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: CD3D

Gene summary for CD3D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD3D

Gene ID

915

Gene nameCD3d molecule
Gene AliasCD3-DELTA
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

B0YIY4


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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
915CD3DLZE4THumanEsophagusESCC4.26e-147.46e-010.0811
915CD3DLZE7THumanEsophagusESCC4.63e-131.11e+000.0667
915CD3DLZE8THumanEsophagusESCC2.06e-057.11e-010.067
915CD3DLZE6THumanEsophagusESCC1.39e-211.63e+000.0845
915CD3DC21HumanOral cavityOSCC1.61e-211.04e+000.2678
915CD3DC30HumanOral cavityOSCC1.73e-065.86e-010.3055
915CD3DC38HumanOral cavityOSCC1.90e-142.46e+000.172
915CD3DC46HumanOral cavityOSCC3.41e-123.61e-010.1673
915CD3DC57HumanOral cavityOSCC7.12e-033.73e-010.1679
915CD3DC06HumanOral cavityOSCC1.60e-041.22e+000.2699
915CD3DC07HumanOral cavityOSCC1.17e-078.78e-010.2491
915CD3DC08HumanOral cavityOSCC6.34e-062.84e-010.1919
915CD3DC09HumanOral cavityOSCC2.14e-053.01e-010.1431
915CD3DLN22HumanOral cavityOSCC1.75e-061.34e+000.1733
915CD3DLN46HumanOral cavityOSCC1.56e-085.11e-010.1666
915CD3DLP15HumanOral cavityLP2.61e-027.26e-010.2174
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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:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:00302175Oral cavityOSCCT cell differentiation126/7305257/187236.51e-043.66e-03126
GO:00330771Oral cavityOSCCT cell differentiation in thymus42/730575/187232.09e-039.63e-0342
GO:004211017Oral cavityLPT cell activation146/4623487/187234.13e-032.66e-02146
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0514213EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa0465914EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa0465812EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa0466013EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa0516928Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
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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
CD3DSNVMissense_Mutationnovelc.466N>Ap.Asp156Asnp.D156NP04234protein_codingtolerated(0.39)benign(0.022)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CD3DSNVMissense_Mutationrs149264725c.187C>Tp.Arg63Cysp.R63CP04234protein_codingtolerated(0.19)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CD3DSNVMissense_Mutationnovelc.389N>Tp.Thr130Ilep.T130IP04234protein_codingdeleterious(0.04)benign(0.307)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CD3DSNVMissense_Mutationrs201889742c.247N>Ap.Glu83Lysp.E83KP04234protein_codingtolerated(0.35)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CD3DSNVMissense_Mutationc.431N>Ap.Arg144Lysp.R144KP04234protein_codingtolerated(1)benign(0)TCGA-BG-A0VW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD3DSNVMissense_Mutationrs764062454c.349N>Tp.Leu117Phep.L117FP04234protein_codingtolerated(0.85)benign(0.354)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD3DSNVMissense_Mutationrs370657743c.69N>Tp.Lys23Asnp.K23NP04234protein_codingdeleterious(0.03)benign(0.079)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD3DSNVMissense_Mutationrs547344580c.412N>Ap.Asp138Asnp.D138NP04234protein_codingdeleterious(0.03)benign(0.044)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CD3DSNVMissense_Mutationnovelc.469N>Tp.Asp157Tyrp.D157YP04234protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CD3DSNVMissense_Mutationrs547344580c.412G>Ap.Asp138Asnp.D138NP04234protein_codingdeleterious(0.03)benign(0.044)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
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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
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASENI-0401FORALUMAB
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEMUROMONABMUROMONAB-CD3
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASECHEMBL1742992BLINATUMOMAB
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASECATUMAXOMABCATUMAXOMAB
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEMT-103BLINATUMOMAB
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEMT110SOLITOMAB
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEANTI-CD3 MONOCLONAL ANTIBODY
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEinhibitorCHEMBL1201608MUROMONAB-CD3
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEinhibitorCHEMBL2109252FORALUMAB
915CD3DDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASEOTELIXIZUMABOTELIXIZUMAB
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