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: MZB1

Gene summary for MZB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MZB1

Gene ID

51237

Gene namemarginal zone B and B1 cell specific protein
Gene AliasMEDA-7
Cytomap5q31.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q8WU39


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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
51237MZB1C46HumanOral cavityOSCC6.82e-061.12e-010.1673
51237MZB1C57HumanOral cavityOSCC4.09e-024.18e-010.1679
51237MZB1C07HumanOral cavityOSCC3.21e-022.89e-010.2491
51237MZB1C08HumanOral cavityOSCC8.14e-038.78e-020.1919
51237MZB1LN22HumanOral cavityOSCC1.23e-081.12e+000.1733
51237MZB1LN46HumanOral cavityOSCC5.47e-031.78e-010.1666
51237MZB1LP15HumanOral cavityLP2.83e-141.95e+000.2174
51237MZB1EOLP-1HumanOral cavityEOLP8.54e-041.87e-01-0.0202
51237MZB1SYSMH6HumanOral cavityOSCC2.52e-026.51e-010.1275
51237MZB1Dong_P1HumanProstateTumor2.31e-102.63e-010.035
51237MZB1GSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor2.22e-036.34e-010.159
51237MZB1GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor2.46e-151.49e+000.1479
51237MZB1GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor6.76e-141.38e+000.1531
51237MZB1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.53e-023.40e-010.1633
51237MZB1GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor3.27e-046.29e-010.1619
51237MZB1GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor4.40e-036.00e-010.159
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:190165316Oral cavityOSCCcellular response to peptide194/7305359/187234.31e-099.57e-08194
GO:003286916Oral cavityOSCCcellular response to insulin stimulus114/7305203/187235.07e-077.41e-06114
GO:007137510Oral cavityOSCCcellular response to peptide hormone stimulus153/7305290/187231.23e-061.63e-05153
GO:004343419Oral cavityOSCCresponse to peptide hormone208/7305414/187231.83e-062.35e-05208
GO:003286816Oral cavityOSCCresponse to insulin138/7305264/187237.54e-068.15e-05138
GO:00082868Oral cavityOSCCinsulin receptor signaling pathway67/7305116/187233.23e-052.91e-0467
GO:00466263Oral cavityOSCCregulation of insulin receptor signaling pathway38/730566/187231.70e-038.07e-0338
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:00027022Oral cavityOSCCpositive regulation of production of molecular mediator of immune response58/7305117/187231.28e-024.27e-0258
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:0043434110Oral cavityLPresponse to peptide hormone138/4623414/187234.00e-055.87e-04138
GO:190165317Oral cavityLPcellular response to peptide122/4623359/187234.22e-056.10e-04122
GO:003286817Oral cavityLPresponse to insulin88/4623264/187239.19e-047.82e-0388
GO:003286917Oral cavityLPcellular response to insulin stimulus70/4623203/187231.07e-038.96e-0370
GO:007137515Oral cavityLPcellular response to peptide hormone stimulus95/4623290/187231.12e-039.19e-0395
GO:190165323Oral cavityEOLPcellular response to peptide85/2218359/187232.06e-102.06e-0885
GO:004343424Oral cavityEOLPresponse to peptide hormone89/2218414/187231.29e-086.11e-0789
GO:003286922Oral cavityEOLPcellular response to insulin stimulus53/2218203/187231.65e-087.43e-0753
GO:007137523Oral cavityEOLPcellular response to peptide hormone stimulus68/2218290/187231.98e-088.62e-0768
GO:003286823Oral cavityEOLPresponse to insulin62/2218264/187237.78e-082.76e-0662
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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
MZB1SNVMissense_Mutationc.488G>Tp.Arg163Leup.R163LQ8WU39protein_codingtolerated(0.23)benign(0.111)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
MZB1insertionFrame_Shift_Insnovelc.341_342insCTTGCTCAp.Gly115LeufsTer17p.G115Lfs*17Q8WU39protein_codingTCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MZB1SNVMissense_Mutationrs374843946c.239G>Ap.Arg80Glnp.R80QQ8WU39protein_codingtolerated(0.76)benign(0.001)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MZB1SNVMissense_Mutationrs372851416c.488N>Ap.Arg163Glnp.R163QQ8WU39protein_codingtolerated(0.65)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MZB1SNVMissense_Mutationnovelc.190C>Ap.Leu64Metp.L64MQ8WU39protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
MZB1SNVMissense_Mutationc.204N>Tp.Glu68Aspp.E68DQ8WU39protein_codingdeleterious(0.04)benign(0.096)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MZB1SNVMissense_Mutationrs375343363c.145N>Tp.Arg49Cysp.R49CQ8WU39protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EO-A3AZ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MZB1SNVMissense_Mutationc.557N>Cp.Arg186Thrp.R186TQ8WU39protein_codingdeleterious_low_confidence(0)benign(0.077)TCGA-95-8494-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
MZB1SNVMissense_Mutationnovelc.503N>Tp.Ala168Valp.A168VQ8WU39protein_codingtolerated(0.22)benign(0.011)TCGA-98-A53B-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
MZB1SNVMissense_Mutationc.533N>Tp.Cys178Phep.C178FQ8WU39protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BR-6452-01Stomachstomach adenocarcinomaFemale>=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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