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: TRUB1

Gene summary for TRUB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRUB1

Gene ID

142940

Gene nameTruB pseudouridine synthase family member 1
Gene AliasPUS4
Cytomap10q25.3
Gene Typeprotein-coding
GO ID

GO:0001522

UniProtAcc

Q8WWH5


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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
142940TRUB1LZE4THumanEsophagusESCC1.16e-047.67e-020.0811
142940TRUB1LZE7THumanEsophagusESCC1.14e-021.33e-010.0667
142940TRUB1LZE8THumanEsophagusESCC2.06e-061.12e-010.067
142940TRUB1LZE24THumanEsophagusESCC5.34e-102.35e-010.0596
142940TRUB1P2T-EHumanEsophagusESCC3.69e-283.51e-010.1177
142940TRUB1P4T-EHumanEsophagusESCC3.48e-255.16e-010.1323
142940TRUB1P5T-EHumanEsophagusESCC8.39e-142.47e-010.1327
142940TRUB1P8T-EHumanEsophagusESCC1.72e-081.48e-010.0889
142940TRUB1P10T-EHumanEsophagusESCC1.30e-108.32e-020.116
142940TRUB1P11T-EHumanEsophagusESCC6.14e-093.18e-010.1426
142940TRUB1P12T-EHumanEsophagusESCC1.02e-162.61e-010.1122
142940TRUB1P15T-EHumanEsophagusESCC7.88e-172.03e-010.1149
142940TRUB1P16T-EHumanEsophagusESCC9.19e-203.64e-010.1153
142940TRUB1P17T-EHumanEsophagusESCC2.28e-039.68e-020.1278
142940TRUB1P20T-EHumanEsophagusESCC2.99e-081.21e-010.1124
142940TRUB1P21T-EHumanEsophagusESCC9.16e-121.70e-010.1617
142940TRUB1P22T-EHumanEsophagusESCC2.09e-131.62e-010.1236
142940TRUB1P23T-EHumanEsophagusESCC4.19e-122.66e-010.108
142940TRUB1P24T-EHumanEsophagusESCC6.64e-091.35e-010.1287
142940TRUB1P26T-EHumanEsophagusESCC1.97e-233.73e-010.1276
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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
∗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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
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
TRUB1SNVMissense_Mutationrs749731109c.669A>Cp.Lys223Asnp.K223NQ8WWH5protein_codingdeleterious(0)benign(0.403)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TRUB1SNVMissense_Mutationc.395N>Ap.Ile132Asnp.I132NQ8WWH5protein_codingdeleterious(0)probably_damaging(0.956)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRUB1SNVMissense_Mutationnovelc.80N>Ap.Thr27Lysp.T27KQ8WWH5protein_codingdeleterious_low_confidence(0)benign(0.339)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TRUB1SNVMissense_Mutationrs756464725c.419N>Tp.Thr140Ilep.T140IQ8WWH5protein_codingtolerated(0.11)possibly_damaging(0.664)TCGA-D8-A27N-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxol+adriamycin+cyclophosphamide+herceptinSD
TRUB1SNVMissense_Mutationrs749731109c.669A>Cp.Lys223Asnp.K223NQ8WWH5protein_codingdeleterious(0)benign(0.403)TCGA-E9-A1NG-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
TRUB1SNVMissense_Mutationrs749731109c.669N>Cp.Lys223Asnp.K223NQ8WWH5protein_codingdeleterious(0)benign(0.403)TCGA-E9-A227-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TRUB1insertionFrame_Shift_Insnovelc.78_79insGCAAGCTCTTGGTCTATATGGGp.Thr27AlafsTer141p.T27Afs*141Q8WWH5protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TRUB1SNVMissense_Mutationnovelc.469A>Gp.Lys157Glup.K157EQ8WWH5protein_codingtolerated(0.1)benign(0.102)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRUB1SNVMissense_Mutationc.245N>Tp.Ser82Leup.S82LQ8WWH5protein_codingdeleterious(0)probably_damaging(0.994)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TRUB1SNVMissense_Mutationnovelc.1030G>Tp.Asp344Tyrp.D344YQ8WWH5protein_codingdeleterious_low_confidence(0)benign(0.219)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/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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