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: MZT2A

Gene summary for MZT2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MZT2A

Gene ID

653784

Gene namemitotic spindle organizing protein 2A
Gene AliasFAM128A
Cytomap2q21.1
Gene Typeprotein-coding
GO ID

GO:0000930

UniProtAcc

Q6P582


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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
653784MZT2AGSM4909281HumanBreastIDC2.02e-195.14e-010.21
653784MZT2AGSM4909286HumanBreastIDC1.79e-032.25e-010.1081
653784MZT2AGSM4909291HumanBreastIDC7.08e-033.23e-010.1753
653784MZT2AGSM4909294HumanBreastIDC8.26e-10-2.11e-030.2022
653784MZT2AGSM4909296HumanBreastIDC3.62e-15-3.91e-020.1524
653784MZT2AGSM4909297HumanBreastIDC1.33e-23-1.05e-010.1517
653784MZT2AGSM4909301HumanBreastIDC2.04e-305.12e-010.1577
653784MZT2AGSM4909304HumanBreastIDC1.92e-477.10e-010.1636
653784MZT2AGSM4909306HumanBreastIDC1.85e-245.93e-010.1564
653784MZT2AGSM4909307HumanBreastIDC3.51e-021.98e-010.1569
653784MZT2AGSM4909308HumanBreastIDC1.59e-084.27e-010.158
653784MZT2AGSM4909311HumanBreastIDC2.23e-46-1.44e-010.1534
653784MZT2AGSM4909312HumanBreastIDC9.15e-19-3.09e-020.1552
653784MZT2AGSM4909313HumanBreastIDC4.21e-051.73e-010.0391
653784MZT2AGSM4909315HumanBreastIDC3.41e-073.47e-010.21
653784MZT2AGSM4909316HumanBreastIDC2.11e-093.17e-010.21
653784MZT2AGSM4909317HumanBreastIDC1.18e-023.35e-010.1355
653784MZT2AGSM4909318HumanBreastIDC1.64e-064.69e-010.2031
653784MZT2AGSM4909319HumanBreastIDC4.19e-47-4.56e-010.1563
653784MZT2AGSM4909320HumanBreastIDC4.85e-123.47e-010.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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
MZT2ASNVMissense_Mutationc.455G>Ap.Ser152Asnp.S152NQ6P582protein_codingtolerated_low_confidence(0.21)probably_damaging(0.954)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MZT2ASNVMissense_Mutationrs377259626c.370C>Tp.Arg124Cysp.R124CQ6P582protein_codingtolerated(0.08)benign(0.022)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MZT2ASNVMissense_Mutationc.319N>Tp.Gly107Trpp.G107WQ6P582protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DD-AACF-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
MZT2ASNVMissense_Mutationnovelc.466G>Tp.Gly156Cysp.G156CQ6P582protein_codingdeleterious_low_confidence(0)possibly_damaging(0.671)TCGA-53-7626-01Lunglung adenocarcinomaFemale>=65I/IIUnspecificCisplatinPD
MZT2ASNVMissense_Mutationc.364N>Tp.Ala122Serp.A122SQ6P582protein_codingtolerated(0.29)benign(0.202)TCGA-22-4613-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
MZT2ASNVMissense_Mutationnovelc.442N>Tp.Gly148Trpp.G148WQ6P582protein_codingdeleterious_low_confidence(0)probably_damaging(0.99)TCGA-37-3792-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
MZT2ASNVMissense_Mutationnovelc.464A>Tp.Gln155Leup.Q155LQ6P582protein_codingdeleterious_low_confidence(0.01)benign(0.007)TCGA-68-7755-01Lunglung squamous cell carcinomaFemale<65I/IIUnspecificSD
MZT2ASNVMissense_Mutationc.402G>Ap.Met134Ilep.M134IQ6P582protein_codingtolerated(0.14)benign(0.026)TCGA-CD-A4MG-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownPD
MZT2ASNVMissense_Mutationrs867572181c.403C>Tp.Pro135Serp.P135SQ6P582protein_codingtolerated(0.08)probably_damaging(0.994)TCGA-CG-5723-01Stomachstomach 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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