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: CTNND2

Gene summary for CTNND2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTNND2

Gene ID

1501

Gene namecatenin delta 2
Gene AliasGT24
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

E7EPC8


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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
1501CTNND2HTA12-16-5HumanPancreasPDAC1.94e-025.85e-010.047
1501CTNND2HTA12-23-1HumanPancreasPDAC2.89e-111.17e+000.3405
1501CTNND2HTA12-25-1HumanPancreasPDAC8.73e-046.47e-010.313
1501CTNND2HTA12-26-1HumanPancreasPDAC9.82e-117.66e-010.3728
1501CTNND2HTA12-29-1HumanPancreasPDAC5.71e-551.18e+000.3722
1501CTNND2HTA12-32-1HumanPancreasPDAC5.30e-061.32e+000.3624
1501CTNND2P1_S1_AKHumanSkinAK8.79e-123.71e-01-0.3399
1501CTNND2P2_S3_AKHumanSkinAK7.41e-144.34e-01-0.3287
1501CTNND2P2_S4_SCCISHumanSkinSCCIS4.43e-052.47e-01-0.3043
1501CTNND2P3_S6_AKHumanSkinAK2.08e-052.58e-01-0.3256
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001605518SkinAKWnt signaling pathway98/1910444/187239.39e-143.09e-1198
GO:019873818SkinAKcell-cell signaling by wnt98/1910446/187231.26e-133.72e-1198
GO:003011118SkinAKregulation of Wnt signaling pathway73/1910328/187239.27e-111.52e-0873
GO:003432919SkinAKcell junction assembly86/1910420/187231.95e-102.68e-0886
GO:004521626SkinAKcell-cell junction organization51/1910200/187234.51e-105.24e-0851
GO:006007017SkinAKcanonical Wnt signaling pathway67/1910303/187237.30e-107.45e-0867
GO:006082818SkinAKregulation of canonical Wnt signaling pathway57/1910253/187236.57e-094.47e-0757
GO:000704319SkinAKcell-cell junction assembly36/1910146/187233.88e-071.47e-0536
GO:00609968SkinAKdendritic spine development27/191099/187231.34e-064.15e-0527
GO:001635817SkinAKdendrite development49/1910243/187232.42e-066.72e-0549
GO:00508088SkinAKsynapse organization71/1910426/187232.21e-054.07e-0471
GO:010602710SkinAKneuron projection organization23/191093/187234.44e-057.03e-0423
GO:00970619SkinAKdendritic spine organization21/191084/187237.93e-051.09e-0321
GO:00609975SkinAKdendritic spine morphogenesis17/191061/187238.79e-051.20e-0317
GO:00488138SkinAKdendrite morphogenesis30/1910146/187231.44e-041.73e-0330
GO:00991737SkinAKpostsynapse organization32/1910168/187233.77e-043.65e-0332
GO:0034329110SkinSCCIScell junction assembly52/919420/187237.89e-105.23e-0752
GO:001635818SkinSCCISdendrite development36/919243/187233.00e-091.45e-0636
GO:001605519SkinSCCISWnt signaling pathway51/919444/187231.48e-084.37e-0651
GO:019873819SkinSCCIScell-cell signaling by wnt51/919446/187231.72e-084.81e-0651
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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
CTNND2SNVMissense_Mutationnovelc.301N>Gp.Gln101Glup.Q101EQ9UQB3protein_codingdeleterious(0.02)benign(0.015)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CTNND2SNVMissense_Mutationnovelc.2068N>Tp.His690Tyrp.H690YQ9UQB3protein_codingtolerated(0.05)benign(0.265)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CTNND2SNVMissense_Mutationc.1515N>Tp.Gln505Hisp.Q505HQ9UQB3protein_codingtolerated(0.08)benign(0.001)TCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CTNND2SNVMissense_Mutationc.2885C>Gp.Ala962Glyp.A962GQ9UQB3protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CTNND2SNVMissense_Mutationc.2891G>Ap.Cys964Tyrp.C964YQ9UQB3protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CTNND2SNVMissense_Mutationc.2176G>Cp.Gly726Argp.G726RQ9UQB3protein_codingtolerated(0.11)probably_damaging(0.996)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
CTNND2SNVMissense_Mutationrs772102141c.2953N>Ap.Gly985Serp.G985SQ9UQB3protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CTNND2SNVMissense_Mutationc.3064N>Gp.Leu1022Valp.L1022VQ9UQB3protein_codingdeleterious(0)benign(0.021)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CTNND2SNVMissense_Mutationc.1486N>Cp.Ala496Prop.A496PQ9UQB3protein_codingdeleterious(0.01)benign(0.001)TCGA-E2-A14X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CTNND2SNVMissense_Mutationnovelc.2729N>Tp.Cys910Phep.C910FQ9UQB3protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
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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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