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: PLXNA2

Gene summary for PLXNA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLXNA2

Gene ID

5362

Gene nameplexin A2
Gene AliasOCT
Cytomap1q32.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O75051


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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
5362PLXNA2CCI_1HumanCervixCC1.82e-028.70e-010.528
5362PLXNA2CCI_3HumanCervixCC1.73e-291.52e+000.516
5362PLXNA2HTA11_3410_2000001011HumanColorectumAD2.58e-05-3.91e-010.0155
5362PLXNA2HTA11_347_2000001011HumanColorectumAD3.29e-147.73e-01-0.1954
5362PLXNA2HTA11_411_2000001011HumanColorectumSER1.72e-081.48e+00-0.2602
5362PLXNA2HTA11_83_2000001011HumanColorectumSER3.34e-046.40e-01-0.1526
5362PLXNA2HTA11_99999970781_79442HumanColorectumMSS1.64e-02-3.05e-010.294
5362PLXNA2HTA11_99999973899_84307HumanColorectumMSS3.86e-04-5.73e-010.2585
5362PLXNA2HTA11_99999974143_84620HumanColorectumMSS2.46e-07-4.15e-010.3005
5362PLXNA2F007HumanColorectumFAP1.55e-08-4.74e-010.1176
5362PLXNA2A002-C-010HumanColorectumFAP6.09e-06-3.91e-010.242
5362PLXNA2A001-C-207HumanColorectumFAP4.07e-06-2.26e-010.1278
5362PLXNA2A015-C-203HumanColorectumFAP1.83e-33-5.25e-01-0.1294
5362PLXNA2A015-C-204HumanColorectumFAP1.43e-12-4.77e-01-0.0228
5362PLXNA2A014-C-040HumanColorectumFAP9.99e-06-4.12e-01-0.1184
5362PLXNA2A002-C-201HumanColorectumFAP8.78e-23-5.36e-010.0324
5362PLXNA2A002-C-203HumanColorectumFAP3.59e-10-3.02e-010.2786
5362PLXNA2A001-C-119HumanColorectumFAP1.36e-17-6.70e-01-0.1557
5362PLXNA2A001-C-108HumanColorectumFAP2.18e-20-4.20e-01-0.0272
5362PLXNA2A002-C-205HumanColorectumFAP1.91e-31-6.48e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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: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:0050770ColorectumADregulation of axonogenesis49/3918154/187239.88e-049.28e-0349
GO:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0050772ColorectumADpositive regulation of axonogenesis27/391879/187234.30e-032.95e-0227
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:0021915ColorectumADneural tube development45/3918152/187237.05e-034.31e-0245
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00083601ColorectumSERregulation of cell shape43/2897154/187235.47e-051.30e-0343
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:0007162ColorectumSERnegative regulation of cell adhesion68/2897303/187238.02e-041.01e-0268
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043609CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa0436012CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
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
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
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3BreastADJ
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3BreastADJ
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6BreastADJ
SEMA3CNRP1_PLXNA2SEMA3C_NRP1_PLXNA2SEMA3BreastHealthy
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3BreastHealthy
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3BreastHealthy
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3BreastHealthy
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6BreastHealthy
SEMA6BPLXNA2SEMA6B_PLXNA2SEMA6BreastHealthy
SEMA3CNRP1_PLXNA2SEMA3C_NRP1_PLXNA2SEMA3CervixCC
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CervixCC
SEMA3FNRP2_PLXNA2SEMA3F_NRP2_PLXNA2SEMA3CervixCC
SEMA4ANRP1_PLXNA2SEMA4A_NRP1_PLXNA2SEMA4CervixCC
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CervixCC
SEMA6BPLXNA2SEMA6B_PLXNA2SEMA6CervixCC
SEMA3ANRP1_PLXNA2SEMA3A_NRP1_PLXNA2SEMA3CRCAD
SEMA3CNRP1_PLXNA2SEMA3C_NRP1_PLXNA2SEMA3CRCAD
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CRCAD
SEMA3FNRP2_PLXNA2SEMA3F_NRP2_PLXNA2SEMA3CRCAD
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CRCAD
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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
PLXNA2SNVMissense_Mutationnovelc.4015N>Ap.Glu1339Lysp.E1339KO75051protein_codingtolerated(0.1)possibly_damaging(0.848)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PLXNA2SNVMissense_Mutationc.2347N>Ap.Val783Metp.V783MO75051protein_codingdeleterious(0.03)possibly_damaging(0.668)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PLXNA2SNVMissense_Mutationnovelc.4850N>Tp.Ser1617Phep.S1617FO75051protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
PLXNA2SNVMissense_Mutationrs770880735c.2174N>Ap.Arg725Glnp.R725QO75051protein_codingtolerated(0.19)benign(0.079)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNA2SNVMissense_Mutationc.100N>Ap.Gly34Serp.G34SO75051protein_codingtolerated(0.25)benign(0)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PLXNA2SNVMissense_Mutationc.4151G>Ap.Gly1384Aspp.G1384DO75051protein_codingtolerated(0.11)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PLXNA2SNVMissense_Mutationrs373585860c.4712N>Tp.Thr1571Ilep.T1571IO75051protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
PLXNA2SNVMissense_Mutationnovelc.4308G>Tp.Lys1436Asnp.K1436NO75051protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNA2SNVMissense_Mutationrs538577214c.1375C>Tp.Arg459Trpp.R459WO75051protein_codingtolerated(0.06)probably_damaging(0.983)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLXNA2SNVMissense_Mutationnovelc.132G>Tp.Glu44Aspp.E44DO75051protein_codingtolerated(0.25)benign(0.029)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=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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