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: EPC2

Gene summary for EPC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPC2

Gene ID

26122

Gene nameenhancer of polycomb homolog 2
Gene AliasEPC-LIKE
Cytomap2q23.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q52LR7


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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
26122EPC2RNA-P25T1-P25T1-1HumanLungAIS3.67e-023.10e-01-0.2116
26122EPC2RNA-P25T1-P25T1-4HumanLungAIS1.03e-033.83e-01-0.2119
26122EPC2RNA-P6T1-P6T1-4HumanLungMIAC2.76e-025.57e-01-0.0263
26122EPC2RNA-P6T2-P6T2-1HumanLungIAC2.73e-063.54e-01-0.0166
26122EPC2RNA-P6T2-P6T2-2HumanLungIAC2.00e-124.82e-01-0.0132
26122EPC2RNA-P6T2-P6T2-3HumanLungIAC3.56e-103.94e-01-0.013
26122EPC2RNA-P6T2-P6T2-4HumanLungIAC4.01e-074.32e-01-0.0121
26122EPC2RNA-P7T1-P7T1-1HumanLungAIS2.38e-046.06e-01-0.0961
26122EPC2RNA-P7T1-P7T1-2HumanLungAIS1.93e-035.52e-01-0.0876
26122EPC2RNA-P7T1-P7T1-4HumanLungAIS3.43e-045.33e-01-0.0809
26122EPC2HTA12-15-2HumanPancreasPDAC2.23e-106.65e-010.2315
26122EPC2HTA12-23-1HumanPancreasPDAC4.36e-035.42e-010.3405
26122EPC2HTA12-25-1HumanPancreasPDAC1.45e-107.17e-010.313
26122EPC2HTA12-26-1HumanPancreasPDAC4.23e-167.91e-010.3728
26122EPC2HTA12-29-1HumanPancreasPDAC4.81e-418.30e-010.3722
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00165704LungIAChistone modification93/2061463/187235.41e-098.03e-0793
GO:00182053LungIACpeptidyl-lysine modification62/2061376/187237.55e-049.82e-0362
GO:001657012LungAIShistone modification81/1849463/187232.30e-072.16e-0581
GO:001657022LungMIAChistone modification45/967463/187233.58e-051.97e-0345
GO:001820511LungMIACpeptidyl-lysine modification34/967376/187231.12e-032.19e-0234
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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
EPC2SNVMissense_Mutationrs185289361c.1481N>Tp.Ser494Phep.S494FQ52LR7protein_codingtolerated(0.75)benign(0.135)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
EPC2SNVMissense_Mutationc.1063G>Cp.Glu355Glnp.E355QQ52LR7protein_codingtolerated(0.57)probably_damaging(0.954)TCGA-B6-A0RT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EPC2SNVMissense_Mutationc.434N>Ap.Arg145Lysp.R145KQ52LR7protein_codingdeleterious(0)probably_damaging(0.973)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
EPC2SNVMissense_Mutationc.285N>Tp.Lys95Asnp.K95NQ52LR7protein_codingdeleterious(0)probably_damaging(0.913)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
EPC2deletionFrame_Shift_Delc.200delNp.Glu70ArgfsTer39p.E70Rfs*39Q52LR7protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPC2insertionFrame_Shift_Insnovelc.396_397insACATATACATGTTp.Glu133ThrfsTer5p.E133Tfs*5Q52LR7protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPC2SNVMissense_Mutationc.304N>Gp.His102Aspp.H102DQ52LR7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
EPC2SNVMissense_Mutationc.1592N>Tp.Arg531Metp.R531MQ52LR7protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EPC2SNVMissense_Mutationc.1140N>Tp.Gln380Hisp.Q380HQ52LR7protein_codingdeleterious(0.03)possibly_damaging(0.496)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
EPC2SNVMissense_Mutationnovelc.97T>Ap.Ser33Thrp.S33TQ52LR7protein_codingtolerated(0.07)probably_damaging(0.973)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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