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: AP3M2

Gene summary for AP3M2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP3M2

Gene ID

10947

Gene nameadaptor related protein complex 3 subunit mu 2
Gene AliasAP47B
Cytomap8p11.21
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P53677


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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
10947AP3M2P75T-EHumanEsophagusESCC6.62e-203.98e-010.1125
10947AP3M2P76T-EHumanEsophagusESCC1.88e-112.40e-010.1207
10947AP3M2P79T-EHumanEsophagusESCC3.19e-233.91e-010.1154
10947AP3M2P80T-EHumanEsophagusESCC5.51e-062.67e-010.155
10947AP3M2P83T-EHumanEsophagusESCC1.34e-154.83e-010.1738
10947AP3M2P84T-EHumanEsophagusESCC1.89e-022.53e-010.0933
10947AP3M2P89T-EHumanEsophagusESCC1.51e-074.22e-010.1752
10947AP3M2P107T-EHumanEsophagusESCC3.91e-214.83e-010.171
10947AP3M2P128T-EHumanEsophagusESCC9.64e-051.78e-010.1241
10947AP3M2P130T-EHumanEsophagusESCC4.17e-051.07e-010.1676
10947AP3M2HCC1_MengHumanLiverHCC4.44e-115.45e-030.0246
10947AP3M2HCC2_MengHumanLiverHCC1.50e-211.99e-010.0107
10947AP3M2HCC1HumanLiverHCC4.89e-043.19e+000.5336
10947AP3M2HCC2HumanLiverHCC4.75e-073.12e+000.5341
10947AP3M2S015HumanLiverHCC4.45e-042.07e-010.2375
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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
∗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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00723846EsophagusESCCorganelle transport along microtubule65/855285/187236.61e-091.35e-0765
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:00989304EsophagusESCCaxonal transport49/855264/187234.54e-076.15e-0649
GO:00474962EsophagusESCCvesicle transport along microtubule36/855247/187231.53e-051.38e-0436
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00080892EsophagusESCCanterograde axonal transport37/855250/187234.42e-053.51e-0437
GO:00995185EsophagusESCCvesicle cytoskeletal trafficking50/855273/187236.75e-055.12e-0450
GO:00484901EsophagusESCCanterograde synaptic vesicle transport15/855219/187233.29e-031.35e-0215
GO:00995141EsophagusESCCsynaptic vesicle cytoskeletal transport15/855219/187233.29e-031.35e-0215
GO:00995171EsophagusESCCsynaptic vesicle transport along microtubule15/855219/187233.29e-031.35e-0215
GO:00484892EsophagusESCCsynaptic vesicle transport28/855242/187234.90e-031.89e-0228
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:005165021LiverHCCestablishment of vesicle localization103/7958161/187232.94e-086.69e-07103
GO:005164821LiverHCCvesicle localization107/7958177/187231.05e-061.57e-05107
GO:00080882LiverHCCaxo-dendritic transport52/795875/187232.34e-063.14e-0552
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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
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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
AP3M2SNVMissense_Mutationc.73A>Gp.Ser25Glyp.S25GP53677protein_codingtolerated(0.33)benign(0.049)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
AP3M2SNVMissense_Mutationnovelc.1184N>Gp.Tyr395Cysp.Y395CP53677protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-D8-A73X-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AP3M2insertionNonsense_Mutationnovelc.265_266insTTTGATGCTCAATCCCACTTCCATGTATGAAAAAATACGGTCp.Thr89delinsIleTerCysSerIleProLeuProCysMetLysLysTyrGlyProp.T89delinsI*CSIPLPCMKKYGPP53677protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
AP3M2insertionFrame_Shift_Insnovelc.255_256insTCTGCCCGCGGAGGCCTCCCTAAGTACTGGGATCACAGGCp.Val86SerfsTer39p.V86Sfs*39P53677protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AP3M2insertionFrame_Shift_Insnovelc.174_175insCTCGCTGp.Val59LeufsTer25p.V59Lfs*25P53677protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
AP3M2insertionNonsense_Mutationnovelc.176_177insCCCATAGTGGCTATCGTATTAAGCTGCGCAp.Val59_Tyr60insProTerTrpLeuSerTyrTerAlaAlaHisp.V59_Y60insP*WLSY*AAHP53677protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
AP3M2SNVMissense_Mutationrs151272027c.722G>Ap.Arg241Hisp.R241HP53677protein_codingdeleterious(0)probably_damaging(0.949)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AP3M2SNVMissense_Mutationrs151272027c.722N>Ap.Arg241Hisp.R241HP53677protein_codingdeleterious(0)probably_damaging(0.949)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
AP3M2SNVMissense_Mutationc.32C>Tp.Ser11Phep.S11FP53677protein_codingdeleterious(0)possibly_damaging(0.707)TCGA-AA-3712-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
AP3M2SNVMissense_Mutationnovelc.712N>Tp.Arg238Cysp.R238CP53677protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon 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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