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: EEF1D

Gene summary for EEF1D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EEF1D

Gene ID

1936

Gene nameeukaryotic translation elongation factor 1 delta
Gene AliasEF-1D
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

B2RAR6


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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
1936EEF1DP76T-EHumanEsophagusESCC8.58e-922.76e+000.1207
1936EEF1DP79T-EHumanEsophagusESCC3.80e-772.40e+000.1154
1936EEF1DP80T-EHumanEsophagusESCC7.96e-662.89e+000.155
1936EEF1DP82T-EHumanEsophagusESCC6.02e-373.08e+000.1072
1936EEF1DP83T-EHumanEsophagusESCC5.02e-763.51e+000.1738
1936EEF1DP84T-EHumanEsophagusESCC2.89e-272.27e+000.0933
1936EEF1DP89T-EHumanEsophagusESCC2.11e-453.69e+000.1752
1936EEF1DP91T-EHumanEsophagusESCC6.33e-474.42e+000.1828
1936EEF1DP94T-EHumanEsophagusESCC2.00e-111.73e+000.0879
1936EEF1DP104T-EHumanEsophagusESCC7.57e-091.86e+000.0931
1936EEF1DP107T-EHumanEsophagusESCC6.48e-834.71e+000.171
1936EEF1DP126T-EHumanEsophagusESCC3.14e-233.15e+000.1125
1936EEF1DP127T-EHumanEsophagusESCC8.21e-361.01e+000.0826
1936EEF1DP128T-EHumanEsophagusESCC5.38e-804.19e+000.1241
1936EEF1DP130T-EHumanEsophagusESCC1.33e-1043.69e+000.1676
1936EEF1DNAFLD1HumanLiverNAFLD3.89e-05-8.14e-01-0.04
1936EEF1DS41HumanLiverCirrhotic1.03e-09-1.00e+00-0.0343
1936EEF1DS42HumanLiverHCC3.10e-05-8.59e-01-0.0103
1936EEF1DS43HumanLiverCirrhotic4.55e-28-7.53e-01-0.0187
1936EEF1DS44HumanLiverHCC2.26e-03-8.43e-01-0.0083
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:00102125BreastPrecancerresponse to ionizing radiation21/1080148/187231.19e-042.13e-0321
GO:00714785BreastPrecancercellular response to radiation24/1080186/187231.83e-042.96e-0324
GO:00714797BreastPrecancercellular response to ionizing radiation13/108072/187232.15e-043.33e-0313
GO:00064147BreastPrecancertranslational elongation10/108055/187231.06e-031.18e-0210
GO:00072496BreastPrecancerI-kappaB kinase/NF-kappaB signaling27/1080281/187236.58e-034.53e-0227
GO:007147913BreastIDCcellular response to ionizing radiation18/143472/187235.67e-061.85e-0418
GO:001021213BreastIDCresponse to ionizing radiation28/1434148/187236.85e-062.09e-0428
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:007121413BreastIDCcellular response to abiotic stimulus48/1434331/187231.37e-053.53e-0448
GO:010400413BreastIDCcellular response to environmental stimulus48/1434331/187231.37e-053.53e-0448
GO:007147813BreastIDCcellular response to radiation29/1434186/187231.91e-043.15e-0329
GO:00431227BreastIDCregulation of I-kappaB kinase/NF-kappaB signaling34/1434249/187237.18e-048.77e-0334
GO:000724914BreastIDCI-kappaB kinase/NF-kappaB signaling37/1434281/187238.58e-049.98e-0337
GO:00431236BreastIDCpositive regulation of I-kappaB kinase/NF-kappaB signaling26/1434186/187232.06e-031.95e-0226
GO:000931422BreastDCISresponse to radiation62/1390456/187232.56e-068.87e-0562
GO:007147923BreastDCIScellular response to ionizing radiation18/139072/187233.66e-061.16e-0418
GO:001021223BreastDCISresponse to ionizing radiation28/1390148/187233.79e-061.16e-0428
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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
EEF1DSNVMissense_Mutationc.1591G>Ap.Glu531Lysp.E531KP29692protein_codingdeleterious(0.03)probably_damaging(0.954)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
EEF1DSNVMissense_Mutationnovelc.73N>Tp.Arg25Trpp.R25WP29692protein_codingdeleterious(0)probably_damaging(0.952)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EEF1DSNVMissense_Mutationrs200146410c.1637G>Ap.Arg546Glnp.R546QP29692protein_codingtolerated(0.07)benign(0.305)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EEF1DSNVMissense_Mutationc.1520N>Ap.Pro507Glnp.P507QP29692protein_codingdeleterious(0.03)benign(0.017)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EEF1DSNVMissense_Mutationrs751524072c.688C>Tp.Arg230Trpp.R230WP29692protein_codingdeleterious(0.01)possibly_damaging(0.446)TCGA-CA-5256-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
EEF1DSNVMissense_Mutationc.1282G>Ap.Ala428Thrp.A428TP29692protein_codingdeleterious(0.02)probably_damaging(0.974)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
EEF1DdeletionIn_Frame_Delrs532050197c.827_844delNNNNNNNNNNNNNNNNNNp.Arg276_Arg281delp.R276_R281delP29692protein_codingTCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EEF1DdeletionFrame_Shift_Delc.260delAp.Lys87ArgfsTer73p.K87Rfs*73P29692protein_codingTCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
EEF1DdeletionIn_Frame_Delc.1873_1875delCTGp.Leu625delp.L625delP29692protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EEF1DSNVMissense_Mutationnovelc.1159N>Ap.Ala387Thrp.A387TP29692protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-A5-A0G1-01Endometriumuterine 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
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