiverHCC7.65e-181.86e-010.0107
84460ZMAT1HCC1HumanLiverHCC9.23e-043.23e+000.5336
84460ZMAT1HCC2HumanLiverHCC1.23e-063.24e+000.5341
84460ZMAT1Pt13.aHumanLiverHCC3.29e-03-1.01e-010.021
84460ZMAT1S028HumanLiverHCC5.32e-104.31e-010.2503
84460ZMAT1S029HumanLiverHCC1.14e-053.32e-010.2581
84460ZMAT1HTA12-23-1HumanPancreasPDAC6.14e-065.74e-010.3405
84460ZMAT1HTA12-25-1HumanPancreasPDAC2.98e-023.12e-010.313
84460ZMAT1HTA12-26-1HumanPancreasPDAC2.46e-126.28e-010.3728
84460ZMAT1HTA12-29-1HumanPancreasPDAC6.63e-214.88e-010.3722
84460ZMAT1male-WTAHumanThyroidPTC2.20e-229.22e-020.1037
84460ZMAT1PTC01HumanThyroidPTC4.82e-201.99e-010.1899
84460ZMAT1PTC03HumanThyroidPTC7.16e-123.01e-010.1784
84460ZMAT1PTC04HumanThyroidPTC1.29e-276.32e-010.1927
84460ZMAT1PTC05HumanThyroidPTC2.21e-178.60e-010.2065
84460ZMAT1PTC06HumanThyroidPTC4.57e-511.25e+000.2057
84460ZMAT1PTC07HumanThyroidPTC6.69e-477.86e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.

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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
ZMAT1SNVMissense_Mutationc.476N>Ap.Ala159Glup.A159EQ5H9K5protein_codingdeleterious(0.03)benign(0.003)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT1SNVMissense_Mutationc.717G>Tp.Lys239Asnp.K239NQ5H9K5protein_codingtolerated(0.12)benign(0.018)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT1SNVMissense_Mutationc.916N>Cp.Asp306Hisp.D306HQ5H9K5protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AO-A0JE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ZMAT1SNVMissense_Mutationnovelc.1234N>Gp.Thr412Alap.T412AQ5H9K5protein_codingdeleterious(0.01)possibly_damaging(0.805)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT1SNVMissense_Mutationnovelc.1339G>Cp.Glu447Glnp.E447QQ5H9K5protein_codingtolerated(0.05)probably_damaging(0.94)TCGA-E2-A2P5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
ZMAT1SNVMissense_Mutationnovelc.1387G>Ap.Glu463Lysp.E463KQ5H9K5protein_codingtolerated(0.12)benign(0.06)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT1insertionFrame_Shift_Insnovelc.1235_1236insAGTAp.Cys413ValfsTer9p.C413Vfs*9Q5H9K5protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT1SNVMissense_Mutationrs367645895c.154N>Tp.Leu52Phep.L52FQ5H9K5protein_codingtolerated(0.13)benign(0.02)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZMAT1SNVMissense_Mutationnovelc.762N>Tp.Arg254Serp.R254SQ5H9K5protein_codingtolerated(0.13)benign(0.015)TCGA-DS-A7WH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZMAT1SNVMissense_Mutationnovelc.1658N>Gp.Glu553Glyp.E553GQ5H9K5protein_codingdeleterious(0.02)possibly_damaging(0.525)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<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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