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: AP4S1

Gene summary for AP4S1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP4S1

Gene ID

11154

Gene nameadaptor related protein complex 4 subunit sigma 1
Gene AliasAP47B
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q9Y587


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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
11154AP4S1LZE4THumanEsophagusESCC6.24e-051.73e-010.0811
11154AP4S1LZE24THumanEsophagusESCC1.73e-051.20e-010.0596
11154AP4S1P2T-EHumanEsophagusESCC3.71e-088.17e-020.1177
11154AP4S1P4T-EHumanEsophagusESCC1.14e-081.93e-010.1323
11154AP4S1P5T-EHumanEsophagusESCC4.77e-163.49e-010.1327
11154AP4S1P8T-EHumanEsophagusESCC4.10e-265.39e-010.0889
11154AP4S1P10T-EHumanEsophagusESCC6.40e-172.06e-010.116
11154AP4S1P11T-EHumanEsophagusESCC6.82e-072.08e-010.1426
11154AP4S1P12T-EHumanEsophagusESCC3.71e-173.02e-010.1122
11154AP4S1P15T-EHumanEsophagusESCC1.64e-193.81e-010.1149
11154AP4S1P20T-EHumanEsophagusESCC1.12e-037.20e-020.1124
11154AP4S1P21T-EHumanEsophagusESCC1.30e-045.59e-020.1617
11154AP4S1P22T-EHumanEsophagusESCC2.37e-066.86e-020.1236
11154AP4S1P23T-EHumanEsophagusESCC4.61e-071.19e-010.108
11154AP4S1P26T-EHumanEsophagusESCC2.08e-091.77e-010.1276
11154AP4S1P27T-EHumanEsophagusESCC4.49e-081.73e-010.1055
11154AP4S1P28T-EHumanEsophagusESCC7.90e-088.27e-020.1149
11154AP4S1P30T-EHumanEsophagusESCC2.01e-082.13e-010.137
11154AP4S1P31T-EHumanEsophagusESCC1.07e-051.46e-010.1251
11154AP4S1P36T-EHumanEsophagusESCC7.70e-061.09e-010.1187
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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
∗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:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
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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
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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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
AP4S1SNVMissense_Mutationc.296N>Cp.Ser99Thrp.S99TQ9Y587protein_codingdeleterious(0.01)benign(0.107)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AP4S1SNVMissense_Mutationnovelc.347N>Gp.Glu116Glyp.E116GQ9Y587protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP4S1SNVMissense_Mutationrs768444730c.353N>Gp.Ser118Cysp.S118CQ9Y587protein_codingtolerated(0.12)benign(0)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
AP4S1SNVMissense_Mutationrs768444730c.353N>Gp.Ser118Cysp.S118CQ9Y587protein_codingtolerated(0.12)benign(0)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
AP4S1SNVMissense_Mutationrs183487893c.290N>Ap.Arg97Glnp.R97QQ9Y587protein_codingtolerated(0.07)benign(0.02)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AP4S1SNVMissense_Mutationnovelc.316A>Gp.Asn106Aspp.N106DQ9Y587protein_codingdeleterious(0)benign(0.123)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AP4S1SNVMissense_Mutationnovelc.10N>Gp.Phe4Valp.F4VQ9Y587protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
AP4S1insertionFrame_Shift_Insnovelc.5_6insAp.Phe4IlefsTer7p.F4Ifs*7Q9Y587protein_codingTCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AP4S1SNVMissense_Mutationnovelc.12N>Ap.Phe4Leup.F4LQ9Y587protein_codingdeleterious(0.02)probably_damaging(0.922)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
AP4S1SNVMissense_Mutationnovelc.223G>Ap.Glu75Lysp.E75KQ9Y587protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3TW-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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