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: EGFL7

Gene summary for EGFL7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EGFL7

Gene ID

51162

Gene nameEGF like domain multiple 7
Gene AliasNEU1
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

A0A024R8F5


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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
51162EGFL7P31T-EHumanEsophagusESCC8.72e-122.84e-010.1251
51162EGFL7P32T-EHumanEsophagusESCC3.43e-235.72e-010.1666
51162EGFL7P36T-EHumanEsophagusESCC3.64e-043.97e-010.1187
51162EGFL7P37T-EHumanEsophagusESCC4.60e-246.23e-010.1371
51162EGFL7P39T-EHumanEsophagusESCC1.30e-072.41e-010.0894
51162EGFL7P40T-EHumanEsophagusESCC7.79e-154.64e-010.109
51162EGFL7P42T-EHumanEsophagusESCC1.47e-164.91e-010.1175
51162EGFL7P47T-EHumanEsophagusESCC7.64e-123.86e-010.1067
51162EGFL7P48T-EHumanEsophagusESCC3.18e-093.08e-010.0959
51162EGFL7P49T-EHumanEsophagusESCC2.24e-151.12e+000.1768
51162EGFL7P52T-EHumanEsophagusESCC1.88e-144.67e-010.1555
51162EGFL7P56T-EHumanEsophagusESCC5.99e-071.00e+000.1613
51162EGFL7P57T-EHumanEsophagusESCC8.46e-051.81e-010.0926
51162EGFL7P61T-EHumanEsophagusESCC2.20e-052.23e-010.099
51162EGFL7P62T-EHumanEsophagusESCC6.24e-031.51e-010.1302
51162EGFL7P65T-EHumanEsophagusESCC2.61e-031.19e-010.0978
51162EGFL7P74T-EHumanEsophagusESCC3.12e-451.14e+000.1479
51162EGFL7P76T-EHumanEsophagusESCC4.14e-266.50e-010.1207
51162EGFL7P79T-EHumanEsophagusESCC1.63e-204.67e-010.1154
51162EGFL7P80T-EHumanEsophagusESCC3.61e-198.57e-010.155
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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
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:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:0045746EsophagusESCCnegative regulation of Notch signaling pathway28/855236/187238.62e-056.22e-0428
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:00072199ThyroidPTCNotch signaling pathway70/5968172/187238.82e-033.67e-0270
GO:000157011ThyroidPTCvasculogenesis36/596880/187239.35e-033.85e-0236
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:0050673111ThyroidATCepithelial cell proliferation174/6293437/187233.49e-031.55e-02174
GO:0050678110ThyroidATCregulation of epithelial cell proliferation151/6293381/187237.47e-032.92e-02151
GO:00085937ThyroidATCregulation of Notch signaling pathway43/629395/187231.19e-024.22e-0243
GO:000157021ThyroidATCvasculogenesis37/629380/187231.26e-024.42e-0237
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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
EGFL7SNVMissense_Mutationc.781N>Cp.Glu261Glnp.E261QQ9UHF1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AR-A24L-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenPD
EGFL7SNVMissense_Mutationc.784N>Ap.Glu262Lysp.E262KQ9UHF1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EGFL7insertionFrame_Shift_Insnovelc.138_139insCGTGTGTACCAGCp.Phe52CysfsTer23p.F52Cfs*23Q9UHF1protein_codingTCGA-AC-A2QJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
EGFL7insertionFrame_Shift_Insrs878890965c.549dupCp.Arg184GlnfsTer100p.R184Qfs*100Q9UHF1protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EGFL7SNVMissense_Mutationc.253N>Tp.Arg85Cysp.R85CQ9UHF1protein_codingtolerated(0.18)possibly_damaging(0.761)TCGA-EK-A3GN-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
EGFL7insertionFrame_Shift_Insnovelc.503_504insGACCCTTp.Ser168ArgfsTer118p.S168Rfs*118Q9UHF1protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
EGFL7SNVMissense_Mutationnovelc.470G>Ap.Gly157Aspp.G157DQ9UHF1protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EGFL7deletionFrame_Shift_Delc.541delNp.Arg184GlyfsTer13p.R184Gfs*13Q9UHF1protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EGFL7SNVMissense_Mutationnovelc.15N>Tp.Gln5Hisp.Q5HQ9UHF1protein_codingtolerated_low_confidence(0.21)benign(0.096)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
EGFL7SNVMissense_Mutationnovelc.282N>Tp.Arg94Serp.R94SQ9UHF1protein_codingdeleterious(0)possibly_damaging(0.812)TCGA-D1-A3DG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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
51162EGFL7DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACEMEGF0444APARSATUZUMAB
51162EGFL7DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACEANTI-EGFL7
51162EGFL7DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACEinhibitorCHEMBL2109387PARSATUZUMAB
51162EGFL7DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACEAnti-EGFL7
51162EGFL7DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACEantibodyMEGF0444APARSATUZUMAB
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