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: AES

Gene summary for AES

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AES

Gene ID

166

Gene nameTLE family member 5, transcriptional modulator
Gene AliasAES
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q08117


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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
166AESGSM4909296HumanBreastIDC2.48e-04-7.86e-020.1524
166AESGSM4909297HumanBreastIDC1.37e-12-3.53e-010.1517
166AESGSM4909311HumanBreastIDC4.20e-25-1.48e-010.1534
166AESGSM4909312HumanBreastIDC2.02e-08-2.57e-010.1552
166AESGSM4909319HumanBreastIDC1.30e-31-2.36e-010.1563
166AESGSM4909320HumanBreastIDC1.78e-03-3.79e-010.1575
166AESGSM4909321HumanBreastIDC2.41e-13-3.18e-010.1559
166AESbrca3HumanBreastPrecancer2.79e-03-4.33e-02-0.0263
166AESM1HumanBreastIDC5.20e-115.30e-010.1577
166AESNCCBC14HumanBreastDCIS4.23e-058.50e-020.2021
166AESNCCBC5HumanBreastDCIS5.88e-12-1.54e-010.2046
166AESP1HumanBreastIDC1.16e-188.45e-020.1527
166AESDCIS2HumanBreastDCIS5.08e-625.44e-010.0085
166AESAEH-subject1HumanEndometriumAEH4.08e-58-7.32e-01-0.3059
166AESAEH-subject2HumanEndometriumAEH4.26e-53-7.32e-01-0.2525
166AESAEH-subject3HumanEndometriumAEH4.08e-58-7.32e-01-0.2576
166AESAEH-subject4HumanEndometriumAEH5.04e-42-7.32e-01-0.2657
166AESAEH-subject5HumanEndometriumAEH4.08e-58-7.32e-01-0.2953
166AESEEC-subject1HumanEndometriumEEC4.01e-57-7.32e-01-0.2682
166AESEEC-subject2HumanEndometriumEEC1.28e-59-7.32e-01-0.2607
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
AESSNVMissense_Mutationc.240N>Ap.His80Glnp.H80QQ08117protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.978)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AESSNVMissense_Mutationnovelc.292G>Ap.Asp98Asnp.D98NQ08117protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.977)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AESSNVMissense_Mutationnovelc.481C>Tp.Pro161Serp.P161SQ08117protein_codingdeleterious_low_confidence(0)probably_damaging(0.977)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AESSNVMissense_Mutationnovelc.532N>Ap.Ala178Thrp.A178TQ08117protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.772)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AESSNVMissense_Mutationnovelc.221N>Ap.Gly74Aspp.G74DQ08117protein_codingdeleterious_low_confidence(0.02)benign(0.009)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AESSNVMissense_Mutationnovelc.199N>Cp.Trp67Argp.W67RQ08117protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
AESdeletionFrame_Shift_Delnovelc.762_763delNNp.His255ProfsTer4p.H255Pfs*4Q08117protein_codingTCGA-D1-A1NX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
AESSNVMissense_Mutationnovelc.592N>Ap.Gln198Lysp.Q198KQ08117protein_codingtolerated_low_confidence(0.06)benign(0.353)TCGA-67-3773-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AESSNVMissense_Mutationc.469N>Tp.Ala157Serp.A157SQ08117protein_codingtolerated_low_confidence(0.08)benign(0.416)TCGA-34-5231-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
AESSNVMissense_Mutationc.665N>Gp.Pro222Argp.P222RQ08117protein_codingdeleterious_low_confidence(0)benign(0.021)TCGA-39-5016-01Lunglung squamous cell carcinomaMale<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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