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:003166817ProstateBPHcellular response to extracellular stimulus79/3107246/187231.32e-095.69e-0879
GO:002241117ProstateBPHcellular component disassembly121/3107443/187236.34e-092.25e-07121
GO:200124318ProstateBPHnegative regulation of intrinsic apoptotic signaling pathway40/310798/187231.03e-083.44e-0740
GO:00301119ProstateBPHregulation of Wnt signaling pathway95/3107328/187231.23e-083.99e-0795
GO:190179618ProstateBPHregulation of signal transduction by p53 class mediator38/310793/187232.31e-086.99e-0738
GO:003432910ProstateBPHcell junction assembly114/3107420/187232.52e-087.49e-07114
GO:00506739ProstateBPHepithelial cell proliferation116/3107437/187237.12e-081.85e-06116
GO:00506789ProstateBPHregulation of epithelial cell proliferation104/3107381/187237.52e-081.92e-06104
GO:003166910ProstateBPHcellular response to nutrient levels67/3107215/187238.51e-082.12e-0667
GO:00608289ProstateBPHregulation of canonical Wnt signaling pathway75/3107253/187231.47e-073.43e-0675
GO:003052216ProstateBPHintracellular receptor signaling pathway77/3107265/187232.49e-075.42e-0677
GO:003166718ProstateBPHresponse to nutrient levels121/3107474/187233.68e-077.70e-06121
GO:003033016ProstateBPHDNA damage response, signal transduction by p53 class mediator30/310772/187234.09e-078.44e-0630
GO:00015039ProstateBPHossification107/3107408/187234.31e-078.83e-06107
GO:00600709ProstateBPHcanonical Wnt signaling pathway84/3107303/187236.54e-071.27e-0584
GO:19018888ProstateBPHregulation of cell junction assembly62/3107204/187236.71e-071.30e-0562
GO:007084910ProstateBPHresponse to epidermal growth factor23/310749/187237.27e-071.38e-0523
GO:007136410ProstateBPHcellular response to epidermal growth factor stimulus21/310745/187232.48e-063.99e-0521
GO:00071628ProstateBPHnegative regulation of cell adhesion82/3107303/187232.51e-064.04e-0582
GO:200123718ProstateBPHnegative regulation of extrinsic apoptotic signaling pathway35/310797/187232.70e-064.32e-0535
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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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