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: SEMA4A

Gene summary for SEMA4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA4A

Gene ID

64218

Gene namesemaphorin 4A
Gene AliasCORD10
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9H3S1


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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
64218SEMA4ALZE4THumanEsophagusESCC6.31e-031.22e-010.0811
64218SEMA4ALZE8THumanEsophagusESCC3.44e-072.26e-010.067
64218SEMA4ALZE22THumanEsophagusESCC3.87e-032.92e-010.068
64218SEMA4ALZE24THumanEsophagusESCC2.86e-102.02e-010.0596
64218SEMA4AP1T-EHumanEsophagusESCC1.84e-056.93e-010.0875
64218SEMA4AP2T-EHumanEsophagusESCC8.03e-335.74e-010.1177
64218SEMA4AP4T-EHumanEsophagusESCC2.70e-142.03e-010.1323
64218SEMA4AP8T-EHumanEsophagusESCC8.81e-173.87e-010.0889
64218SEMA4AP9T-EHumanEsophagusESCC1.10e-053.76e-010.1131
64218SEMA4AP10T-EHumanEsophagusESCC1.10e-349.05e-010.116
64218SEMA4AP11T-EHumanEsophagusESCC9.99e-053.19e-010.1426
64218SEMA4AP12T-EHumanEsophagusESCC2.20e-153.71e-010.1122
64218SEMA4AP15T-EHumanEsophagusESCC3.96e-216.20e-010.1149
64218SEMA4AP16T-EHumanEsophagusESCC3.42e-276.22e-010.1153
64218SEMA4AP20T-EHumanEsophagusESCC2.16e-073.83e-010.1124
64218SEMA4AP21T-EHumanEsophagusESCC7.36e-183.13e-010.1617
64218SEMA4AP22T-EHumanEsophagusESCC1.16e-152.62e-010.1236
64218SEMA4AP23T-EHumanEsophagusESCC1.33e-093.18e-010.108
64218SEMA4AP24T-EHumanEsophagusESCC2.06e-071.31e-010.1287
64218SEMA4AP26T-EHumanEsophagusESCC3.52e-376.70e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:006056018ThyroidPTCdevelopmental growth involved in morphogenesis105/5968234/187231.94e-051.98e-04105
GO:00507708ThyroidPTCregulation of axonogenesis74/5968154/187231.96e-052.00e-0474
GO:199013817ThyroidPTCneuron projection extension81/5968172/187232.07e-052.08e-0481
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:000836115ThyroidPTCregulation of cell size83/5968181/187235.45e-054.84e-0483
GO:005196214ThyroidPTCpositive regulation of nervous system development117/5968272/187236.72e-055.89e-04117
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0010632111ThyroidPTCregulation of epithelial cell migration123/5968292/187231.33e-041.05e-03123
GO:00313459ThyroidPTCnegative regulation of cell projection organization83/5968186/187231.72e-041.32e-0383
GO:00519608ThyroidPTCregulation of nervous system development177/5968443/187231.72e-041.32e-03177
GO:00305167ThyroidPTCregulation of axon extension47/596895/187232.60e-041.86e-0347
GO:00109778ThyroidPTCnegative regulation of neuron projection development63/5968137/187233.70e-042.50e-0363
GO:004592614ThyroidPTCnegative regulation of growth105/5968249/187233.76e-042.54e-03105
GO:190188817ThyroidPTCregulation of cell junction assembly88/5968204/187234.50e-042.97e-0388
GO:00613873ThyroidPTCregulation of extent of cell growth52/5968110/187235.20e-043.37e-0352
GO:004876215ThyroidPTCmesenchymal cell differentiation99/5968236/187236.72e-044.22e-0399
GO:00303087ThyroidPTCnegative regulation of cell growth80/5968188/187231.28e-037.31e-0380
GO:004354219ThyroidPTCendothelial cell migration112/5968279/187232.03e-031.09e-02112
GO:004886318ThyroidPTCstem cell differentiation85/5968206/187232.71e-031.36e-0285
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
SEMA4ANRP1_PLXNA4SEMA4A_NRP1_PLXNA4SEMA4BreastDCIS
SEMA4APLXNB2SEMA4A_PLXNB2SEMA4BreastDCIS
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CervixADJ
SEMA4APLXNB2SEMA4A_PLXNB2SEMA4CervixADJ
SEMA4ANRP1_PLXNA2SEMA4A_NRP1_PLXNA2SEMA4CervixCC
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CervixCC
SEMA4APLXNB2SEMA4A_PLXNB2SEMA4CervixCC
SEMA4ANRP1_PLXNA2SEMA4A_NRP1_PLXNA2SEMA4CRCAD
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CRCAD
SEMA4ANRP1_PLXNA2SEMA4A_NRP1_PLXNA2SEMA4CRCADJ
SEMA4ANRP1_PLXNA4SEMA4A_NRP1_PLXNA4SEMA4CRCADJ
SEMA4APLXNB2SEMA4A_PLXNB2SEMA4CRCADJ
SEMA4ANRP1_PLXNA1SEMA4A_NRP1_PLXNA1SEMA4CRCMSI-H
SEMA4ANRP1_PLXNA2SEMA4A_NRP1_PLXNA2SEMA4CRCMSI-H
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CRCMSI-H
SEMA4APLXNB2SEMA4A_PLXNB2SEMA4CRCMSI-H
SEMA4ANRP1_PLXNA2SEMA4A_NRP1_PLXNA2SEMA4CRCSER
SEMA4APLXNB1SEMA4A_PLXNB1SEMA4CRCSER
SEMA4APLXNB2SEMA4A_PLXNB2SEMA4CRCSER
SEMA4ANRP1_PLXNA2SEMA4A_NRP1_PLXNA2SEMA4EndometriumADJ
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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
SEMA4ASNVMissense_Mutationnovelc.2215C>Gp.Pro739Alap.P739AQ9H3S1protein_codingtolerated(0.19)benign(0.009)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
SEMA4ASNVMissense_Mutationc.112N>Tp.Pro38Serp.P38SQ9H3S1protein_codingtolerated(0.09)probably_damaging(0.992)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEMA4ASNVMissense_Mutationc.2099T>Ap.Ile700Asnp.I700NQ9H3S1protein_codingdeleterious(0.01)benign(0.118)TCGA-AO-A12F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapypaclitaxelSD
SEMA4ASNVMissense_Mutationc.1294N>Gp.Leu432Valp.L432VQ9H3S1protein_codingtolerated(0.44)benign(0.007)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SEMA4ASNVMissense_Mutationrs370407549c.103G>Ap.Gly35Argp.G35RQ9H3S1protein_codingtolerated(0.07)benign(0.019)TCGA-EW-A6SB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEMA4ASNVMissense_Mutationnovelc.1742N>Gp.Pro581Argp.P581RQ9H3S1protein_codingtolerated(0.22)benign(0.334)TCGA-V7-A7HQ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyletrozoleCR
SEMA4AinsertionFrame_Shift_Insnovelc.775_776insCTACCCACp.Arg259ThrfsTer32p.R259Tfs*32Q9H3S1protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SEMA4AinsertionFrame_Shift_Insnovelc.776_777insACTTTCCTCTGTAp.His261SerfsTer11p.H261Sfs*11Q9H3S1protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SEMA4ASNVMissense_Mutationnovelc.226C>Tp.Leu76Phep.L76FQ9H3S1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SEMA4ASNVMissense_Mutationc.960N>Gp.Ile320Metp.I320MQ9H3S1protein_codingdeleterious(0.03)possibly_damaging(0.56)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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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