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: CDR2

Gene summary for CDR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDR2

Gene ID

1039

Gene namecerebellar degeneration related protein 2
Gene AliasCDR62
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q01850


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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
1039CDR2CCI_1HumanCervixCC3.43e-169.44e-010.528
1039CDR2CCI_2HumanCervixCC5.53e-129.11e-010.5249
1039CDR2CCI_3HumanCervixCC2.97e-129.10e-010.516
1039CDR2HTA11_1938_2000001011HumanColorectumAD2.82e-035.25e-01-0.0811
1039CDR2HTA11_347_2000001011HumanColorectumAD1.38e-251.04e+00-0.1954
1039CDR2HTA11_83_2000001011HumanColorectumSER9.93e-034.82e-01-0.1526
1039CDR2HTA11_696_2000001011HumanColorectumAD5.23e-085.77e-01-0.1464
1039CDR2HTA11_866_2000001011HumanColorectumAD5.54e-044.58e-01-0.1001
1039CDR2HTA11_1391_2000001011HumanColorectumAD1.09e-024.49e-01-0.059
1039CDR2HTA11_546_2000001011HumanColorectumAD1.88e-056.66e-01-0.0842
1039CDR2HTA11_99999970781_79442HumanColorectumMSS1.69e-02-3.09e-010.294
1039CDR2A001-C-207HumanColorectumFAP3.08e-05-3.75e-010.1278
1039CDR2A015-C-203HumanColorectumFAP6.53e-28-3.79e-01-0.1294
1039CDR2A015-C-204HumanColorectumFAP1.46e-05-3.43e-01-0.0228
1039CDR2A014-C-040HumanColorectumFAP2.09e-04-4.67e-01-0.1184
1039CDR2A002-C-201HumanColorectumFAP1.10e-14-3.46e-010.0324
1039CDR2A001-C-119HumanColorectumFAP1.67e-04-2.48e-01-0.1557
1039CDR2A001-C-108HumanColorectumFAP2.42e-12-2.21e-01-0.0272
1039CDR2A002-C-205HumanColorectumFAP4.34e-24-2.89e-01-0.1236
1039CDR2A015-C-006HumanColorectumFAP1.88e-15-4.45e-01-0.0994
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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
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
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
∗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
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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
CDR2SNVMissense_Mutationc.766G>Ap.Glu256Lysp.E256KQ01850protein_codingdeleterious(0)possibly_damaging(0.793)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDR2SNVMissense_Mutationnovelc.1211A>Gp.Glu404Glyp.E404GQ01850protein_codingtolerated(0.15)possibly_damaging(0.587)TCGA-D8-A1X6-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
CDR2SNVMissense_Mutationnovelc.1211A>Gp.Glu404Glyp.E404GQ01850protein_codingtolerated(0.15)possibly_damaging(0.587)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
CDR2SNVMissense_Mutationnovelc.647N>Ap.Arg216Glnp.R216QQ01850protein_codingdeleterious(0.01)possibly_damaging(0.905)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
CDR2insertionFrame_Shift_Insnovelc.412_413insTTGTCACAAAAATTGAGTTTGCTTTCATGTGTTTATTTACCp.Ser138PhefsTer38p.S138Ffs*38Q01850protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CDR2insertionFrame_Shift_Insnovelc.625_626insCATTTGTAGTCTCCTTTGCCTATTTAAAGAGCTCTp.Leu209ProfsTer13p.L209Pfs*13Q01850protein_codingTCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDR2insertionNonsense_Mutationnovelc.975_976insTTTGATATAAGTTAGCTTGTTAGCATATGCCCTAGAp.Lys325_Gly326insPheAspIleSerTerLeuValSerIleCysProArgp.K325_G326insFDIS*LVSICPRQ01850protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CDR2SNVMissense_Mutationc.574N>Cp.Glu192Glnp.E192QQ01850protein_codingdeleterious(0.01)possibly_damaging(0.787)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDR2SNVMissense_Mutationc.1100N>Ap.Cys367Tyrp.C367YQ01850protein_codingdeleterious(0.03)probably_damaging(0.971)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDR2SNVMissense_Mutationc.850N>Gp.Lys284Glup.K284EQ01850protein_codingtolerated(0.79)benign(0.027)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<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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