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: EAPP

Gene summary for EAPP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EAPP

Gene ID

55837

Gene nameE2F associated phosphoprotein
Gene AliasBM036
Cytomap14q13.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q56P03


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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
55837EAPPHTA11_1938_2000001011HumanColorectumAD2.45e-023.06e-01-0.0811
55837EAPPHTA11_78_2000001011HumanColorectumAD1.15e-043.57e-01-0.1088
55837EAPPHTA11_347_2000001011HumanColorectumAD1.08e-318.14e-01-0.1954
55837EAPPHTA11_83_2000001011HumanColorectumSER1.15e-024.05e-01-0.1526
55837EAPPHTA11_866_2000001011HumanColorectumAD3.33e-023.30e-01-0.1001
55837EAPPHTA11_1391_2000001011HumanColorectumAD3.49e-063.69e-01-0.059
55837EAPPHTA11_10623_2000001011HumanColorectumAD1.10e-023.92e-01-0.0177
55837EAPPHTA11_99999965104_69814HumanColorectumMSS7.59e-043.18e-010.281
55837EAPPA015-C-203HumanColorectumFAP1.32e-09-2.20e-01-0.1294
55837EAPPA002-C-201HumanColorectumFAP1.42e-03-2.05e-010.0324
55837EAPPA001-C-108HumanColorectumFAP4.11e-04-1.19e-01-0.0272
55837EAPPA002-C-205HumanColorectumFAP1.92e-07-1.14e-01-0.1236
55837EAPPA015-C-006HumanColorectumFAP1.54e-04-2.93e-01-0.0994
55837EAPPA015-C-106HumanColorectumFAP1.04e-02-1.34e-01-0.0511
55837EAPPA002-C-114HumanColorectumFAP4.16e-05-1.99e-01-0.1561
55837EAPPA015-C-104HumanColorectumFAP1.66e-09-2.05e-01-0.1899
55837EAPPA001-C-014HumanColorectumFAP8.02e-04-1.83e-010.0135
55837EAPPA002-C-016HumanColorectumFAP7.70e-06-2.04e-010.0521
55837EAPPA015-C-002HumanColorectumFAP5.05e-04-3.13e-01-0.0763
55837EAPPA002-C-116HumanColorectumFAP1.21e-12-2.06e-01-0.0452
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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
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
GO:0032786ColorectumADpositive regulation of DNA-templated transcription, elongation13/391827/187231.47e-031.25e-0213
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:00327861ColorectumMSSpositive regulation of DNA-templated transcription, elongation12/346727/187231.74e-031.55e-0212
GO:00063681ColorectumMSStranscription elongation from RNA polymerase II promoter22/346769/187235.31e-033.62e-0222
GO:00327862ColorectumFAPpositive regulation of DNA-templated transcription, elongation11/262227/187235.93e-046.58e-0311
GO:00063682ColorectumFAPtranscription elongation from RNA polymerase II promoter20/262269/187239.25e-049.26e-0320
GO:00063542ColorectumFAPDNA-templated transcription, elongation24/262291/187231.32e-031.22e-0224
GO:0032968ColorectumFAPpositive regulation of transcription elongation from RNA polymerase II promoter6/262213/187235.32e-033.49e-026
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:003424312EsophagusESCCregulation of transcription elongation from RNA polymerase II promoter28/855232/187231.02e-061.29e-0528
GO:003278613EsophagusESCCpositive regulation of DNA-templated transcription, elongation24/855227/187233.48e-063.84e-0524
GO:003296812EsophagusESCCpositive regulation of transcription elongation from RNA polymerase II promoter12/855213/187236.18e-043.32e-0312
GO:003424411EsophagusESCCnegative regulation of transcription elongation from RNA polymerase II promoter14/855216/187236.78e-043.56e-0314
GO:003278511EsophagusESCCnegative regulation of DNA-templated transcription, elongation15/855218/187231.20e-035.88e-0315
GO:00063544LiverCirrhoticDNA-templated transcription, elongation35/463491/187232.56e-031.53e-0235
GO:00063683LiverCirrhotictranscription elongation from RNA polymerase II promoter28/463469/187232.70e-031.58e-0228
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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
EAPPSNVMissense_Mutationc.445G>Ap.Ala149Thrp.A149TQ56P03protein_codingtolerated(0.21)possibly_damaging(0.597)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EAPPSNVMissense_Mutationc.646G>Ap.Glu216Lysp.E216KQ56P03protein_codingdeleterious(0)probably_damaging(0.999)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EAPPinsertionFrame_Shift_Insnovelc.374_375insAp.Lys126GlufsTer10p.K126Efs*10Q56P03protein_codingTCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
EAPPSNVMissense_Mutationnovelc.310N>Tp.Asp104Tyrp.D104YQ56P03protein_codingdeleterious(0)possibly_damaging(0.653)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EAPPSNVMissense_Mutationrs149923274c.836N>Gp.Asn279Serp.N279SQ56P03protein_codingdeleterious(0.04)benign(0.076)TCGA-AA-A03F-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
EAPPSNVMissense_Mutationc.347N>Tp.Arg116Ilep.R116IQ56P03protein_codingtolerated(0.05)benign(0)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EAPPSNVMissense_Mutationc.800N>Tp.Ala267Valp.A267VQ56P03protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EAPPSNVMissense_Mutationc.437N>Ap.Arg146Lysp.R146KQ56P03protein_codingtolerated(0.19)benign(0.026)TCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
EAPPSNVMissense_Mutationc.710C>Ap.Ser237Tyrp.S237YQ56P03protein_codingtolerated(0.12)benign(0.34)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EAPPdeletionFrame_Shift_Delnovelc.833delNp.Phe278SerfsTer4p.F278Sfs*4Q56P03protein_codingTCGA-AA-3966-01Colorectumcolon 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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