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: SNAI1

Gene summary for SNAI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNAI1

Gene ID

6615

Gene namesnail family transcriptional repressor 1
Gene AliasSLUGH2
Cytomap20q13.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O95863


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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
6615SNAI1LZE4THumanEsophagusESCC1.40e-022.17e-010.0811
6615SNAI1LZE20THumanEsophagusESCC2.10e-032.26e-010.0662
6615SNAI1P1T-EHumanEsophagusESCC1.86e-032.53e-010.0875
6615SNAI1P2T-EHumanEsophagusESCC3.75e-038.64e-020.1177
6615SNAI1P4T-EHumanEsophagusESCC1.18e-112.97e-010.1323
6615SNAI1P5T-EHumanEsophagusESCC8.84e-367.06e-010.1327
6615SNAI1P8T-EHumanEsophagusESCC1.48e-031.35e-010.0889
6615SNAI1P10T-EHumanEsophagusESCC8.56e-122.35e-010.116
6615SNAI1P11T-EHumanEsophagusESCC9.13e-221.30e+000.1426
6615SNAI1P12T-EHumanEsophagusESCC2.37e-173.39e-010.1122
6615SNAI1P15T-EHumanEsophagusESCC8.11e-255.92e-010.1149
6615SNAI1P16T-EHumanEsophagusESCC1.30e-062.08e-010.1153
6615SNAI1P20T-EHumanEsophagusESCC1.01e-113.00e-010.1124
6615SNAI1P22T-EHumanEsophagusESCC9.53e-092.24e-010.1236
6615SNAI1P23T-EHumanEsophagusESCC5.94e-073.38e-010.108
6615SNAI1P24T-EHumanEsophagusESCC2.02e-061.54e-010.1287
6615SNAI1P26T-EHumanEsophagusESCC2.05e-071.73e-010.1276
6615SNAI1P27T-EHumanEsophagusESCC9.44e-071.27e-010.1055
6615SNAI1P28T-EHumanEsophagusESCC1.12e-092.39e-010.1149
6615SNAI1P31T-EHumanEsophagusESCC1.76e-122.83e-010.1251
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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
∗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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
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:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:0030330110EsophagusESCCDNA damage response, signal transduction by p53 class mediator53/855272/187231.34e-061.63e-0553
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
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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
SNAI1LUMPBreastDCISCD83,AC103591.3,RARRES2, etc.7.42e-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.
SNAI1KERCervixCCGPR183,TAGAP,ARL4C, etc.5.23e-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.
SNAI1M2MACCervixADJIFITM3,VEGFA,NLRP3, etc.1.80e-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.
SNAI1INMONCervixADJIFITM3,VEGFA,NLRP3, etc.1.14e-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.
SNAI1MONCervixCCIFITM3,VEGFA,NLRP3, etc.1.94e-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.
SNAI1INMONCervixHealthyIFITM3,VEGFA,NLRP3, etc.3.56e-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.
SNAI1INMONCervixHSIL_HPVIFITM3,VEGFA,NLRP3, etc.2.87e-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.
SNAI1M2MACCervixHSIL_HPVIFITM3,VEGFA,NLRP3, etc.1.03e-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.
SNAI1CD8TCMEndometriumADJHSPA1B,CUBN,PHLDA2, etc.1.71e-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.
SNAI1CD8TEXINTEndometriumADJHSPA1B,CUBN,PHLDA2, etc.1.07e-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.
∗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
SNAI1SNVMissense_Mutationc.728G>Ap.Arg243Glnp.R243QO95863protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-A1-A0SJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SNAI1SNVMissense_Mutationc.658N>Tp.Arg220Cysp.R220CO95863protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A7-A13F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SNAI1SNVMissense_Mutationrs369673182c.541N>Ap.Val181Ilep.V181IO95863protein_codingtolerated(0.16)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNAI1SNVMissense_Mutationc.740N>Cp.Arg247Prop.R247PO95863protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SNAI1SNVMissense_Mutationc.559N>Gp.Lys187Glup.K187EO95863protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SNAI1SNVMissense_Mutationc.659G>Ap.Arg220Hisp.R220HO95863protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-6782-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNAI1SNVMissense_Mutationc.727N>Tp.Arg243Trpp.R243WO95863protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SNAI1SNVMissense_Mutationc.613N>Ap.Glu205Lysp.E205KO95863protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SNAI1SNVMissense_Mutationc.613N>Ap.Glu205Lysp.E205KO95863protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNAI1SNVMissense_Mutationc.613G>Ap.Glu205Lysp.E205KO95863protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-F5-6571-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapycapecitabineSD
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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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