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: ZMIZ2

Gene summary for ZMIZ2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMIZ2

Gene ID

83637

Gene namezinc finger MIZ-type containing 2
Gene AliasNET27
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8NF64


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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
83637ZMIZ2HTA11_3410_2000001011HumanColorectumAD1.41e-052.35e-010.0155
83637ZMIZ2HTA11_1938_2000001011HumanColorectumAD6.46e-084.03e-01-0.0811
83637ZMIZ2HTA11_347_2000001011HumanColorectumAD6.42e-072.27e-01-0.1954
83637ZMIZ2HTA11_3361_2000001011HumanColorectumAD1.04e-022.99e-01-0.1207
83637ZMIZ2HTA11_696_2000001011HumanColorectumAD1.19e-054.31e-01-0.1464
83637ZMIZ2HTA11_866_2000001011HumanColorectumAD2.26e-022.36e-01-0.1001
83637ZMIZ2HTA11_1391_2000001011HumanColorectumAD3.67e-094.54e-01-0.059
83637ZMIZ2HTA11_866_3004761011HumanColorectumAD2.07e-022.33e-010.096
83637ZMIZ2HTA11_10711_2000001011HumanColorectumAD1.30e-044.83e-010.0338
83637ZMIZ2HTA11_7696_3000711011HumanColorectumAD1.19e-095.15e-010.0674
83637ZMIZ2HTA11_6818_2000001011HumanColorectumAD6.85e-055.99e-010.0112
83637ZMIZ2HTA11_6818_2000001021HumanColorectumAD7.04e-043.55e-010.0588
83637ZMIZ2HTA11_99999971662_82457HumanColorectumMSS9.79e-084.58e-010.3859
83637ZMIZ2HTA11_99999973899_84307HumanColorectumMSS4.06e-056.14e-010.2585
83637ZMIZ2HTA11_99999974143_84620HumanColorectumMSS1.69e-125.52e-010.3005
83637ZMIZ2A015-C-203HumanColorectumFAP1.78e-134.65e-01-0.1294
83637ZMIZ2A015-C-204HumanColorectumFAP5.05e-044.98e-01-0.0228
83637ZMIZ2A002-C-201HumanColorectumFAP3.21e-033.97e-010.0324
83637ZMIZ2A002-C-203HumanColorectumFAP4.85e-053.78e-010.2786
83637ZMIZ2A015-C-006HumanColorectumFAP7.71e-044.11e-01-0.0994
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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
∗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:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:00063681ColorectumMSStranscription elongation from RNA polymerase II promoter22/346769/187235.31e-033.62e-0222
GO:00063682ColorectumFAPtranscription elongation from RNA polymerase II promoter20/262269/187239.25e-049.26e-0320
GO:00063542ColorectumFAPDNA-templated transcription, elongation24/262291/187231.32e-031.22e-0224
GO:0048096ColorectumCRCchromatin-mediated maintenance of transcription5/207811/187234.35e-033.47e-025
GO:00063543ColorectumCRCDNA-templated transcription, elongation19/207891/187234.74e-033.67e-0219
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:00480962EsophagusESCCchromatin-mediated maintenance of transcription11/855211/187231.80e-041.16e-0311
GO:0045815EsophagusESCCpositive regulation of gene expression, epigenetic13/855217/187231.00e-023.42e-0213
GO:000635411LiverHCCDNA-templated transcription, elongation64/795891/187237.00e-081.44e-0664
GO:000636811LiverHCCtranscription elongation from RNA polymerase II promoter50/795869/187234.32e-077.22e-0650
GO:0040029LiverHCCregulation of gene expression, epigenetic61/7958105/187239.02e-045.31e-0361
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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
ZMIZ2SNVMissense_Mutationc.1786N>Ap.Val596Metp.V596MQ8NF64protein_codingtolerated(0.08)possibly_damaging(0.823)TCGA-A2-A0T4-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
ZMIZ2SNVMissense_Mutationc.1723N>Tp.Gly575Cysp.G575CQ8NF64protein_codingdeleterious(0.03)benign(0.03)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ZMIZ2insertionNonsense_Mutationnovelc.2738_2739insCCCTGGACCATAATAp.Leu913_Leu914insProGlyProTerTerp.L913_L914insPGP**Q8NF64protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ZMIZ2SNVMissense_Mutationrs201947872c.2176G>Ap.Gly726Serp.G726SQ8NF64protein_codingtolerated(0.22)benign(0.021)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZMIZ2SNVMissense_Mutationnovelc.242N>Tp.Ser81Phep.S81FQ8NF64protein_codingtolerated(0.63)benign(0.392)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZMIZ2SNVMissense_Mutationnovelc.509N>Tp.Ala170Valp.A170VQ8NF64protein_codingdeleterious(0)benign(0.379)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZMIZ2SNVMissense_Mutationrs759667830c.733C>Tp.Arg245Cysp.R245CQ8NF64protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZMIZ2SNVMissense_Mutationnovelc.2170G>Tp.Gly724Cysp.G724CQ8NF64protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZMIZ2SNVMissense_Mutationc.2486N>Tp.Ala829Valp.A829VQ8NF64protein_codingtolerated(0.3)benign(0.12)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZMIZ2SNVMissense_Mutationc.2545N>Tp.Gly849Cysp.G849CQ8NF64protein_codingdeleterious(0.01)possibly_damaging(0.894)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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