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: EEA1

Gene summary for EEA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EEA1

Gene ID

8411

Gene nameearly endosome antigen 1
Gene AliasMST105
Cytomap12q22
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q15075


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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
8411EEA1CA_HPV_1HumanCervixCC1.16e-05-1.36e-010.0264
8411EEA1N_HPV_1HumanCervixN_HPV1.77e-02-1.89e-010.0079
8411EEA1CCI_2HumanCervixCC8.25e-046.52e-010.5249
8411EEA1CCI_3HumanCervixCC5.53e-031.03e+000.516
8411EEA1HTA11_3410_2000001011HumanColorectumAD1.12e-12-6.08e-010.0155
8411EEA1HTA11_696_2000001011HumanColorectumAD8.22e-05-2.98e-01-0.1464
8411EEA1HTA11_5216_2000001011HumanColorectumSER2.25e-02-4.31e-01-0.1462
8411EEA1HTA11_866_3004761011HumanColorectumAD8.80e-05-4.78e-010.096
8411EEA1HTA11_8622_2000001021HumanColorectumSER3.57e-02-6.38e-010.0528
8411EEA1HTA11_10711_2000001011HumanColorectumAD5.28e-03-4.85e-010.0338
8411EEA1HTA11_99999970781_79442HumanColorectumMSS1.88e-16-5.16e-010.294
8411EEA1HTA11_99999971662_82457HumanColorectumMSS3.54e-07-4.06e-010.3859
8411EEA1HTA11_99999974143_84620HumanColorectumMSS1.14e-18-5.88e-010.3005
8411EEA1A002-C-010HumanColorectumFAP2.50e-02-8.12e-020.242
8411EEA1A001-C-207HumanColorectumFAP4.10e-03-2.80e-010.1278
8411EEA1A015-C-203HumanColorectumFAP5.82e-38-3.74e-01-0.1294
8411EEA1A015-C-204HumanColorectumFAP1.74e-05-3.70e-01-0.0228
8411EEA1A014-C-040HumanColorectumFAP8.05e-04-2.76e-01-0.1184
8411EEA1A002-C-201HumanColorectumFAP2.04e-11-3.48e-010.0324
8411EEA1A002-C-203HumanColorectumFAP2.80e-06-2.66e-010.2786
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:001907910CervixCCviral genome replication35/2311131/187236.11e-061.49e-0435
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00995322CervixCCsynaptic vesicle endosomal processing6/231110/187234.73e-044.68e-036
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:001603225CervixN_HPVviral process33/534415/187231.23e-071.15e-0533
GO:001905825CervixN_HPVviral life cycle23/534317/187234.35e-051.03e-0323
GO:001907924CervixN_HPVviral genome replication10/534131/187234.34e-033.30e-0210
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0019079ColorectumADviral genome replication51/3918131/187231.83e-065.51e-0551
GO:0007032ColorectumADendosome organization33/391882/187235.30e-059.01e-0433
GO:0098927ColorectumADvesicle-mediated transport between endosomal compartments19/391843/187235.03e-045.43e-0319
GO:0045022ColorectumADearly endosome to late endosome transport17/391840/187231.66e-031.38e-0217
GO:0048284ColorectumADorganelle fusion42/3918141/187238.04e-034.73e-0242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414520CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa05152CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
hsa04145110CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa051521CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
hsa0414542CervixN_HPVPhagosome24/349152/84651.17e-082.88e-072.25e-0724
hsa051524CervixN_HPVTuberculosis16/349180/84653.05e-031.73e-021.35e-0216
hsa0414552CervixN_HPVPhagosome24/349152/84651.17e-082.88e-072.25e-0724
hsa051525CervixN_HPVTuberculosis16/349180/84653.05e-031.73e-021.35e-0216
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
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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
EEA1SNVMissense_Mutationc.1153G>Cp.Glu385Glnp.E385QQ15075protein_codingdeleterious(0.01)possibly_damaging(0.666)TCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EEA1SNVMissense_Mutationc.3172C>Gp.Leu1058Valp.L1058VQ15075protein_codingtolerated(0.21)probably_damaging(0.978)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
EEA1SNVMissense_Mutationnovelc.3706N>Cp.Glu1236Glnp.E1236QQ15075protein_codingdeleterious(0)benign(0.229)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
EEA1SNVMissense_Mutationc.3889N>Cp.Glu1297Glnp.E1297QQ15075protein_codingdeleterious(0)possibly_damaging(0.868)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EEA1SNVMissense_Mutationc.1252N>Gp.Gln418Glup.Q418EQ15075protein_codingdeleterious(0.03)probably_damaging(0.93)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EEA1SNVMissense_Mutationrs748549413c.2176G>Ap.Glu726Lysp.E726KQ15075protein_codingtolerated(0.13)probably_damaging(0.981)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EEA1SNVMissense_Mutationc.1106A>Gp.Glu369Glyp.E369GQ15075protein_codingdeleterious(0)probably_damaging(0.986)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EEA1SNVMissense_Mutationc.1820N>Tp.Ala607Valp.A607VQ15075protein_codingtolerated(0.06)probably_damaging(0.985)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EEA1SNVMissense_Mutationnovelc.661G>Ap.Glu221Lysp.E221KQ15075protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
EEA1SNVMissense_Mutationnovelc.3995N>Ap.Arg1332Lysp.R1332KQ15075protein_codingdeleterious(0)possibly_damaging(0.811)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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