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: MANBAL

Gene summary for MANBAL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MANBAL

Gene ID

63905

Gene namemannosidase beta like
Gene AliasMANBAL
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9NQG1


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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
63905MANBALLZE4THumanEsophagusESCC5.51e-154.47e-010.0811
63905MANBALLZE7THumanEsophagusESCC1.91e-063.93e-010.0667
63905MANBALLZE8THumanEsophagusESCC1.27e-092.71e-010.067
63905MANBALLZE20THumanEsophagusESCC6.60e-114.85e-010.0662
63905MANBALLZE22D1HumanEsophagusHGIN2.03e-061.99e-010.0595
63905MANBALLZE24THumanEsophagusESCC6.33e-268.83e-010.0596
63905MANBALLZE21THumanEsophagusESCC9.57e-063.40e-010.0655
63905MANBALP1T-EHumanEsophagusESCC3.47e-096.72e-010.0875
63905MANBALP2T-EHumanEsophagusESCC1.21e-346.57e-010.1177
63905MANBALP4T-EHumanEsophagusESCC4.91e-411.08e+000.1323
63905MANBALP5T-EHumanEsophagusESCC4.94e-113.57e-010.1327
63905MANBALP8T-EHumanEsophagusESCC3.72e-407.84e-010.0889
63905MANBALP9T-EHumanEsophagusESCC1.86e-225.52e-010.1131
63905MANBALP10T-EHumanEsophagusESCC1.29e-691.25e+000.116
63905MANBALP11T-EHumanEsophagusESCC2.95e-321.25e+000.1426
63905MANBALP12T-EHumanEsophagusESCC9.52e-541.04e+000.1122
63905MANBALP15T-EHumanEsophagusESCC2.55e-448.57e-010.1149
63905MANBALP16T-EHumanEsophagusESCC2.50e-389.60e-010.1153
63905MANBALP17T-EHumanEsophagusESCC5.82e-106.28e-010.1278
63905MANBALP19T-EHumanEsophagusESCC9.43e-071.10e+000.1662
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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
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
MANBALSNVMissense_Mutationrs139446010c.67N>Tp.Arg23Trpp.R23WQ9NQG1protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
MANBALSNVMissense_Mutationc.74N>Ap.Gly25Glup.G25EQ9NQG1protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MANBALSNVMissense_Mutationrs139446010c.67N>Tp.Arg23Trpp.R23WQ9NQG1protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MANBALSNVMissense_Mutationrs755003934c.29N>Tp.Pro10Leup.P10LQ9NQG1protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
MANBALSNVMissense_Mutationnovelc.201N>Tp.Lys67Asnp.K67NQ9NQG1protein_codingdeleterious(0.02)possibly_damaging(0.587)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MANBALSNVMissense_Mutationrs777773368c.124G>Ap.Val42Ilep.V42IQ9NQG1protein_codingtolerated(1)benign(0.001)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
MANBALSNVMissense_Mutationrs777773368c.124G>Ap.Val42Ilep.V42IQ9NQG1protein_codingtolerated(1)benign(0.001)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MANBALSNVMissense_Mutationrs747541266c.145N>Ap.Glu49Lysp.E49KQ9NQG1protein_codingtolerated(0.32)benign(0.265)TCGA-49-6743-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapycisplatinSD
MANBALSNVMissense_Mutationrs755003934c.29C>Tp.Pro10Leup.P10LQ9NQG1protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-18-3407-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
MANBALSNVMissense_Mutationc.230N>Tp.Pro77Leup.P77LQ9NQG1protein_codingtolerated(0.22)benign(0.144)TCGA-63-5131-01Lunglung squamous cell carcinomaMaleUnknownI/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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