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: CTNND1

Gene summary for CTNND1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTNND1

Gene ID

1500

Gene namecatenin delta 1
Gene AliasBCDS2
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0007043

UniProtAcc

O60716


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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
1500CTNND1CCI_2HumanCervixCC2.80e-057.07e-010.5249
1500CTNND1CCI_3HumanCervixCC2.60e-046.68e-010.516
1500CTNND1TumorHumanCervixCC5.45e-488.98e-010.1241
1500CTNND1sample3HumanCervixCC1.64e-661.02e+000.1387
1500CTNND1H2HumanCervixHSIL_HPV1.76e-043.23e-010.0632
1500CTNND1T1HumanCervixCC4.54e-094.64e-010.0918
1500CTNND1T3HumanCervixCC1.35e-711.01e+000.1389
1500CTNND1HTA11_2487_2000001011HumanColorectumSER6.61e-075.76e-01-0.1808
1500CTNND1HTA11_1938_2000001011HumanColorectumAD2.07e-159.20e-01-0.0811
1500CTNND1HTA11_78_2000001011HumanColorectumAD1.44e-107.06e-01-0.1088
1500CTNND1HTA11_347_2000001011HumanColorectumAD1.29e-349.89e-01-0.1954
1500CTNND1HTA11_411_2000001011HumanColorectumSER5.83e-059.31e-01-0.2602
1500CTNND1HTA11_2112_2000001011HumanColorectumSER4.59e-037.83e-01-0.2196
1500CTNND1HTA11_83_2000001011HumanColorectumSER1.25e-097.14e-01-0.1526
1500CTNND1HTA11_2992_2000001011HumanColorectumSER1.06e-068.87e-01-0.1706
1500CTNND1HTA11_5212_2000001011HumanColorectumAD3.18e-098.90e-01-0.2061
1500CTNND1HTA11_7862_2000001011HumanColorectumAD6.93e-033.73e-01-0.0179
1500CTNND1HTA11_866_3004761011HumanColorectumAD2.42e-054.91e-010.096
1500CTNND1HTA11_7663_2000001011HumanColorectumSER4.21e-067.38e-010.0131
1500CTNND1HTA11_10623_2000001011HumanColorectumAD1.49e-047.09e-01-0.0177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00452169CervixCCcell-cell junction organization53/2311200/187233.83e-082.53e-0653
GO:00343298CervixCCcell junction assembly88/2311420/187233.42e-071.38e-0588
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00070439CervixCCcell-cell junction assembly39/2311146/187231.86e-065.94e-0539
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:003164710CervixCCregulation of protein stability63/2311298/187231.14e-052.45e-0463
GO:005082110CervixCCprotein stabilization43/2311191/187235.90e-058.54e-0443
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:00900901CervixCCnegative regulation of canonical Wnt signaling pathway29/2311137/187232.40e-031.70e-0229
GO:0044331CervixCCcell-cell adhesion mediated by cadherin9/231128/187235.02e-032.98e-029
GO:003164715CervixHSIL_HPVregulation of protein stability31/737298/187238.69e-074.19e-0531
GO:004521614CervixHSIL_HPVcell-cell junction organization23/737200/187234.21e-061.69e-0423
GO:000704314CervixHSIL_HPVcell-cell junction assembly19/737146/187234.72e-061.84e-0419
GO:005082115CervixHSIL_HPVprotein stabilization21/737191/187232.17e-056.58e-0421
GO:003432913CervixHSIL_HPVcell junction assembly28/737420/187234.82e-033.98e-0228
GO:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0467020CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa04670110CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0467025CervixHSIL_HPVLeukocyte transendothelial migration16/459114/84654.04e-043.49e-032.82e-0316
hsa0467035CervixHSIL_HPVLeukocyte transendothelial migration16/459114/84654.04e-043.49e-032.82e-0316
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa04670ColorectumADLeukocyte transendothelial migration41/2092114/84654.60e-032.20e-021.40e-0241
hsa045201ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa046701ColorectumADLeukocyte transendothelial migration41/2092114/84654.60e-032.20e-021.40e-0241
hsa045202ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa046702ColorectumSERLeukocyte transendothelial migration37/1580114/84652.77e-042.56e-031.86e-0337
hsa040152ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa045203ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa046703ColorectumSERLeukocyte transendothelial migration37/1580114/84652.77e-042.56e-031.86e-0337
hsa040153ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
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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
CTNND1SNVMissense_Mutationnovelc.2407G>Ap.Glu803Lysp.E803KO60716protein_codingdeleterious(0.01)benign(0.321)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CTNND1SNVMissense_Mutationc.2734N>Ap.Asp912Asnp.D912NO60716protein_codingtolerated(0.12)benign(0.083)TCGA-B6-A0RU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CTNND1SNVMissense_Mutationnovelc.1207N>Ap.Asp403Asnp.D403NO60716protein_codingdeleterious(0)possibly_damaging(0.657)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CTNND1SNVMissense_Mutationrs760465020c.440N>Gp.Thr147Serp.T147SO60716protein_codingtolerated(0.09)probably_damaging(0.956)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
CTNND1SNVMissense_Mutationc.665N>Gp.Pro222Argp.P222RO60716protein_codingtolerated(0.15)possibly_damaging(0.578)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
CTNND1SNVMissense_Mutationrs770665127c.790N>Tp.Arg264Trpp.R264WO60716protein_codingtolerated(0.17)probably_damaging(0.913)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CTNND1insertionNonsense_Mutationnovelc.1566_1567insCATTGCTTATAGTTTTGTTTGTTTTp.Trp523HisfsTer4p.W523Hfs*4O60716protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CTNND1insertionFrame_Shift_Insnovelc.2632_2633insTp.Lys878IlefsTer4p.K878Ifs*4O60716protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CTNND1insertionNonsense_Mutationnovelc.2633_2634insTTGACACTp.Lys878AsnfsTer2p.K878Nfs*2O60716protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CTNND1SNVMissense_Mutationnovelc.1634N>Ap.Arg545Hisp.R545HO60716protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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