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: AP3S1

Gene summary for AP3S1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP3S1

Gene ID

1176

Gene nameadaptor related protein complex 3 subunit sigma 1
Gene AliasCLAPS3
Cytomap5q22.3-q23.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q92572


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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
1176AP3S1P130T-EHumanEsophagusESCC3.30e-792.24e+000.1676
1176AP3S1S43HumanLiverCirrhotic7.99e-11-2.22e-01-0.0187
1176AP3S1HCC1_MengHumanLiverHCC3.93e-872.03e-010.0246
1176AP3S1HCC2_MengHumanLiverHCC3.07e-29-1.46e-010.0107
1176AP3S1cirrhotic1HumanLiverCirrhotic9.88e-084.57e-020.0202
1176AP3S1cirrhotic2HumanLiverCirrhotic1.21e-091.12e-010.0201
1176AP3S1cirrhotic3HumanLiverCirrhotic6.72e-069.41e-020.0215
1176AP3S1HCC1HumanLiverHCC2.51e-073.70e+000.5336
1176AP3S1HCC2HumanLiverHCC5.13e-123.19e+000.5341
1176AP3S1Pt13.bHumanLiverHCC9.40e-203.00e-010.0251
1176AP3S1Pt14.bHumanLiverHCC1.93e-062.02e-010.018
1176AP3S1S014HumanLiverHCC3.27e-261.21e+000.2254
1176AP3S1S015HumanLiverHCC4.41e-181.53e+000.2375
1176AP3S1S016HumanLiverHCC4.47e-231.24e+000.2243
1176AP3S1S027HumanLiverHCC1.99e-038.87e-010.2446
1176AP3S1S028HumanLiverHCC2.87e-139.85e-010.2503
1176AP3S1S029HumanLiverHCC1.82e-201.57e+000.2581
1176AP3S1C04HumanOral cavityOSCC2.01e-392.33e+000.2633
1176AP3S1C21HumanOral cavityOSCC1.86e-692.73e+000.2678
1176AP3S1C30HumanOral cavityOSCC1.00e-573.19e+000.3055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00516568EndometriumAEHestablishment of organelle localization77/2100390/187234.89e-071.94e-0577
GO:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:19016539EndometriumAEHcellular response to peptide64/2100359/187231.16e-041.63e-0364
GO:004343410EndometriumAEHresponse to peptide hormone70/2100414/187232.93e-043.35e-0370
GO:00307058EndometriumAEHcytoskeleton-dependent intracellular transport38/2100195/187234.72e-044.91e-0338
GO:00516507EndometriumAEHestablishment of vesicle localization32/2100161/187238.99e-048.24e-0332
GO:00328699EndometriumAEHcellular response to insulin stimulus37/2100203/187231.97e-031.54e-0237
GO:00713758EndometriumAEHcellular response to peptide hormone stimulus49/2100290/187232.24e-031.72e-0249
GO:00516487EndometriumAEHvesicle localization32/2100177/187234.33e-032.86e-0232
GO:00082866EndometriumAEHinsulin receptor signaling pathway23/2100116/187234.58e-032.95e-0223
GO:00070348EndometriumAEHvacuolar transport29/2100157/187234.69e-032.99e-0229
GO:00328689EndometriumAEHresponse to insulin44/2100264/187234.70e-033.00e-0244
GO:00484891EndometriumAEHsynaptic vesicle transport11/210042/187235.45e-033.37e-0211
GO:00080887EndometriumAEHaxo-dendritic transport16/210075/187238.13e-034.49e-0216
GO:005165613EndometriumEECestablishment of organelle localization75/2168390/187236.23e-061.49e-0475
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
GO:190165314EndometriumEECcellular response to peptide68/2168359/187232.75e-054.83e-0468
GO:004343416EndometriumEECresponse to peptide hormone74/2168414/187239.11e-051.28e-0374
GO:003070514EndometriumEECcytoskeleton-dependent intracellular transport39/2168195/187234.40e-044.58e-0339
GO:007137513EndometriumEECcellular response to peptide hormone stimulus52/2168290/187238.77e-048.01e-0352
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
AP3S1SNVMissense_Mutationc.467N>Ap.Gly156Glup.G156EQ92572protein_codingtolerated(0.26)benign(0.044)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
AP3S1SNVMissense_Mutationc.327N>Cp.Leu109Phep.L109FQ92572protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
AP3S1SNVMissense_Mutationc.572C>Ap.Ser191Tyrp.S191YQ92572protein_codingdeleterious_low_confidence(0.01)benign(0.003)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
AP3S1SNVMissense_Mutationrs200347946c.34G>Ap.Gly12Argp.G12RQ92572protein_codingdeleterious(0.03)possibly_damaging(0.873)TCGA-CM-5868-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
AP3S1SNVMissense_Mutationc.125G>Tp.Arg42Ilep.R42IQ92572protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AP3S1SNVMissense_Mutationnovelc.137N>Cp.Val46Alap.V46AQ92572protein_codingtolerated(0.15)benign(0.034)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AP3S1SNVMissense_Mutationnovelc.115N>Ap.Val39Ilep.V39IQ92572protein_codingtolerated(0.18)possibly_damaging(0.576)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AP3S1SNVMissense_Mutationnovelc.208N>Cp.Thr70Prop.T70PQ92572protein_codingdeleterious(0)possibly_damaging(0.651)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AP3S1SNVMissense_Mutationnovelc.119N>Ap.Ser40Tyrp.S40YQ92572protein_codingdeleterious(0)probably_damaging(0.958)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AP3S1SNVMissense_Mutationc.209N>Tp.Thr70Metp.T70MQ92572protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AP-A059-01Endometriumuterine 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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