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: AP3D1

Gene summary for AP3D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP3D1

Gene ID

8943

Gene nameadaptor related protein complex 3 subunit delta 1
Gene AliasADTD
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O14617


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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
8943AP3D1HTA11_3410_2000001011HumanColorectumAD2.75e-031.71e-010.0155
8943AP3D1HTA11_2487_2000001011HumanColorectumSER3.44e-063.61e-01-0.1808
8943AP3D1HTA11_1938_2000001011HumanColorectumAD1.13e-054.34e-01-0.0811
8943AP3D1HTA11_78_2000001011HumanColorectumAD1.62e-023.14e-01-0.1088
8943AP3D1HTA11_347_2000001011HumanColorectumAD1.09e-206.45e-01-0.1954
8943AP3D1HTA11_411_2000001011HumanColorectumSER2.29e-091.03e+00-0.2602
8943AP3D1HTA11_3361_2000001011HumanColorectumAD3.00e-034.72e-01-0.1207
8943AP3D1HTA11_83_2000001011HumanColorectumSER2.68e-075.06e-01-0.1526
8943AP3D1HTA11_696_2000001011HumanColorectumAD2.89e-125.60e-01-0.1464
8943AP3D1HTA11_866_2000001011HumanColorectumAD1.76e-094.48e-01-0.1001
8943AP3D1HTA11_1391_2000001011HumanColorectumAD8.11e-198.98e-01-0.059
8943AP3D1HTA11_546_2000001011HumanColorectumAD2.23e-044.42e-01-0.0842
8943AP3D1HTA11_866_3004761011HumanColorectumAD3.95e-063.28e-010.096
8943AP3D1HTA11_4255_2000001011HumanColorectumSER5.04e-035.56e-010.0446
8943AP3D1HTA11_7696_3000711011HumanColorectumAD7.83e-166.81e-010.0674
8943AP3D1HTA11_6818_2000001011HumanColorectumAD6.97e-034.55e-010.0112
8943AP3D1HTA11_99999970781_79442HumanColorectumMSS5.97e-032.65e-010.294
8943AP3D1HTA11_99999965104_69814HumanColorectumMSS3.82e-043.74e-010.281
8943AP3D1HTA11_99999971662_82457HumanColorectumMSS9.80e-238.19e-010.3859
8943AP3D1HTA11_99999973899_84307HumanColorectumMSS1.30e-054.98e-010.2585
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0006900ColorectumADvesicle budding from membrane32/391861/187235.38e-082.81e-0632
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0051650ColorectumADestablishment of vesicle localization57/3918161/187231.47e-053.15e-0457
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0072665ColorectumADprotein localization to vacuole27/391867/187232.40e-043.04e-0327
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0055069ColorectumADzinc ion homeostasis18/391840/187235.36e-045.74e-0318
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:0006882ColorectumADcellular zinc ion homeostasis17/391838/187238.26e-048.13e-0317
GO:0061462ColorectumADprotein localization to lysosome19/391846/187231.36e-031.19e-0219
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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
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
AP3D1SNVMissense_Mutationnovelc.736N>Ap.Gly246Serp.G246SO14617protein_codingdeleterious(0.02)probably_damaging(0.973)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
AP3D1SNVMissense_Mutationrs372956453c.1279C>Tp.Arg427Trpp.R427WO14617protein_codingdeleterious(0)probably_damaging(0.941)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AP3D1SNVMissense_Mutationrs371009015c.1895N>Tp.Ser632Leup.S632LO14617protein_codingtolerated(0.06)benign(0.308)TCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
AP3D1SNVMissense_Mutationnovelc.1456N>Ap.Ala486Thrp.A486TO14617protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP3D1SNVMissense_Mutationnovelc.1630G>Ap.Glu544Lysp.E544KO14617protein_codingtolerated(0.12)benign(0.049)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
AP3D1SNVMissense_Mutationc.2434N>Ap.Asp812Asnp.D812NO14617protein_codingtolerated(0.07)possibly_damaging(0.852)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
AP3D1SNVMissense_Mutationc.2356C>Gp.Leu786Valp.L786VO14617protein_codingtolerated(0.29)benign(0.052)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP3D1SNVMissense_Mutationnovelc.1909G>Cp.Glu637Glnp.E637QO14617protein_codingdeleterious(0.04)probably_damaging(0.982)TCGA-VS-A9V2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AP3D1SNVMissense_Mutationc.859N>Tp.Leu287Phep.L287FO14617protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AP3D1SNVMissense_Mutationrs754925189c.809N>Tp.Thr270Metp.T270MO14617protein_codingdeleterious(0)probably_damaging(0.963)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=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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