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: SEMA3D

Gene summary for SEMA3D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA3D

Gene ID

223117

Gene namesemaphorin 3D
Gene AliasSema-Z2
Cytomap7q21.11
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O95025


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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
223117SEMA3DAdj_PTCwithHT_6HumanThyroidHT1.01e-02-3.92e-010.02
223117SEMA3DPTCwithHT_6HumanThyroidHT2.69e-04-3.94e-010.02
223117SEMA3DPTCwithHT_8HumanThyroidHT5.67e-05-3.96e-010.0351
223117SEMA3DPTCwithoutHT_2HumanThyroidPTC1.28e-06-3.96e-010.0419
223117SEMA3Dmale-WTAHumanThyroidPTC3.68e-05-2.48e-010.1037
223117SEMA3DPTC01HumanThyroidPTC1.49e-05-3.79e-010.1899
223117SEMA3DPTC04HumanThyroidPTC6.91e-04-3.73e-010.1927
223117SEMA3DPTC06HumanThyroidPTC3.90e-03-3.56e-010.2057
223117SEMA3DPTC07HumanThyroidPTC1.12e-05-3.70e-010.2044
223117SEMA3DATC12HumanThyroidATC2.66e-05-3.96e-010.34
223117SEMA3DATC13HumanThyroidATC1.23e-02-2.07e-010.34
223117SEMA3DATC2HumanThyroidATC1.80e-02-1.02e-010.34
223117SEMA3DATC4HumanThyroidATC1.90e-05-3.96e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004886321ThyroidATCstem cell differentiation97/6293206/187233.88e-053.15e-0497
GO:003051613ThyroidATCregulation of axon extension51/629395/187234.33e-053.50e-0451
GO:006138712ThyroidATCregulation of extent of cell growth56/6293110/187231.30e-049.17e-0456
GO:003134514ThyroidATCnegative regulation of cell projection organization86/6293186/187232.25e-041.46e-0386
GO:001097712ThyroidATCnegative regulation of neuron projection development66/6293137/187232.82e-041.80e-0366
GO:00509206ThyroidATCregulation of chemotaxis99/6293223/187234.91e-042.86e-0399
GO:004001316ThyroidATCnegative regulation of locomotion160/6293391/187231.36e-037.07e-03160
GO:004863815ThyroidATCregulation of developmental growth136/6293330/187232.17e-031.02e-02136
GO:00074113ThyroidATCaxon guidance96/6293227/187233.74e-031.63e-0296
GO:0071526ThyroidATCsemaphorin-plexin signaling pathway22/629340/187234.32e-031.80e-0222
GO:00974853ThyroidATCneuron projection guidance96/6293228/187234.36e-031.81e-0296
GO:0048846ThyroidATCaxon extension involved in axon guidance20/629337/187238.24e-033.16e-0220
GO:1902284ThyroidATCneuron projection extension involved in neuron projection guidance20/629337/187238.24e-033.16e-0220
GO:00107216ThyroidATCnegative regulation of cell development76/6293180/187239.50e-033.49e-0276
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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
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3BreastADJ
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3BreastADJ
SEMA3DNRP1_PLXNA4SEMA3D_NRP1_PLXNA4SEMA3BreastDCIS
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3BreastHealthy
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3BreastHealthy
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3EndometriumADJ
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3EndometriumAEH
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3EndometriumAEH
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3EndometriumEEC
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3EsophagusESCC
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3EsophagusESCC
SEMA3DNRP1_PLXNA1SEMA3D_NRP1_PLXNA1SEMA3HNSCCOSCC
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3HNSCCOSCC
SEMA3DNRP2_PLXNA1SEMA3D_NRP2_PLXNA1SEMA3HNSCCOSCC
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3HNSCCOSCC
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3HNSCCPrecancer
SEMA3DNRP2_PLXNA1SEMA3D_NRP2_PLXNA1SEMA3HNSCCPrecancer
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3HNSCCPrecancer
SEMA3DNRP1_PLXNA4SEMA3D_NRP1_PLXNA4SEMA3LungADJ
SEMA3DNRP1_PLXNA2SEMA3D_NRP1_PLXNA2SEMA3LungAIS
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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
SEMA3DSNVMissense_Mutationc.428N>Ap.Ile143Lysp.I143KO95025protein_codingdeleterious(0)benign(0.017)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
SEMA3DSNVMissense_Mutationnovelc.1958G>Ap.Arg653Glnp.R653QO95025protein_codingtolerated(0.1)benign(0.346)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEMA3DSNVMissense_Mutationnovelc.1184N>Tp.Pro395Leup.P395LO95025protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEMA3DSNVMissense_Mutationnovelc.1706G>Ap.Arg569Lysp.R569KO95025protein_codingdeleterious(0)benign(0.207)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
SEMA3DSNVMissense_Mutationnovelc.2274G>Cp.Lys758Asnp.K758NO95025protein_codingdeleterious(0.01)benign(0.219)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
SEMA3DSNVMissense_Mutationc.566N>Tp.Gln189Leup.Q189LO95025protein_codingtolerated(0.83)possibly_damaging(0.741)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEMA3DSNVMissense_Mutationc.1990N>Gp.Tyr664Aspp.Y664DO95025protein_codingtolerated(0.06)benign(0.038)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
SEMA3DSNVMissense_Mutationc.79N>Cp.Met27Leup.M27LO95025protein_codingtolerated(1)benign(0)TCGA-BH-A1EO-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEMA3DSNVMissense_Mutationnovelc.1471G>Cp.Glu491Glnp.E491QO95025protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SEMA3DSNVMissense_Mutationc.424C>Gp.His142Aspp.H142DO95025protein_codingdeleterious(0.01)probably_damaging(1)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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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