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: CTBP1

Gene summary for CTBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTBP1

Gene ID

1487

Gene nameC-terminal binding protein 1
Gene AliasBARS
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q13363


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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
1487CTBP1HTA11_3410_2000001011HumanColorectumAD3.51e-061.81e-010.0155
1487CTBP1HTA11_2487_2000001011HumanColorectumSER7.12e-074.37e-01-0.1808
1487CTBP1HTA11_1938_2000001011HumanColorectumAD1.50e-095.59e-01-0.0811
1487CTBP1HTA11_78_2000001011HumanColorectumAD1.82e-084.90e-01-0.1088
1487CTBP1HTA11_347_2000001011HumanColorectumAD6.41e-256.48e-01-0.1954
1487CTBP1HTA11_411_2000001011HumanColorectumSER3.20e-036.75e-01-0.2602
1487CTBP1HTA11_3361_2000001011HumanColorectumAD7.20e-075.23e-01-0.1207
1487CTBP1HTA11_83_2000001011HumanColorectumSER5.39e-044.62e-01-0.1526
1487CTBP1HTA11_696_2000001011HumanColorectumAD4.36e-185.62e-01-0.1464
1487CTBP1HTA11_866_2000001011HumanColorectumAD8.05e-073.42e-01-0.1001
1487CTBP1HTA11_1391_2000001011HumanColorectumAD7.20e-186.96e-01-0.059
1487CTBP1HTA11_2992_2000001011HumanColorectumSER3.95e-054.56e-01-0.1706
1487CTBP1HTA11_5216_2000001011HumanColorectumSER5.27e-034.26e-01-0.1462
1487CTBP1HTA11_546_2000001011HumanColorectumAD8.36e-033.99e-01-0.0842
1487CTBP1HTA11_866_3004761011HumanColorectumAD2.97e-032.40e-010.096
1487CTBP1HTA11_7663_2000001011HumanColorectumSER1.23e-033.60e-010.0131
1487CTBP1HTA11_10711_2000001011HumanColorectumAD4.39e-021.67e-010.0338
1487CTBP1HTA11_7696_3000711011HumanColorectumAD1.14e-042.28e-010.0674
1487CTBP1HTA11_6818_2000001011HumanColorectumAD2.16e-024.16e-010.0112
1487CTBP1HTA11_7469_2000001011HumanColorectumAD1.75e-024.33e-01-0.0124
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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
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0019079ColorectumADviral genome replication51/3918131/187231.83e-065.51e-0551
GO:0031056ColorectumADregulation of histone modification45/3918152/187237.05e-034.31e-0245
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00190581ColorectumSERviral life cycle87/2897317/187232.82e-081.94e-0687
GO:00190791ColorectumSERviral genome replication37/2897131/187231.36e-042.72e-0337
GO:1901984ColorectumSERnegative regulation of protein acetylation10/289724/187231.88e-031.90e-0210
GO:00310561ColorectumSERregulation of histone modification37/2897152/187232.80e-032.50e-0237
GO:0045444ColorectumSERfat cell differentiation51/2897229/187233.96e-033.26e-0251
GO:2000757ColorectumSERnegative regulation of peptidyl-lysine acetylation8/289720/187237.14e-034.99e-028
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
GO:00190582ColorectumMSSviral life cycle111/3467317/187231.65e-122.95e-10111
GO:00190792ColorectumMSSviral genome replication49/3467131/187232.73e-071.11e-0549
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00310562ColorectumMSSregulation of histone modification41/3467152/187236.41e-034.27e-0241
GO:00160323ColorectumMSI-Hviral process74/1319415/187238.87e-142.05e-1174
GO:00190583ColorectumMSI-Hviral life cycle53/1319317/187233.27e-094.32e-0753
GO:00190793ColorectumMSI-Hviral genome replication29/1319131/187232.57e-082.80e-0629
GO:00160324ColorectumFAPviral process114/2622415/187233.00e-132.63e-10114
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa052201ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa052202ColorectumMSSChronic myeloid leukemia29/187576/84651.10e-036.27e-033.84e-0329
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa052203ColorectumMSSChronic myeloid leukemia29/187576/84651.10e-036.27e-033.84e-0329
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa0522020EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa05220110EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa052208LiverCirrhoticChronic myeloid leukemia33/253076/84658.23e-032.83e-021.74e-0233
hsa0522011LiverCirrhoticChronic myeloid leukemia33/253076/84658.23e-032.83e-021.74e-0233
hsa0522021LiverHCCChronic myeloid leukemia55/402076/84658.67e-066.91e-053.84e-0555
hsa0522031LiverHCCChronic myeloid leukemia55/402076/84658.67e-066.91e-053.84e-0555
hsa0522018Oral cavityOSCCChronic myeloid leukemia56/370476/84651.04e-077.43e-073.78e-0756
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0522019Oral cavityOSCCChronic myeloid leukemia56/370476/84651.04e-077.43e-073.78e-0756
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
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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
CTBP1MVAColorectumADJTIMP1,TNFAIP2,RNF220, 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.
CTBP1ICAFColorectumHealthyTIMP1,TNFAIP2,RNF220, etc.1.92e-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.
CTBP1INCAFColorectumMSSTIMP1,TNFAIP2,RNF220, etc.3.95e-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.
∗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
CTBP1SNVMissense_Mutationc.205N>Ap.Glu69Lysp.E69KQ13363protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CTBP1SNVMissense_Mutationnovelc.793G>Ap.Ala265Thrp.A265TQ13363protein_codingdeleterious(0.03)possibly_damaging(0.881)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CTBP1SNVMissense_Mutationc.259N>Cp.Glu87Glnp.E87QQ13363protein_codingtolerated(0.06)benign(0.41)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CTBP1SNVMissense_Mutationc.853N>Tp.Arg285Cysp.R285CQ13363protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CTBP1SNVMissense_Mutationc.784G>Ap.Val262Metp.V262MQ13363protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CTBP1SNVMissense_Mutationc.326N>Tp.Ser109Leup.S109LQ13363protein_codingdeleterious(0.05)benign(0.298)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CTBP1SNVMissense_Mutationc.1047N>Gp.Asn349Lysp.N349KQ13363protein_codingdeleterious(0.02)possibly_damaging(0.579)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
CTBP1SNVMissense_Mutationc.796N>Tp.Arg266Trpp.R266WQ13363protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
CTBP1SNVMissense_Mutationrs138269585c.1105G>Ap.Val369Ilep.V369IQ13363protein_codingdeleterious(0.01)benign(0.03)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CTBP1SNVMissense_Mutationc.148A>Gp.Thr50Alap.T50AQ13363protein_codingdeleterious(0.02)benign(0.288)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=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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