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
63905MANBALP20T-EHumanEsophagusESCC1.16e-551.24e+000.1124
63905MANBALP21T-EHumanEsophagusESCC5.48e-681.97e+000.1617
63905MANBALP22T-EHumanEsophagusESCC7.30e-459.53e-010.1236
63905MANBALP23T-EHumanEsophagusESCC1.42e-371.07e+000.108
63905MANBALP24T-EHumanEsophagusESCC9.15e-226.47e-010.1287
63905MANBALP26T-EHumanEsophagusESCC1.02e-761.50e+000.1276
63905MANBALP27T-EHumanEsophagusESCC1.68e-245.98e-010.1055
63905MANBALP28T-EHumanEsophagusESCC9.74e-183.56e-010.1149
63905MANBALP30T-EHumanEsophagusESCC4.09e-371.29e+000.137
63905MANBALP31T-EHumanEsophagusESCC1.28e-641.15e+000.1251
63905MANBALP32T-EHumanEsophagusESCC1.70e-469.62e-010.1666
63905MANBALP36T-EHumanEsophagusESCC4.06e-136.69e-010.1187
63905MANBALP37T-EHumanEsophagusESCC5.20e-296.26e-010.1371
63905MANBALP38T-EHumanEsophagusESCC7.62e-106.12e-010.127
63905MANBALP39T-EHumanEsophagusESCC4.50e-204.09e-010.0894
63905MANBALP40T-EHumanEsophagusESCC1.88e-194.03e-010.109
63905MANBALP42T-EHumanEsophagusESCC4.83e-318.20e-010.1175
63905MANBALP44T-EHumanEsophagusESCC4.06e-134.85e-010.1096
63905MANBALP47T-EHumanEsophagusESCC8.02e-285.53e-010.1067
63905MANBALP48T-EHumanEsophagusESCC1.35e-164.11e-010.0959
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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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