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: EMSY

Gene summary for EMSY

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMSY

Gene ID

56946

Gene nameEMSY transcriptional repressor, BRCA2 interacting
Gene AliasC11orf30
Cytomap11q13.5
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q7Z589


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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
56946EMSYGSM4909298HumanBreastIDC3.95e-376.18e-010.1551
56946EMSYM5HumanBreastIDC2.67e-023.67e-010.1598
56946EMSYP3HumanBreastIDC5.58e-065.39e-010.1542
56946EMSYDCIS2HumanBreastDCIS1.25e-102.56e-020.0085
56946EMSYLZE4THumanEsophagusESCC1.88e-045.42e-020.0811
56946EMSYLZE7THumanEsophagusESCC6.59e-031.18e-010.0667
56946EMSYLZE8THumanEsophagusESCC5.61e-034.43e-020.067
56946EMSYLZE24THumanEsophagusESCC1.13e-122.78e-010.0596
56946EMSYLZE6THumanEsophagusESCC2.93e-026.21e-020.0845
56946EMSYP2T-EHumanEsophagusESCC4.12e-346.47e-010.1177
56946EMSYP4T-EHumanEsophagusESCC1.37e-264.41e-010.1323
56946EMSYP5T-EHumanEsophagusESCC6.33e-085.95e-020.1327
56946EMSYP8T-EHumanEsophagusESCC1.45e-091.21e-010.0889
56946EMSYP9T-EHumanEsophagusESCC6.49e-091.12e-010.1131
56946EMSYP10T-EHumanEsophagusESCC4.96e-091.03e-010.116
56946EMSYP11T-EHumanEsophagusESCC8.32e-092.59e-010.1426
56946EMSYP12T-EHumanEsophagusESCC1.07e-151.94e-010.1122
56946EMSYP15T-EHumanEsophagusESCC6.46e-096.34e-020.1149
56946EMSYP16T-EHumanEsophagusESCC8.99e-141.76e-010.1153
56946EMSYP17T-EHumanEsophagusESCC2.62e-051.13e-010.1278
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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
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
∗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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
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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
EMSYSNVMissense_Mutationc.3495G>Cp.Leu1165Phep.L1165FQ7Z589protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.991)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EMSYSNVMissense_Mutationc.2901N>Cp.Gln967Hisp.Q967HQ7Z589protein_codingtolerated_low_confidence(0.06)probably_damaging(0.948)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EMSYSNVMissense_Mutationnovelc.2105T>Cp.Leu702Prop.L702PQ7Z589protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
EMSYSNVMissense_Mutationc.58N>Gp.Leu20Valp.L20VQ7Z589protein_codingdeleterious_low_confidence(0)probably_damaging(0.945)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EMSYSNVMissense_Mutationc.1630G>Ap.Ala544Thrp.A544TQ7Z589protein_codingtolerated(0.59)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EMSYSNVMissense_Mutationc.3937N>Gp.Met1313Valp.M1313VQ7Z589protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EMSYSNVMissense_Mutationc.1173C>Gp.Ile391Metp.I391MQ7Z589protein_codingdeleterious(0.03)benign(0.157)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EMSYSNVMissense_Mutationc.1662C>Gp.Ile554Metp.I554MQ7Z589protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-AO-A0JE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
EMSYSNVMissense_Mutationc.2143N>Ap.Glu715Lysp.E715KQ7Z589protein_codingtolerated_low_confidence(0.21)possibly_damaging(0.607)TCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EMSYSNVMissense_Mutationc.2712N>Gp.Ile904Metp.I904MQ7Z589protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.924)TCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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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