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:0006364112ThyroidPTCrRNA processing156/5968225/187235.58e-315.03e-28156
GO:0016072112ThyroidPTCrRNA metabolic process160/5968236/187235.68e-303.58e-27160
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:0042274113ThyroidPTCribosomal small subunit biogenesis54/596873/187231.77e-139.28e-1254
GO:00304906ThyroidPTCmaturation of SSU-rRNA34/596850/187231.69e-073.19e-0634
GO:00004695ThyroidPTCcleavage involved in rRNA processing21/596827/187231.24e-061.79e-0521
GO:00905015ThyroidPTCRNA phosphodiester bond hydrolysis76/5968152/187232.40e-063.17e-0576
GO:00004625ThyroidPTCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)24/596837/187233.77e-053.48e-0424
GO:00004785ThyroidPTCendonucleolytic cleavage involved in rRNA processing11/596815/187231.19e-036.84e-0311
GO:00004795ThyroidPTCendonucleolytic cleavage of tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)11/596815/187231.19e-036.84e-0311
GO:00903055ThyroidPTCnucleic acid phosphodiester bond hydrolysis105/5968261/187232.53e-031.31e-02105
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:000636432ThyroidATCrRNA processing157/6293225/187239.02e-295.70e-26157
GO:001607232ThyroidATCrRNA metabolic process161/6293236/187231.02e-275.89e-25161
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
GO:004227435ThyroidATCribosomal small subunit biogenesis55/629373/187233.33e-131.55e-1155
GO:003049013ThyroidATCmaturation of SSU-rRNA35/629350/187231.56e-072.52e-0635
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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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