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: MFGE8

Gene summary for MFGE8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFGE8

Gene ID

4240

Gene namemilk fat globule EGF and factor V/VIII domain containing
Gene AliasBA46
Cytomap15q26.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q08431


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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
4240MFGE8GSM4909282HumanBreastIDC9.60e-316.30e-01-0.0288
4240MFGE8GSM4909285HumanBreastIDC1.39e-05-4.40e-010.21
4240MFGE8GSM4909286HumanBreastIDC2.29e-133.26e-010.1081
4240MFGE8GSM4909290HumanBreastIDC5.11e-26-6.77e-010.2096
4240MFGE8GSM4909291HumanBreastIDC1.29e-10-5.80e-010.1753
4240MFGE8GSM4909292HumanBreastIDC5.59e-04-6.77e-010.1236
4240MFGE8GSM4909293HumanBreastIDC1.32e-20-6.17e-010.1581
4240MFGE8GSM4909294HumanBreastIDC1.00e-29-6.54e-010.2022
4240MFGE8GSM4909295HumanBreastIDC2.09e-023.95e-010.0898
4240MFGE8GSM4909296HumanBreastIDC1.83e-29-6.52e-010.1524
4240MFGE8GSM4909297HumanBreastIDC1.50e-32-6.29e-010.1517
4240MFGE8GSM4909298HumanBreastIDC1.99e-23-6.32e-010.1551
4240MFGE8GSM4909301HumanBreastIDC5.88e-29-6.52e-010.1577
4240MFGE8GSM4909302HumanBreastIDC2.09e-20-5.93e-010.1545
4240MFGE8GSM4909304HumanBreastIDC1.19e-19-6.18e-010.1636
4240MFGE8GSM4909306HumanBreastIDC3.39e-20-5.76e-010.1564
4240MFGE8GSM4909307HumanBreastIDC1.18e-16-5.69e-010.1569
4240MFGE8GSM4909308HumanBreastIDC4.51e-27-6.65e-010.158
4240MFGE8GSM4909311HumanBreastIDC3.12e-25-5.73e-010.1534
4240MFGE8GSM4909312HumanBreastIDC1.65e-35-6.72e-010.1552
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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
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:00507643Oral cavityOSCCregulation of phagocytosis48/730595/187231.47e-024.77e-0248
GO:00080371ThyroidHTcell recognition31/1272225/187231.35e-042.12e-0331
GO:00069094ThyroidHTphagocytosis34/1272308/187233.59e-032.73e-0234
GO:00103244ThyroidHTmembrane invagination19/1272144/187234.08e-032.99e-0219
GO:00990243ThyroidHTplasma membrane invagination18/1272136/187234.93e-033.35e-0218
GO:00069113ThyroidHTphagocytosis, engulfment17/1272127/187235.51e-033.63e-0217
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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
MFGE8SNVMissense_Mutationrs776606175c.400C>Tp.Arg134Trpp.R134WQ08431protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
MFGE8insertionNonsense_Mutationnovelc.562_563insGATGACCATGACTTGGGGTGAGGGGAGAGAGCAAGACAAGGACTGCp.Lys188ArgfsTer2p.K188Rfs*2Q08431protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
MFGE8SNVMissense_Mutationrs769108892c.502N>Ap.Glu168Lysp.E168KQ08431protein_codingtolerated(1)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MFGE8SNVMissense_Mutationc.983C>Tp.Ala328Valp.A328VQ08431protein_codingtolerated(0.49)benign(0.001)TCGA-A6-6648-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
MFGE8SNVMissense_Mutationrs751746916c.1062G>Tp.Lys354Asnp.K354NQ08431protein_codingdeleterious(0.05)probably_damaging(0.976)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFGE8SNVMissense_Mutationrs769108892c.502G>Ap.Glu168Lysp.E168KQ08431protein_codingtolerated(1)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFGE8SNVMissense_Mutationc.95G>Ap.Cys32Tyrp.C32YQ08431protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFGE8SNVMissense_Mutationrs769108892c.502N>Ap.Glu168Lysp.E168KQ08431protein_codingtolerated(1)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MFGE8SNVMissense_Mutationnovelc.1065N>Tp.Lys355Asnp.K355NQ08431protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MFGE8SNVMissense_Mutationrs780674687c.508G>Ap.Asp170Asnp.D170NQ08431protein_codingtolerated(0.34)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
4240MFGE8DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANETRIAB
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