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: EPPK1

Gene summary for EPPK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPPK1

Gene ID

83481

Gene nameepiplakin 1
Gene AliasEPIPL
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

A0A087X1U6


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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
83481EPPK1HTA11_2487_2000001011HumanColorectumSER4.77e-022.34e-01-0.1808
83481EPPK1HTA11_1938_2000001011HumanColorectumAD2.65e-084.95e-01-0.0811
83481EPPK1HTA11_78_2000001011HumanColorectumAD6.17e-083.25e-01-0.1088
83481EPPK1HTA11_347_2000001011HumanColorectumAD1.10e-114.34e-01-0.1954
83481EPPK1HTA11_866_2000001011HumanColorectumAD3.87e-042.34e-01-0.1001
83481EPPK1HTA11_1391_2000001011HumanColorectumAD2.08e-165.93e-01-0.059
83481EPPK1HTA11_866_3004761011HumanColorectumAD3.30e-094.13e-010.096
83481EPPK1HTA11_10623_2000001011HumanColorectumAD1.37e-054.45e-01-0.0177
83481EPPK1HTA11_6801_2000001011HumanColorectumSER1.72e-035.56e-010.0171
83481EPPK1HTA11_7696_3000711011HumanColorectumAD1.27e-032.00e-010.0674
83481EPPK1HTA11_7469_2000001011HumanColorectumAD5.95e-034.52e-01-0.0124
83481EPPK1HTA11_6818_2000001021HumanColorectumAD1.14e-023.03e-010.0588
83481EPPK1HTA11_99999970781_79442HumanColorectumMSS1.85e-175.45e-010.294
83481EPPK1HTA11_99999965104_69814HumanColorectumMSS5.05e-052.99e-010.281
83481EPPK1HTA11_99999971662_82457HumanColorectumMSS2.62e-155.32e-010.3859
83481EPPK1HTA11_99999973899_84307HumanColorectumMSS3.83e-023.58e-010.2585
83481EPPK1HTA11_99999974143_84620HumanColorectumMSS8.29e-093.20e-010.3005
83481EPPK1CRC-3-11773HumanColorectumCRC3.04e-054.12e-010.2564
83481EPPK1LZE4THumanEsophagusESCC2.23e-04-2.14e-020.0811
83481EPPK1LZE5THumanEsophagusESCC2.32e-041.77e-010.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
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
∗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:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0043616ColorectumADkeratinocyte proliferation19/391846/187231.36e-031.19e-0219
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:0010837ColorectumADregulation of keratinocyte proliferation15/391835/187232.78e-032.09e-0215
GO:00420601ColorectumSERwound healing97/2897422/187232.69e-057.30e-0497
GO:00016671ColorectumSERameboidal-type cell migration105/2897475/187236.97e-051.59e-03105
GO:00901321ColorectumSERepithelium migration82/2897360/187231.50e-042.93e-0382
GO:00106311ColorectumSERepithelial cell migration81/2897357/187231.87e-043.44e-0381
GO:00901301ColorectumSERtissue migration82/2897365/187232.40e-044.12e-0382
GO:00106321ColorectumSERregulation of epithelial cell migration68/2897292/187232.72e-044.53e-0368
GO:0061041ColorectumSERregulation of wound healing33/2897134/187233.78e-033.13e-0233
GO:1903034ColorectumSERregulation of response to wounding39/2897167/187234.73e-033.72e-0239
GO:00420602ColorectumMSSwound healing119/3467422/187235.93e-072.24e-05119
GO:00436161ColorectumMSSkeratinocyte proliferation20/346746/187238.26e-051.35e-0320
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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
EPPK1SNVMissense_Mutationnovelc.15259C>Gp.Leu5087Valp.L5087Vprotein_codingtolerated_low_confidence(0.63)benign(0.14)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EPPK1SNVMissense_Mutationrs781870609c.5539N>Ap.Val1847Metp.V1847Mprotein_codingdeleterious(0.03)benign(0.177)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
EPPK1SNVMissense_Mutationnovelc.2611G>Cp.Glu871Glnp.E871Qprotein_codingdeleterious(0.01)possibly_damaging(0.663)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
EPPK1SNVMissense_Mutationrs781930002c.15098N>Ap.Arg5033Hisp.R5033Hprotein_codingdeleterious(0.02)possibly_damaging(0.826)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EPPK1SNVMissense_Mutationrs782690497c.15109N>Ap.Asp5037Asnp.D5037Nprotein_codingtolerated(0.1)probably_damaging(0.911)TCGA-B6-A0RH-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
EPPK1SNVMissense_Mutationnovelc.3242N>Gp.Ser1081Cysp.S1081Cprotein_codingdeleterious(0.04)benign(0.011)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
EPPK1SNVMissense_Mutationrs372213876c.5620C>Tp.Arg1874Cysp.R1874Cprotein_codingtolerated(0.2)benign(0.001)TCGA-E2-A1B4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
EPPK1SNVMissense_Mutationnovelc.2234N>Cp.Arg745Prop.R745Pprotein_codingdeleterious(0.01)benign(0.224)TCGA-E2-A1IU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
EPPK1deletionFrame_Shift_Delnovelc.6044delNp.Gly2015ValfsTer36p.G2015Vfs*36protein_codingTCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
EPPK1deletionFrame_Shift_Delnovelc.3492delCp.Asp1164GlufsTer13p.D1164Efs*13protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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