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: AP3M1

Gene summary for AP3M1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP3M1

Gene ID

26985

Gene nameadaptor related protein complex 3 subunit mu 1
Gene AliasAP3M1
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A024QZR5


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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
26985AP3M1LZE4THumanEsophagusESCC3.18e-112.48e-010.0811
26985AP3M1LZE7THumanEsophagusESCC2.59e-102.75e-010.0667
26985AP3M1LZE8THumanEsophagusESCC3.94e-041.07e-010.067
26985AP3M1LZE20THumanEsophagusESCC3.56e-021.16e-010.0662
26985AP3M1LZE24THumanEsophagusESCC3.54e-193.73e-010.0596
26985AP3M1LZE6THumanEsophagusESCC6.80e-051.91e-010.0845
26985AP3M1P1T-EHumanEsophagusESCC1.03e-063.39e-010.0875
26985AP3M1P2T-EHumanEsophagusESCC1.48e-273.44e-010.1177
26985AP3M1P4T-EHumanEsophagusESCC3.21e-143.15e-010.1323
26985AP3M1P5T-EHumanEsophagusESCC3.60e-142.72e-010.1327
26985AP3M1P8T-EHumanEsophagusESCC2.98e-152.71e-010.0889
26985AP3M1P9T-EHumanEsophagusESCC2.35e-121.03e-010.1131
26985AP3M1P10T-EHumanEsophagusESCC1.80e-171.60e-010.116
26985AP3M1P11T-EHumanEsophagusESCC2.53e-094.67e-010.1426
26985AP3M1P12T-EHumanEsophagusESCC9.92e-163.40e-010.1122
26985AP3M1P15T-EHumanEsophagusESCC4.06e-243.74e-010.1149
26985AP3M1P16T-EHumanEsophagusESCC7.32e-213.17e-010.1153
26985AP3M1P17T-EHumanEsophagusESCC2.07e-021.14e-010.1278
26985AP3M1P19T-EHumanEsophagusESCC3.37e-054.31e-010.1662
26985AP3M1P20T-EHumanEsophagusESCC9.49e-173.62e-010.1124
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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
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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
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:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
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:00726659EsophagusESCCprotein localization to vacuole52/855267/187239.14e-081.52e-0652
GO:00989304EsophagusESCCaxonal transport49/855264/187234.54e-076.15e-0649
GO:00066238EsophagusESCCprotein targeting to vacuole31/855237/187231.95e-062.26e-0531
GO:00474962EsophagusESCCvesicle transport along microtubule36/855247/187231.53e-051.38e-0436
GO:00726668EsophagusESCCestablishment of protein localization to vacuole37/855249/187232.05e-051.78e-0437
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00080892EsophagusESCCanterograde axonal transport37/855250/187234.42e-053.51e-0437
GO:00066226EsophagusESCCprotein targeting to lysosome20/855223/187234.97e-053.86e-0420
GO:00995185EsophagusESCCvesicle cytoskeletal trafficking50/855273/187236.75e-055.12e-0450
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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
AP3M1SNVMissense_Mutationnovelc.511N>Ap.Gly171Argp.G171RQ9Y2T2protein_codingdeleterious(0.01)benign(0.254)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
AP3M1SNVMissense_Mutationnovelc.734N>Gp.Glu245Glyp.E245GQ9Y2T2protein_codingdeleterious(0)probably_damaging(0.948)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AP3M1SNVMissense_Mutationrs536850333c.119N>Tp.Ala40Valp.A40VQ9Y2T2protein_codingtolerated(0.55)benign(0.005)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AP3M1SNVMissense_Mutationrs535082272c.806N>Gp.Leu269Argp.L269RQ9Y2T2protein_codingtolerated(0.2)possibly_damaging(0.707)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AP3M1SNVMissense_Mutationnovelc.109G>Cp.Glu37Glnp.E37QQ9Y2T2protein_codingtolerated(0.43)benign(0.014)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
AP3M1SNVMissense_Mutationc.973N>Gp.Pro325Alap.P325AQ9Y2T2protein_codingtolerated(1)benign(0.003)TCGA-E2-A1L6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
AP3M1SNVMissense_Mutationnovelc.467N>Tp.Thr156Ilep.T156IQ9Y2T2protein_codingtolerated(0.13)benign(0.022)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
AP3M1insertionFrame_Shift_Insnovelc.870_871insGTCTTTTTAAATCTTTTTTGp.Phe291ValfsTer10p.F291Vfs*10Q9Y2T2protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AP3M1SNVMissense_Mutationc.359N>Ap.Gly120Glup.G120EQ9Y2T2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
AP3M1SNVMissense_Mutationc.359N>Ap.Gly120Glup.G120EQ9Y2T2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=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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