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: MANBA

Gene summary for MANBA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MANBA

Gene ID

4126

Gene namemannosidase beta
Gene AliasMANB1
Cytomap4q24
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

O00462


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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
4126MANBALZE7THumanEsophagusESCC7.20e-052.44e-010.0667
4126MANBALZE24THumanEsophagusESCC1.03e-123.76e-010.0596
4126MANBAP1T-EHumanEsophagusESCC6.78e-031.65e-010.0875
4126MANBAP2T-EHumanEsophagusESCC2.36e-071.45e-010.1177
4126MANBAP4T-EHumanEsophagusESCC2.45e-143.97e-010.1323
4126MANBAP5T-EHumanEsophagusESCC1.04e-021.28e-010.1327
4126MANBAP8T-EHumanEsophagusESCC9.22e-152.74e-010.0889
4126MANBAP9T-EHumanEsophagusESCC3.46e-102.09e-010.1131
4126MANBAP10T-EHumanEsophagusESCC1.99e-201.81e-010.116
4126MANBAP11T-EHumanEsophagusESCC2.59e-072.65e-010.1426
4126MANBAP12T-EHumanEsophagusESCC2.23e-081.70e-010.1122
4126MANBAP15T-EHumanEsophagusESCC1.48e-153.24e-010.1149
4126MANBAP16T-EHumanEsophagusESCC7.11e-101.78e-010.1153
4126MANBAP20T-EHumanEsophagusESCC3.31e-091.21e-010.1124
4126MANBAP21T-EHumanEsophagusESCC1.57e-021.54e-020.1617
4126MANBAP22T-EHumanEsophagusESCC1.65e-243.88e-010.1236
4126MANBAP23T-EHumanEsophagusESCC9.60e-072.67e-010.108
4126MANBAP24T-EHumanEsophagusESCC6.86e-168.26e-020.1287
4126MANBAP26T-EHumanEsophagusESCC1.10e-163.00e-010.1276
4126MANBAP27T-EHumanEsophagusESCC2.38e-173.31e-010.1055
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:0006516EsophagusESCCglycoprotein catabolic process19/855228/187231.49e-024.84e-0219
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa00511LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa005111LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
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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
MANBASNVMissense_Mutationc.1384C>Ap.Leu462Metp.L462MO00462protein_codingdeleterious(0.01)probably_damaging(0.967)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MANBASNVMissense_Mutationc.1685C>Ap.Ser562Tyrp.S562YO00462protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MANBASNVMissense_Mutationrs374377679c.544C>Tp.Arg182Trpp.R182WO00462protein_codingdeleterious(0.02)probably_damaging(0.962)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MANBASNVMissense_Mutationnovelc.683N>Ap.Ala228Aspp.A228DO00462protein_codingtolerated(0.56)benign(0)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MANBASNVMissense_Mutationc.1685N>Ap.Ser562Tyrp.S562YO00462protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
MANBASNVMissense_Mutationc.1239G>Cp.Gln413Hisp.Q413HO00462protein_codingtolerated(0.08)probably_damaging(0.919)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
MANBAinsertionFrame_Shift_Insnovelc.1422_1423insAAGGTAGAGCTTGCAGTGAGCCGAGATCGCGCp.Pro475LysfsTer19p.P475Kfs*19O00462protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
MANBAinsertionNonsense_Mutationnovelc.683_684insTGGGAATTAAATGGTGAp.Gln229GlyfsTer3p.Q229Gfs*3O00462protein_codingTCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MANBASNVMissense_Mutationc.1534G>Ap.Glu512Lysp.E512KO00462protein_codingtolerated(0.22)benign(0.02)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MANBASNVMissense_Mutationnovelc.1762C>Ap.His588Asnp.H588NO00462protein_codingdeleterious(0)possibly_damaging(0.506)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=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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