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: TMUB1

Gene summary for TMUB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMUB1

Gene ID

83590

Gene nametransmembrane and ubiquitin like domain containing 1
Gene AliasC7orf21
Cytomap7q36.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A090N8Q3


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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
83590TMUB1LZE2THumanEsophagusESCC1.87e-036.24e-010.082
83590TMUB1LZE3DHumanEsophagusHGIN2.41e-026.07e-010.0668
83590TMUB1LZE4THumanEsophagusESCC3.15e-072.00e-010.0811
83590TMUB1LZE5THumanEsophagusESCC5.03e-032.92e-010.0514
83590TMUB1LZE20THumanEsophagusESCC2.35e-115.39e-010.0662
83590TMUB1LZE22D1HumanEsophagusHGIN1.39e-083.55e-010.0595
83590TMUB1LZE22THumanEsophagusESCC1.26e-096.03e-010.068
83590TMUB1LZE24THumanEsophagusESCC1.04e-257.08e-010.0596
83590TMUB1LZE21THumanEsophagusESCC1.06e-042.29e-010.0655
83590TMUB1P1T-EHumanEsophagusESCC1.51e-219.07e-010.0875
83590TMUB1P2T-EHumanEsophagusESCC1.80e-173.35e-010.1177
83590TMUB1P4T-EHumanEsophagusESCC4.97e-451.06e+000.1323
83590TMUB1P5T-EHumanEsophagusESCC1.28e-571.06e+000.1327
83590TMUB1P8T-EHumanEsophagusESCC3.64e-477.70e-010.0889
83590TMUB1P9T-EHumanEsophagusESCC1.35e-337.63e-010.1131
83590TMUB1P10T-EHumanEsophagusESCC6.95e-366.28e-010.116
83590TMUB1P11T-EHumanEsophagusESCC1.29e-186.76e-010.1426
83590TMUB1P12T-EHumanEsophagusESCC2.77e-488.25e-010.1122
83590TMUB1P15T-EHumanEsophagusESCC3.60e-661.43e+000.1149
83590TMUB1P16T-EHumanEsophagusESCC1.08e-184.22e-010.1153
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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:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:00365036EsophagusHGINERAD pathway27/2587107/187231.15e-031.39e-0227
GO:00304335EsophagusHGINubiquitin-dependent ERAD pathway22/258785/187232.24e-032.31e-0222
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
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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
TMUB1SNVMissense_Mutationnovelc.728T>Cp.Met243Thrp.M243TQ9BVT8protein_codingtolerated(0.08)benign(0.009)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMUB1SNVMissense_Mutationnovelc.548N>Tp.Pro183Leup.P183LQ9BVT8protein_codingdeleterious(0.02)possibly_damaging(0.551)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
TMUB1SNVMissense_Mutationnovelc.734N>Ap.Arg245Hisp.R245HQ9BVT8protein_codingtolerated(0.13)benign(0.015)TCGA-B5-A0JU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMUB1SNVMissense_Mutationnovelc.278C>Tp.Pro93Leup.P93LQ9BVT8protein_codingdeleterious(0.02)benign(0.005)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMUB1SNVMissense_Mutationnovelc.92C>Tp.Thr31Metp.T31MQ9BVT8protein_codingdeleterious(0)benign(0.253)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMUB1SNVMissense_Mutationnovelc.634N>Cp.Tyr212Hisp.Y212HQ9BVT8protein_codingdeleterious(0)probably_damaging(0.946)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
TMUB1SNVMissense_Mutationnovelc.407N>Cp.Arg136Prop.R136PQ9BVT8protein_codingdeleterious(0)possibly_damaging(0.7)TCGA-DD-AADI-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownSD
TMUB1SNVMissense_Mutationnovelc.422G>Tp.Arg141Leup.R141LQ9BVT8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-DD-AAEB-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
TMUB1SNVMissense_Mutationc.85N>Tp.Val29Phep.V29FQ9BVT8protein_codingdeleterious(0.02)benign(0.125)TCGA-05-4382-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMUB1SNVMissense_Mutationnovelc.190N>Ap.Gly64Argp.G64RQ9BVT8protein_codingtolerated(0.07)benign(0)TCGA-95-7562-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycisplatinSD
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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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