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: TBL3

Gene summary for TBL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBL3

Gene ID

10607

Gene nametransducin beta like 3
Gene AliasSAZD
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000462

UniProtAcc

Q12788


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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
10607TBL3LZE4THumanEsophagusESCC6.30e-037.03e-020.0811
10607TBL3LZE7THumanEsophagusESCC4.92e-042.96e-010.0667
10607TBL3LZE20THumanEsophagusESCC8.81e-031.47e-010.0662
10607TBL3LZE24THumanEsophagusESCC7.40e-102.77e-010.0596
10607TBL3P1T-EHumanEsophagusESCC7.09e-144.69e-010.0875
10607TBL3P2T-EHumanEsophagusESCC8.06e-447.15e-010.1177
10607TBL3P4T-EHumanEsophagusESCC9.17e-152.74e-010.1323
10607TBL3P5T-EHumanEsophagusESCC2.03e-102.43e-010.1327
10607TBL3P8T-EHumanEsophagusESCC4.69e-203.39e-010.0889
10607TBL3P9T-EHumanEsophagusESCC1.04e-031.44e-010.1131
10607TBL3P10T-EHumanEsophagusESCC1.27e-071.43e-010.116
10607TBL3P11T-EHumanEsophagusESCC3.20e-063.94e-010.1426
10607TBL3P12T-EHumanEsophagusESCC3.50e-407.35e-010.1122
10607TBL3P15T-EHumanEsophagusESCC5.51e-345.62e-010.1149
10607TBL3P16T-EHumanEsophagusESCC5.03e-132.13e-010.1153
10607TBL3P17T-EHumanEsophagusESCC1.34e-146.43e-010.1278
10607TBL3P19T-EHumanEsophagusESCC1.02e-055.01e-010.1662
10607TBL3P20T-EHumanEsophagusESCC3.42e-142.76e-010.1124
10607TBL3P21T-EHumanEsophagusESCC1.22e-224.57e-010.1617
10607TBL3P22T-EHumanEsophagusESCC5.61e-213.60e-010.1236
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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
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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00004623EsophagusESCCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)32/855237/187232.96e-074.23e-0632
GO:00004693EsophagusESCCcleavage involved in rRNA processing24/855227/187233.48e-063.84e-0524
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00004783EsophagusESCCendonucleolytic cleavage involved in rRNA processing14/855215/187231.47e-049.85e-0414
GO:00004793EsophagusESCCendonucleolytic cleavage of tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)14/855215/187231.47e-049.85e-0414
GO:00344713EsophagusESCCncRNA 5'-end processing18/855221/187231.81e-041.16e-0318
GO:00009663EsophagusESCCRNA 5'-end processing19/855223/187233.12e-041.85e-0319
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:000636412LiverCirrhoticrRNA processing115/4634225/187231.12e-171.64e-15115
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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
TBL3SNVMissense_Mutationc.218N>Gp.Asp73Glyp.D73GQ12788protein_codingtolerated(0.27)benign(0.013)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TBL3SNVMissense_Mutationnovelc.745N>Gp.Pro249Alap.P249AQ12788protein_codingtolerated(0.74)benign(0.001)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TBL3SNVMissense_Mutationnovelc.811N>Gp.Leu271Valp.L271VQ12788protein_codingtolerated(0.11)possibly_damaging(0.804)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TBL3SNVMissense_Mutationc.797N>Cp.Gly266Alap.G266AQ12788protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBL3SNVMissense_Mutationc.1829N>Ap.Gly610Glup.G610EQ12788protein_codingdeleterious(0)possibly_damaging(0.772)TCGA-E2-A14O-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
TBL3insertionFrame_Shift_Insnovelc.744_745insAAGAp.Pro249LysfsTer88p.P249Kfs*88Q12788protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TBL3SNVMissense_Mutationc.193N>Ap.Asp65Asnp.D65NQ12788protein_codingdeleterious(0)probably_damaging(0.931)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TBL3SNVMissense_Mutationc.1915N>Cp.Glu639Glnp.E639QQ12788protein_codingdeleterious(0.03)probably_damaging(0.983)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBL3insertionFrame_Shift_Insnovelc.831_832insCTGAAGGp.Ser278LeufsTer60p.S278Lfs*60Q12788protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TBL3SNVMissense_Mutationc.1525N>Tp.Pro509Serp.P509SQ12788protein_codingtolerated(1)benign(0.031)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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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