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: TBL1XR1

Gene summary for TBL1XR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBL1XR1

Gene ID

79718

Gene nameTBL1X receptor 1
Gene AliasC21
Cytomap3q26.32
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9BZK7


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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
79718TBL1XR1GSM4909281HumanBreastIDC6.88e-175.09e-010.21
79718TBL1XR1GSM4909285HumanBreastIDC1.10e-103.83e-010.21
79718TBL1XR1GSM4909293HumanBreastIDC1.62e-326.35e-010.1581
79718TBL1XR1GSM4909298HumanBreastIDC1.55e-072.75e-010.1551
79718TBL1XR1GSM4909303HumanBreastIDC1.44e-035.13e-010.0438
79718TBL1XR1GSM4909304HumanBreastIDC3.78e-175.19e-010.1636
79718TBL1XR1GSM4909308HumanBreastIDC6.49e-073.78e-010.158
79718TBL1XR1GSM4909311HumanBreastIDC1.80e-11-1.44e-010.1534
79718TBL1XR1GSM4909312HumanBreastIDC5.16e-036.20e-020.1552
79718TBL1XR1GSM4909319HumanBreastIDC5.82e-11-2.69e-010.1563
79718TBL1XR1GSM4909320HumanBreastIDC1.36e-02-2.95e-010.1575
79718TBL1XR1GSM4909321HumanBreastIDC5.60e-04-1.35e-010.1559
79718TBL1XR1brca1HumanBreastPrecancer3.08e-02-2.29e-01-0.0338
79718TBL1XR1M2HumanBreastIDC1.72e-023.11e-010.21
79718TBL1XR1NCCBC14HumanBreastDCIS8.23e-082.51e-010.2021
79718TBL1XR1NCCBC5HumanBreastDCIS6.64e-04-6.48e-030.2046
79718TBL1XR1P1HumanBreastIDC6.74e-093.04e-020.1527
79718TBL1XR1P2HumanBreastIDC5.17e-044.08e-010.21
79718TBL1XR1P3HumanBreastIDC2.50e-025.66e-010.1542
79718TBL1XR1DCIS2HumanBreastDCIS1.11e-351.34e-010.0085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:00160556LungIACWnt signaling pathway95/2061444/187231.13e-102.80e-0895
GO:01987386LungIACcell-cell signaling by wnt95/2061446/187231.46e-103.48e-0895
GO:00301116LungIACregulation of Wnt signaling pathway74/2061328/187231.14e-092.05e-0774
GO:00165704LungIAChistone modification93/2061463/187235.41e-098.03e-0793
GO:00104988LungIACproteasomal protein catabolic process90/2061490/187236.69e-073.89e-0590
GO:00431618LungIACproteasome-mediated ubiquitin-dependent protein catabolic process78/2061412/187231.10e-066.02e-0578
GO:00608286LungIACregulation of canonical Wnt signaling pathway54/2061253/187231.25e-066.46e-0554
GO:00600706LungIACcanonical Wnt signaling pathway61/2061303/187232.09e-069.45e-0561
GO:00301775LungIACpositive regulation of Wnt signaling pathway32/2061140/187234.34e-051.03e-0332
GO:00064762LungIACprotein deacetylation25/2061101/187237.38e-051.55e-0325
GO:0016575LungIAChistone deacetylation21/206182/187231.62e-042.92e-0321
GO:00356012LungIACprotein deacylation25/2061112/187234.18e-046.25e-0325
GO:00902635LungIACpositive regulation of canonical Wnt signaling pathway24/2061106/187234.33e-046.43e-0324
GO:00987322LungIACmacromolecule deacylation25/2061116/187237.26e-049.60e-0325
GO:001605512LungAISWnt signaling pathway91/1849444/187239.38e-125.47e-0991
GO:019873812LungAIScell-cell signaling by wnt91/1849446/187231.22e-116.13e-0991
GO:003011112LungAISregulation of Wnt signaling pathway70/1849328/187233.81e-108.87e-0870
GO:004316113LungAISproteasome-mediated ubiquitin-dependent protein catabolic process77/1849412/187232.74e-083.47e-0677
GO:001049813LungAISproteasomal protein catabolic process87/1849490/187234.15e-085.03e-0687
GO:001657012LungAIShistone modification81/1849463/187232.30e-072.16e-0581
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043104ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043105ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa043108LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431011LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431021LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431031LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431041LungMIACWnt signaling pathway21/507171/84651.30e-031.40e-021.01e-0221
hsa0431051LungMIACWnt signaling pathway21/507171/84651.30e-031.40e-021.01e-0221
hsa0431016Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa0431017Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
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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
TBL1XR1CD8TEFFBreastIDCWDTC1,ANAPC1,BIRC6, etc.7.74e-02The 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.
TBL1XR1IMGOBColorectumCRCPTK2,CUX1,MALAT1, etc.8.20e-03The 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.
TBL1XR1SSCColorectumCRCPTK2,CUX1,MALAT1, etc.0.00e+00The 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.
TBL1XR1CD8TEXPEndometriumADJTOX,THEMIS,PCED1B, etc.2.47e-01The 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.
TBL1XR1CD8TEXINTEndometriumADJTOX,THEMIS,PCED1B, etc.1.01e-01The 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.
TBL1XR1BMEMEndometriumAEHTOX,THEMIS,PCED1B, etc.1.50e-01The 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.
TBL1XR1CD8TEREXEndometriumEECTOX,THEMIS,PCED1B, etc.2.24e-01The 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.
TBL1XR1CILIALungHealthySTMN1,IGHG1,CKS2, etc.3.39e-02The 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.
TBL1XR1CD4TNLungIACFUT8,LRBA,PHF21A, etc.1.97e-01The 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.
TBL1XR1BNPancreasPDACOGA,EPS15,FUT8, etc.1.79e-01The 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.
∗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
TBL1XR1SNVMissense_Mutationc.1145N>Gp.Asn382Serp.N382SQ9BZK7protein_codingtolerated(0.66)benign(0.001)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TBL1XR1SNVMissense_Mutationc.1454N>Ap.Gly485Glup.G485EQ9BZK7protein_codingdeleterious(0.02)benign(0.275)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
TBL1XR1SNVMissense_Mutationc.1256N>Tp.Ser419Phep.S419FQ9BZK7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TBL1XR1SNVMissense_Mutationrs372813783c.346G>Tp.Ala116Serp.A116SQ9BZK7protein_codingtolerated(0.67)benign(0)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
TBL1XR1SNVMissense_Mutationc.854N>Tp.Gly285Valp.G285VQ9BZK7protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-B6-A0RN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBL1XR1insertionFrame_Shift_Insnovelc.423_424insTAp.Ala142Terp.A142*Q9BZK7protein_codingTCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TBL1XR1insertionFrame_Shift_Insnovelc.423_424insTAp.Ala142Terp.A142*Q9BZK7protein_codingTCGA-BH-A18R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBL1XR1insertionFrame_Shift_Insnovelc.423_424insTAp.Ala142Terp.A142*Q9BZK7protein_codingTCGA-BH-A1FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TBL1XR1SNVMissense_Mutationnovelc.65N>Tp.Ser22Phep.S22FQ9BZK7protein_codingtolerated(0.09)benign(0.014)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBL1XR1SNVMissense_Mutationnovelc.241N>Gp.Leu81Valp.L81VQ9BZK7protein_codingdeleterious(0.01)probably_damaging(0.912)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<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
79718TBL1XR1TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTOR, CLINICALLY ACTIONABLEallopurinolALLOPURINOL30924126
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