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: CD2AP

Gene summary for CD2AP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD2AP

Gene ID

23607

Gene nameCD2 associated protein
Gene AliasCMS
Cytomap6p12.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9Y5K6


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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
23607CD2APCA_HPV_1HumanCervixCC3.11e-051.96e-010.0264
23607CD2APCCI_1HumanCervixCC1.84e-051.04e+000.528
23607CD2APCCI_2HumanCervixCC6.18e-079.41e-010.5249
23607CD2APCCI_3HumanCervixCC6.70e-089.45e-010.516
23607CD2APH2HumanCervixHSIL_HPV2.51e-073.38e-010.0632
23607CD2APHTA11_3410_2000001011HumanColorectumAD7.13e-38-8.97e-010.0155
23607CD2APHTA11_2951_2000001011HumanColorectumAD4.42e-05-9.02e-010.0216
23607CD2APHTA11_3361_2000001011HumanColorectumAD5.56e-11-6.59e-01-0.1207
23607CD2APHTA11_696_2000001011HumanColorectumAD4.06e-14-4.06e-01-0.1464
23607CD2APHTA11_2992_2000001011HumanColorectumSER1.82e-04-5.02e-01-0.1706
23607CD2APHTA11_5212_2000001011HumanColorectumAD1.25e-05-5.39e-01-0.2061
23607CD2APHTA11_7862_2000001011HumanColorectumAD3.06e-03-4.84e-01-0.0179
23607CD2APHTA11_866_3004761011HumanColorectumAD3.36e-22-7.44e-010.096
23607CD2APHTA11_9408_2000001011HumanColorectumAD1.30e-02-8.20e-010.0451
23607CD2APHTA11_8622_2000001021HumanColorectumSER1.02e-07-8.78e-010.0528
23607CD2APHTA11_10711_2000001011HumanColorectumAD7.31e-16-7.45e-010.0338
23607CD2APHTA11_7696_3000711011HumanColorectumAD1.88e-27-6.77e-010.0674
23607CD2APHTA11_11156_2000001011HumanColorectumAD1.29e-02-8.95e-010.0397
23607CD2APHTA11_6818_2000001021HumanColorectumAD3.67e-13-6.85e-010.0588
23607CD2APHTA11_99999970781_79442HumanColorectumMSS5.78e-25-6.01e-010.294
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:00315328CervixCCactin cytoskeleton reorganization31/2311107/187233.34e-068.99e-0531
GO:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:20002493CervixCCregulation of actin cytoskeleton reorganization14/231139/187231.36e-041.66e-0314
GO:00716344CervixCCregulation of transforming growth factor beta production14/231141/187232.49e-042.77e-0314
GO:00716043CervixCCtransforming growth factor beta production14/231143/187234.37e-044.38e-0314
GO:19001808CervixCCregulation of protein localization to nucleus31/2311136/187234.76e-044.69e-0331
GO:19001827CervixCCpositive regulation of protein localization to nucleus22/231187/187237.03e-046.40e-0322
GO:00069292CervixCCsubstrate-dependent cell migration9/231123/187231.05e-038.76e-039
GO:00507148CervixCCpositive regulation of protein secretion29/2311137/187232.40e-031.70e-0229
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0510020CervixCCBacterial invasion of epithelial cells23/126777/84656.25e-042.93e-031.73e-0323
hsa05100110CervixCCBacterial invasion of epithelial cells23/126777/84656.25e-042.93e-031.73e-0323
hsa05100ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa051001ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa051002ColorectumSERBacterial invasion of epithelial cells36/158077/84651.56e-083.45e-072.50e-0736
hsa051003ColorectumSERBacterial invasion of epithelial cells36/158077/84651.56e-083.45e-072.50e-0736
hsa051004ColorectumMSSBacterial invasion of epithelial cells36/187577/84651.41e-061.82e-051.11e-0536
hsa051005ColorectumMSSBacterial invasion of epithelial cells36/187577/84651.41e-061.82e-051.11e-0536
hsa051008ColorectumFAPBacterial invasion of epithelial cells33/140477/84654.33e-081.11e-066.77e-0733
hsa051009ColorectumFAPBacterial invasion of epithelial cells33/140477/84654.33e-081.11e-066.77e-0733
hsa0510010ColorectumCRCBacterial invasion of epithelial cells26/109177/84651.80e-066.69e-054.53e-0526
hsa0510011ColorectumCRCBacterial invasion of epithelial cells26/109177/84651.80e-066.69e-054.53e-0526
hsa0510026EndometriumAEHBacterial invasion of epithelial cells32/119777/84653.28e-095.91e-084.33e-0832
hsa05100111EndometriumAEHBacterial invasion of epithelial cells32/119777/84653.28e-095.91e-084.33e-0832
hsa0510027EndometriumEECBacterial invasion of epithelial cells30/123777/84651.26e-071.88e-061.40e-0630
hsa0510036EndometriumEECBacterial invasion of epithelial cells30/123777/84651.26e-071.88e-061.40e-0630
hsa05100211EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa05100310EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa0510014LiverCirrhoticBacterial invasion of epithelial cells40/253077/84653.92e-052.84e-041.75e-0440
hsa0510015LiverCirrhoticBacterial invasion of epithelial cells40/253077/84653.92e-052.84e-041.75e-0440
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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
CD2APSNVMissense_Mutationnovelc.1448C>Tp.Ser483Leup.S483LQ9Y5K6protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AC-A2FO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoCR
CD2APSNVMissense_Mutationrs147188917c.934G>Ap.Glu312Lysp.E312KQ9Y5K6protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD2APSNVMissense_Mutationc.671N>Gp.Ser224Cysp.S224CQ9Y5K6protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
CD2APinsertionFrame_Shift_Insnovelc.720dupAp.Pro241ThrfsTer27p.P241Tfs*27Q9Y5K6protein_codingTCGA-A2-A4RY-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
CD2APSNVMissense_Mutationnovelc.1704A>Cp.Glu568Aspp.E568DQ9Y5K6protein_codingtolerated(0.42)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD2APSNVMissense_Mutationc.1810C>Gp.His604Aspp.H604DQ9Y5K6protein_codingdeleterious(0.04)possibly_damaging(0.786)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD2APSNVMissense_Mutationrs757930895c.1639N>Cp.Val547Leup.V547LQ9Y5K6protein_codingtolerated(0.71)benign(0)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
CD2APSNVMissense_Mutationc.1153N>Gp.Pro385Alap.P385AQ9Y5K6protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AA-3860-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
CD2APSNVMissense_Mutationrs371293071c.251N>Ap.Arg84Glnp.R84QQ9Y5K6protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CD2APSNVMissense_Mutationc.420N>Tp.Glu140Aspp.E140DQ9Y5K6protein_codingdeleterious(0)probably_damaging(0.913)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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