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: CNTNAP2

Gene summary for CNTNAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNTNAP2

Gene ID

26047

Gene namecontactin associated protein 2
Gene AliasAUTS15
Cytomap7q35-q36.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A090N7T7


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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
26047CNTNAP2P9T-EHumanEsophagusESCC3.05e-032.34e-010.1131
26047CNTNAP2P10T-EHumanEsophagusESCC5.68e-245.25e-010.116
26047CNTNAP2P12T-EHumanEsophagusESCC1.77e-861.85e+000.1122
26047CNTNAP2P15T-EHumanEsophagusESCC8.38e-134.90e-010.1149
26047CNTNAP2P26T-EHumanEsophagusESCC2.06e-591.19e+000.1276
26047CNTNAP2P28T-EHumanEsophagusESCC1.30e-155.05e-010.1149
26047CNTNAP2P30T-EHumanEsophagusESCC3.85e-063.06e-010.137
26047CNTNAP2P32T-EHumanEsophagusESCC6.36e-331.01e+000.1666
26047CNTNAP2P36T-EHumanEsophagusESCC1.12e-052.27e-010.1187
26047CNTNAP2P42T-EHumanEsophagusESCC9.46e-031.43e-010.1175
26047CNTNAP2P49T-EHumanEsophagusESCC1.13e-172.03e+000.1768
26047CNTNAP2P52T-EHumanEsophagusESCC9.02e-112.95e-010.1555
26047CNTNAP2P74T-EHumanEsophagusESCC2.69e-062.19e-010.1479
26047CNTNAP2P79T-EHumanEsophagusESCC1.78e-031.74e-010.1154
26047CNTNAP2P83T-EHumanEsophagusESCC1.82e-041.95e-010.1738
26047CNTNAP2P107T-EHumanEsophagusESCC8.98e-031.46e-010.171
26047CNTNAP2P130T-EHumanEsophagusESCC2.39e-245.71e-010.1676
26047CNTNAP2HCC1HumanLiverHCC1.22e-062.88e+000.5336
26047CNTNAP2S014HumanLiverHCC1.69e-094.08e-010.2254
26047CNTNAP2S027HumanLiverHCC1.20e-127.89e-010.2446
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
∗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:000961211BreastIDCresponse to mechanical stimulus34/1434216/187234.59e-051.03e-0334
GO:000961221BreastDCISresponse to mechanical stimulus32/1390216/187231.36e-042.33e-0332
GO:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0007043ColorectumADcell-cell junction assembly57/3918146/187234.18e-071.61e-0557
GO:1901888ColorectumADregulation of cell junction assembly61/3918204/187231.50e-031.27e-0261
GO:00452161ColorectumSERcell-cell junction organization63/2897200/187239.15e-097.80e-0763
GO:00070431ColorectumSERcell-cell junction assembly45/2897146/187232.23e-069.31e-0545
GO:00343291ColorectumSERcell junction assembly100/2897420/187234.23e-061.61e-04100
GO:19018881ColorectumSERregulation of cell junction assembly46/2897204/187234.70e-033.70e-0246
GO:00452162ColorectumMSScell-cell junction organization69/3467200/187235.07e-082.70e-0669
GO:00343292ColorectumMSScell junction assembly120/3467420/187232.51e-071.07e-05120
GO:00070432ColorectumMSScell-cell junction assembly50/3467146/187234.24e-061.21e-0450
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:000961216EsophagusESCCresponse to mechanical stimulus124/8552216/187233.30e-041.94e-03124
GO:004521620EsophagusESCCcell-cell junction organization114/8552200/187238.04e-044.16e-03114
GO:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
GO:190188810EsophagusESCCregulation of cell junction assembly109/8552204/187231.53e-024.96e-02109
GO:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:00096124LiverHCCresponse to mechanical stimulus113/7958216/187232.20e-031.10e-02113
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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
CNTNAP2SNVMissense_Mutationrs750079255c.615N>Ap.Met205Ilep.M205IQ9UHC6protein_codingtolerated(0.16)benign(0.01)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNTNAP2SNVMissense_Mutationc.2068N>Cp.Cys690Argp.C690RQ9UHC6protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTNAP2SNVMissense_Mutationrs763809167c.3850N>Tp.Arg1284Trpp.R1284WQ9UHC6protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CNTNAP2SNVMissense_Mutationrs764902194c.1681A>Cp.Asn561Hisp.N561HQ9UHC6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1FJ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CNTNAP2SNVMissense_Mutationrs756029588c.2318N>Cp.Gly773Alap.G773AQ9UHC6protein_codingtolerated(0.66)possibly_damaging(0.642)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
CNTNAP2SNVMissense_Mutationc.1849N>Ap.Asp617Asnp.D617NQ9UHC6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTNAP2SNVMissense_Mutationnovelc.3245C>Ap.Thr1082Asnp.T1082NQ9UHC6protein_codingtolerated(1)benign(0)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CNTNAP2SNVMissense_Mutationrs145832489c.1033N>Ap.Val345Ilep.V345IQ9UHC6protein_codingtolerated(0.34)benign(0.003)TCGA-E9-A248-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CNTNAP2SNVMissense_Mutationrs768389541c.3631G>Ap.Glu1211Lysp.E1211KQ9UHC6protein_codingdeleterious(0.02)possibly_damaging(0.787)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CNTNAP2deletionFrame_Shift_Delc.3515delNp.Pro1173GlnfsTer22p.P1173Qfs*22Q9UHC6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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