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: AP3B1

Gene summary for AP3B1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP3B1

Gene ID

8546

Gene nameadaptor related protein complex 3 subunit beta 1
Gene AliasADTB3
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0S2Z5J4


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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
8546AP3B1N_HPV_1HumanCervixN_HPV4.90e-02-8.42e-020.0079
8546AP3B1CCI_2HumanCervixCC1.14e-131.35e+000.5249
8546AP3B1CCI_3HumanCervixCC2.35e-097.92e-010.516
8546AP3B1HTA11_3410_2000001011HumanColorectumAD2.74e-15-6.38e-010.0155
8546AP3B1HTA11_3361_2000001011HumanColorectumAD1.33e-04-5.07e-01-0.1207
8546AP3B1HTA11_866_2000001011HumanColorectumAD5.74e-06-3.46e-01-0.1001
8546AP3B1HTA11_866_3004761011HumanColorectumAD7.62e-12-6.03e-010.096
8546AP3B1HTA11_10711_2000001011HumanColorectumAD6.23e-06-5.49e-010.0338
8546AP3B1HTA11_7696_3000711011HumanColorectumAD2.41e-09-4.07e-010.0674
8546AP3B1HTA11_99999970781_79442HumanColorectumMSS2.34e-06-2.96e-010.294
8546AP3B1HTA11_99999971662_82457HumanColorectumMSS1.03e-05-3.05e-010.3859
8546AP3B1HTA11_99999974143_84620HumanColorectumMSS8.77e-31-6.71e-010.3005
8546AP3B1A015-C-203HumanColorectumFAP1.84e-38-4.60e-01-0.1294
8546AP3B1A015-C-204HumanColorectumFAP1.25e-02-2.52e-01-0.0228
8546AP3B1A014-C-040HumanColorectumFAP9.50e-03-2.96e-01-0.1184
8546AP3B1A002-C-201HumanColorectumFAP1.70e-13-3.77e-010.0324
8546AP3B1A002-C-203HumanColorectumFAP3.61e-08-1.99e-010.2786
8546AP3B1A001-C-119HumanColorectumFAP3.74e-03-2.52e-01-0.1557
8546AP3B1A001-C-108HumanColorectumFAP9.69e-21-2.00e-01-0.0272
8546AP3B1A002-C-205HumanColorectumFAP3.60e-19-2.84e-01-0.1236
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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
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
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:00726552ColorectumMSSestablishment of protein localization to mitochondrion44/3467120/187232.03e-066.28e-0544
GO:00070062ColorectumMSSmitochondrial membrane organization42/3467116/187234.99e-061.38e-0442
GO:00070342ColorectumMSSvacuolar transport52/3467157/187238.25e-062.07e-0452
GO:00516502ColorectumMSSestablishment of vesicle localization51/3467161/187233.92e-057.45e-0451
GO:00550762ColorectumMSStransition metal ion homeostasis45/3467138/187234.99e-059.02e-0445
GO:00508782ColorectumMSSregulation of body fluid levels99/3467379/187231.40e-042.07e-0399
GO:00516482ColorectumMSSvesicle localization53/3467177/187231.47e-042.16e-0353
GO:00457852ColorectumMSSpositive regulation of cell adhesion110/3467437/187232.94e-043.87e-03110
GO:00604251ColorectumMSSlung morphogenesis20/346750/187233.25e-044.21e-0320
GO:00901512ColorectumMSSestablishment of protein localization to mitochondrial membrane14/346730/187233.95e-044.91e-0314
GO:00070411ColorectumMSSlysosomal transport36/3467114/187235.38e-046.04e-0336
GO:00025731ColorectumMSSmyeloid leukocyte differentiation57/3467208/187231.01e-031.01e-0257
GO:00469162ColorectumMSScellular transition metal ion homeostasis35/3467115/187231.33e-031.26e-0235
GO:00726652ColorectumMSSprotein localization to vacuole23/346767/187231.51e-031.39e-0223
GO:00990031ColorectumMSSvesicle-mediated transport in synapse54/3467200/187231.94e-031.67e-0254
GO:00307052ColorectumMSScytoskeleton-dependent intracellular transport52/3467195/187233.07e-032.34e-0252
GO:19037061ColorectumMSSregulation of hemopoiesis89/3467367/187233.39e-032.56e-0289
GO:00018651ColorectumMSSNK T cell differentiation6/346710/187234.25e-033.04e-026
GO:00070331ColorectumMSSvacuole organization48/3467180/187234.32e-033.07e-0248
GO:00343941ColorectumMSSprotein localization to cell surface22/346768/187234.37e-033.10e-0222
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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
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
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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
AP3B1SNVMissense_Mutationrs757690159c.3085N>Tp.Val1029Leup.V1029LO00203protein_codingtolerated(0.12)benign(0.007)TCGA-A8-A09V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AP3B1SNVMissense_Mutationrs758805835c.1331A>Gp.Asn444Serp.N444SO00203protein_codingtolerated(0.28)benign(0.006)TCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AP3B1SNVMissense_Mutationc.356N>Gp.Thr119Serp.T119SO00203protein_codingtolerated(0.05)benign(0.19)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
AP3B1SNVMissense_Mutationc.1846C>Tp.His616Tyrp.H616YO00203protein_codingdeleterious(0)possibly_damaging(0.474)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AP3B1SNVMissense_Mutationnovelc.2479N>Tp.Val827Leup.V827LO00203protein_codingtolerated(0.23)benign(0.017)TCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AP3B1SNVMissense_Mutationnovelc.334N>Tp.Leu112Phep.L112FO00203protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AP3B1SNVMissense_Mutationrs367631130c.680N>Ap.Arg227Hisp.R227HO00203protein_codingdeleterious(0)probably_damaging(0.969)TCGA-D8-A1XY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytamoxiphenSD
AP3B1SNVMissense_Mutationnovelc.3248T>Cp.Leu1083Prop.L1083PO00203protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP3B1SNVMissense_Mutationnovelc.2543G>Ap.Gly848Aspp.G848DO00203protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP3B1SNVMissense_Mutationnovelc.2294N>Tp.Ser765Leup.S765LO00203protein_codingdeleterious(0.01)benign(0.011)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
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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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