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: AP1S2

Gene summary for AP1S2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP1S2

Gene ID

8905

Gene nameadaptor related protein complex 1 subunit sigma 2
Gene AliasDC22
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

F6SFB5


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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
8905AP1S2LZE4THumanEsophagusESCC3.44e-041.60e-010.0811
8905AP1S2LZE24THumanEsophagusESCC3.37e-122.03e-010.0596
8905AP1S2P2T-EHumanEsophagusESCC1.73e-217.12e-010.1177
8905AP1S2P4T-EHumanEsophagusESCC7.36e-175.81e-010.1323
8905AP1S2P5T-EHumanEsophagusESCC2.54e-041.18e-010.1327
8905AP1S2P9T-EHumanEsophagusESCC6.64e-084.39e-010.1131
8905AP1S2P10T-EHumanEsophagusESCC5.79e-071.91e-010.116
8905AP1S2P11T-EHumanEsophagusESCC6.47e-201.29e+000.1426
8905AP1S2P12T-EHumanEsophagusESCC5.35e-072.32e-010.1122
8905AP1S2P15T-EHumanEsophagusESCC3.20e-103.85e-010.1149
8905AP1S2P16T-EHumanEsophagusESCC7.18e-123.57e-010.1153
8905AP1S2P19T-EHumanEsophagusESCC1.53e-172.07e+000.1662
8905AP1S2P20T-EHumanEsophagusESCC1.43e-063.13e-010.1124
8905AP1S2P21T-EHumanEsophagusESCC1.35e-102.91e-010.1617
8905AP1S2P22T-EHumanEsophagusESCC7.80e-098.29e-020.1236
8905AP1S2P23T-EHumanEsophagusESCC4.37e-063.18e-010.108
8905AP1S2P24T-EHumanEsophagusESCC3.52e-063.80e-010.1287
8905AP1S2P26T-EHumanEsophagusESCC3.56e-501.10e+000.1276
8905AP1S2P27T-EHumanEsophagusESCC1.16e-057.12e-020.1055
8905AP1S2P30T-EHumanEsophagusESCC4.88e-135.48e-010.137
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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
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
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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
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
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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
AP1S2SNVMissense_Mutationc.148N>Cp.Glu50Glnp.E50Qprotein_codingtolerated(0.06)probably_damaging(0.999)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
AP1S2SNVMissense_Mutationc.457N>Ap.Val153Ilep.V153Iprotein_codingtolerated_low_confidence(0.56)benign(0)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AP1S2SNVMissense_Mutationc.41N>Ap.Arg14Glnp.R14Qprotein_codingdeleterious(0.02)possibly_damaging(0.492)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
AP1S2SNVMissense_Mutationc.206C>Ap.Ala69Aspp.A69Dprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AP1S2SNVMissense_Mutationc.206N>Ap.Ala69Aspp.A69Dprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AP1S2SNVMissense_Mutationc.282N>Ap.Phe94Leup.F94Lprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-AX-A3FS-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AP1S2SNVMissense_Mutationnovelc.311N>Cp.Phe104Serp.F104Sprotein_codingdeleterious(0)probably_damaging(1)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
AP1S2SNVMissense_Mutationc.452G>Ap.Arg151Hisp.R151Hprotein_codingtolerated(0.14)benign(0.001)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AP1S2SNVMissense_Mutationnovelc.445A>Gp.Thr149Alap.T149Aprotein_codingtolerated(0.57)benign(0.001)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AP1S2SNVMissense_Mutationnovelc.283G>Ap.Gly95Serp.G95Sprotein_codingdeleterious(0)probably_damaging(0.931)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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