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: SEMA7A

Gene summary for SEMA7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA7A

Gene ID

8482

Gene namesemaphorin 7A (John Milton Hagen blood group)
Gene AliasCD108
Cytomap15q24.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B3KMH6


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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
8482SEMA7AATC09HumanThyroidATC5.47e-052.26e-010.2871
8482SEMA7AATC11HumanThyroidATC1.80e-127.71e-010.3386
8482SEMA7AATC12HumanThyroidATC4.11e-042.53e-010.34
8482SEMA7AATC1HumanThyroidATC4.95e-052.48e-010.2878
8482SEMA7AATC2HumanThyroidATC3.71e-054.35e-010.34
8482SEMA7AATC3HumanThyroidATC1.72e-228.95e-010.338
8482SEMA7AATC4HumanThyroidATC2.71e-113.40e-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:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:003134623ThyroidATCpositive regulation of cell projection organization186/6293353/187237.99e-144.23e-12186
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:003253526ThyroidATCregulation of cellular component size191/6293383/187232.51e-118.69e-10191
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:000155826ThyroidATCregulation of cell growth201/6293414/187231.57e-104.76e-09201
GO:001097523ThyroidATCregulation of neuron projection development212/6293445/187234.16e-101.14e-08212
GO:000164932ThyroidATCosteoblast differentiation122/6293229/187236.04e-101.60e-08122
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:001072022ThyroidATCpositive regulation of cell development146/6293298/187232.36e-084.56e-07146
GO:000722919ThyroidATCintegrin-mediated signaling pathway63/6293107/187237.09e-081.24e-0663
GO:004867522ThyroidATCaxon extension68/6293120/187231.73e-072.75e-0668
GO:005076922ThyroidATCpositive regulation of neurogenesis112/6293225/187233.53e-075.21e-06112
GO:005076723ThyroidATCregulation of neurogenesis168/6293364/187233.73e-075.48e-06168
GO:004876221ThyroidATCmesenchymal cell differentiation116/6293236/187235.08e-077.30e-06116
GO:004577314ThyroidATCpositive regulation of axon extension30/629342/187236.06e-078.44e-0630
GO:199013824ThyroidATCneuron projection extension89/6293172/187236.63e-079.13e-0689
GO:005077213ThyroidATCpositive regulation of axonogenesis48/629379/187236.89e-079.35e-0648
GO:004858823ThyroidATCdevelopmental cell growth114/6293234/187231.11e-061.44e-05114
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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
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7BreastDCIS
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7BreastDCIS
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7BreastPrecancer
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7CRCAD
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7CRCAD
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7EndometriumAEH
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7EndometriumAEH
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7EsophagusESCC
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7EsophagusESCC
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7HNSCCADJ
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7HNSCCOSCC
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7HNSCCOSCC
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7HNSCCPrecancer
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7HNSCCPrecancer
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7LungAAH
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7LungAAH
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7LungADJ
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7LungADJ
SEMA7AITGB1_ITGA1SEMA7A_ITGB1_ITGA1SEMA7LungIAC
SEMA7APLXNC1SEMA7A_PLXNC1SEMA7LungIAC
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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
SEMA7ASNVMissense_Mutationnovelc.1727C>Tp.Ser576Leup.S576LO75326protein_codingtolerated(0.79)benign(0.015)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SEMA7ASNVMissense_Mutationc.1339N>Tp.His447Tyrp.H447YO75326protein_codingtolerated(0.17)benign(0.099)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SEMA7AinsertionFrame_Shift_Insnovelc.1173_1174insTp.Glu392Terp.E392*O75326protein_codingTCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SEMA7ASNVMissense_Mutationrs759619677c.526N>Ap.Glu176Lysp.E176KO75326protein_codingtolerated(0.3)benign(0.164)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SEMA7ASNVMissense_Mutationrs373206524c.1237N>Ap.Val413Ilep.V413IO75326protein_codingdeleterious(0.01)probably_damaging(0.954)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
SEMA7ASNVMissense_Mutationc.1825N>Ap.Gly609Serp.G609SO75326protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SEMA7ASNVMissense_Mutationrs778351405c.575N>Ap.Arg192Glnp.R192QO75326protein_codingtolerated(0.21)possibly_damaging(0.571)TCGA-AG-3581-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SEMA7ASNVMissense_Mutationrs371438755c.1717N>Ap.Ala573Thrp.A573TO75326protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SEMA7ASNVMissense_Mutationnovelc.1288N>Gp.Thr430Alap.T430AO75326protein_codingtolerated(0.85)benign(0.006)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SEMA7ASNVMissense_Mutationnovelc.1679N>Tp.Ser560Phep.S560FO75326protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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