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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TWIST1

Gene summary for TWIST1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TWIST1

Gene ID

7291

Gene nametwist family bHLH transcription factor 1
Gene AliasACS3
Cytomap7p21.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q15672


Top

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
7291TWIST1C30HumanOral cavityOSCC6.80e-054.27e-010.3055
7291TWIST1C43HumanOral cavityOSCC2.55e-056.19e-030.1704
7291TWIST1EOLP-1HumanOral cavityEOLP5.02e-031.80e-01-0.0202
7291TWIST1NEOLP-1HumanOral cavityNEOLP4.84e-186.42e-01-0.0194
7291TWIST1NEOLP-2HumanOral cavityNEOLP4.77e-225.80e-01-0.0196
7291TWIST1NEOLP-3HumanOral cavityNEOLP1.28e-124.59e-01-0.0191
7291TWIST1SYSMH1HumanOral cavityOSCC2.45e-02-1.99e-010.1127
7291TWIST1SYSMH4HumanOral cavityOSCC7.87e-03-2.08e-010.1226
7291TWIST1SYSMH6HumanOral cavityOSCC3.73e-03-2.00e-010.1275
7291TWIST1ATC12HumanThyroidATC7.59e-255.16e-010.34
7291TWIST1ATC13HumanThyroidATC1.61e-396.97e-010.34
7291TWIST1ATC2HumanThyroidATC5.68e-362.26e+000.34
7291TWIST1ATC4HumanThyroidATC1.32e-346.49e-010.34
7291TWIST1ATC5HumanThyroidATC3.53e-407.70e-010.34
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:200067712ThyroidATCregulation of transcription regulatory region DNA binding28/629350/187239.31e-045.00e-0328
GO:000318111ThyroidATCatrioventricular valve morphogenesis16/629324/187239.46e-045.07e-0316
GO:000181924ThyroidATCpositive regulation of cytokine production189/6293467/187231.00e-035.31e-03189
GO:004338832ThyroidATCpositive regulation of DNA binding30/629356/187231.63e-038.18e-0330
GO:19048882ThyroidATCcranial skeletal system development35/629368/187231.76e-038.71e-0335
GO:00457657ThyroidATCregulation of angiogenesis141/6293342/187231.80e-038.85e-03141
GO:00600211ThyroidATCroof of mouth development42/629385/187231.83e-039.02e-0342
GO:19013427ThyroidATCregulation of vasculature development143/6293348/187231.95e-039.44e-03143
GO:0003197ThyroidATCendocardial cushion development25/629345/187232.00e-039.59e-0325
GO:0003203ThyroidATCendocardial cushion morphogenesis21/629336/187232.01e-039.59e-0321
GO:00485688ThyroidATCembryonic organ development172/6293427/187232.08e-039.84e-03172
GO:00351074ThyroidATCappendage morphogenesis63/6293138/187232.13e-031.00e-0263
GO:00351084ThyroidATClimb morphogenesis63/6293138/187232.13e-031.00e-0263
GO:003505111ThyroidATCcardiocyte differentiation70/6293156/187232.18e-031.02e-0270
GO:00487368ThyroidATCappendage development76/6293172/187232.41e-031.12e-0276
GO:00601738ThyroidATClimb development76/6293172/187232.41e-031.12e-0276
GO:2000772ThyroidATCregulation of cellular senescence28/629353/187233.01e-031.36e-0228
GO:00510531ThyroidATCnegative regulation of DNA metabolic process57/6293125/187233.47e-031.55e-0257
GO:0050673111ThyroidATCepithelial cell proliferation174/6293437/187233.49e-031.55e-02174
GO:190198412ThyroidATCnegative regulation of protein acetylation15/629324/187233.52e-031.56e-0215
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520526Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa05205111Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa0520543Oral cavityEOLPProteoglycans in cancer53/1218205/84659.07e-065.33e-053.14e-0553
hsa0520553Oral cavityEOLPProteoglycans in cancer53/1218205/84659.07e-065.33e-053.14e-0553
hsa0520562Oral cavityNEOLPProteoglycans in cancer56/1112205/84653.49e-085.85e-073.68e-0756
hsa0520572Oral cavityNEOLPProteoglycans in cancer56/1112205/84653.49e-085.85e-073.68e-0756
Page: 1 

Top

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
Page: 1 

Top

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
TWIST1BASBreastADJGJA4,KCNJ8,IGFBP7, etc.1.18e-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.
TWIST1CD8TRMEsophagusADJACVR2B-AS1,SNX1,SGPP2, etc.3.98e-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.
TWIST1CD8TCMEsophagusADJACVR2B-AS1,SNX1,SGPP2, etc.1.11e-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.
TWIST1TFHEsophagusADJACVR2B-AS1,SNX1,SGPP2, etc.2.88e-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.
TWIST1CD8TCMEsophagusESCCACVR2B-AS1,SNX1,SGPP2, etc.1.35e-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.
TWIST1TFHEsophagusESCCACVR2B-AS1,SNX1,SGPP2, etc.7.67e-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.
TWIST1PSCPancreasADJHTRA1,COL1A2,COL6A2, etc.9.56e-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.
TWIST1ICAFPancreasADJHTRA1,COL1A2,COL6A2, etc.5.45e-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.
TWIST1PSCPancreasPanINHTRA1,COL1A2,COL6A2, etc.1.26e-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.
TWIST1PSCPancreasPDACHTRA1,COL1A2,COL6A2, etc.5.05e-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.
Page: 1 2 

Top

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
TWIST1SNVMissense_Mutationc.551G>Tp.Ser184Ilep.S184IQ15672protein_codingdeleterious(0)probably_damaging(0.921)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TWIST1SNVMissense_Mutationc.513N>Cp.Lys171Asnp.K171NQ15672protein_codingdeleterious(0.01)benign(0.306)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TWIST1SNVMissense_Mutationc.513G>Cp.Lys171Asnp.K171NQ15672protein_codingdeleterious(0.01)benign(0.306)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TWIST1SNVMissense_Mutationc.352N>Tp.Arg118Cysp.R118CQ15672protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2671-01Colorectumcolon adenocarcinomaMale>=65III/IVOther, specify in notesProtocol AMG 20060464studyPD
TWIST1SNVMissense_Mutationc.341A>Gp.Asn114Serp.N114SQ15672protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TWIST1SNVMissense_Mutationrs762445986c.598N>Ap.Ala200Thrp.A200TQ15672protein_codingtolerated(0.31)benign(0.041)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TWIST1SNVMissense_Mutationc.388G>Ap.Ala130Thrp.A130TQ15672protein_codingtolerated(0.06)benign(0.121)TCGA-AG-3885-01Colorectumrectum adenocarcinomaFemale>=65III/IVAncillaryzoledronicSD
TWIST1SNVMissense_Mutationnovelc.425N>Cp.Lys142Thrp.K142TQ15672protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TWIST1SNVMissense_Mutationnovelc.398N>Gp.Lys133Argp.K133RQ15672protein_codingdeleterious(0.01)possibly_damaging(0.449)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
TWIST1SNVMissense_Mutationc.438T>Gp.Ile146Metp.I146MQ15672protein_codingdeleterious(0.01)probably_damaging(1)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1