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: AP1G2

Gene summary for AP1G2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP1G2

Gene ID

8906

Gene nameadaptor related protein complex 1 subunit gamma 2
Gene AliasG2AD
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q86U03


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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
8906AP1G2LZE4THumanEsophagusESCC8.72e-143.73e-010.0811
8906AP1G2LZE5THumanEsophagusESCC1.02e-063.16e-010.0514
8906AP1G2LZE7THumanEsophagusESCC1.08e-028.84e-020.0667
8906AP1G2LZE8THumanEsophagusESCC2.37e-092.22e-010.067
8906AP1G2LZE20THumanEsophagusESCC1.45e-031.26e-010.0662
8906AP1G2LZE21D1HumanEsophagusHGIN5.45e-063.00e-010.0632
8906AP1G2LZE22D1HumanEsophagusHGIN4.52e-045.69e-020.0595
8906AP1G2LZE22THumanEsophagusESCC4.12e-042.11e-010.068
8906AP1G2LZE24THumanEsophagusESCC4.39e-254.89e-010.0596
8906AP1G2LZE21THumanEsophagusESCC1.69e-041.75e-010.0655
8906AP1G2LZE6THumanEsophagusESCC1.07e-021.56e-010.0845
8906AP1G2P1T-EHumanEsophagusESCC3.89e-072.90e-010.0875
8906AP1G2P2T-EHumanEsophagusESCC2.55e-201.95e-010.1177
8906AP1G2P4T-EHumanEsophagusESCC6.92e-222.56e-010.1323
8906AP1G2P5T-EHumanEsophagusESCC1.69e-081.24e-010.1327
8906AP1G2P8T-EHumanEsophagusESCC2.81e-467.27e-010.0889
8906AP1G2P9T-EHumanEsophagusESCC1.97e-182.48e-010.1131
8906AP1G2P10T-EHumanEsophagusESCC3.69e-213.78e-010.116
8906AP1G2P11T-EHumanEsophagusESCC2.62e-105.70e-010.1426
8906AP1G2P12T-EHumanEsophagusESCC4.76e-428.36e-010.1122
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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
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
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
∗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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:000689210EsophagusHGINpost-Golgi vesicle-mediated transport26/2587104/187231.63e-031.81e-0226
GO:000703416EsophagusHGINvacuolar transport35/2587157/187232.52e-032.51e-0235
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:00068963EsophagusESCCGolgi to vacuole transport16/855220/187231.85e-038.40e-0316
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:000703410Oral cavityOSCCvacuolar transport103/7305157/187231.25e-114.44e-10103
GO:00068929Oral cavityOSCCpost-Golgi vesicle-mediated transport71/7305104/187231.37e-093.33e-0871
GO:000689810Oral cavityOSCCreceptor-mediated endocytosis125/7305244/187236.56e-055.32e-04125
GO:00068962Oral cavityOSCCGolgi to vacuole transport14/730520/187234.95e-031.94e-0214
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000703415Oral cavityLPvacuolar transport74/4623157/187237.85e-103.70e-0874
GO:000689214Oral cavityLPpost-Golgi vesicle-mediated transport44/4623104/187235.90e-058.05e-0444
GO:000689817Oral cavityLPreceptor-mediated endocytosis87/4623244/187237.83e-051.02e-0387
GO:00068961Oral cavityLPGolgi to vacuole transport12/462320/187238.24e-047.23e-0312
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000703419SkincSCCvacuolar transport74/4864157/187238.60e-092.72e-0774
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517029EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa041426EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa05170112EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa0414213EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
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
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
AP1G2SNVMissense_Mutationc.361G>Ap.Gly121Serp.G121SO75843protein_codingtolerated(0.19)possibly_damaging(0.889)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AP1G2SNVMissense_Mutationnovelc.1976N>Ap.Cys659Tyrp.C659YO75843protein_codingtolerated(0.13)benign(0.191)TCGA-A2-A0ES-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
AP1G2SNVMissense_Mutationnovelc.381N>Cp.Leu127Phep.L127FO75843protein_codingtolerated(0.12)probably_damaging(0.962)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
AP1G2SNVMissense_Mutationrs138395869c.610N>Ap.Glu204Lysp.E204KO75843protein_codingdeleterious(0.05)benign(0.062)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AP1G2SNVMissense_Mutationc.495G>Ap.Met165Ilep.M165IO75843protein_codingtolerated(1)benign(0.007)TCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
AP1G2SNVMissense_Mutationc.2348N>Tp.Ser783Leup.S783LO75843protein_codingtolerated(0.35)benign(0.058)TCGA-E9-A1R6-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AP1G2SNVMissense_Mutationc.1163N>Ap.Ala388Aspp.A388DO75843protein_codingtolerated(0.2)benign(0.005)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
AP1G2insertionFrame_Shift_Insrs749982998c.1345_1346insGp.Ala449GlyfsTer49p.A449Gfs*49O75843protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AP1G2insertionIn_Frame_Insnovelc.994_995insGCCCAGCCCTCCCTACCCp.Ser332delinsCysProAlaLeuProThrProp.S332delinsCPALPTPO75843protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
AP1G2deletionFrame_Shift_Delnovelc.1241delNp.Pro414GlnfsTer7p.P414Qfs*7O75843protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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