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: MEGF8

Gene summary for MEGF8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEGF8

Gene ID

1954

Gene namemultiple EGF like domains 8
Gene AliasC19orf49
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q7Z7M0


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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
1954MEGF8HCC1_MengHumanLiverHCC7.02e-232.55e-020.0246
1954MEGF8HCC2_MengHumanLiverHCC3.54e-029.01e-060.0107
1954MEGF8HCC1HumanLiverHCC2.48e-092.53e+000.5336
1954MEGF8HCC2HumanLiverHCC1.57e-132.72e+000.5341
1954MEGF8HCC5HumanLiverHCC3.91e-048.89e-010.4932
1954MEGF8S014HumanLiverHCC4.40e-094.12e-010.2254
1954MEGF8S015HumanLiverHCC1.61e-218.15e-010.2375
1954MEGF8S016HumanLiverHCC4.94e-114.50e-010.2243
1954MEGF8S028HumanLiverHCC1.19e-094.85e-010.2503
1954MEGF8S029HumanLiverHCC2.22e-114.61e-010.2581
1954MEGF8male-WTAHumanThyroidPTC3.78e-202.42e-010.1037
1954MEGF8PTC01HumanThyroidPTC5.23e-056.77e-020.1899
1954MEGF8PTC04HumanThyroidPTC6.15e-091.14e-010.1927
1954MEGF8PTC05HumanThyroidPTC1.20e-022.31e-010.2065
1954MEGF8PTC06HumanThyroidPTC3.93e-203.90e-010.2057
1954MEGF8PTC07HumanThyroidPTC1.77e-172.10e-010.2044
1954MEGF8ATC12HumanThyroidATC1.90e-024.23e-020.34
1954MEGF8ATC13HumanThyroidATC1.26e-731.35e+000.34
1954MEGF8ATC2HumanThyroidATC5.15e-076.73e-010.34
1954MEGF8ATC4HumanThyroidATC1.15e-036.48e-020.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:006056011LiverHCCdevelopmental growth involved in morphogenesis124/7958234/187237.37e-044.47e-03124
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:004867511LiverHCCaxon extension67/7958120/187232.17e-031.09e-0267
GO:199013811LiverHCCneuron projection extension92/7958172/187232.31e-031.14e-0292
GO:004858811LiverHCCdevelopmental cell growth121/7958234/187232.68e-031.28e-02121
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:004577321LiverHCCpositive regulation of axon extension27/795842/187233.60e-031.60e-0227
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:003030711LiverHCCpositive regulation of cell growth88/7958166/187233.95e-031.74e-0288
GO:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:00305164LiverHCCregulation of axon extension52/795895/187231.07e-023.97e-0252
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:004592711LiverHCCpositive regulation of growth128/7958259/187231.41e-024.99e-02128
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0031346110ThyroidPTCpositive regulation of cell projection organization173/5968353/187231.09e-114.40e-10173
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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
MEGF8SNVMissense_Mutationc.4777N>Tp.Thr1593Serp.T1593SQ7Z7M0protein_codingtolerated(0.74)benign(0.005)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
MEGF8SNVMissense_Mutationnovelc.3235N>Tp.Arg1079Cysp.R1079CQ7Z7M0protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-A2-A0T1-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyherceptinSD
MEGF8SNVMissense_Mutationnovelc.6919C>Ap.Arg2307Serp.R2307SQ7Z7M0protein_codingtolerated(0.1)possibly_damaging(0.77)TCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MEGF8SNVMissense_Mutationrs760533124c.1573N>Ap.Val525Ilep.V525IQ7Z7M0protein_codingtolerated(0.18)benign(0.106)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
MEGF8SNVMissense_Mutationnovelc.3763N>Ap.Ala1255Thrp.A1255TQ7Z7M0protein_codingtolerated(0.08)possibly_damaging(0.446)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
MEGF8SNVMissense_Mutationnovelc.7159N>Ap.Asp2387Asnp.D2387NQ7Z7M0protein_codingtolerated(0.21)probably_damaging(0.989)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
MEGF8SNVMissense_Mutationc.4009N>Gp.Thr1337Alap.T1337AQ7Z7M0protein_codingtolerated(0.13)possibly_damaging(0.554)TCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MEGF8SNVMissense_Mutationrs758529363c.1603C>Tp.Arg535Trpp.R535WQ7Z7M0protein_codingtolerated(0.19)possibly_damaging(0.676)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MEGF8SNVMissense_Mutationc.6002N>Cp.Cys2001Serp.C2001SQ7Z7M0protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
MEGF8SNVMissense_Mutationrs748260455c.7826N>Tp.Ser2609Leup.S2609LQ7Z7M0protein_codingdeleterious(0.01)possibly_damaging(0.692)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
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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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