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:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:0030518ColorectumADintracellular steroid hormone receptor signaling pathway43/3918116/187234.61e-057.97e-0443
GO:0030521ColorectumADandrogen receptor signaling pathway20/391844/187232.26e-042.94e-0320
GO:0021859ColorectumADpyramidal neuron differentiation9/391813/187232.38e-043.03e-039
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0007568ColorectumADaging98/3918339/187232.77e-043.39e-0398
GO:0021860ColorectumADpyramidal neuron development8/391811/187233.26e-043.85e-038
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0071559ColorectumADresponse to transforming growth factor beta74/3918256/187231.45e-031.23e-0274
GO:0071560ColorectumADcellular response to transforming growth factor beta stimulus72/3918250/187231.85e-031.52e-0272
GO:0007179ColorectumADtransforming growth factor beta receptor signaling pathway59/3918198/187231.94e-031.58e-0259
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0060395ColorectumADSMAD protein signal transduction28/391882/187233.73e-032.63e-0228
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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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