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: SEMA3C

Gene summary for SEMA3C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA3C

Gene ID

10512

Gene namesemaphorin 3C
Gene AliasSEMAE
Cytomap7q21.11
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q99985


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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
10512SEMA3CCCI_1HumanCervixCC1.26e-041.29e+000.528
10512SEMA3CCCI_3HumanCervixCC1.73e-231.17e+000.516
10512SEMA3CHTA11_3410_2000001011HumanColorectumAD2.08e-10-4.35e-010.0155
10512SEMA3CHTA11_2487_2000001011HumanColorectumSER2.70e-05-4.77e-01-0.1808
10512SEMA3CHTA11_2951_2000001011HumanColorectumAD6.06e-03-6.39e-010.0216
10512SEMA3CHTA11_3361_2000001011HumanColorectumAD3.93e-07-6.25e-01-0.1207
10512SEMA3CHTA11_83_2000001011HumanColorectumSER7.50e-04-5.56e-01-0.1526
10512SEMA3CHTA11_5212_2000001011HumanColorectumAD2.33e-02-5.92e-01-0.2061
10512SEMA3CHTA11_8622_2000001021HumanColorectumSER2.06e-06-7.70e-010.0528
10512SEMA3CHTA11_10711_2000001011HumanColorectumAD7.74e-06-4.91e-010.0338
10512SEMA3CHTA11_7696_3000711011HumanColorectumAD2.13e-02-3.60e-010.0674
10512SEMA3CHTA11_99999965104_69814HumanColorectumMSS8.89e-046.44e-010.281
10512SEMA3CHTA11_99999974143_84620HumanColorectumMSS8.97e-19-6.71e-010.3005
10512SEMA3CA002-C-010HumanColorectumFAP5.15e-052.32e-010.242
10512SEMA3CA015-C-203HumanColorectumFAP1.35e-27-4.18e-01-0.1294
10512SEMA3CA015-C-204HumanColorectumFAP6.00e-08-4.01e-01-0.0228
10512SEMA3CA014-C-040HumanColorectumFAP1.45e-02-2.75e-01-0.1184
10512SEMA3CA002-C-201HumanColorectumFAP1.30e-11-2.60e-010.0324
10512SEMA3CA002-C-203HumanColorectumFAP4.93e-022.19e-010.2786
10512SEMA3CA001-C-119HumanColorectumFAP8.34e-08-3.31e-01-0.1557
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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
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
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:004592612ProstateTumornegative regulation of growth70/3246249/187231.48e-052.00e-0470
GO:001470613ProstateTumorstriated muscle tissue development98/3246384/187232.96e-053.56e-0498
GO:005076711ProstateTumorregulation of neurogenesis93/3246364/187234.45e-055.02e-0493
GO:006156413ProstateTumoraxon development113/3246467/187238.86e-058.74e-04113
GO:004876213ProstateTumormesenchymal cell differentiation64/3246236/187231.08e-041.03e-0364
GO:006048513ProstateTumormesenchyme development75/3246291/187231.74e-041.53e-0375
GO:000941017ProstateTumorresponse to xenobiotic stimulus110/3246462/187232.13e-041.84e-03110
GO:000740913ProstateTumoraxonogenesis100/3246418/187233.38e-042.70e-03100
GO:004001313ProstateTumornegative regulation of locomotion94/3246391/187234.20e-043.21e-0394
GO:004886315ProstateTumorstem cell differentiation55/3246206/187234.81e-043.57e-0355
GO:000979111ProstateTumorpost-embryonic development26/324680/187237.05e-044.94e-0326
GO:00032311ProstateTumorcardiac ventricle development36/3246123/187237.31e-045.08e-0336
GO:004858814ProstateTumordevelopmental cell growth60/3246234/187238.41e-045.66e-0360
GO:00350511ProstateTumorcardiocyte differentiation43/3246156/187239.45e-046.20e-0343
GO:005196011ProstateTumorregulation of nervous system development102/3246443/187231.20e-037.60e-03102
GO:006056014ProstateTumordevelopmental growth involved in morphogenesis59/3246234/187231.43e-038.84e-0359
GO:003030811ProstateTumornegative regulation of cell growth49/3246188/187231.65e-039.87e-0349
GO:000320511ProstateTumorcardiac chamber development43/3246161/187231.86e-031.09e-0243
GO:002191512ProstateTumorneural tube development41/3246152/187231.91e-031.12e-0241
GO:00352721ProstateTumorexocrine system development16/324645/187232.59e-031.43e-0216
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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
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
SEMA3CNRP1_PLXNA4SEMA3C_NRP1_PLXNA4SEMA3BreastDCIS
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3BreastDCIS
SEMA3CPLXND1SEMA3C_PLXND1SEMA3BreastDCIS
SEMA3CNRP1_PLXNA2SEMA3C_NRP1_PLXNA2SEMA3BreastHealthy
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3BreastHealthy
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3BreastHealthy
SEMA3CPLXND1SEMA3C_PLXND1SEMA3BreastHealthy
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CervixADJ
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CervixADJ
SEMA3CNRP1_PLXNA2SEMA3C_NRP1_PLXNA2SEMA3CervixCC
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CervixCC
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CervixCC
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CervixCC
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CervixPrecancer
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CervixPrecancer
SEMA3CNRP1_PLXNA2SEMA3C_NRP1_PLXNA2SEMA3CRCAD
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CRCAD
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CRCAD
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CRCAD
SEMA3CNRP1_PLXNA2SEMA3C_NRP1_PLXNA2SEMA3CRCADJ
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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
SEMA3CSNVMissense_Mutationnovelc.2225N>Ap.Arg742Lysp.R742KQ99985protein_codingdeleterious(0.02)possibly_damaging(0.9)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SEMA3CSNVMissense_Mutationc.534N>Ap.Met178Ilep.M178IQ99985protein_codingdeleterious(0.01)benign(0.215)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SEMA3CSNVMissense_Mutationnovelc.280N>Ap.Ser94Thrp.S94TQ99985protein_codingtolerated(0.58)benign(0.1)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEMA3CSNVMissense_Mutationc.401N>Tp.Ala134Valp.A134VQ99985protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SEMA3CSNVMissense_Mutationc.400N>Ap.Ala134Thrp.A134TQ99985protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SEMA3CSNVMissense_Mutationrs769829474c.620C>Tp.Ala207Valp.A207VQ99985protein_codingtolerated(0.22)benign(0.292)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
SEMA3CSNVMissense_Mutationc.2156G>Ap.Gly719Glup.G719EQ99985protein_codingtolerated(1)benign(0.001)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
SEMA3CSNVMissense_Mutationnovelc.314N>Cp.Gly105Alap.G105AQ99985protein_codingdeleterious(0)probably_damaging(0.998)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
SEMA3CSNVMissense_Mutationnovelc.251A>Cp.Gln84Prop.Q84PQ99985protein_codingdeleterious(0)possibly_damaging(0.646)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SEMA3CSNVMissense_Mutationnovelc.181N>Ap.Glu61Lysp.E61KQ99985protein_codingdeleterious(0)probably_damaging(0.976)TCGA-EX-A1H6-01Cervixcervical & 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
10512SEMA3CCLINICALLY ACTIONABLE, DRUGGABLE GENOMEirinotecanIRINOTECAN22664479
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