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: SNW1

Gene summary for SNW1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNW1

Gene ID

22938

Gene nameSNW domain containing 1
Gene AliasBx42
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

G3V3A4


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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
22938SNW1LZE2THumanEsophagusESCC2.86e-053.95e-010.082
22938SNW1LZE4THumanEsophagusESCC3.11e-126.30e-010.0811
22938SNW1LZE7THumanEsophagusESCC4.60e-063.07e-010.0667
22938SNW1LZE8THumanEsophagusESCC3.68e-041.77e-010.067
22938SNW1LZE20THumanEsophagusESCC2.07e-124.24e-010.0662
22938SNW1LZE22D1HumanEsophagusHGIN1.55e-023.78e-010.0595
22938SNW1LZE22THumanEsophagusESCC4.82e-051.08e+000.068
22938SNW1LZE24THumanEsophagusESCC4.99e-196.58e-010.0596
22938SNW1LZE21THumanEsophagusESCC4.02e-054.86e-010.0655
22938SNW1LZE6THumanEsophagusESCC3.23e-072.21e-010.0845
22938SNW1P1T-EHumanEsophagusESCC1.93e-135.82e-010.0875
22938SNW1P2T-EHumanEsophagusESCC7.88e-326.62e-010.1177
22938SNW1P4T-EHumanEsophagusESCC3.19e-347.80e-010.1323
22938SNW1P5T-EHumanEsophagusESCC1.32e-175.06e-010.1327
22938SNW1P8T-EHumanEsophagusESCC1.24e-337.06e-010.0889
22938SNW1P9T-EHumanEsophagusESCC3.27e-164.50e-010.1131
22938SNW1P10T-EHumanEsophagusESCC6.85e-581.08e+000.116
22938SNW1P11T-EHumanEsophagusESCC1.27e-209.36e-010.1426
22938SNW1P12T-EHumanEsophagusESCC5.75e-409.16e-010.1122
22938SNW1P15T-EHumanEsophagusESCC3.03e-561.38e+000.1149
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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
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:000717817SkinAKtransmembrane receptor protein serine/threonine kinase signaling pathway57/1910355/187233.69e-043.61e-0357
GO:003166727SkinAKresponse to nutrient levels72/1910474/187233.74e-043.63e-0372
GO:001908018SkinAKviral gene expression21/191094/187234.26e-044.05e-0321
GO:003166924SkinAKcellular response to nutrient levels38/1910215/187235.37e-044.86e-0338
GO:00515683SkinAKhistone H3-K4 methylation15/191059/187236.63e-045.70e-0315
GO:000717910SkinAKtransforming growth factor beta receptor signaling pathway35/1910198/187238.69e-047.17e-0335
GO:00325262SkinAKresponse to retinoic acid22/1910107/187231.04e-038.17e-0322
GO:005170215SkinAKbiological process involved in interaction with symbiont20/191094/187231.11e-038.63e-0320
GO:00310605SkinAKregulation of histone methylation16/191069/187231.30e-039.85e-0316
GO:00140092SkinAKglial cell proliferation13/191051/187231.45e-031.06e-0213
GO:000758415SkinAKresponse to nutrient31/1910174/187231.46e-031.06e-0231
GO:00515693SkinAKregulation of histone H3-K4 methylation9/191031/187232.95e-031.87e-029
GO:00434144SkinAKmacromolecule methylation48/1910316/187233.28e-032.01e-0248
GO:00439234SkinAKpositive regulation by host of viral transcription6/191016/187233.63e-032.17e-026
GO:00190835SkinAKviral transcription12/191050/187233.74e-032.22e-0212
GO:00170157SkinAKregulation of transforming growth factor beta receptor signaling pathway23/1910128/187235.03e-032.83e-0223
GO:19038448SkinAKregulation of cellular response to transforming growth factor beta stimulus23/1910131/187236.70e-033.54e-0223
GO:00515715SkinAKpositive regulation of histone H3-K4 methylation6/191019/187239.42e-034.60e-026
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:0000375112SkincSCCRNA splicing, via transesterification reactions201/4864324/187234.07e-435.10e-40201
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0516914LiverCirrhoticEpstein-Barr virus infection80/2530202/84651.80e-038.33e-035.13e-0380
hsa05203LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0516915LiverCirrhoticEpstein-Barr virus infection80/2530202/84651.80e-038.33e-035.13e-0380
hsa052031LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
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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
∗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
SNW1SNVMissense_Mutationc.883N>Tp.Asp295Tyrp.D295Yprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SNW1SNVMissense_Mutationnovelc.422N>Tp.Lys141Ilep.K141Iprotein_codingtolerated(0.1)benign(0.026)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SNW1SNVMissense_Mutationc.1070N>Tp.His357Leup.H357Lprotein_codingtolerated(0.38)benign(0.007)TCGA-EA-A78R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SNW1SNVMissense_Mutationc.228N>Cp.Met76Ilep.M76Iprotein_codingdeleterious(0.01)possibly_damaging(0.903)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNW1SNVMissense_Mutationc.401G>Tp.Arg134Metp.R134Mprotein_codingdeleterious(0.04)benign(0.138)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNW1SNVMissense_Mutationc.1052N>Cp.Glu351Alap.E351Aprotein_codingtolerated(0.12)benign(0.272)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SNW1SNVMissense_Mutationc.479C>Tp.Ala160Valp.A160Vprotein_codingdeleterious(0.03)benign(0.26)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SNW1SNVMissense_Mutationc.883N>Ap.Asp295Asnp.D295Nprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNW1SNVMissense_Mutationc.553N>Ap.Gly185Argp.G185Rprotein_codingdeleterious(0)probably_damaging(0.979)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SNW1SNVMissense_Mutationrs759186141c.254N>Tp.Ala85Valp.A85Vprotein_codingtolerated(0.1)benign(0.089)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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
22938SNW1NATRANSFORMING GROWTH FACTOR15149847
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