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: ZMIZ1

Gene summary for ZMIZ1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMIZ1

Gene ID

57178

Gene namezinc finger MIZ-type containing 1
Gene AliasMIZ
Cytomap10q22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0JLS3


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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
57178ZMIZ1HTA11_696_2000001011HumanColorectumAD1.10e-075.02e-01-0.1464
57178ZMIZ1HTA11_866_2000001011HumanColorectumAD3.38e-033.67e-01-0.1001
57178ZMIZ1A015-C-203HumanColorectumFAP7.20e-14-1.45e-01-0.1294
57178ZMIZ1A015-C-204HumanColorectumFAP2.10e-02-1.66e-01-0.0228
57178ZMIZ1A002-C-201HumanColorectumFAP4.61e-04-2.29e-020.0324
57178ZMIZ1A001-C-119HumanColorectumFAP1.34e-03-3.01e-01-0.1557
57178ZMIZ1A001-C-108HumanColorectumFAP4.68e-07-1.02e-01-0.0272
57178ZMIZ1A002-C-205HumanColorectumFAP4.12e-12-2.29e-01-0.1236
57178ZMIZ1A015-C-006HumanColorectumFAP2.83e-09-2.93e-01-0.0994
57178ZMIZ1A015-C-106HumanColorectumFAP2.19e-034.10e-03-0.0511
57178ZMIZ1A002-C-114HumanColorectumFAP9.12e-09-6.84e-02-0.1561
57178ZMIZ1A015-C-104HumanColorectumFAP5.91e-15-2.38e-01-0.1899
57178ZMIZ1A001-C-014HumanColorectumFAP3.18e-04-1.30e-010.0135
57178ZMIZ1A002-C-016HumanColorectumFAP2.43e-08-4.63e-020.0521
57178ZMIZ1A015-C-002HumanColorectumFAP1.63e-06-2.61e-01-0.0763
57178ZMIZ1A001-C-203HumanColorectumFAP2.09e-02-2.64e-02-0.0481
57178ZMIZ1A002-C-116HumanColorectumFAP1.91e-14-1.60e-01-0.0452
57178ZMIZ1A014-C-008HumanColorectumFAP1.83e-05-8.60e-02-0.191
57178ZMIZ1A018-E-020HumanColorectumFAP1.62e-09-1.93e-01-0.2034
57178ZMIZ1F034HumanColorectumFAP3.69e-077.15e-03-0.0665
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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.

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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:0022407ColorectumCRCregulation of cell-cell adhesion67/2078448/187236.86e-034.81e-0267
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:004814414EsophagusESCCfibroblast proliferation57/855281/187235.83e-066.03e-0557
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:004814514EsophagusESCCregulation of fibroblast proliferation56/855280/187239.08e-068.71e-0556
GO:003051819EsophagusESCCintracellular steroid hormone receptor signaling pathway76/8552116/187231.25e-051.15e-0476
GO:004340119EsophagusESCCsteroid hormone mediated signaling pathway87/8552136/187231.25e-051.15e-0487
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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
ZMIZ1SMCCervixHealthyNAV2,HPCAL1,KCNMA1, etc.8.31e-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.
ZMIZ1STMThyroidHealthyNFAT5,NCOA3,HECA, etc.5.40e-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.
ZMIZ1STMThyroidHTKCNB1,RARRES1,AL359220.1, etc.6.94e-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
ZMIZ1SNVMissense_Mutationnovelc.1350N>Ap.Met450Ilep.M450IQ9ULJ6protein_codingtolerated(0.06)benign(0.003)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ZMIZ1SNVMissense_Mutationc.901N>Ap.Ala301Thrp.A301TQ9ULJ6protein_codingtolerated_low_confidence(0.05)possibly_damaging(0.824)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZMIZ1SNVMissense_Mutationnovelc.1882G>Ap.Val628Metp.V628MQ9ULJ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMIZ1SNVMissense_Mutationrs751935868c.1606G>Ap.Val536Ilep.V536IQ9ULJ6protein_codingtolerated(0.11)benign(0.27)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZMIZ1SNVMissense_Mutationnovelc.558G>Tp.Met186Ilep.M186IQ9ULJ6protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.876)TCGA-BH-A5IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZMIZ1SNVMissense_Mutationc.2732N>Gp.Met911Argp.M911RQ9ULJ6protein_codingdeleterious_low_confidence(0.03)benign(0.391)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ZMIZ1SNVMissense_Mutationc.2191N>Tp.Val731Leup.V731LQ9ULJ6protein_codingdeleterious(0.05)benign(0.065)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ZMIZ1SNVMissense_Mutationnovelc.1795N>Gp.Thr599Alap.T599AQ9ULJ6protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-EW-A6SB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZMIZ1insertionFrame_Shift_Insnovelc.2737_2738insGGCTCACACCTGTAATCCCAGCp.Asp913GlyfsTer48p.D913Gfs*48Q9ULJ6protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZMIZ1deletionFrame_Shift_Delc.608delGp.Gly203AlafsTer2p.G203Afs*2Q9ULJ6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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