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: EFEMP2

Gene summary for EFEMP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFEMP2

Gene ID

30008

Gene nameEGF containing fibulin extracellular matrix protein 2
Gene AliasARCL1B
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

A0A024R5G1


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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
30008EFEMP2AEH-subject1HumanEndometriumAEH1.14e-26-5.44e-01-0.3059
30008EFEMP2AEH-subject2HumanEndometriumAEH5.76e-34-5.48e-01-0.2525
30008EFEMP2AEH-subject3HumanEndometriumAEH6.04e-26-5.39e-01-0.2576
30008EFEMP2AEH-subject4HumanEndometriumAEH3.01e-21-4.87e-01-0.2657
30008EFEMP2AEH-subject5HumanEndometriumAEH5.97e-33-5.82e-01-0.2953
30008EFEMP2EEC-subject1HumanEndometriumEEC5.74e-31-5.51e-01-0.2682
30008EFEMP2EEC-subject2HumanEndometriumEEC1.21e-35-5.92e-01-0.2607
30008EFEMP2EEC-subject3HumanEndometriumEEC3.19e-45-5.78e-01-0.2525
30008EFEMP2EEC-subject4HumanEndometriumEEC1.76e-28-5.36e-01-0.2571
30008EFEMP2EEC-subject5HumanEndometriumEEC9.96e-38-5.73e-01-0.249
30008EFEMP2GSM5276934HumanEndometriumEEC6.90e-06-2.03e-01-0.0913
30008EFEMP2GSM5276935HumanEndometriumEEC9.40e-36-5.74e-01-0.123
30008EFEMP2GSM5276937HumanEndometriumEEC1.38e-03-2.63e-01-0.0897
30008EFEMP2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.25e-30-5.16e-01-0.1869
30008EFEMP2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC6.43e-29-5.30e-01-0.1875
30008EFEMP2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.09e-33-5.93e-01-0.1883
30008EFEMP2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.74e-22-3.75e-01-0.1934
30008EFEMP2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.59e-42-4.73e-01-0.1917
30008EFEMP2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.25e-44-5.22e-01-0.1916
30008EFEMP2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC5.74e-03-8.97e-02-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:001081015EndometriumAEHregulation of cell-substrate adhesion64/2100221/187233.85e-139.62e-1164
GO:00315899EndometriumAEHcell-substrate adhesion87/2100363/187233.51e-125.70e-1087
GO:004578516EndometriumAEHpositive regulation of cell adhesion96/2100437/187235.50e-117.18e-0996
GO:190290316EndometriumAEHregulation of supramolecular fiber organization83/2100383/187232.20e-091.78e-0783
GO:001081116EndometriumAEHpositive regulation of cell-substrate adhesion38/2100123/187233.08e-092.26e-0738
GO:00605376EndometriumAEHmuscle tissue development83/2100403/187232.57e-081.50e-0683
GO:00019529EndometriumAEHregulation of cell-matrix adhesion37/2100128/187233.58e-081.99e-0637
GO:00071609EndometriumAEHcell-matrix adhesion54/2100233/187231.42e-076.37e-0654
GO:190290516EndometriumAEHpositive regulation of supramolecular fiber organization48/2100209/187239.11e-073.20e-0548
GO:00486604EndometriumAEHregulation of smooth muscle cell proliferation43/2100180/187231.09e-063.68e-0543
GO:00486594EndometriumAEHsmooth muscle cell proliferation43/2100184/187232.04e-066.14e-0543
GO:00330022EndometriumAEHmuscle cell proliferation51/2100248/187231.26e-052.77e-0451
GO:00019549EndometriumAEHpositive regulation of cell-matrix adhesion18/210058/187233.98e-056.86e-0418
GO:00075174EndometriumAEHmuscle organ development60/2100327/187238.19e-051.22e-0360
GO:00426925EndometriumAEHmuscle cell differentiation68/2100384/187238.88e-051.30e-0368
GO:0048662EndometriumAEHnegative regulation of smooth muscle cell proliferation17/210075/187233.39e-032.36e-0217
GO:1904705EndometriumAEHregulation of vascular associated smooth muscle cell proliferation19/210090/187234.69e-032.99e-0219
GO:1990874EndometriumAEHvascular associated smooth muscle cell proliferation19/210091/187235.32e-033.32e-0219
GO:0030199EndometriumAEHcollagen fibril organization14/210061/187236.65e-033.91e-0214
GO:001081016EndometriumEECregulation of cell-substrate adhesion63/2168221/187235.17e-128.85e-1063
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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
EFEMP2SNVMissense_Mutationnovelc.998N>Tp.Asn333Ilep.N333IO95967protein_codingdeleterious(0.01)benign(0.372)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EFEMP2SNVMissense_Mutationc.444N>Cp.Gln148Hisp.Q148HO95967protein_codingtolerated(0.32)benign(0)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
EFEMP2SNVMissense_Mutationc.1129N>Gp.Gln377Glup.Q377EO95967protein_codingdeleterious(0.01)benign(0.023)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
EFEMP2SNVMissense_Mutationnovelc.1139N>Ap.Ala380Aspp.A380DO95967protein_codingdeleterious(0.03)benign(0.081)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EFEMP2SNVMissense_Mutationrs775241517c.1102N>Ap.Val368Ilep.V368IO95967protein_codingtolerated(0.95)probably_damaging(0.959)TCGA-PL-A8LY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EFEMP2insertionFrame_Shift_Insnovelc.999_1000insATAGGCGGCCAGGAGGCTGGGGGGCAGGGGTTTGAGTp.Pro334IlefsTer38p.P334Ifs*38O95967protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EFEMP2insertionFrame_Shift_Insnovelc.778_779insTAGATATTGGAATTAGTAGp.Asn260IlefsTer32p.N260Ifs*32O95967protein_codingTCGA-D8-A27N-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxol+adriamycin+cyclophosphamide+herceptinSD
EFEMP2SNVMissense_Mutationc.530N>Ap.Cys177Tyrp.C177YO95967protein_codingdeleterious(0)possibly_damaging(0.691)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
EFEMP2SNVMissense_Mutationnovelc.594C>Ap.Asn198Lysp.N198KO95967protein_codingdeleterious(0.02)possibly_damaging(0.58)TCGA-EK-A2GZ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
EFEMP2SNVMissense_Mutationnovelc.868N>Ap.Gly290Serp.G290SO95967protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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