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: EDF1

Gene summary for EDF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EDF1

Gene ID

8721

Gene nameendothelial differentiation related factor 1
Gene AliasCFAP280
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0003158

UniProtAcc

O60869


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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
8721EDF1GSM4909280HumanBreastPrecancer3.38e-04-3.93e-010.0305
8721EDF1GSM4909282HumanBreastIDC4.32e-08-3.48e-01-0.0288
8721EDF1GSM4909285HumanBreastIDC1.79e-09-2.59e-010.21
8721EDF1GSM4909286HumanBreastIDC5.75e-14-2.00e-010.1081
8721EDF1GSM4909287HumanBreastIDC3.22e-07-3.94e-010.2057
8721EDF1GSM4909288HumanBreastIDC3.44e-041.57e-020.0988
8721EDF1GSM4909293HumanBreastIDC1.94e-04-1.96e-010.1581
8721EDF1GSM4909294HumanBreastIDC2.12e-08-3.15e-010.2022
8721EDF1GSM4909296HumanBreastIDC1.55e-138.47e-020.1524
8721EDF1GSM4909297HumanBreastIDC1.72e-30-3.01e-010.1517
8721EDF1GSM4909298HumanBreastIDC4.38e-06-2.43e-010.1551
8721EDF1GSM4909302HumanBreastIDC6.06e-06-1.32e-010.1545
8721EDF1GSM4909309HumanBreastIDC6.03e-04-1.26e-010.0483
8721EDF1GSM4909311HumanBreastIDC8.91e-54-2.58e-010.1534
8721EDF1GSM4909312HumanBreastIDC6.11e-10-2.28e-010.1552
8721EDF1GSM4909313HumanBreastIDC6.46e-06-1.84e-010.0391
8721EDF1GSM4909315HumanBreastIDC4.98e-034.03e-020.21
8721EDF1GSM4909316HumanBreastIDC2.67e-103.78e-020.21
8721EDF1GSM4909318HumanBreastIDC1.07e-041.45e-010.2031
8721EDF1GSM4909319HumanBreastIDC3.04e-74-6.90e-010.1563
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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
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
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:00511019BreastPrecancerregulation of DNA binding22/1080118/187239.28e-073.71e-0522
GO:00433887BreastPrecancerpositive regulation of DNA binding14/108056/187232.46e-068.35e-0514
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00510999BreastPrecancerpositive regulation of binding23/1080173/187231.58e-042.68e-0323
GO:00192164BreastPrecancerregulation of lipid metabolic process34/1080331/187238.14e-049.55e-0334
GO:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:005110114BreastIDCregulation of DNA binding26/1434118/187237.42e-073.40e-0526
GO:005109914BreastIDCpositive regulation of binding30/1434173/187231.96e-054.86e-0430
GO:004338812BreastIDCpositive regulation of DNA binding14/143456/187236.11e-051.27e-0314
GO:001921612BreastIDCregulation of lipid metabolic process45/1434331/187231.21e-042.24e-0345
GO:005109823BreastDCISregulation of binding55/1390363/187233.14e-071.48e-0555
GO:005110123BreastDCISregulation of DNA binding26/1390118/187234.09e-071.87e-0526
GO:004338822BreastDCISpositive regulation of DNA binding14/139056/187234.34e-059.14e-0414
GO:005109923BreastDCISpositive regulation of binding28/1390173/187237.50e-051.47e-0328
GO:001921621BreastDCISregulation of lipid metabolic process43/1390331/187232.37e-043.71e-0343
GO:00031588BreastDCISendothelium development19/1390136/187235.61e-034.07e-0219
GO:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:005109910CervixCCpositive regulation of binding42/2311173/187231.07e-052.33e-0442
GO:005110110CervixCCregulation of DNA binding31/2311118/187232.91e-054.81e-0431
GO:00433888CervixCCpositive regulation of DNA binding15/231156/187232.60e-031.80e-0215
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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
EDF1SNVMissense_Mutationc.196N>Ap.Glu66Lysp.E66KO60869protein_codingdeleterious(0)probably_damaging(0.969)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EDF1SNVMissense_Mutationrs201413596c.319G>Ap.Ala107Thrp.A107TO60869protein_codingtolerated(0.65)benign(0.007)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EDF1SNVMissense_Mutationnovelc.109N>Tp.Asp37Tyrp.D37YO60869protein_codingdeleterious(0.04)benign(0.436)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
EDF1SNVMissense_Mutationnovelc.258N>Tp.Gln86Hisp.Q86HO60869protein_codingdeleterious(0.03)probably_damaging(0.93)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
EDF1insertionFrame_Shift_Insnovelc.271_272insAp.Thr91AsnfsTer11p.T91Nfs*11O60869protein_codingTCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
EDF1SNVMissense_Mutationnovelc.299A>Tp.Asn100Ilep.N100IO60869protein_codingdeleterious(0)probably_damaging(0.965)TCGA-22-5479-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycarboplatinSD
EDF1SNVMissense_Mutationc.406G>Ap.Asp136Asnp.D136NO60869protein_codingtolerated(0.27)benign(0.007)TCGA-58-A46M-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
EDF1SNVMissense_Mutationnovelc.373G>Cp.Glu125Glnp.E125QO60869protein_codingdeleterious(0.02)probably_damaging(1)TCGA-CQ-5331-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
EDF1SNVMissense_Mutationnovelc.49C>Ap.Pro17Thrp.P17TO60869protein_codingdeleterious(0.01)possibly_damaging(0.474)TCGA-VP-A879-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownSD
EDF1SNVMissense_Mutationrs139723037c.187C>Tp.Arg63Trpp.R63WO60869protein_codingdeleterious(0.02)probably_damaging(0.973)TCGA-BR-4256-01Stomachstomach adenocarcinomaMale>=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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