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: AP2A2

Gene summary for AP2A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP2A2

Gene ID

161

Gene nameadaptor related protein complex 2 subunit alpha 2
Gene AliasADTAB
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O94973


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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
161AP2A2LZE22D1HumanEsophagusHGIN2.50e-021.28e-010.0595
161AP2A2LZE24THumanEsophagusESCC1.11e-092.51e-010.0596
161AP2A2P1T-EHumanEsophagusESCC9.11e-052.06e-010.0875
161AP2A2P2T-EHumanEsophagusESCC3.68e-112.20e-010.1177
161AP2A2P4T-EHumanEsophagusESCC7.20e-081.69e-010.1323
161AP2A2P5T-EHumanEsophagusESCC3.69e-025.65e-020.1327
161AP2A2P8T-EHumanEsophagusESCC2.04e-081.43e-010.0889
161AP2A2P9T-EHumanEsophagusESCC1.59e-051.80e-010.1131
161AP2A2P10T-EHumanEsophagusESCC1.65e-172.67e-010.116
161AP2A2P11T-EHumanEsophagusESCC1.85e-073.09e-010.1426
161AP2A2P12T-EHumanEsophagusESCC3.24e-123.19e-010.1122
161AP2A2P15T-EHumanEsophagusESCC4.08e-163.76e-010.1149
161AP2A2P16T-EHumanEsophagusESCC1.70e-072.27e-010.1153
161AP2A2P17T-EHumanEsophagusESCC6.23e-115.06e-010.1278
161AP2A2P19T-EHumanEsophagusESCC6.29e-084.37e-010.1662
161AP2A2P20T-EHumanEsophagusESCC1.19e-133.10e-010.1124
161AP2A2P21T-EHumanEsophagusESCC2.24e-123.07e-010.1617
161AP2A2P22T-EHumanEsophagusESCC1.17e-081.95e-010.1236
161AP2A2P23T-EHumanEsophagusESCC3.03e-172.83e-010.108
161AP2A2P24T-EHumanEsophagusESCC4.54e-112.19e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00725839EsophagusHGINclathrin-dependent endocytosis15/258747/187231.17e-031.42e-0215
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:007258314EsophagusESCCclathrin-dependent endocytosis34/855247/187231.91e-041.21e-0334
GO:000689811LiverCirrhoticreceptor-mediated endocytosis91/4634244/187238.13e-061.22e-0491
GO:000689821LiverHCCreceptor-mediated endocytosis134/7958244/187235.73e-055.31e-04134
GO:007258311LiverHCCclathrin-dependent endocytosis31/795847/187239.90e-045.71e-0331
GO:000689810Oral cavityOSCCreceptor-mediated endocytosis125/7305244/187236.56e-055.32e-04125
GO:00725838Oral cavityOSCCclathrin-dependent endocytosis30/730547/187234.96e-042.92e-0330
GO:000689817Oral cavityLPreceptor-mediated endocytosis87/4623244/187237.83e-051.02e-0387
GO:007258313Oral cavityLPclathrin-dependent endocytosis20/462347/187235.42e-033.30e-0220
GO:007258321Oral cavityEOLPclathrin-dependent endocytosis19/221847/187236.00e-071.56e-0519
GO:000689825Oral cavityEOLPreceptor-mediated endocytosis55/2218244/187231.64e-063.82e-0555
GO:000689831Oral cavityNEOLPreceptor-mediated endocytosis51/2005244/187232.08e-064.87e-0551
GO:007258331Oral cavityNEOLPclathrin-dependent endocytosis15/200547/187237.12e-059.27e-0415
GO:0006898110ThyroidPTCreceptor-mediated endocytosis112/5968244/187232.87e-063.74e-05112
GO:007258310ThyroidPTCclathrin-dependent endocytosis30/596847/187236.62e-067.83e-0530
GO:000689826ThyroidATCreceptor-mediated endocytosis118/6293244/187231.17e-061.50e-05118
GO:007258315ThyroidATCclathrin-dependent endocytosis30/629347/187232.16e-051.92e-0430
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0501615LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa05016112Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
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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
AP2A2SNVMissense_Mutationnovelc.199N>Gp.Leu67Valp.L67VO94973protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
AP2A2SNVMissense_Mutationnovelc.1615G>Tp.Ala539Serp.A539SO94973protein_codingtolerated(0.11)benign(0.178)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
AP2A2SNVMissense_Mutationc.343G>Ap.Ala115Thrp.A115TO94973protein_codingdeleterious(0.04)probably_damaging(0.936)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
AP2A2SNVMissense_Mutationnovelc.2483N>Cp.Phe828Serp.F828SO94973protein_codingtolerated(0.18)probably_damaging(0.938)TCGA-BH-A0AZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
AP2A2SNVMissense_Mutationc.1024G>Ap.Glu342Lysp.E342KO94973protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
AP2A2SNVMissense_Mutationc.554N>Cp.Met185Thrp.M185TO94973protein_codingtolerated(0.39)benign(0.005)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
AP2A2insertionFrame_Shift_Insnovelc.191_192insGATCACGTATAAAAGTAAGTCAGGGACGGGCAp.Phe64LeufsTer28p.F64Lfs*28O94973protein_codingTCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
AP2A2deletionFrame_Shift_Delnovelc.2517delTp.Gln840AsnfsTer6p.Q840Nfs*6O94973protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
AP2A2SNVMissense_Mutationnovelc.484N>Ap.Asp162Asnp.D162NO94973protein_codingtolerated(0.27)probably_damaging(0.975)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP2A2SNVMissense_Mutationc.120C>Gp.Ile40Metp.I40MO94973protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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