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: MEGF9

Gene summary for MEGF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEGF9

Gene ID

1955

Gene namemultiple EGF like domains 9
Gene AliasEGFL5
Cytomap9q33.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9H1U4


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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
1955MEGF9LZE4THumanEsophagusESCC2.58e-052.66e-010.0811
1955MEGF9LZE7THumanEsophagusESCC8.94e-042.39e-010.0667
1955MEGF9LZE20THumanEsophagusESCC6.73e-059.66e-020.0662
1955MEGF9LZE24THumanEsophagusESCC8.03e-111.47e-010.0596
1955MEGF9P2T-EHumanEsophagusESCC7.12e-234.18e-010.1177
1955MEGF9P4T-EHumanEsophagusESCC3.36e-162.55e-010.1323
1955MEGF9P5T-EHumanEsophagusESCC2.51e-03-2.17e-030.1327
1955MEGF9P8T-EHumanEsophagusESCC1.65e-039.38e-020.0889
1955MEGF9P9T-EHumanEsophagusESCC2.23e-122.89e-010.1131
1955MEGF9P10T-EHumanEsophagusESCC1.21e-151.79e-010.116
1955MEGF9P11T-EHumanEsophagusESCC1.88e-042.01e-010.1426
1955MEGF9P12T-EHumanEsophagusESCC2.68e-162.70e-010.1122
1955MEGF9P15T-EHumanEsophagusESCC2.99e-102.92e-010.1149
1955MEGF9P16T-EHumanEsophagusESCC8.97e-101.57e-010.1153
1955MEGF9P20T-EHumanEsophagusESCC1.01e-042.83e-030.1124
1955MEGF9P21T-EHumanEsophagusESCC1.39e-048.46e-020.1617
1955MEGF9P22T-EHumanEsophagusESCC3.90e-03-1.57e-020.1236
1955MEGF9P23T-EHumanEsophagusESCC9.75e-031.68e-020.108
1955MEGF9P24T-EHumanEsophagusESCC8.32e-062.70e-020.1287
1955MEGF9P26T-EHumanEsophagusESCC2.68e-151.65e-010.1276
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:003444620EsophagusESCCsubstrate adhesion-dependent cell spreading65/8552108/187231.67e-037.72e-0365
GO:00315896LiverNAFLDcell-substrate adhesion65/1882363/187232.84e-061.18e-0465
GO:00344467LiverNAFLDsubstrate adhesion-dependent cell spreading25/1882108/187235.41e-051.23e-0325
GO:003158912LiverCirrhoticcell-substrate adhesion128/4634363/187234.10e-066.90e-05128
GO:003444612LiverCirrhoticsubstrate adhesion-dependent cell spreading47/4634108/187231.48e-052.05e-0447
GO:003444622LiverHCCsubstrate adhesion-dependent cell spreading67/7958108/187233.24e-053.28e-0467
GO:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:00315897LungIACcell-substrate adhesion85/2061363/187238.57e-124.27e-0985
GO:00344468LungIACsubstrate adhesion-dependent cell spreading21/2061108/187236.67e-034.67e-0221
GO:003158913LungAIScell-substrate adhesion80/1849363/187233.80e-123.16e-0980
GO:003444613LungAISsubstrate adhesion-dependent cell spreading21/1849108/187231.86e-032.07e-0221
GO:003444625ThyroidHTsubstrate adhesion-dependent cell spreading19/1272108/187231.12e-041.84e-0319
GO:003158927ThyroidHTcell-substrate adhesion41/1272363/187239.54e-049.83e-0341
GO:0031589111ThyroidPTCcell-substrate adhesion169/5968363/187232.73e-097.57e-08169
GO:0034446111ThyroidPTCsubstrate adhesion-dependent cell spreading58/5968108/187232.07e-062.82e-0558
GO:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:003444634ThyroidATCsubstrate adhesion-dependent cell spreading64/6293108/187233.98e-087.31e-0764
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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
MEGF9SNVMissense_Mutationnovelc.1330N>Ap.Asp444Asnp.D444NQ9H1U4protein_codingtolerated(0.1)probably_damaging(0.978)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MEGF9SNVMissense_Mutationrs375707223c.416N>Tp.Ala139Valp.A139VQ9H1U4protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-BH-A1ET-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MEGF9SNVMissense_Mutationc.415N>Tp.Ala139Serp.A139SQ9H1U4protein_codingtolerated_low_confidence(0.28)benign(0.003)TCGA-BH-A1ET-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MEGF9SNVMissense_Mutationc.1042N>Tp.Arg348Cysp.R348CQ9H1U4protein_codingdeleterious(0.03)possibly_damaging(0.72)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MEGF9insertionNonsense_Mutationnovelc.1287_1288insTAAATTATAAAGTAGCTGTAATCTp.Thr429_Thr430insTerp.T429_T430ins*Q9H1U4protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
MEGF9SNVMissense_Mutationc.1000N>Ap.Glu334Lysp.E334KQ9H1U4protein_codingtolerated(0.09)benign(0.322)TCGA-JW-A5VK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MEGF9SNVMissense_Mutationrs756950624c.679N>Tp.Arg227Trpp.R227WQ9H1U4protein_codingdeleterious(0.04)benign(0.326)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MEGF9SNVMissense_Mutationrs768882300c.854G>Ap.Arg285Glnp.R285QQ9H1U4protein_codingtolerated(0.96)benign(0.003)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MEGF9SNVMissense_Mutationc.1691N>Tp.Ser564Ilep.S564IQ9H1U4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MEGF9SNVMissense_Mutationnovelc.1660G>Ap.Glu554Lysp.E554KQ9H1U4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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