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:00071639CervixCCestablishment or maintenance of cell polarity63/2311218/187234.25e-118.76e-0963
GO:00300108CervixCCestablishment of cell polarity42/2311143/187234.30e-082.62e-0642
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:01200328CervixCCregulation of plasma membrane bounded cell projection assembly38/2311186/187231.14e-039.35e-0338
GO:00604917CervixCCregulation of cell projection assembly38/2311188/187231.40e-031.10e-0238
GO:00351487CervixCCtube formation31/2311148/187232.07e-031.51e-0231
GO:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:1905475ColorectumADregulation of protein localization to membrane73/3918175/187233.37e-102.93e-0873
GO:1903076ColorectumADregulation of protein localization to plasma membrane48/3918104/187237.17e-094.36e-0748
GO:1904375ColorectumADregulation of protein localization to cell periphery54/3918125/187231.52e-089.00e-0754
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0061951ColorectumADestablishment of protein localization to plasma membrane31/391860/187231.37e-076.42e-0631
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
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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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