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: TWSG1

Gene summary for TWSG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TWSG1

Gene ID

57045

Gene nametwisted gastrulation BMP signaling modulator 1
Gene AliasTSG
Cytomap18p11.22
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9GZX9


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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
57045TWSG1LZE2THumanEsophagusESCC9.37e-059.51e-010.082
57045TWSG1LZE7THumanEsophagusESCC2.00e-023.81e-010.0667
57045TWSG1LZE22THumanEsophagusESCC3.21e-039.72e-020.068
57045TWSG1LZE24THumanEsophagusESCC1.38e-124.23e-010.0596
57045TWSG1LZE6THumanEsophagusESCC2.90e-03-6.91e-030.0845
57045TWSG1P1T-EHumanEsophagusESCC3.49e-061.71e-010.0875
57045TWSG1P2T-EHumanEsophagusESCC7.07e-277.35e-010.1177
57045TWSG1P4T-EHumanEsophagusESCC1.48e-245.70e-010.1323
57045TWSG1P5T-EHumanEsophagusESCC4.20e-093.46e-010.1327
57045TWSG1P8T-EHumanEsophagusESCC9.96e-173.12e-010.0889
57045TWSG1P9T-EHumanEsophagusESCC1.57e-121.39e-010.1131
57045TWSG1P10T-EHumanEsophagusESCC6.06e-091.77e-010.116
57045TWSG1P11T-EHumanEsophagusESCC2.06e-065.16e-010.1426
57045TWSG1P12T-EHumanEsophagusESCC4.95e-317.79e-010.1122
57045TWSG1P15T-EHumanEsophagusESCC6.06e-102.56e-010.1149
57045TWSG1P16T-EHumanEsophagusESCC5.85e-194.26e-010.1153
57045TWSG1P20T-EHumanEsophagusESCC5.88e-122.22e-010.1124
57045TWSG1P21T-EHumanEsophagusESCC5.33e-284.34e-010.1617
57045TWSG1P22T-EHumanEsophagusESCC1.96e-244.93e-010.1236
57045TWSG1P23T-EHumanEsophagusESCC1.76e-277.51e-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:00900924Oral cavityEOLPregulation of transmembrane receptor protein serine/threonine kinase signaling pathway46/2218256/187232.53e-031.53e-0246
GO:00901012Oral cavityEOLPnegative regulation of transmembrane receptor protein serine/threonine kinase signaling pathway27/2218131/187232.76e-031.65e-0227
GO:2000515Oral cavityEOLPnegative regulation of CD4-positive, alpha-beta T cell activation10/221832/187232.93e-031.72e-0210
GO:00016542Oral cavityEOLPeye development62/2218371/187233.18e-031.85e-0262
GO:0030510Oral cavityEOLPregulation of BMP signaling pathway21/221896/187233.75e-032.10e-0221
GO:01500632Oral cavityEOLPvisual system development62/2218375/187234.07e-032.24e-0262
GO:000164922Oral cavityEOLPosteoblast differentiation41/2218229/187234.47e-032.42e-0241
GO:00488802Oral cavityEOLPsensory system development62/2218381/187235.82e-032.94e-0262
GO:00305093Oral cavityEOLPBMP signaling pathway29/2218152/187236.29e-033.13e-0229
GO:000170412Oral cavityEOLPformation of primary germ layer24/2218121/187237.53e-033.62e-0224
GO:00357391Oral cavityEOLPCD4-positive, alpha-beta T cell proliferation5/221812/187238.97e-034.12e-025
GO:20005611Oral cavityEOLPregulation of CD4-positive, alpha-beta T cell proliferation5/221812/187238.97e-034.12e-025
GO:0090288Oral cavityEOLPnegative regulation of cellular response to growth factor stimulus22/2218111/187231.03e-024.63e-0222
GO:00717724Oral cavityEOLPresponse to BMP30/2218165/187231.10e-024.86e-0230
GO:00717734Oral cavityEOLPcellular response to BMP stimulus30/2218165/187231.10e-024.86e-0230
GO:007155924Oral cavityNEOLPresponse to transforming growth factor beta59/2005256/187238.84e-094.49e-0759
GO:007156024Oral cavityNEOLPcellular response to transforming growth factor beta stimulus58/2005250/187239.13e-094.56e-0758
GO:000150331Oral cavityNEOLPossification81/2005408/187232.67e-081.15e-0681
GO:000717923Oral cavityNEOLPtransforming growth factor beta receptor signaling pathway48/2005198/187234.01e-081.66e-0648
GO:000717822Oral cavityNEOLPtransmembrane receptor protein serine/threonine kinase signaling pathway70/2005355/187233.04e-079.62e-0670
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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
∗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
TWSG1SNVMissense_Mutationc.155A>Tp.Asn52Ilep.N52IQ9GZX9protein_codingdeleterious(0)probably_damaging(0.972)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TWSG1SNVMissense_Mutationc.331G>Cp.Asp111Hisp.D111HQ9GZX9protein_codingtolerated(0.08)benign(0.05)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TWSG1deletionFrame_Shift_Delnovelc.534delNp.His179IlefsTer41p.H179Ifs*41Q9GZX9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TWSG1SNVMissense_Mutationrs376720221c.226N>Gp.Met76Valp.M76VQ9GZX9protein_codingdeleterious(0.01)benign(0.07)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TWSG1SNVMissense_Mutationc.521N>Gp.Asp174Glyp.D174GQ9GZX9protein_codingdeleterious(0.01)benign(0.233)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TWSG1SNVMissense_Mutationc.307N>Ap.Leu103Ilep.L103IQ9GZX9protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TWSG1SNVMissense_Mutationc.251N>Tp.Asp84Valp.D84VQ9GZX9protein_codingdeleterious(0.03)possibly_damaging(0.494)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TWSG1SNVMissense_Mutationc.454N>Gp.Ser152Glyp.S152GQ9GZX9protein_codingtolerated(0.48)benign(0.003)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
TWSG1SNVMissense_Mutationnovelc.393G>Tp.Glu131Aspp.E131DQ9GZX9protein_codingtolerated(0.13)benign(0.424)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TWSG1SNVMissense_Mutationc.325N>Cp.Glu109Glnp.E109QQ9GZX9protein_codingdeleterious(0.01)benign(0.054)TCGA-CI-6620-01Colorectumrectum adenocarcinomaFemale<65I/IIAncillaryleucovorinPD
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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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