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: PLXNB1

Gene summary for PLXNB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLXNB1

Gene ID

5364

Gene nameplexin B1
Gene AliasPLEXIN-B1
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O43157


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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
5364PLXNB1P62T-EHumanEsophagusESCC6.96e-172.65e-010.1302
5364PLXNB1P65T-EHumanEsophagusESCC4.13e-141.34e-010.0978
5364PLXNB1P74T-EHumanEsophagusESCC3.91e-185.46e-010.1479
5364PLXNB1P75T-EHumanEsophagusESCC1.33e-142.28e-010.1125
5364PLXNB1P76T-EHumanEsophagusESCC5.22e-146.81e-020.1207
5364PLXNB1P79T-EHumanEsophagusESCC2.54e-086.56e-020.1154
5364PLXNB1P80T-EHumanEsophagusESCC1.40e-051.13e-010.155
5364PLXNB1P83T-EHumanEsophagusESCC2.97e-173.34e-010.1738
5364PLXNB1P89T-EHumanEsophagusESCC2.99e-021.00e-010.1752
5364PLXNB1P107T-EHumanEsophagusESCC2.64e-138.60e-020.171
5364PLXNB1P127T-EHumanEsophagusESCC6.17e-093.39e-020.0826
5364PLXNB1P128T-EHumanEsophagusESCC3.65e-113.30e-010.1241
5364PLXNB1P130T-EHumanEsophagusESCC2.90e-191.91e-010.1676
5364PLXNB1S43HumanLiverCirrhotic8.05e-123.06e-03-0.0187
5364PLXNB1HCC1_MengHumanLiverHCC6.18e-54-7.15e-020.0246
5364PLXNB1HCC2_MengHumanLiverHCC1.18e-15-7.19e-020.0107
5364PLXNB1HCC1HumanLiverHCC8.94e-043.14e+000.5336
5364PLXNB1HCC2HumanLiverHCC4.25e-042.70e+000.5341
5364PLXNB1Pt13.aHumanLiverHCC1.38e-05-2.06e-010.021
5364PLXNB1Pt13.cHumanLiverHCC2.88e-02-2.20e-010.0076
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0010720ColorectumADpositive regulation of cell development87/3918298/187234.17e-044.71e-0387
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0050770ColorectumADregulation of axonogenesis49/3918154/187239.88e-049.28e-0349
GO:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:0050772ColorectumADpositive regulation of axonogenesis27/391879/187234.30e-032.95e-0227
GO:0048017ColorectumADinositol lipid-mediated signaling53/3918182/187235.35e-033.52e-0253
GO:0048015ColorectumADphosphatidylinositol-mediated signaling52/3918178/187235.37e-033.54e-0252
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00226042ColorectumMSSregulation of cell morphogenesis103/3467309/187232.70e-102.56e-08103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04360ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043601ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043602ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa043603ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa043604ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043605ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043606ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa043607ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa0436010EndometriumAEHAxon guidance39/1197182/84654.47e-032.46e-021.80e-0239
hsa0436013EndometriumAEHAxon guidance39/1197182/84654.47e-032.46e-021.80e-0239
hsa0436022EndometriumEECAxon guidance39/1237182/84657.78e-033.66e-022.73e-0239
hsa0436032EndometriumEECAxon guidance39/1237182/84657.78e-033.66e-022.73e-0239
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
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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
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CervixADJ
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4CervixADJ
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CervixCC
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4CervixCC
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CRCAD
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4CRCAD
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CRCMSI-H
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4CRCMSI-H
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4CRCMSS
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CRCSER
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4CRCSER
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4EndometriumAEH
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4EndometriumAEH
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4EndometriumEEC
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4EndometriumHealthy
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4HNSCCADJ
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4HNSCCPrecancer
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4HNSCCPrecancer
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4LiverHealthy
SEMA4DPLXNB1SEMA4D_PLXNB1SEMA4LiverPrecancer
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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
PLXNB1SNVMissense_Mutationc.6394G>Tp.Val2132Phep.V2132FO43157protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PLXNB1SNVMissense_Mutationnovelc.4634N>Tp.Thr1545Ilep.T1545IO43157protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PLXNB1SNVMissense_Mutationrs759375530c.1529N>Ap.Arg510Hisp.R510HO43157protein_codingtolerated(0.09)benign(0.015)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNB1SNVMissense_Mutationc.3088N>Gp.Ser1030Glyp.S1030GO43157protein_codingdeleterious(0)probably_damaging(0.91)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNB1SNVMissense_Mutationc.3085T>Ap.Cys1029Serp.C1029SO43157protein_codingdeleterious(0)possibly_damaging(0.82)TCGA-AR-A24Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PLXNB1SNVMissense_Mutationrs866132965c.2776N>Tp.Pro926Serp.P926SO43157protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PLXNB1SNVMissense_Mutationc.5135N>Ap.Arg1712Glnp.R1712QO43157protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PLXNB1insertionIn_Frame_Insnovelc.1721_1722insTGGCCCGGGGTCp.Glu574delinsAspGlyProGlySerp.E574delinsDGPGSO43157protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PLXNB1insertionFrame_Shift_Insnovelc.1720_1721insGTCCCAGTGTGAGAGTTTTTCTCp.Glu574GlyfsTer16p.E574Gfs*16O43157protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PLXNB1deletionFrame_Shift_Delnovelc.4078delNp.Leu1360TrpfsTer8p.L1360Wfs*8O43157protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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