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
26995TRUB2HTA11_78_2000001011HumanColorectumAD3.28e-021.58e-01-0.1088
26995TRUB2HTA11_347_2000001011HumanColorectumAD6.10e-113.08e-01-0.1954
26995TRUB2HTA11_3361_2000001011HumanColorectumAD2.24e-032.56e-01-0.1207
26995TRUB2HTA11_696_2000001011HumanColorectumAD9.75e-031.96e-01-0.1464
26995TRUB2HTA11_1391_2000001011HumanColorectumAD2.79e-063.31e-01-0.059
26995TRUB2HTA11_866_3004761011HumanColorectumAD8.29e-042.41e-010.096
26995TRUB2HTA11_10623_2000001011HumanColorectumAD7.52e-043.03e-01-0.0177
26995TRUB2HTA11_7696_3000711011HumanColorectumAD3.19e-042.74e-010.0674
26995TRUB2HTA11_99999965062_69753HumanColorectumMSI-H1.01e-089.16e-010.3487
26995TRUB2HTA11_99999965104_69814HumanColorectumMSS2.43e-063.53e-010.281
26995TRUB2HTA11_99999971662_82457HumanColorectumMSS5.05e-063.18e-010.3859
26995TRUB2LZE4THumanEsophagusESCC2.20e-051.97e-010.0811
26995TRUB2LZE7THumanEsophagusESCC7.53e-053.26e-010.0667
26995TRUB2LZE8THumanEsophagusESCC2.28e-041.81e-010.067
26995TRUB2LZE20THumanEsophagusESCC9.22e-042.78e-010.0662
26995TRUB2LZE22THumanEsophagusESCC5.15e-042.07e-010.068
26995TRUB2LZE24THumanEsophagusESCC1.19e-123.88e-010.0596
26995TRUB2P1T-EHumanEsophagusESCC2.34e-062.57e-010.0875
26995TRUB2P2T-EHumanEsophagusESCC2.40e-437.23e-010.1177
26995TRUB2P4T-EHumanEsophagusESCC1.76e-256.46e-010.1323
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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:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00701291Oral cavityOSCCregulation of mitochondrial translation17/730524/187231.59e-037.56e-0317
GO:00621251Oral cavityOSCCregulation of mitochondrial gene expression19/730528/187231.88e-038.84e-0319
GO:0001522Oral cavityOSCCpseudouridine synthesis13/730518/187234.45e-031.79e-0213
GO:00701311Oral cavityOSCCpositive regulation of mitochondrial translation11/730515/187237.49e-032.75e-0211
GO:000641729SkincSCCregulation of translation226/4864468/187238.78e-262.62e-23226
GO:0045727112SkincSCCpositive regulation of translation79/4864136/187232.09e-151.75e-1379
GO:003425026SkincSCCpositive regulation of cellular amide metabolic process89/4864162/187233.95e-153.06e-1389
GO:00325436SkincSCCmitochondrial translation47/486476/187234.70e-112.22e-0947
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
GO:00015222SkincSCCpseudouridine synthesis11/486418/187231.74e-031.06e-0211
GO:00701293SkincSCCregulation of mitochondrial translation13/486424/187233.02e-031.67e-0213
GO:00621253SkincSCCregulation of mitochondrial gene expression14/486428/187235.47e-032.73e-0214
GO:00094513SkincSCCRNA modification58/4864167/187237.33e-033.47e-0258
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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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