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: DCC

Gene summary for DCC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCC

Gene ID

1630

Gene nameDCC netrin 1 receptor
Gene AliasCRC18
Cytomap18q21.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P43146


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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
1630DCCHTA11_1391_2000001011HumanColorectumAD3.29e-022.02e-01-0.059
1630DCCHTA11_7469_2000001011HumanColorectumAD5.31e-077.95e-01-0.0124
1630DCCHTA11_99999973899_84307HumanColorectumMSS1.07e-086.14e-010.2585
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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
∗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:012003213LungAISregulation of plasma membrane bounded cell projection assembly37/1849186/187232.67e-058.60e-0437
GO:006049113LungAISregulation of cell projection assembly37/1849188/187233.41e-051.05e-0337
GO:190211511LungAISregulation of organelle assembly34/1849186/187233.06e-045.62e-0334
GO:003514811LungAIStube formation27/1849148/187231.25e-031.58e-0227
GO:000716323LungAAHestablishment or maintenance of cell polarity24/613218/187232.21e-071.01e-0424
GO:003001023LungAAHestablishment of cell polarity17/613143/187234.53e-061.22e-0317
GO:003001031LungMIACestablishment of cell polarity27/967143/187234.16e-094.27e-0627
GO:000716332LungMIACestablishment or maintenance of cell polarity34/967218/187237.70e-094.94e-0634
GO:00602711LungMIACcilium assembly37/967337/187231.29e-059.85e-0437
GO:00447821LungMIACcilium organization38/967368/187233.93e-052.08e-0338
GO:012003221LungMIACregulation of plasma membrane bounded cell projection assembly19/967186/187233.58e-034.56e-0219
GO:006049121LungMIACregulation of cell projection assembly19/967188/187234.03e-034.84e-0219
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:19021155Oral cavityOSCCregulation of organelle assembly109/7305186/187234.54e-088.45e-07109
GO:003001016Oral cavityOSCCestablishment of cell polarity82/7305143/187236.56e-067.24e-0582
GO:006049110Oral cavityOSCCregulation of cell projection assembly100/7305188/187235.27e-054.38e-04100
GO:012003216Oral cavityOSCCregulation of plasma membrane bounded cell projection assembly98/7305186/187231.00e-047.54e-0498
GO:003514810Oral cavityOSCCtube formation78/7305148/187234.82e-042.85e-0378
GO:00070981Oral cavityOSCCcentrosome cycle66/7305130/187234.17e-031.70e-0266
GO:00310232Oral cavityOSCCmicrotubule organizing center organization70/7305143/187239.71e-033.44e-0270
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05210ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa04360ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa052101ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa043601ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa052102ColorectumMSSColorectal cancer36/187586/84653.08e-053.22e-041.97e-0436
hsa043602ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa052103ColorectumMSSColorectal cancer36/187586/84653.08e-053.22e-041.97e-0436
hsa043603ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-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
DCCSNVMissense_Mutationrs750872111c.3257N>Tp.Pro1086Leup.P1086LP43146protein_codingdeleterious(0)possibly_damaging(0.579)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DCCSNVMissense_Mutationrs767458713c.2554G>Ap.Ala852Thrp.A852TP43146protein_codingdeleterious(0.01)probably_damaging(0.928)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DCCSNVMissense_Mutationc.1675C>Ap.Gln559Lysp.Q559KP43146protein_codingtolerated(0.55)benign(0.326)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCCSNVMissense_Mutationrs187939463c.2647N>Ap.Val883Ilep.V883IP43146protein_codingtolerated(0.12)benign(0.037)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DCCSNVMissense_Mutationrs750279704c.3412N>Ap.Ala1138Thrp.A1138TP43146protein_codingtolerated(0.2)benign(0.003)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DCCSNVMissense_Mutationrs759439297c.632N>Ap.Arg211Glnp.R211QP43146protein_codingtolerated(0.15)possibly_damaging(0.824)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DCCSNVMissense_Mutationrs139280277c.2887N>Ap.Val963Ilep.V963IP43146protein_codingtolerated(1)benign(0.01)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
DCCSNVMissense_Mutationrs374199141c.4210N>Ap.Glu1404Lysp.E1404KP43146protein_codingdeleterious(0.01)possibly_damaging(0.808)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
DCCSNVMissense_Mutationc.287N>Gp.Ser96Cysp.S96CP43146protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A1II-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DCCSNVMissense_Mutationc.704N>Cp.Gly235Alap.G235AP43146protein_codingtolerated(0.18)benign(0.433)TCGA-EW-A1J6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
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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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