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: EGFL6

Gene summary for EGFL6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EGFL6

Gene ID

25975

Gene nameEGF like domain multiple 6
Gene AliasMAEG
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q8IUX8


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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
25975EGFL6LZE4THumanEsophagusESCC6.35e-031.81e-010.0811
25975EGFL6LZE8THumanEsophagusESCC4.02e-052.10e-010.067
25975EGFL6LZE20THumanEsophagusESCC3.16e-031.63e-010.0662
25975EGFL6LZE22THumanEsophagusESCC1.57e-022.50e-010.068
25975EGFL6P1T-EHumanEsophagusESCC1.09e-042.76e-010.0875
25975EGFL6P4T-EHumanEsophagusESCC2.45e-123.44e-010.1323
25975EGFL6P5T-EHumanEsophagusESCC1.78e-033.12e-010.1327
25975EGFL6P8T-EHumanEsophagusESCC1.77e-224.14e-010.0889
25975EGFL6P9T-EHumanEsophagusESCC6.74e-063.66e-010.1131
25975EGFL6P23T-EHumanEsophagusESCC6.93e-107.42e-010.108
25975EGFL6P26T-EHumanEsophagusESCC3.97e-042.12e-010.1276
25975EGFL6P27T-EHumanEsophagusESCC2.86e-203.95e-010.1055
25975EGFL6P28T-EHumanEsophagusESCC1.78e-031.99e-010.1149
25975EGFL6P37T-EHumanEsophagusESCC2.31e-054.02e-010.1371
25975EGFL6P42T-EHumanEsophagusESCC8.55e-051.05e+000.1175
25975EGFL6P44T-EHumanEsophagusESCC1.88e-056.37e-010.1096
25975EGFL6P47T-EHumanEsophagusESCC1.88e-114.12e-010.1067
25975EGFL6P54T-EHumanEsophagusESCC6.60e-449.56e-010.0975
25975EGFL6P61T-EHumanEsophagusESCC5.99e-031.08e-010.099
25975EGFL6P62T-EHumanEsophagusESCC2.57e-029.44e-020.1302
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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
∗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:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:001081126EsophagusESCCpositive regulation of cell-substrate adhesion84/8552123/187233.18e-074.50e-0684
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
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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
EGFL6SNVMissense_Mutationnovelc.1199N>Gp.Ser400Trpp.S400WQ8IUX8protein_codingtolerated(0.06)possibly_damaging(0.888)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
EGFL6SNVMissense_Mutationnovelc.904N>Ap.Glu302Lysp.E302KQ8IUX8protein_codingdeleterious(0.03)benign(0.15)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
EGFL6SNVMissense_Mutationrs771187397c.300N>Tp.Met100Ilep.M100IQ8IUX8protein_codingtolerated(0.1)benign(0)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
EGFL6SNVMissense_Mutationnovelc.1415C>Gp.Ala472Glyp.A472GQ8IUX8protein_codingdeleterious(0)benign(0.359)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EGFL6SNVMissense_Mutationc.715N>Gp.Thr239Alap.T239AQ8IUX8protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
EGFL6deletionIn_Frame_Delc.550_552delATCp.Ile184delp.I184delQ8IUX8protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EGFL6deletionFrame_Shift_Delnovelc.358delTp.Cys120AlafsTer14p.C120Afs*14Q8IUX8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EGFL6deletionFrame_Shift_Delnovelc.1446delTp.Phe482LeufsTer2p.F482Lfs*2Q8IUX8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EGFL6SNVMissense_Mutationc.1079N>Ap.Arg360Glnp.R360QQ8IUX8protein_codingtolerated(1)benign(0.001)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EGFL6SNVMissense_Mutationnovelc.770N>Ap.Arg257Glnp.R257QQ8IUX8protein_codingtolerated(0.95)benign(0)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=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
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