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: TRUB2

Gene summary for TRUB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRUB2

Gene ID

26995

Gene nameTruB pseudouridine synthase family member 2
Gene AliasCLONE24922
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0001522

UniProtAcc

O95900


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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
26995TRUB2S015HumanLiverHCC1.66e-241.07e+000.2375
26995TRUB2S016HumanLiverHCC1.78e-329.58e-010.2243
26995TRUB2S027HumanLiverHCC5.60e-066.25e-010.2446
26995TRUB2S028HumanLiverHCC4.54e-217.94e-010.2503
26995TRUB2S029HumanLiverHCC7.00e-251.11e+000.2581
26995TRUB2C04HumanOral cavityOSCC1.46e-126.49e-010.2633
26995TRUB2C21HumanOral cavityOSCC6.79e-301.10e+000.2678
26995TRUB2C30HumanOral cavityOSCC3.58e-432.00e+000.3055
26995TRUB2C38HumanOral cavityOSCC5.65e-071.12e+000.172
26995TRUB2C43HumanOral cavityOSCC9.14e-345.87e-010.1704
26995TRUB2C46HumanOral cavityOSCC1.18e-134.55e-010.1673
26995TRUB2C51HumanOral cavityOSCC1.05e-085.94e-010.2674
26995TRUB2C57HumanOral cavityOSCC3.15e-044.26e-010.1679
26995TRUB2C06HumanOral cavityOSCC1.96e-091.28e+000.2699
26995TRUB2C07HumanOral cavityOSCC2.94e-037.08e-010.2491
26995TRUB2C08HumanOral cavityOSCC2.41e-264.44e-010.1919
26995TRUB2C09HumanOral cavityOSCC5.88e-052.31e-010.1431
26995TRUB2LN22HumanOral cavityOSCC5.32e-081.02e+000.1733
26995TRUB2LN38HumanOral cavityOSCC5.72e-071.15e+000.168
26995TRUB2LN46HumanOral cavityOSCC1.88e-094.01e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0034250ColorectumADpositive regulation of cellular amide metabolic process53/3918162/187232.98e-043.60e-0353
GO:0045727ColorectumADpositive regulation of translation45/3918136/187236.24e-046.48e-0345
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00342502ColorectumMSSpositive regulation of cellular amide metabolic process51/3467162/187234.70e-058.60e-0451
GO:00457272ColorectumMSSpositive regulation of translation43/3467136/187231.60e-042.29e-0343
GO:00064173ColorectumMSI-Hregulation of translation73/1319468/187239.89e-111.66e-0873
GO:00457273ColorectumMSI-Hpositive regulation of translation33/1319136/187232.28e-103.60e-0833
GO:00342503ColorectumMSI-Hpositive regulation of cellular amide metabolic process34/1319162/187237.07e-098.93e-0734
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00701292EsophagusESCCregulation of mitochondrial translation22/855224/187232.82e-063.21e-0522
GO:00621252EsophagusESCCregulation of mitochondrial gene expression24/855228/187231.37e-051.25e-0424
GO:00701312EsophagusESCCpositive regulation of mitochondrial translation14/855215/187231.47e-049.85e-0414
GO:00015221EsophagusESCCpseudouridine synthesis16/855218/187231.78e-041.15e-0316
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
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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
TRUB2SNVMissense_Mutationnovelc.344T>Ap.Leu115Hisp.L115HO95900protein_codingdeleterious(0.04)probably_damaging(0.99)TCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRUB2SNVMissense_Mutationnovelc.481N>Ap.Leu161Metp.L161MO95900protein_codingtolerated(0.08)probably_damaging(0.957)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRUB2SNVMissense_Mutationc.721N>Cp.Glu241Glnp.E241QO95900protein_codingdeleterious(0.04)probably_damaging(0.971)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
TRUB2SNVMissense_Mutationnovelc.218C>Ap.Pro73Hisp.P73HO95900protein_codingdeleterious(0)probably_damaging(1)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRUB2SNVMissense_Mutationrs758941031c.706N>Tp.Arg236Trpp.R236WO95900protein_codingdeleterious(0.04)probably_damaging(0.997)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRUB2SNVMissense_Mutationrs549533426c.259G>Ap.Ala87Thrp.A87TO95900protein_codingtolerated(1)benign(0)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRUB2SNVMissense_Mutationrs745336886c.773C>Tp.Thr258Metp.T258MO95900protein_codingdeleterious(0.02)probably_damaging(0.95)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRUB2SNVMissense_Mutationc.728G>Cp.Gly243Alap.G243AO95900protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6715-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
TRUB2SNVMissense_Mutationnovelc.908A>Gp.Asp303Glyp.D303GO95900protein_codingtolerated_low_confidence(1)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TRUB2SNVMissense_Mutationc.698N>Gp.Lys233Argp.K233RO95900protein_codingtolerated(0.18)benign(0.019)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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