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: SOX15

Gene summary for SOX15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX15

Gene ID

6665

Gene nameSRY-box transcription factor 15
Gene AliasSOX20
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O60248


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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
6665SOX15LZE4THumanEsophagusESCC1.03e-231.42e+000.0811
6665SOX15LZE7THumanEsophagusESCC3.34e-091.38e+000.0667
6665SOX15LZE22D1HumanEsophagusHGIN1.34e-02-1.76e-010.0595
6665SOX15LZE24THumanEsophagusESCC2.15e-119.96e-010.0596
6665SOX15P1T-EHumanEsophagusESCC7.42e-071.14e+000.0875
6665SOX15P2T-EHumanEsophagusESCC4.48e-265.68e-010.1177
6665SOX15P4T-EHumanEsophagusESCC6.14e-421.99e+000.1323
6665SOX15P5T-EHumanEsophagusESCC1.12e-084.86e-010.1327
6665SOX15P9T-EHumanEsophagusESCC1.83e-085.71e-010.1131
6665SOX15P10T-EHumanEsophagusESCC1.02e-163.79e-010.116
6665SOX15P11T-EHumanEsophagusESCC8.98e-172.31e+000.1426
6665SOX15P12T-EHumanEsophagusESCC5.25e-11-4.42e-010.1122
6665SOX15P15T-EHumanEsophagusESCC1.22e-199.08e-010.1149
6665SOX15P16T-EHumanEsophagusESCC5.19e-318.68e-010.1153
6665SOX15P17T-EHumanEsophagusESCC1.01e-027.80e-010.1278
6665SOX15P19T-EHumanEsophagusESCC3.93e-092.61e+000.1662
6665SOX15P20T-EHumanEsophagusESCC1.55e-431.48e+000.1124
6665SOX15P21T-EHumanEsophagusESCC3.36e-441.71e+000.1617
6665SOX15P22T-EHumanEsophagusESCC1.25e-871.99e+000.1236
6665SOX15P23T-EHumanEsophagusESCC1.24e-098.11e-010.108
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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
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
∗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:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000170118EsophagusHGINin utero embryonic development77/2587367/187239.56e-052.05e-0377
GO:000189019EsophagusHGINplacenta development35/2587144/187235.02e-047.31e-0335
GO:000189218EsophagusHGINembryonic placenta development23/258782/187235.47e-047.73e-0323
GO:00605379EsophagusHGINmuscle tissue development76/2587403/187232.67e-032.63e-0276
GO:00147068EsophagusHGINstriated muscle tissue development72/2587384/187233.94e-033.56e-0272
GO:006145819EsophagusHGINreproductive system development78/2587427/187235.53e-034.52e-0278
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:000189219EsophagusESCCembryonic placenta development57/855282/187231.06e-051.01e-0457
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00454454EsophagusESCCmyoblast differentiation52/855284/187231.98e-038.90e-0352
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00607065EsophagusESCCcell differentiation involved in embryonic placenta development18/855225/187237.04e-032.56e-0218
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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
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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
SOX15INCAFEndometriumEECSIAH2,PENK,DPT, etc.4.02e-01The 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.
SOX15CD8TRMEsophagusESCCSHISA2,CASP6,NECAB3, etc.5.08e-01The 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.
SOX15MSCEsophagusESCCC7,SCN7A,ABCA8, etc.2.62e-01The 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.
SOX15MSC.MVAOral cavityOSCCAKR1C2,KRT5,C19orf33, etc.2.84e-01The 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.
SOX15STMProstateADJSERPINB5,GJB5,MYH11, etc.4.41e-01The 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.
SOX15STMProstateTumorSERPINB5,GJB5,MYH11, etc.1.97e-01The 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.
SOX15UROProstateTumorSERPINB5,GJB5,MYH11, etc.1.30e-01The 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.
SOX15INMONSkinADJRIN1,GJB2,HOPX, etc.1.99e-01The 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.
SOX15CD8TRMSkinAKRIN1,GJB2,HOPX, etc.3.30e-02The 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.
∗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
SOX15SNVMissense_Mutationc.38N>Tp.Ser13Ilep.S13IO60248protein_codingdeleterious_low_confidence(0)benign(0.125)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
SOX15SNVMissense_Mutationnovelc.168C>Gp.Phe56Leup.F56LO60248protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SOX15deletionFrame_Shift_Delnovelc.252delNp.Ala85ArgfsTer146p.A85Rfs*146O60248protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SOX15SNVMissense_Mutationrs755842358c.623N>Tp.Thr208Ilep.T208IO60248protein_codingdeleterious_low_confidence(0.01)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOX15SNVMissense_Mutationc.413N>Ap.Arg138Lysp.R138KO60248protein_codingtolerated_low_confidence(0.81)benign(0.01)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SOX15SNVMissense_Mutationc.413N>Cp.Arg138Thrp.R138TO60248protein_codingtolerated_low_confidence(0.47)benign(0.001)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOX15SNVMissense_Mutationc.430G>Ap.Gly144Serp.G144SO60248protein_codingtolerated_low_confidence(0.17)benign(0.009)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SOX15deletionFrame_Shift_Delc.342delNp.Asp115ThrfsTer116p.D115Tfs*116O60248protein_codingTCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
SOX15deletionIn_Frame_Delc.142_144delNNNp.Lys48delp.K48delO60248protein_codingTCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
SOX15SNVMissense_Mutationnovelc.193N>Tp.Arg65Cysp.R65CO60248protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)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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