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: MZT1

Gene summary for MZT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MZT1

Gene ID

440145

Gene namemitotic spindle organizing protein 1
Gene AliasC13orf37
Cytomap13q21.33
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q08AG7


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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
440145MZT1LZE4THumanEsophagusESCC2.62e-062.65e-010.0811
440145MZT1LZE7THumanEsophagusESCC2.26e-065.88e-010.0667
440145MZT1LZE8THumanEsophagusESCC3.35e-052.69e-010.067
440145MZT1LZE22THumanEsophagusESCC4.73e-065.97e-010.068
440145MZT1LZE24THumanEsophagusESCC1.67e-104.42e-010.0596
440145MZT1LZE6THumanEsophagusESCC1.65e-093.67e-010.0845
440145MZT1P1T-EHumanEsophagusESCC8.47e-063.81e-010.0875
440145MZT1P2T-EHumanEsophagusESCC1.75e-236.24e-010.1177
440145MZT1P4T-EHumanEsophagusESCC4.29e-371.11e+000.1323
440145MZT1P5T-EHumanEsophagusESCC4.91e-427.87e-010.1327
440145MZT1P8T-EHumanEsophagusESCC2.58e-245.37e-010.0889
440145MZT1P9T-EHumanEsophagusESCC8.70e-186.72e-010.1131
440145MZT1P10T-EHumanEsophagusESCC2.44e-461.13e+000.116
440145MZT1P11T-EHumanEsophagusESCC6.82e-124.76e-010.1426
440145MZT1P12T-EHumanEsophagusESCC4.22e-214.39e-010.1122
440145MZT1P15T-EHumanEsophagusESCC6.22e-226.58e-010.1149
440145MZT1P16T-EHumanEsophagusESCC1.30e-448.11e-010.1153
440145MZT1P17T-EHumanEsophagusESCC1.13e-065.83e-010.1278
440145MZT1P19T-EHumanEsophagusESCC8.52e-046.70e-010.1662
440145MZT1P20T-EHumanEsophagusESCC6.06e-277.35e-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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:009030715EsophagusESCCmitotic spindle assembly52/855265/187231.41e-082.77e-0752
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00467856EsophagusESCCmicrotubule polymerization55/855283/187231.21e-048.31e-0455
GO:00070205EsophagusESCCmicrotubule nucleation27/855235/187231.48e-049.88e-0427
GO:005125812LiverCirrhoticprotein polymerization116/4634297/187232.87e-089.78e-07116
GO:01400142LiverCirrhoticmitotic nuclear division97/4634287/187233.32e-042.87e-0397
GO:00070522LiverCirrhoticmitotic spindle organization46/4634120/187236.56e-044.98e-0346
GO:0031503LiverCirrhoticprotein-containing complex localization75/4634220/187231.13e-037.73e-0375
GO:00903073LiverCirrhoticmitotic spindle assembly27/463465/187232.14e-031.32e-0227
GO:19028502LiverCirrhoticmicrotubule cytoskeleton organization involved in mitosis52/4634147/187232.52e-031.51e-0252
GO:00070514LiverCirrhoticspindle organization62/4634184/187233.88e-032.10e-0262
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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
MZT1SNVMissense_Mutationc.110N>Ap.Thr37Asnp.T37NQ08AG7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MZT1SNVMissense_Mutationc.199N>Tp.Leu67Phep.L67FQ08AG7protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AP-A053-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MZT1SNVMissense_Mutationnovelc.98G>Tp.Arg33Ilep.R33IQ08AG7protein_codingdeleterious(0.01)benign(0.406)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MZT1SNVMissense_Mutationnovelc.211N>Gp.Thr71Alap.T71AQ08AG7protein_codingtolerated(0.28)benign(0)TCGA-49-AARE-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownPD
MZT1SNVMissense_Mutationrs761847353c.202N>Tp.Arg68Cysp.R68CQ08AG7protein_codingdeleterious(0)probably_damaging(0.995)TCGA-55-8514-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MZT1SNVMissense_Mutationnovelc.128N>Tp.Thr43Ilep.T43IQ08AG7protein_codingdeleterious(0.02)benign(0.011)TCGA-CN-A642-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownPD
MZT1SNVMissense_Mutationc.223N>Cp.Lys75Glnp.K75QQ08AG7protein_codingtolerated(0.11)benign(0.205)TCGA-HC-7077-01Prostateprostate adenocarcinomaMale<656UnknownUnknownSD
MZT1SNVMissense_Mutationc.224A>Cp.Lys75Thrp.K75TQ08AG7protein_codingdeleterious(0.01)benign(0.202)TCGA-B7-5818-01Stomachstomach adenocarcinomaMale<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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