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: PLXNC1

Gene summary for PLXNC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLXNC1

Gene ID

10154

Gene nameplexin C1
Gene AliasCD232
Cytomap12q22
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O60486


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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
10154PLXNC1NAFLD1HumanLiverNAFLD1.16e-023.77e-01-0.04
10154PLXNC1HCC1_MengHumanLiverHCC6.20e-071.67e-020.0246
10154PLXNC1HCC2HumanLiverHCC6.95e-101.97e+000.5341
10154PLXNC1S014HumanLiverHCC9.66e-124.11e-010.2254
10154PLXNC1S015HumanLiverHCC3.78e-115.51e-010.2375
10154PLXNC1S016HumanLiverHCC1.97e-123.94e-010.2243
10154PLXNC1HTA12-23-1HumanPancreasPDAC8.83e-075.46e-010.3405
10154PLXNC1HTA12-25-1HumanPancreasPDAC3.33e-074.77e-010.313
10154PLXNC1HTA12-26-1HumanPancreasPDAC6.68e-094.55e-010.3728
10154PLXNC1HTA12-29-1HumanPancreasPDAC1.17e-225.16e-010.3722
10154PLXNC1HTA12-32-1HumanPancreasPDAC1.46e-038.62e-010.3624
10154PLXNC1male-WTAHumanThyroidPTC2.90e-242.66e-010.1037
10154PLXNC1female-WTAHumanThyroidPTC4.92e-032.76e-010.0726
10154PLXNC1PTC01HumanThyroidPTC1.13e-112.64e-010.1899
10154PLXNC1PTC04HumanThyroidPTC3.90e-051.69e-010.1927
10154PLXNC1PTC05HumanThyroidPTC6.16e-176.86e-010.2065
10154PLXNC1PTC06HumanThyroidPTC2.00e-326.79e-010.2057
10154PLXNC1PTC07HumanThyroidPTC2.31e-215.36e-010.2044
10154PLXNC1ATC12HumanThyroidATC2.86e-042.28e-010.34
10154PLXNC1ATC13HumanThyroidATC2.85e-041.17e-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:00226047LiverNAFLDregulation of cell morphogenesis62/1882309/187238.35e-087.09e-0662
GO:00430875LiverNAFLDregulation of GTPase activity62/1882348/187235.65e-062.03e-0462
GO:00313465LiverNAFLDpositive regulation of cell projection organization57/1882353/187232.19e-043.73e-0357
GO:00109755LiverNAFLDregulation of neuron projection development64/1882445/187232.12e-032.08e-0264
GO:00083606LiverNAFLDregulation of cell shape27/1882154/187232.92e-032.65e-0227
GO:00615645LiverNAFLDaxon development64/1882467/187236.48e-034.69e-0264
GO:00074095LiverNAFLDaxonogenesis58/1882418/187237.16e-034.96e-0258
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:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0031346110ThyroidPTCpositive regulation of cell projection organization173/5968353/187231.09e-114.40e-10173
GO:0008360111ThyroidPTCregulation of cell shape86/5968154/187236.22e-101.95e-0886
GO:0010975110ThyroidPTCregulation of neuron projection development194/5968445/187231.05e-072.08e-06194
GO:001072018ThyroidPTCpositive regulation of cell development138/5968298/187231.13e-072.22e-06138
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
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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
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7BreastDCIS
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7CRCAD
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7EndometriumAEH
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7EsophagusESCC
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7HNSCCOSCC
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7HNSCCPrecancer
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7LungAAH
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7LungADJ
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7LungIAC
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7SkincSCC
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7SkinSCCIS
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7THCACancer
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7THCAPrecancer
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7THCAPTC
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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
PLXNC1SNVMissense_Mutationc.2300G>Tp.Ser767Ilep.S767IO60486protein_codingdeleterious(0)probably_damaging(0.961)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
PLXNC1SNVMissense_Mutationrs751117319c.2540C>Tp.Thr847Metp.T847MO60486protein_codingtolerated(0.05)possibly_damaging(0.635)TCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNC1SNVMissense_Mutationnovelc.3726A>Cp.Leu1242Phep.L1242FO60486protein_codingtolerated(0.18)benign(0.21)TCGA-AC-A7VC-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLXNC1SNVMissense_Mutationnovelc.1886N>Tp.Arg629Ilep.R629IO60486protein_codingtolerated(0.28)benign(0.07)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNC1SNVMissense_Mutationrs770261661c.2882N>Tp.Ala961Valp.A961VO60486protein_codingtolerated(0.39)benign(0.001)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNC1SNVMissense_Mutationnovelc.4645N>Ap.Gln1549Lysp.Q1549KO60486protein_codingtolerated(0.47)benign(0.112)TCGA-OL-A66L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNC1SNVMissense_Mutationnovelc.3537N>Tp.Lys1179Asnp.K1179NO60486protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PLXNC1SNVMissense_Mutationc.702N>Ap.Phe234Leup.F234LO60486protein_codingdeleterious(0)probably_damaging(0.922)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PLXNC1SNVMissense_Mutationrs376243881c.1819N>Ap.Ala607Thrp.A607TO60486protein_codingtolerated(0.47)benign(0.003)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLXNC1SNVMissense_Mutationc.3220N>Ap.Glu1074Lysp.E1074KO60486protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
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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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