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
5364PLXNB1HTA11_3410_2000001011HumanColorectumAD2.96e-061.55e-010.0155
5364PLXNB1HTA11_866_3004761011HumanColorectumAD3.53e-032.37e-010.096
5364PLXNB1HTA11_7696_3000711011HumanColorectumAD3.19e-041.87e-010.0674
5364PLXNB1HTA11_99999971662_82457HumanColorectumMSS8.10e-115.97e-010.3859
5364PLXNB1HTA11_99999974143_84620HumanColorectumMSS2.98e-043.70e-010.3005
5364PLXNB1A015-C-203HumanColorectumFAP3.18e-083.81e-01-0.1294
5364PLXNB1A002-C-201HumanColorectumFAP3.61e-024.33e-010.0324
5364PLXNB1A015-C-104HumanColorectumFAP1.06e-032.48e-01-0.1899
5364PLXNB1CRC-3-11773HumanColorectumCRC5.74e-065.15e-010.2564
5364PLXNB1AEH-subject1HumanEndometriumAEH1.09e-094.53e-01-0.3059
5364PLXNB1AEH-subject2HumanEndometriumAEH9.54e-114.57e-01-0.2525
5364PLXNB1AEH-subject3HumanEndometriumAEH7.88e-052.57e-01-0.2576
5364PLXNB1EEC-subject2HumanEndometriumEEC1.88e-165.80e-01-0.2607
5364PLXNB1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.95e-044.50e-02-0.1869
5364PLXNB1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.29e-061.12e-01-0.1875
5364PLXNB1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.56e-073.45e-02-0.1883
5364PLXNB1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.35e-063.03e-01-0.1934
5364PLXNB1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.18e-081.00e-01-0.1917
5364PLXNB1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.55e-061.08e-01-0.1916
5364PLXNB1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.12e-511.07e+00-0.1269
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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:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00507728EsophagusESCCpositive regulation of axonogenesis48/855279/187234.93e-031.89e-0248
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:002260412LiverCirrhoticregulation of cell morphogenesis127/4634309/187231.45e-107.44e-09127
GO:000836012LiverCirrhoticregulation of cell shape69/4634154/187234.21e-081.36e-0669
GO:00107205LiverCirrhoticpositive regulation of cell development99/4634298/187235.71e-044.46e-0399
GO:00015035LiverCirrhoticossification127/4634408/187231.89e-031.19e-02127
GO:00071624LiverCirrhoticnegative regulation of cell adhesion93/4634303/187231.06e-024.66e-0293
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:000836022LiverHCCregulation of cell shape92/7958154/187231.15e-051.31e-0492
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:00107209Oral cavityOSCCpositive regulation of cell development159/7305298/187233.06e-074.66e-06159
GO:002260419Oral cavityOSCCregulation of cell morphogenesis163/7305309/187235.66e-078.19e-06163
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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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