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: AP3S2

Gene summary for AP3S2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP3S2

Gene ID

10239

Gene nameadaptor related protein complex 3 subunit sigma 2
Gene AliasAP3S3
Cytomap15q26.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024RC62


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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
10239AP3S2HTA11_2487_2000001011HumanColorectumSER2.29e-042.26e-01-0.1808
10239AP3S2HTA11_78_2000001011HumanColorectumAD3.17e-031.97e-01-0.1088
10239AP3S2HTA11_347_2000001011HumanColorectumAD1.76e-093.01e-01-0.1954
10239AP3S2HTA11_83_2000001011HumanColorectumSER7.41e-042.73e-01-0.1526
10239AP3S2HTA11_696_2000001011HumanColorectumAD7.36e-051.82e-01-0.1464
10239AP3S2HTA11_866_2000001011HumanColorectumAD4.47e-041.20e-01-0.1001
10239AP3S2HTA11_1391_2000001011HumanColorectumAD8.21e-052.27e-01-0.059
10239AP3S2LZE4THumanEsophagusESCC4.27e-051.84e-010.0811
10239AP3S2LZE5THumanEsophagusESCC2.72e-032.90e-010.0514
10239AP3S2LZE7THumanEsophagusESCC1.07e-094.12e-010.0667
10239AP3S2LZE24THumanEsophagusESCC9.00e-082.00e-010.0596
10239AP3S2P2T-EHumanEsophagusESCC2.64e-102.24e-010.1177
10239AP3S2P4T-EHumanEsophagusESCC3.85e-102.85e-010.1323
10239AP3S2P5T-EHumanEsophagusESCC1.04e-072.22e-010.1327
10239AP3S2P8T-EHumanEsophagusESCC5.82e-102.01e-010.0889
10239AP3S2P9T-EHumanEsophagusESCC1.45e-062.03e-010.1131
10239AP3S2P10T-EHumanEsophagusESCC4.61e-152.89e-010.116
10239AP3S2P11T-EHumanEsophagusESCC4.59e-093.57e-010.1426
10239AP3S2P12T-EHumanEsophagusESCC2.48e-103.05e-010.1122
10239AP3S2P15T-EHumanEsophagusESCC3.71e-174.01e-010.1149
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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
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:005164821LiverHCCvesicle localization107/7958177/187231.05e-061.57e-05107
GO:00080882LiverHCCaxo-dendritic transport52/795875/187232.34e-063.14e-0552
GO:00723843LiverHCCorganelle transport along microtubule56/795885/187231.13e-051.29e-0456
GO:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
GO:0047496LiverHCCvesicle transport along microtubule34/795847/187233.27e-053.29e-0434
GO:0098930LiverHCCaxonal transport43/795864/187235.73e-055.31e-0443
GO:00109702LiverHCCtransport along microtubule90/7958155/187236.49e-055.92e-0490
GO:00995182LiverHCCvesicle cytoskeletal trafficking46/795873/187233.23e-042.28e-0346
GO:0008089LiverHCCanterograde axonal transport32/795850/187231.76e-039.12e-0332
GO:0006896LiverHCCGolgi to vacuole transport15/795820/187233.31e-031.51e-0215
GO:0048489LiverHCCsynaptic vesicle transport27/795842/187233.60e-031.60e-0227
GO:0048490LiverHCCanterograde synaptic vesicle transport14/795819/187235.94e-032.44e-0214
GO:0099514LiverHCCsynaptic vesicle cytoskeletal transport14/795819/187235.94e-032.44e-0214
GO:0099517LiverHCCsynaptic vesicle transport along microtubule14/795819/187235.94e-032.44e-0214
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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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
AP3S2SNVMissense_Mutationc.24N>Gp.Phe8Leup.F8LP59780protein_codingdeleterious(0.04)possibly_damaging(0.612)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP3S2SNVMissense_Mutationrs774639100c.476N>Tp.Ala159Valp.A159VP59780protein_codingdeleterious(0.01)benign(0.014)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AP3S2SNVMissense_Mutationnovelc.516N>Tp.Glu172Aspp.E172DP59780protein_codingtolerated_low_confidence(0.08)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AP3S2SNVMissense_Mutationnovelc.444N>Tp.Glu148Aspp.E148DP59780protein_codingtolerated(0.11)benign(0.033)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AP3S2SNVMissense_Mutationrs148740750c.304G>Ap.Glu102Lysp.E102KP59780protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
AP3S2SNVMissense_Mutationrs372598574c.197G>Ap.Arg66Glnp.R66QP59780protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
AP3S2SNVMissense_Mutationrs781619946c.280G>Ap.Val94Metp.V94MP59780protein_codingdeleterious(0.02)probably_damaging(0.981)TCGA-B5-A11U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
AP3S2SNVMissense_Mutationrs776607280c.478N>Tp.Arg160Trpp.R160WP59780protein_codingdeleterious(0.01)possibly_damaging(0.696)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AP3S2SNVMissense_Mutationrs538209457c.485N>Cp.Val162Alap.V162AP59780protein_codingtolerated(0.2)benign(0.007)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AP3S2SNVMissense_Mutationnovelc.160N>Cp.Ser54Argp.S54RP59780protein_codingtolerated(0.42)benign(0.043)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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