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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SEMA6A

Gene summary for SEMA6A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA6A

Gene ID

57556

Gene namesemaphorin 6A
Gene AliasHT018
Cytomap5q23.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A0A0MQU6


Top

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
57556SEMA6AGSM4909308HumanBreastIDC9.24e-195.13e-010.158
57556SEMA6ADCIS2HumanBreastDCIS1.57e-515.10e-010.0085
57556SEMA6AHTA11_3410_2000001011HumanColorectumAD3.14e-22-7.42e-010.0155
57556SEMA6AHTA11_2951_2000001011HumanColorectumAD2.63e-04-9.48e-010.0216
57556SEMA6AHTA11_1938_2000001011HumanColorectumAD3.38e-05-6.12e-01-0.0811
57556SEMA6AHTA11_78_2000001011HumanColorectumAD2.61e-02-2.91e-01-0.1088
57556SEMA6AHTA11_347_2000001011HumanColorectumAD5.29e-054.28e-01-0.1954
57556SEMA6AHTA11_3361_2000001011HumanColorectumAD2.58e-12-7.71e-01-0.1207
57556SEMA6AHTA11_696_2000001011HumanColorectumAD1.42e-04-4.47e-01-0.1464
57556SEMA6AHTA11_866_2000001011HumanColorectumAD6.43e-06-4.38e-01-0.1001
57556SEMA6AHTA11_1391_2000001011HumanColorectumAD4.76e-09-6.48e-01-0.059
57556SEMA6AHTA11_866_3004761011HumanColorectumAD7.52e-17-7.71e-010.096
57556SEMA6AHTA11_4255_2000001011HumanColorectumSER1.43e-03-7.75e-010.0446
57556SEMA6AHTA11_9408_2000001011HumanColorectumAD2.63e-03-9.13e-010.0451
57556SEMA6AHTA11_8622_2000001021HumanColorectumSER2.88e-08-9.27e-010.0528
57556SEMA6AHTA11_10711_2000001011HumanColorectumAD7.80e-18-9.47e-010.0338
57556SEMA6AHTA11_7696_3000711011HumanColorectumAD4.32e-29-8.29e-010.0674
57556SEMA6AHTA11_6818_2000001011HumanColorectumAD1.02e-03-7.01e-010.0112
57556SEMA6AHTA11_6818_2000001021HumanColorectumAD4.09e-15-9.65e-010.0588
57556SEMA6AHTA11_99999970781_79442HumanColorectumMSS3.03e-45-9.83e-010.294
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000166714BreastIDCameboidal-type cell migration64/1434475/187236.65e-062.05e-0464
GO:00457651BreastIDCregulation of angiogenesis45/1434342/187232.57e-043.98e-0345
GO:19013421BreastIDCregulation of vasculature development45/1434348/187233.78e-045.38e-0345
GO:00703713BreastIDCERK1 and ERK2 cascade43/1434330/187234.28e-045.84e-0343
GO:001604913BreastIDCcell growth56/1434482/187231.16e-031.26e-0256
GO:00400132BreastIDCnegative regulation of locomotion47/1434391/187231.39e-031.43e-0247
GO:000155813BreastIDCregulation of cell growth49/1434414/187231.55e-031.55e-0249
GO:00703733BreastIDCnegative regulation of ERK1 and ERK2 cascade14/143478/187232.21e-032.06e-0214
GO:00325358BreastIDCregulation of cellular component size45/1434383/187232.72e-032.41e-0245
GO:00071625BreastIDCnegative regulation of cell adhesion37/1434303/187233.27e-032.75e-0237
GO:00703722BreastIDCregulation of ERK1 and ERK2 cascade37/1434309/187234.53e-033.49e-0237
GO:000166723BreastDCISameboidal-type cell migration62/1390475/187239.60e-062.56e-0462
GO:00457652BreastDCISregulation of angiogenesis44/1390342/187232.50e-043.87e-0344
GO:19013422BreastDCISregulation of vasculature development44/1390348/187233.67e-045.17e-0344
GO:004001311BreastDCISnegative regulation of locomotion47/1390391/187237.30e-048.69e-0347
GO:007037111BreastDCISERK1 and ERK2 cascade41/1390330/187238.11e-049.32e-0341
GO:001604923BreastDCIScell growth54/1390482/187231.60e-031.59e-0254
GO:007037311BreastDCISnegative regulation of ERK1 and ERK2 cascade14/139078/187231.65e-031.64e-0214
GO:000155822BreastDCISregulation of cell growth47/1390414/187232.39e-032.16e-0247
GO:003253514BreastDCISregulation of cellular component size44/1390383/187232.58e-032.30e-0244
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa043606ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa043607ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
Page: 1 

Top

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
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6BreastADJ
SEMA6APLXNA4SEMA6A_PLXNA4SEMA6BreastDCIS
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6BreastHealthy
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CervixCC
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CRCAD
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CRCCRC
SEMA6APLXNA4SEMA6A_PLXNA4SEMA6CRCCRC
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CRCFAP
SEMA6APLXNA4SEMA6A_PLXNA4SEMA6CRCFAP
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CRCHealthy
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CRCMSI-H
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6CRCMSS
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6EndometriumADJ
SEMA6APLXNA4SEMA6A_PLXNA4SEMA6EndometriumADJ
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6EndometriumAEH
SEMA6APLXNA4SEMA6A_PLXNA4SEMA6EndometriumAEH
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6EndometriumEEC
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6EsophagusESCC
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6GCADJ
SEMA6APLXNA2SEMA6A_PLXNA2SEMA6HNSCCADJ
Page: 1 2 3 

Top

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.
Page: 1 

Top

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
SEMA6ASNVMissense_Mutationnovelc.674N>Ap.Ala225Aspp.A225Dprotein_codingdeleterious(0)possibly_damaging(0.874)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
SEMA6ASNVMissense_Mutationrs753952234c.1922N>Tp.Ser641Phep.S641Fprotein_codingtolerated(0.06)benign(0.011)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
SEMA6ASNVMissense_Mutationrs377316252c.628N>Ap.Val210Ilep.V210Iprotein_codingtolerated(0.51)benign(0.08)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEMA6ASNVMissense_Mutationrs757635978c.1823N>Tp.Ser608Leup.S608Lprotein_codingtolerated(0.15)benign(0.031)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEMA6ASNVMissense_Mutationnovelc.3056N>Tp.Arg1019Leup.R1019Lprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SEMA6ASNVMissense_Mutationc.1802N>Ap.Pro601Hisp.P601Hprotein_codingdeleterious(0.02)possibly_damaging(0.59)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SEMA6ASNVMissense_Mutationrs774864407c.1213A>Gp.Ile405Valp.I405Vprotein_codingtolerated(0.8)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SEMA6ASNVMissense_Mutationrs369698820c.910N>Tp.Arg304Cysp.R304Cprotein_codingdeleterious(0)benign(0.354)TCGA-D8-A27K-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamidSD
SEMA6ASNVMissense_Mutationc.2101N>Cp.Val701Leup.V701Lprotein_codingtolerated(0.39)benign(0.06)TCGA-E9-A1RB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexateSD
SEMA6ASNVMissense_Mutationrs774967202c.2473T>Cp.Ser825Prop.S825Pprotein_codingdeleterious(0.05)benign(0.003)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

Top

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
Page: 1