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: TWIST2

Gene summary for TWIST2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TWIST2

Gene ID

117581

Gene nametwist family bHLH transcription factor 2
Gene AliasAMS
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

A0A024R4D4


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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
117581TWIST2AEH-subject1HumanEndometriumAEH1.43e-25-5.53e-01-0.3059
117581TWIST2AEH-subject2HumanEndometriumAEH3.24e-30-5.98e-01-0.2525
117581TWIST2AEH-subject3HumanEndometriumAEH3.25e-22-5.11e-01-0.2576
117581TWIST2AEH-subject4HumanEndometriumAEH2.26e-06-3.93e-01-0.2657
117581TWIST2AEH-subject5HumanEndometriumAEH6.52e-34-5.99e-01-0.2953
117581TWIST2EEC-subject1HumanEndometriumEEC2.89e-24-5.80e-01-0.2682
117581TWIST2EEC-subject2HumanEndometriumEEC3.80e-37-6.03e-01-0.2607
117581TWIST2EEC-subject3HumanEndometriumEEC2.04e-27-5.44e-01-0.2525
117581TWIST2EEC-subject4HumanEndometriumEEC4.10e-25-5.50e-01-0.2571
117581TWIST2EEC-subject5HumanEndometriumEEC3.87e-24-5.59e-01-0.249
117581TWIST2GSM5276934HumanEndometriumEEC7.68e-08-4.48e-01-0.0913
117581TWIST2GSM5276935HumanEndometriumEEC9.53e-32-5.97e-01-0.123
117581TWIST2GSM5276937HumanEndometriumEEC4.72e-03-3.21e-01-0.0897
117581TWIST2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.16e-25-5.52e-01-0.1869
117581TWIST2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC6.78e-25-5.56e-01-0.1875
117581TWIST2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC7.61e-26-5.91e-01-0.1883
117581TWIST2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.80e-37-5.99e-01-0.1934
117581TWIST2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.06e-35-5.97e-01-0.1917
117581TWIST2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.72e-36-6.06e-01-0.1916
117581TWIST2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.62e-11-5.05e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:00016498EndometriumAEHosteoblast differentiation52/2100229/187234.74e-071.92e-0552
GO:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:00456672EndometriumAEHregulation of osteoblast differentiation27/2100132/187231.40e-031.18e-0227
GO:000164914EndometriumEECosteoblast differentiation53/2168229/187235.32e-072.02e-0553
GO:000150313EndometriumEECossification79/2168408/187232.72e-067.67e-0579
GO:00456671EndometriumEECregulation of osteoblast differentiation27/2168132/187232.23e-031.66e-0227
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00456675EsophagusESCCregulation of osteoblast differentiation77/8552132/187232.28e-031.00e-0277
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:00456674Oral cavityOSCCregulation of osteoblast differentiation65/7305132/187231.06e-023.60e-0265
GO:000150331Oral cavityNEOLPossification81/2005408/187232.67e-081.15e-0681
GO:000164931Oral cavityNEOLPosteoblast differentiation47/2005229/187238.59e-061.66e-0447
GO:004566712Oral cavityNEOLPregulation of osteoblast differentiation25/2005132/187233.27e-031.95e-0225
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:000164932ThyroidATCosteoblast differentiation122/6293229/187236.04e-101.60e-08122
GO:004566721ThyroidATCregulation of osteoblast differentiation66/6293132/187237.03e-055.36e-0466
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520518EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
hsa0520519EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
hsa0520524EndometriumEECProteoglycans in cancer52/1237205/84653.01e-053.19e-042.38e-0452
hsa0520534EndometriumEECProteoglycans in cancer52/1237205/84653.01e-053.19e-042.38e-0452
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520526Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa05205111Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa0520562Oral cavityNEOLPProteoglycans in cancer56/1112205/84653.49e-085.85e-073.68e-0756
hsa0520572Oral cavityNEOLPProteoglycans in cancer56/1112205/84653.49e-085.85e-073.68e-0756
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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
TWIST2ICAFBreastADJPTGES,RAMP1,MMP2, etc.7.42e-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.
TWIST2ICAFBreastHealthyPTGES,RAMP1,MMP2, etc.2.37e-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.
TWIST2CAFBreastHealthyPTGES,RAMP1,MMP2, etc.4.46e-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.
TWIST2MSCBreastHealthyPTGES,RAMP1,MMP2, etc.5.34e-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.
TWIST2ICAFBreastPrecancerPTGES,RAMP1,MMP2, etc.5.13e-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.
TWIST2BASCervixN_HPVCACNA1C,LUM,LOXL2, etc.1.75e-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.
TWIST2LUMEndometriumHealthyLGALS1,PTCH1,TMSB4X, etc.3.48e-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.
TWIST2BASEndometriumHealthyLGALS1,PTCH1,TMSB4X, etc.3.00e-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.
TWIST2STMEsophagusLGINPRR16,IGFBP4,C1S, etc.6.93e-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.
TWIST2ICAFEsophagusESCCMASP1,IL24,WNT5A, etc.3.18e-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.
∗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
TWIST2SNVMissense_Mutationc.183C>Gp.Phe61Leup.F61LQ8WVJ9protein_codingtolerated(0.33)benign(0.001)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TWIST2SNVMissense_Mutationnovelc.337N>Cp.Tyr113Hisp.Y113HQ8WVJ9protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TWIST2SNVMissense_Mutationnovelc.425N>Ap.Ser142Asnp.S142NQ8WVJ9protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TWIST2SNVMissense_Mutationc.298N>Gp.Lys100Glup.K100EQ8WVJ9protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
TWIST2SNVMissense_Mutationc.227N>Ap.Arg76Hisp.R76HQ8WVJ9protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TWIST2SNVMissense_Mutationnovelc.419N>Ap.Arg140Hisp.R140HQ8WVJ9protein_codingdeleterious(0.01)benign(0.038)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TWIST2SNVMissense_Mutationc.435C>Ap.Phe145Leup.F145LQ8WVJ9protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TWIST2SNVMissense_Mutationnovelc.421C>Ap.Leu141Ilep.L141IQ8WVJ9protein_codingdeleterious(0.03)possibly_damaging(0.505)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TWIST2SNVMissense_Mutationnovelc.186G>Tp.Glu62Aspp.E62DQ8WVJ9protein_codingtolerated(0.12)benign(0.101)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
TWIST2SNVMissense_Mutationnovelc.226C>Ap.Arg76Serp.R76SQ8WVJ9protein_codingdeleterious(0)probably_damaging(1)TCGA-58-8390-01Lunglung squamous cell carcinomaMale>=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
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