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: AP1M2

Gene summary for AP1M2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP1M2

Gene ID

10053

Gene nameadaptor related protein complex 1 subunit mu 2
Gene AliasAP1-mu2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q53GI5


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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
10053AP1M2HTA11_3410_2000001011HumanColorectumAD1.25e-144.89e-010.0155
10053AP1M2HTA11_2487_2000001011HumanColorectumSER1.27e-157.36e-01-0.1808
10053AP1M2HTA11_1938_2000001011HumanColorectumAD1.54e-157.96e-01-0.0811
10053AP1M2HTA11_78_2000001011HumanColorectumAD3.40e-085.48e-01-0.1088
10053AP1M2HTA11_347_2000001011HumanColorectumAD2.45e-227.40e-01-0.1954
10053AP1M2HTA11_411_2000001011HumanColorectumSER2.10e-091.15e+00-0.2602
10053AP1M2HTA11_2112_2000001011HumanColorectumSER4.33e-026.21e-01-0.2196
10053AP1M2HTA11_3361_2000001011HumanColorectumAD1.44e-076.83e-01-0.1207
10053AP1M2HTA11_83_2000001011HumanColorectumSER3.96e-106.19e-01-0.1526
10053AP1M2HTA11_696_2000001011HumanColorectumAD1.94e-227.33e-01-0.1464
10053AP1M2HTA11_866_2000001011HumanColorectumAD2.66e-064.31e-01-0.1001
10053AP1M2HTA11_1391_2000001011HumanColorectumAD1.55e-229.66e-01-0.059
10053AP1M2HTA11_5212_2000001011HumanColorectumAD3.79e-035.19e-01-0.2061
10053AP1M2HTA11_5216_2000001011HumanColorectumSER4.79e-068.37e-01-0.1462
10053AP1M2HTA11_546_2000001011HumanColorectumAD5.19e-096.92e-01-0.0842
10053AP1M2HTA11_7862_2000001011HumanColorectumAD7.71e-033.59e-01-0.0179
10053AP1M2HTA11_866_3004761011HumanColorectumAD1.45e-155.67e-010.096
10053AP1M2HTA11_4255_2000001011HumanColorectumSER9.05e-036.39e-010.0446
10053AP1M2HTA11_8622_2000001021HumanColorectumSER1.23e-077.66e-010.0528
10053AP1M2HTA11_7663_2000001011HumanColorectumSER3.46e-036.01e-010.0131
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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:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0051650ColorectumADestablishment of vesicle localization57/3918161/187231.47e-053.15e-0457
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0006903ColorectumADvesicle targeting19/391845/187239.94e-049.28e-0319
GO:00516561ColorectumSERestablishment of organelle localization100/2897390/187231.11e-076.79e-06100
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
GO:00516501ColorectumSERestablishment of vesicle localization42/2897161/187233.38e-045.35e-0342
GO:00516481ColorectumSERvesicle localization43/2897177/187231.41e-031.53e-0243
GO:00069031ColorectumSERvesicle targeting14/289745/187236.36e-034.57e-0214
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00516562ColorectumMSSestablishment of organelle localization115/3467390/187237.30e-083.67e-06115
GO:00516502ColorectumMSSestablishment of vesicle localization51/3467161/187233.92e-057.45e-0451
GO:00516482ColorectumMSSvesicle localization53/3467177/187231.47e-042.16e-0353
GO:00069032ColorectumMSSvesicle targeting17/346745/187231.89e-031.65e-0217
GO:00066053ColorectumMSI-Hprotein targeting44/1319314/187239.50e-064.55e-0444
GO:00516563ColorectumFAPestablishment of organelle localization97/2622390/187235.91e-099.48e-0797
GO:00516503ColorectumFAPestablishment of vesicle localization48/2622161/187231.56e-079.64e-0648
GO:00516483ColorectumFAPvesicle localization50/2622177/187235.41e-072.72e-0550
GO:00066054ColorectumFAPprotein targeting74/2622314/187233.21e-061.17e-0474
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051702ColorectumSERHuman immunodeficiency virus 1 infection58/1580212/84651.08e-038.56e-036.21e-0358
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa051703ColorectumSERHuman immunodeficiency virus 1 infection58/1580212/84651.08e-038.56e-036.21e-0358
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa051704ColorectumMSSHuman immunodeficiency virus 1 infection69/1875212/84652.66e-041.98e-031.21e-0369
hsa051705ColorectumMSSHuman immunodeficiency virus 1 infection69/1875212/84652.66e-041.98e-031.21e-0369
hsa051706ColorectumFAPHuman immunodeficiency virus 1 infection51/1404212/84652.98e-031.29e-027.87e-0351
hsa051707ColorectumFAPHuman immunodeficiency virus 1 infection51/1404212/84652.98e-031.29e-027.87e-0351
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
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
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
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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
AP1M2SNVMissense_Mutationrs372188688c.478N>Tp.Arg160Cysp.R160CQ9Y6Q5protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AP1M2SNVMissense_Mutationc.837C>Gp.Ile279Metp.I279MQ9Y6Q5protein_codingdeleterious(0.01)benign(0.358)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AP1M2SNVMissense_Mutationc.508G>Ap.Glu170Lysp.E170KQ9Y6Q5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AP1M2SNVMissense_Mutationrs754967797c.541N>Ap.Leu181Metp.L181MQ9Y6Q5protein_codingtolerated(0.49)benign(0.076)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
AP1M2SNVMissense_Mutationnovelc.346N>Ap.Glu116Lysp.E116KQ9Y6Q5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
AP1M2SNVMissense_Mutationc.1135N>Ap.Gly379Argp.G379RQ9Y6Q5protein_codingtolerated(0.5)benign(0)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
AP1M2SNVMissense_Mutationc.889G>Ap.Val297Ilep.V297IQ9Y6Q5protein_codingtolerated(0.53)benign(0.024)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
AP1M2SNVMissense_Mutationc.158G>Ap.Gly53Aspp.G53DQ9Y6Q5protein_codingtolerated(0.9)benign(0.003)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AP1M2SNVMissense_Mutationrs370107597c.431N>Tp.Thr144Metp.T144MQ9Y6Q5protein_codingtolerated(0.1)benign(0.103)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AP1M2SNVMissense_Mutationrs780844145c.133N>Ap.Ala45Thrp.A45TQ9Y6Q5protein_codingtolerated(0.59)benign(0.005)TCGA-AZ-6601-01Colorectumcolon 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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