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: CD3E

Gene summary for CD3E

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD3E

Gene ID

916

Gene nameCD3e molecule
Gene AliasIMD18
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P07766


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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
916CD3ELZE4THumanEsophagusESCC5.69e-169.88e-010.0811
916CD3ELZE7THumanEsophagusESCC1.72e-161.34e+000.0667
916CD3ELZE8THumanEsophagusESCC2.59e-047.69e-010.067
916CD3ELZE22D1HumanEsophagusHGIN1.84e-036.00e-010.0595
916CD3ELZE24THumanEsophagusESCC5.34e-043.97e-010.0596
916CD3ELZE6THumanEsophagusESCC6.13e-281.82e+000.0845
916CD3EP31T-EHumanEsophagusESCC3.98e-142.95e-010.1251
916CD3EP39T-EHumanEsophagusESCC3.92e-031.08e-010.0894
916CD3EP42T-EHumanEsophagusESCC1.66e-082.84e-010.1175
916CD3EP47T-EHumanEsophagusESCC3.45e-041.14e-010.1067
916CD3EP54T-EHumanEsophagusESCC5.27e-143.59e-010.0975
916CD3EP130T-EHumanEsophagusESCC7.99e-438.46e-010.1676
916CD3EC21HumanOral cavityOSCC2.70e-206.21e-010.2678
916CD3EC30HumanOral cavityOSCC2.40e-042.28e-010.3055
916CD3EC38HumanOral cavityOSCC1.40e-091.11e+000.172
916CD3EC46HumanOral cavityOSCC1.84e-052.08e-010.1673
916CD3EC51HumanOral cavityOSCC1.08e-021.94e-010.2674
916CD3EC57HumanOral cavityOSCC6.40e-053.06e-010.1679
916CD3EC08HumanOral cavityOSCC4.44e-046.61e-020.1919
916CD3ELN46HumanOral cavityOSCC1.64e-062.37e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00336281EsophagusESCCregulation of cell adhesion mediated by integrin31/855248/187236.41e-032.35e-0231
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:190303916EsophagusESCCpositive regulation of leukocyte cell-cell adhesion128/8552239/187238.40e-032.96e-02128
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:001081019Oral cavityOSCCregulation of cell-substrate adhesion126/7305221/187234.02e-087.55e-07126
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:000195215Oral cavityOSCCregulation of cell-matrix adhesion78/7305128/187234.05e-076.02e-0678
GO:000716016Oral cavityOSCCcell-matrix adhesion125/7305233/187233.76e-064.45e-05125
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00336274Oral cavityOSCCcell adhesion mediated by integrin46/730572/187231.66e-051.64e-0446
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:001081120Oral cavityOSCCpositive regulation of cell-substrate adhesion71/7305123/187231.96e-051.87e-0471
GO:00075849Oral cavityOSCCresponse to nutrient95/7305174/187232.09e-051.99e-0495
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0517029EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa05170112EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa052356EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
hsa051425EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa046599EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa046585EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa046607EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0523511EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
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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
CD3ESNVMissense_Mutationnovelc.424N>Tp.Gly142Trpp.G142WP07766protein_codingdeleterious(0)benign(0.283)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CD3ESNVMissense_Mutationc.560N>Gp.Asp187Glyp.D187GP07766protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0RU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CD3ESNVMissense_Mutationc.79N>Ap.Glu27Lysp.E27KP07766protein_codingtolerated(0.33)benign(0.026)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CD3ESNVMissense_Mutationrs144452564c.497C>Tp.Ala166Valp.A166VP07766protein_codingtolerated(0.17)benign(0.006)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
CD3ESNVMissense_Mutationnovelc.67G>Tp.Asp23Tyrp.D23YP07766protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CD3ESNVMissense_Mutationc.569N>Tp.Pro190Leup.P190LP07766protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CD3ESNVMissense_Mutationc.459G>Tp.Lys153Asnp.K153NP07766protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CD3ESNVMissense_Mutationnovelc.518N>Tp.Arg173Metp.R173MP07766protein_codingdeleterious(0)probably_damaging(0.963)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
CD3ESNVMissense_Mutationrs563868055c.386N>Tp.Ser129Leup.S129LP07766protein_codingdeleterious(0.01)benign(0.003)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD3ESNVMissense_Mutationrs563868055c.386N>Tp.Ser129Leup.S129LP07766protein_codingdeleterious(0.01)benign(0.003)TCGA-BG-A0VW-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASECHEMBL1742992BLINATUMOMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEantibody178103956BLINATUMOMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASECHEMBL1743078TEPLIZUMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEMT-110
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASECHEMBL1743053OTELIXIZUMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEantibody178103957CATUMAXOMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASECATUMAXOMABCATUMAXOMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASECHEMBL2108029ERTUMAXOMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEantibody252166668OTELIXIZUMAB
916CD3EDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEantibody384403634
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