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: TMUB2

Gene summary for TMUB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMUB2

Gene ID

79089

Gene nametransmembrane and ubiquitin like domain containing 2
Gene AliasFP2653
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q71RG4


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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
79089TMUB2PTC01HumanThyroidPTC4.22e-181.97e-010.1899
79089TMUB2PTC03HumanThyroidPTC8.93e-041.21e-010.1784
79089TMUB2PTC04HumanThyroidPTC3.42e-142.40e-010.1927
79089TMUB2PTC05HumanThyroidPTC5.17e-114.06e-010.2065
79089TMUB2PTC06HumanThyroidPTC3.98e-235.50e-010.2057
79089TMUB2PTC07HumanThyroidPTC1.68e-264.53e-010.2044
79089TMUB2ATC09HumanThyroidATC2.48e-072.76e-010.2871
79089TMUB2ATC12HumanThyroidATC2.77e-163.60e-010.34
79089TMUB2ATC13HumanThyroidATC5.15e-081.10e-010.34
79089TMUB2ATC1HumanThyroidATC1.90e-042.60e-010.2878
79089TMUB2ATC2HumanThyroidATC1.26e-108.24e-010.34
79089TMUB2ATC4HumanThyroidATC8.95e-224.52e-010.34
79089TMUB2ATC5HumanThyroidATC2.19e-101.35e-010.34
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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
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:0030433LiverCirrhoticubiquitin-dependent ERAD pathway45/463485/187232.19e-087.75e-0745
GO:00365032LiverCirrhoticERAD pathway53/4634107/187232.58e-088.89e-0753
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:003650311LiverHCCERAD pathway88/7958107/187232.87e-172.85e-1588
GO:00304331LiverHCCubiquitin-dependent ERAD pathway72/795885/187239.78e-167.47e-1472
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:00304334Oral cavityOSCCubiquitin-dependent ERAD pathway65/730585/187232.12e-128.99e-1165
GO:00365035Oral cavityOSCCERAD pathway76/7305107/187231.76e-116.11e-1076
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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
TMUB2SNVMissense_Mutationc.502C>Tp.Pro168Serp.P168SQ71RG4protein_codingtolerated(0.61)benign(0.001)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMUB2SNVMissense_Mutationnovelc.398N>Tp.Ser133Ilep.S133IQ71RG4protein_codingtolerated(0.11)benign(0.015)TCGA-AC-A8OS-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMUB2SNVMissense_Mutationc.319N>Ap.Asp107Asnp.D107NQ71RG4protein_codingtolerated(0.06)benign(0.15)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMUB2SNVMissense_Mutationrs764813246c.866N>Ap.Arg289Glnp.R289QQ71RG4protein_codingtolerated(0.27)probably_damaging(0.994)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMUB2SNVMissense_Mutationc.431N>Ap.Pro144Hisp.P144HQ71RG4protein_codingdeleterious(0.04)probably_damaging(0.956)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMUB2deletionFrame_Shift_Delc.716delAp.His239ProfsTer76p.H239Pfs*76Q71RG4protein_codingTCGA-DM-A28E-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMUB2SNVMissense_Mutationrs764517813c.349C>Tp.Arg117Trpp.R117WQ71RG4protein_codingdeleterious(0.02)benign(0.109)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMUB2SNVMissense_Mutationrs769881302c.653N>Ap.Arg218Hisp.R218HQ71RG4protein_codingtolerated(0.14)benign(0.198)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMUB2SNVMissense_Mutationc.50G>Tp.Ser17Ilep.S17IQ71RG4protein_codingdeleterious_low_confidence(0.01)benign(0.193)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TMUB2SNVMissense_Mutationrs767177141c.674N>Ap.Arg225Hisp.R225HQ71RG4protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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