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:00083617ProstateBPHregulation of cell size45/3107181/187232.79e-031.47e-0245
GO:00030073ProstateBPHheart morphogenesis58/3107246/187232.86e-031.50e-0258
GO:19901387ProstateBPHneuron projection extension43/3107172/187233.06e-031.60e-0243
GO:00486388ProstateBPHregulation of developmental growth74/3107330/187233.43e-031.76e-0274
GO:00507706ProstateBPHregulation of axonogenesis39/3107154/187233.65e-031.85e-0239
GO:00032063ProstateBPHcardiac chamber morphogenesis32/3107121/187233.97e-031.98e-0232
GO:0035272ProstateBPHexocrine system development15/310745/187234.57e-032.19e-0215
GO:00219157ProstateBPHneural tube development38/3107152/187235.14e-032.42e-0238
GO:0007431ProstateBPHsalivary gland development12/310734/187236.45e-032.91e-0212
GO:0007435ProstateBPHsalivary gland morphogenesis11/310732/187231.11e-024.55e-0211
GO:004873219ProstateTumorgland development132/3246436/187231.40e-111.04e-09132
GO:001604916ProstateTumorcell growth137/3246482/187237.01e-103.51e-08137
GO:002261213ProstateTumorgland morphogenesis47/3246118/187236.18e-092.42e-0747
GO:000166718ProstateTumorameboidal-type cell migration130/3246475/187232.36e-088.09e-07130
GO:003253518ProstateTumorregulation of cellular component size109/3246383/187233.56e-081.12e-06109
GO:000155815ProstateTumorregulation of cell growth115/3246414/187236.40e-081.88e-06115
GO:000176314ProstateTumormorphogenesis of a branching structure62/3246196/187236.78e-071.39e-0562
GO:006053714ProstateTumormuscle tissue development107/3246403/187231.93e-063.34e-05107
GO:006113813ProstateTumormorphogenesis of a branching epithelium57/3246182/187232.66e-064.45e-0557
GO:001097514ProstateTumorregulation of neuron projection development115/3246445/187233.34e-065.44e-05115
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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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