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: SEMA4G

Gene summary for SEMA4G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA4G

Gene ID

57715

Gene namesemaphorin 4G
Gene AliasSEMA4G
Cytomap10q24.31
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9NTN9


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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
57715SEMA4GHCC1_MengHumanLiverHCC2.33e-441.00e-010.0246
57715SEMA4GHCC2_MengHumanLiverHCC1.25e-191.48e-010.0107
57715SEMA4GHCC2HumanLiverHCC3.98e-143.24e+000.5341
57715SEMA4GPt14.aHumanLiverHCC8.06e-032.52e-010.0169
57715SEMA4GS014HumanLiverHCC2.17e-085.28e-010.2254
57715SEMA4GS015HumanLiverHCC2.68e-149.08e-010.2375
57715SEMA4GS016HumanLiverHCC2.13e-156.09e-010.2243
57715SEMA4GS028HumanLiverHCC3.44e-095.53e-010.2503
57715SEMA4GS029HumanLiverHCC7.25e-084.77e-010.2581
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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
∗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:006056011LiverHCCdevelopmental growth involved in morphogenesis124/7958234/187237.37e-044.47e-03124
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00459263LiverHCCnegative regulation of growth129/7958249/187231.81e-039.37e-03129
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:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:0030308LiverHCCnegative regulation of cell growth98/7958188/187234.74e-032.02e-0298
GO:00305164LiverHCCregulation of axon extension52/795895/187231.07e-023.97e-0252
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
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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
SEMA4GSNVMissense_Mutationnovelc.1354G>Ap.Asp452Asnp.D452NQ9NTN9protein_codingtolerated(0.1)benign(0.091)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SEMA4GSNVMissense_Mutationc.1670N>Cp.Arg557Thrp.R557TQ9NTN9protein_codingtolerated(0.2)benign(0.063)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SEMA4GSNVMissense_Mutationc.1729N>Tp.Arg577Cysp.R577CQ9NTN9protein_codingdeleterious(0)probably_damaging(0.962)TCGA-C8-A1HL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SEMA4GSNVMissense_Mutationc.232N>Gp.Ser78Alap.S78AQ9NTN9protein_codingtolerated(1)benign(0.009)TCGA-E2-A14O-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
SEMA4GSNVMissense_Mutationrs145690277c.358N>Tp.Arg120Trpp.R120WQ9NTN9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
SEMA4GSNVMissense_Mutationnovelc.1381C>Ap.Leu461Metp.L461MQ9NTN9protein_codingdeleterious(0.01)benign(0.408)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SEMA4GSNVMissense_Mutationc.388N>Tp.Leu130Phep.L130FQ9NTN9protein_codingdeleterious(0.03)benign(0.191)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SEMA4GSNVMissense_Mutationrs777161655c.2186N>Tp.Ala729Valp.A729VQ9NTN9protein_codingtolerated(0.28)benign(0.206)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SEMA4GSNVMissense_Mutationc.820N>Ap.Leu274Metp.L274MQ9NTN9protein_codingtolerated(0.2)benign(0.295)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SEMA4GSNVMissense_Mutationnovelc.2053N>Ap.Ala685Thrp.A685TQ9NTN9protein_codingtolerated(0.18)benign(0.007)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
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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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