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: TWF1

Gene summary for TWF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TWF1

Gene ID

5756

Gene nametwinfilin actin binding protein 1
Gene AliasA6
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q12792


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
5756TWF1LZE2DHumanEsophagusHGIN5.05e-032.40e-010.0642
5756TWF1LZE4THumanEsophagusESCC3.42e-156.04e-010.0811
5756TWF1LZE7THumanEsophagusESCC4.29e-107.96e-010.0667
5756TWF1LZE8THumanEsophagusESCC2.22e-103.23e-010.067
5756TWF1LZE20THumanEsophagusESCC7.12e-137.67e-020.0662
5756TWF1LZE22THumanEsophagusESCC1.90e-065.32e-010.068
5756TWF1LZE24THumanEsophagusESCC6.84e-247.67e-010.0596
5756TWF1LZE6THumanEsophagusESCC2.38e-063.46e-010.0845
5756TWF1P1T-EHumanEsophagusESCC2.16e-136.41e-010.0875
5756TWF1P2T-EHumanEsophagusESCC1.06e-408.24e-010.1177
5756TWF1P4T-EHumanEsophagusESCC2.91e-711.92e+000.1323
5756TWF1P5T-EHumanEsophagusESCC4.77e-501.03e+000.1327
5756TWF1P8T-EHumanEsophagusESCC3.93e-398.64e-010.0889
5756TWF1P9T-EHumanEsophagusESCC6.28e-204.71e-010.1131
5756TWF1P10T-EHumanEsophagusESCC8.70e-316.73e-010.116
5756TWF1P11T-EHumanEsophagusESCC6.90e-194.60e-010.1426
5756TWF1P12T-EHumanEsophagusESCC1.77e-265.93e-010.1122
5756TWF1P15T-EHumanEsophagusESCC7.10e-521.14e+000.1149
5756TWF1P16T-EHumanEsophagusESCC6.84e-295.76e-010.1153
5756TWF1P17T-EHumanEsophagusESCC1.97e-208.44e-010.1278
Page: 1 2 3 4 5 6 

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.

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:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:001063920EsophagusHGINnegative regulation of organelle organization79/2587348/187234.12e-061.37e-0479
GO:005165126EsophagusHGINmaintenance of location in cell53/2587214/187231.22e-053.45e-0453
GO:005123520EsophagusHGINmaintenance of location73/2587327/187231.73e-054.71e-0473
GO:004518523EsophagusHGINmaintenance of protein location28/258794/187234.52e-051.09e-0328
GO:005125826EsophagusHGINprotein polymerization66/2587297/187234.96e-051.19e-0366
GO:190290327EsophagusHGINregulation of supramolecular fiber organization79/2587383/187231.40e-042.81e-0379
GO:003250719EsophagusHGINmaintenance of protein location in cell20/258765/187233.31e-045.48e-0320
GO:003298415EsophagusHGINprotein-containing complex disassembly50/2587224/187233.43e-045.56e-0350
GO:003297027EsophagusHGINregulation of actin filament-based process77/2587397/187231.14e-031.39e-0277
GO:003227126EsophagusHGINregulation of protein polymerization49/2587233/187231.56e-031.79e-0249
GO:003295627EsophagusHGINregulation of actin cytoskeleton organization69/2587358/187232.35e-032.39e-0269
GO:003133320EsophagusHGINnegative regulation of protein-containing complex assembly32/2587141/187232.80e-032.74e-0232
GO:003004120EsophagusHGINactin filament polymerization40/2587191/187234.29e-033.82e-0240
GO:006049117EsophagusHGINregulation of cell projection assembly39/2587188/187235.61e-034.57e-0239
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
∗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 

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
TWF1SNVMissense_Mutationc.130N>Gp.Gln44Glup.Q44EQ12792protein_codingtolerated(1)benign(0)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TWF1SNVMissense_Mutationc.554T>Cp.Val185Alap.V185AQ12792protein_codingdeleterious(0)benign(0.042)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TWF1SNVMissense_Mutationc.538N>Gp.Gln180Glup.Q180EQ12792protein_codingdeleterious(0)possibly_damaging(0.702)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TWF1SNVMissense_Mutationnovelc.92N>Gp.Ser31Cysp.S31CQ12792protein_codingtolerated(0.15)benign(0.007)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TWF1SNVMissense_Mutationnovelc.431N>Ap.Pro144Hisp.P144HQ12792protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TWF1SNVMissense_Mutationc.702N>Tp.Lys234Asnp.K234NQ12792protein_codingtolerated(0.26)benign(0.011)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TWF1SNVMissense_Mutationc.301T>Cp.Tyr101Hisp.Y101HQ12792protein_codingdeleterious(0.01)possibly_damaging(0.737)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TWF1SNVMissense_Mutationnovelc.888N>Tp.Met296Ilep.M296IQ12792protein_codingtolerated(0.65)benign(0.007)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TWF1SNVMissense_Mutationc.405N>Cp.Lys135Asnp.K135NQ12792protein_codingtolerated(0.17)benign(0.147)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TWF1SNVMissense_Mutationnovelc.245N>Cp.Glu82Alap.E82AQ12792protein_codingtolerated(0.07)probably_damaging(0.977)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 

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