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: SEMA3A

Gene summary for SEMA3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA3A

Gene ID

10371

Gene namesemaphorin 3A
Gene AliasCOLL1
Cytomap7q21.11
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q14563


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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
10371SEMA3AHCC1_MengHumanLiverHCC2.39e-133.90e-020.0246
10371SEMA3AS014HumanLiverHCC6.74e-186.26e-010.2254
10371SEMA3AS015HumanLiverHCC1.22e-033.01e-010.2375
10371SEMA3AS016HumanLiverHCC1.21e-145.02e-010.2243
10371SEMA3AATC09HumanThyroidATC4.53e-074.02e-010.2871
10371SEMA3AATC11HumanThyroidATC9.94e-099.03e-010.3386
10371SEMA3AATC12HumanThyroidATC2.77e-071.93e-010.34
10371SEMA3AATC1HumanThyroidATC2.63e-074.37e-010.2878
10371SEMA3AATC2HumanThyroidATC7.49e-034.71e-010.34
10371SEMA3AATC3HumanThyroidATC6.53e-052.95e-010.338
10371SEMA3AATC4HumanThyroidATC6.40e-113.20e-010.34
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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:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:003109822LiverHCCstress-activated protein kinase signaling cascade138/7958247/187231.43e-051.57e-04138
GO:005140322LiverHCCstress-activated MAPK cascade134/7958239/187231.50e-051.64e-04134
GO:2001224LiverHCCpositive regulation of neuron migration14/795816/187232.73e-041.98e-0314
GO:006056011LiverHCCdevelopmental growth involved in morphogenesis124/7958234/187237.37e-044.47e-03124
GO:007030222LiverHCCregulation of stress-activated protein kinase signaling cascade105/7958195/187238.79e-045.20e-03105
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00459263LiverHCCnegative regulation of growth129/7958249/187231.81e-039.37e-03129
GO:003287222LiverHCCregulation of stress-activated MAPK cascade102/7958192/187231.86e-039.49e-03102
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:000725412LiverHCCJNK cascade89/7958167/187233.09e-031.44e-0289
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
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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
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3CRCAD
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3CRCADJ
SEMA3ANRP1_PLXNA4SEMA3A_NRP1_PLXNA4SEMA3CRCADJ
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3CRCCRC
SEMA3ANRP1_PLXNA4SEMA3A_NRP1_PLXNA4SEMA3CRCCRC
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3CRCFAP
SEMA3ANRP1_PLXNA4SEMA3A_NRP1_PLXNA4SEMA3CRCFAP
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3CRCMSS
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3EndometriumADJ
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3EndometriumAEH
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3EndometriumEEC
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3EsophagusESCC
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3GCADJ
SEMA3ANRP1_PLXNA1SEMA3A_NRP1_PLXNA1SEMA3HNSCCOSCC
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3HNSCCOSCC
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3HNSCCPrecancer
SEMA3ANRP1_PLXNA4SEMA3A_NRP1_PLXNA4SEMA3LungAAH
SEMA3ANRP1_PLXNA4SEMA3A_NRP1_PLXNA4SEMA3LungADJ
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3LungAIS
SEMA3ANRP1_PLXNA4SEMA3A_NRP1_PLXNA4SEMA3LungAIS
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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
SEMA3ASNVMissense_Mutationrs148900275c.1546N>Tp.Arg516Trpp.R516WQ14563protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A1-A0SQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
SEMA3ASNVMissense_Mutationc.1288N>Gp.Gln430Glup.Q430EQ14563protein_codingtolerated(0.33)benign(0.24)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SEMA3ASNVMissense_Mutationnovelc.706G>Cp.Asp236Hisp.D236HQ14563protein_codingtolerated(0.16)possibly_damaging(0.529)TCGA-A2-A3XX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
SEMA3ASNVMissense_Mutationc.88C>Gp.Pro30Alap.P30AQ14563protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SEMA3ASNVMissense_Mutationc.80N>Gp.Asn27Serp.N27SQ14563protein_codingtolerated(0.97)benign(0)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEMA3ASNVMissense_Mutationc.527N>Ap.Leu176Glnp.L176QQ14563protein_codingtolerated(0.22)benign(0.014)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
SEMA3ASNVMissense_Mutationc.2094C>Ap.Ser698Argp.S698RQ14563protein_codingtolerated(0.34)benign(0.056)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SEMA3ASNVMissense_Mutationc.613C>Tp.Leu205Phep.L205FQ14563protein_codingdeleterious(0.05)probably_damaging(0.986)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SEMA3AdeletionIn_Frame_Delnovelc.2173_2181delNNNNNNNNNp.Val725_Lys727delp.V725_K727delQ14563protein_codingTCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SEMA3ASNVMissense_Mutationc.1655G>Ap.Arg552Hisp.R552HQ14563protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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