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: SNAI2

Gene summary for SNAI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNAI2

Gene ID

6591

Gene namesnail family transcriptional repressor 2
Gene AliasSLUG
Cytomap8q11.21
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O43623


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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
6591SNAI2LZE4THumanEsophagusESCC7.04e-085.18e-010.0811
6591SNAI2P2T-EHumanEsophagusESCC8.09e-256.78e-010.1177
6591SNAI2P4T-EHumanEsophagusESCC2.85e-064.37e-010.1323
6591SNAI2P5T-EHumanEsophagusESCC1.69e-143.65e-010.1327
6591SNAI2P8T-EHumanEsophagusESCC7.07e-03-1.94e-020.0889
6591SNAI2P9T-EHumanEsophagusESCC4.77e-136.01e-010.1131
6591SNAI2P10T-EHumanEsophagusESCC2.78e-267.35e-010.116
6591SNAI2P11T-EHumanEsophagusESCC4.46e-061.04e+000.1426
6591SNAI2P12T-EHumanEsophagusESCC3.92e-115.65e-010.1122
6591SNAI2P15T-EHumanEsophagusESCC1.80e-187.42e-010.1149
6591SNAI2P16T-EHumanEsophagusESCC1.49e-411.16e+000.1153
6591SNAI2P20T-EHumanEsophagusESCC7.73e-197.65e-010.1124
6591SNAI2P21T-EHumanEsophagusESCC3.58e-261.07e+000.1617
6591SNAI2P22T-EHumanEsophagusESCC1.94e-349.31e-010.1236
6591SNAI2P23T-EHumanEsophagusESCC6.10e-108.17e-010.108
6591SNAI2P26T-EHumanEsophagusESCC2.56e-268.40e-010.1276
6591SNAI2P27T-EHumanEsophagusESCC3.40e-143.81e-010.1055
6591SNAI2P28T-EHumanEsophagusESCC4.22e-073.55e-010.1149
6591SNAI2P30T-EHumanEsophagusESCC8.36e-412.05e+000.137
6591SNAI2P31T-EHumanEsophagusESCC3.75e-247.89e-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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:2001236111EsophagusESCCregulation of extrinsic apoptotic signaling pathway111/8552151/187232.97e-121.18e-10111
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
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
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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
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0452029Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa04520113Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0452027ProstateBPHAdherens junction55/171893/84651.90e-164.18e-152.59e-1555
hsa0439010ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa04520112ProstateBPHAdherens junction55/171893/84651.90e-164.18e-152.59e-1555
hsa0439015ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0452028ProstateTumorAdherens junction53/179193/84653.68e-148.11e-135.03e-1353
hsa0439024ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa0452036ProstateTumorAdherens junction53/179193/84653.68e-148.11e-135.03e-1353
hsa0439034ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
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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
SNAI2INCAFOral cavityOSCCPRSS23,LUM,GGT5, etc.4.71e-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.
SNAI2BNProstateADJFAM153CP,CRISPLD2,MTRNR2L1, etc.1.91e-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.
SNAI2PLAProstateADJFAM153CP,CRISPLD2,MTRNR2L1, etc.2.27e-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.
SNAI2NKTProstateADJFAM153CP,CRISPLD2,MTRNR2L1, etc.4.60e-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.
SNAI2pDCProstateBPHFAM153CP,CRISPLD2,MTRNR2L1, etc.2.14e-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.
SNAI2pDCProstateHealthyFAM153CP,CRISPLD2,MTRNR2L1, etc.1.74e-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.
SNAI2PLAProstateHealthyFAM153CP,CRISPLD2,MTRNR2L1, etc.1.18e-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.
SNAI2PLAProstateTumorFAM153CP,CRISPLD2,MTRNR2L1, etc.1.60e-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
SNAI2SNVMissense_Mutationnovelc.709N>Ap.Asp237Asnp.D237NO43623protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SNAI2SNVMissense_Mutationnovelc.750N>Ap.Phe250Leup.F250LO43623protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNAI2SNVMissense_Mutationnovelc.473N>Ap.Ser158Tyrp.S158YO43623protein_codingtolerated(1)benign(0.025)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNAI2SNVMissense_Mutationnovelc.373N>Ap.Ala125Thrp.A125TO43623protein_codingtolerated(0.11)benign(0.283)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNAI2SNVMissense_Mutationc.89C>Tp.Ser30Phep.S30FO43623protein_codingtolerated(0.65)possibly_damaging(0.459)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SNAI2SNVMissense_Mutationnovelc.783N>Tp.Glu261Aspp.E261DO43623protein_codingtolerated(0.1)benign(0.062)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SNAI2SNVMissense_Mutationc.422N>Tp.Ser141Phep.S141FO43623protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
SNAI2SNVMissense_Mutationnovelc.359C>Tp.Pro120Leup.P120LO43623protein_codingdeleterious(0.02)benign(0.01)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SNAI2SNVMissense_Mutationnovelc.750C>Ap.Phe250Leup.F250LO43623protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SNAI2SNVMissense_Mutationc.83N>Gp.Ile28Serp.I28SO43623protein_codingtolerated(0.5)benign(0.006)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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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