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: AP1M1

Gene summary for AP1M1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP1M1

Gene ID

8907

Gene nameadaptor related protein complex 1 subunit mu 1
Gene AliasAP47
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q59EK3


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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
8907AP1M1LZE4THumanEsophagusESCC9.72e-062.33e-010.0811
8907AP1M1LZE7THumanEsophagusESCC5.26e-042.44e-010.0667
8907AP1M1LZE22THumanEsophagusESCC2.74e-043.84e-010.068
8907AP1M1LZE24THumanEsophagusESCC2.01e-081.62e-010.0596
8907AP1M1LZE21THumanEsophagusESCC4.13e-022.20e-010.0655
8907AP1M1P1T-EHumanEsophagusESCC6.05e-062.91e-010.0875
8907AP1M1P2T-EHumanEsophagusESCC1.87e-232.86e-010.1177
8907AP1M1P4T-EHumanEsophagusESCC1.74e-123.12e-010.1323
8907AP1M1P5T-EHumanEsophagusESCC2.36e-234.07e-010.1327
8907AP1M1P8T-EHumanEsophagusESCC7.37e-263.81e-010.0889
8907AP1M1P9T-EHumanEsophagusESCC8.61e-112.81e-010.1131
8907AP1M1P10T-EHumanEsophagusESCC5.40e-335.21e-010.116
8907AP1M1P11T-EHumanEsophagusESCC1.18e-185.84e-010.1426
8907AP1M1P12T-EHumanEsophagusESCC4.97e-193.12e-010.1122
8907AP1M1P15T-EHumanEsophagusESCC2.83e-112.53e-010.1149
8907AP1M1P16T-EHumanEsophagusESCC1.81e-102.20e-010.1153
8907AP1M1P17T-EHumanEsophagusESCC4.70e-125.40e-010.1278
8907AP1M1P19T-EHumanEsophagusESCC1.86e-177.78e-010.1662
8907AP1M1P20T-EHumanEsophagusESCC2.52e-173.23e-010.1124
8907AP1M1P21T-EHumanEsophagusESCC6.21e-285.79e-010.1617
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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
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:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:00330593EsophagusESCCcellular pigmentation40/855253/187239.67e-069.21e-0540
GO:00487531EsophagusESCCpigment granule organization23/855229/187232.25e-041.40e-0323
GO:00324381EsophagusESCCmelanosome organization22/855228/187233.95e-042.26e-0322
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:0035646EsophagusESCCendosome to melanosome transport9/855210/187235.09e-031.92e-029
GO:0043485EsophagusESCCendosome to pigment granule transport9/855210/187235.09e-031.92e-029
GO:0048757EsophagusESCCpigment granule maturation9/855210/187235.09e-031.92e-029
GO:0043476EsophagusESCCpigment accumulation10/855212/187238.94e-033.12e-0210
GO:0043482EsophagusESCCcellular pigment accumulation10/855212/187238.94e-033.12e-0210
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:00160508Oral cavityOSCCvesicle organization189/7305300/187232.40e-172.14e-15189
GO:0033059Oral cavityOSCCcellular pigmentation33/730553/187235.11e-042.98e-0333
GO:0048753Oral cavityOSCCpigment granule organization20/730529/187231.05e-035.39e-0320
GO:0032438Oral cavityOSCCmelanosome organization19/730528/187231.88e-038.84e-0319
GO:001605013Oral cavityLPvesicle organization128/4623300/187234.96e-123.98e-10128
GO:00330591Oral cavityLPcellular pigmentation22/462353/187235.20e-033.19e-0222
GO:001605017ThyroidPTCvesicle organization163/5968300/187234.74e-163.69e-14163
GO:001605023ThyroidATCvesicle organization166/6293300/187236.14e-153.92e-13166
GO:00330595ThyroidATCcellular pigmentation26/629353/187231.42e-024.91e-0226
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa051709LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa0517012LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa0517027Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa05170111Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0517028Oral cavityLPHuman immunodeficiency virus 1 infection92/2418212/84652.18e-062.20e-051.42e-0592
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0517037Oral cavityLPHuman immunodeficiency virus 1 infection92/2418212/84652.18e-062.20e-051.42e-0592
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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
AP1M1SNVMissense_Mutationnovelc.1019C>Tp.Thr340Metp.T340MQ9BXS5protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-E2-A576-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
AP1M1SNVMissense_Mutationnovelc.727G>Ap.Val243Metp.V243MQ9BXS5protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AP1M1SNVMissense_Mutationrs376335032c.874N>Ap.Glu292Lysp.E292KQ9BXS5protein_codingdeleterious(0.01)probably_damaging(0.933)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP1M1SNVMissense_Mutationrs774173547c.964N>Ap.Val322Metp.V322MQ9BXS5protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP1M1SNVMissense_Mutationrs200460904c.70N>Ap.Asp24Asnp.D24NQ9BXS5protein_codingdeleterious(0.02)benign(0.127)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP1M1SNVMissense_Mutationc.233N>Tp.Ser78Leup.S78LQ9BXS5protein_codingtolerated(0.39)benign(0.094)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
AP1M1SNVMissense_Mutationrs774173547c.964G>Ap.Val322Metp.V322MQ9BXS5protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AP1M1SNVMissense_Mutationrs749998518c.223N>Ap.Ala75Thrp.A75TQ9BXS5protein_codingtolerated(0.38)benign(0.145)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AP1M1SNVMissense_Mutationc.463N>Tp.Asn155Tyrp.N155YQ9BXS5protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AP1M1SNVMissense_Mutationnovelc.224C>Tp.Ala75Valp.A75VQ9BXS5protein_codingtolerated(0.17)benign(0.089)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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