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: AP4M1

Gene summary for AP4M1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP4M1

Gene ID

9179

Gene nameadaptor related protein complex 4 subunit mu 1
Gene AliasCPSQ3
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

O00189


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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
9179AP4M1LZE4THumanEsophagusESCC1.64e-021.14e-010.0811
9179AP4M1LZE7THumanEsophagusESCC2.73e-115.78e-010.0667
9179AP4M1LZE20THumanEsophagusESCC4.43e-072.43e-010.0662
9179AP4M1LZE24THumanEsophagusESCC1.04e-041.43e-010.0596
9179AP4M1P1T-EHumanEsophagusESCC2.32e-155.12e-010.0875
9179AP4M1P2T-EHumanEsophagusESCC3.01e-386.55e-010.1177
9179AP4M1P4T-EHumanEsophagusESCC1.63e-184.09e-010.1323
9179AP4M1P5T-EHumanEsophagusESCC1.67e-051.78e-010.1327
9179AP4M1P8T-EHumanEsophagusESCC3.81e-081.77e-010.0889
9179AP4M1P9T-EHumanEsophagusESCC1.17e-102.56e-010.1131
9179AP4M1P10T-EHumanEsophagusESCC2.08e-224.48e-010.116
9179AP4M1P11T-EHumanEsophagusESCC2.82e-094.00e-010.1426
9179AP4M1P12T-EHumanEsophagusESCC5.49e-163.20e-010.1122
9179AP4M1P15T-EHumanEsophagusESCC9.90e-153.28e-010.1149
9179AP4M1P16T-EHumanEsophagusESCC1.34e-286.42e-010.1153
9179AP4M1P17T-EHumanEsophagusESCC4.09e-104.28e-010.1278
9179AP4M1P20T-EHumanEsophagusESCC1.03e-275.14e-010.1124
9179AP4M1P21T-EHumanEsophagusESCC7.79e-153.64e-010.1617
9179AP4M1P22T-EHumanEsophagusESCC2.13e-112.59e-010.1236
9179AP4M1P23T-EHumanEsophagusESCC2.23e-205.37e-010.108
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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:007266521LiverHCCprotein localization to vacuole48/795867/187231.27e-061.85e-0548
GO:00066222LiverHCCprotein targeting to lysosome20/795823/187231.37e-051.51e-0420
GO:00726662LiverHCCestablishment of protein localization to vacuole35/795849/187233.90e-053.85e-0435
GO:000662321LiverHCCprotein targeting to vacuole28/795837/187234.26e-054.16e-0428
GO:00614621LiverHCCprotein localization to lysosome33/795846/187235.63e-055.26e-0433
GO:0006896LiverHCCGolgi to vacuole transport15/795820/187233.31e-031.51e-0215
GO:00901601LiverHCCGolgi to lysosome transport9/795811/187239.51e-033.60e-029
GO:007259418Oral cavityOSCCestablishment of protein localization to organelle284/7305422/187231.50e-321.35e-29284
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:000703410Oral cavityOSCCvacuolar transport103/7305157/187231.25e-114.44e-10103
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:00164829Oral cavityOSCCcytosolic transport106/7305168/187232.08e-105.90e-09106
GO:00068929Oral cavityOSCCpost-Golgi vesicle-mediated transport71/7305104/187231.37e-093.33e-0871
GO:00718068Oral cavityOSCCprotein transmembrane transport43/730559/187231.32e-072.22e-0643
GO:00070418Oral cavityOSCClysosomal transport69/7305114/187232.62e-063.26e-0569
GO:00726658Oral cavityOSCCprotein localization to vacuole44/730567/187238.92e-069.44e-0544
GO:00066237Oral cavityOSCCprotein targeting to vacuole26/730537/187231.15e-048.35e-0426
GO:00726667Oral cavityOSCCestablishment of protein localization to vacuole32/730549/187231.73e-041.19e-0332
GO:00066225Oral cavityOSCCprotein targeting to lysosome17/730523/187237.28e-043.98e-0317
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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
AP4M1SNVMissense_Mutationnovelc.472N>Cp.Glu158Glnp.E158QO00189protein_codingtolerated(0.09)benign(0.288)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AP4M1SNVMissense_Mutationc.475N>Gp.Thr159Alap.T159AO00189protein_codingtolerated(0.07)possibly_damaging(0.836)TCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
AP4M1insertionFrame_Shift_Insnovelc.962_963insAGCCGAGATCACGCCACTGCCAGCCTGGp.Leu322AlafsTer43p.L322Afs*43O00189protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AP4M1deletionFrame_Shift_Delnovelc.60delNp.Arg21AlafsTer17p.R21Afs*17O00189protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
AP4M1SNVMissense_Mutationnovelc.1280N>Tp.Ala427Valp.A427VO00189protein_codingdeleterious(0.01)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AP4M1SNVMissense_Mutationrs757649099c.878N>Tp.Pro293Leup.P293LO00189protein_codingtolerated(0.13)benign(0.406)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AP4M1SNVMissense_Mutationc.867N>Ap.Asp289Glup.D289EO00189protein_codingtolerated(0.54)benign(0.001)TCGA-D5-6537-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
AP4M1SNVMissense_Mutationrs754386660c.917N>Ap.Arg306Glnp.R306QO00189protein_codingtolerated(0.64)benign(0)TCGA-QG-A5YX-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
AP4M1SNVMissense_Mutationnovelc.583T>Gp.Leu195Valp.L195VO00189protein_codingdeleterious(0.01)benign(0.248)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AP4M1insertionFrame_Shift_Insnovelc.566dupTp.Leu189PhefsTer14p.L189Ffs*14O00189protein_codingTCGA-WS-AB45-01Colorectumcolon 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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