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: TFF3

Gene summary for TFF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFF3

Gene ID

7033

Gene nametrefoil factor 3
Gene AliasITF
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

A0A0A6YYJ4


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
7033TFF3GSM4909281HumanBreastIDC6.58e-19-5.32e-010.21
7033TFF3GSM4909282HumanBreastIDC2.03e-13-5.10e-01-0.0288
7033TFF3GSM4909285HumanBreastIDC3.48e-16-5.29e-010.21
7033TFF3GSM4909286HumanBreastIDC1.78e-16-5.29e-010.1081
7033TFF3GSM4909287HumanBreastIDC5.47e-11-5.11e-010.2057
7033TFF3GSM4909288HumanBreastIDC9.46e-03-5.32e-010.0988
7033TFF3GSM4909293HumanBreastIDC2.59e-103.19e-010.1581
7033TFF3GSM4909294HumanBreastIDC6.81e-651.32e+000.2022
7033TFF3GSM4909295HumanBreastIDC5.31e-03-5.04e-010.0898
7033TFF3GSM4909297HumanBreastIDC1.44e-361.07e+000.1517
7033TFF3GSM4909298HumanBreastIDC7.13e-287.39e-010.1551
7033TFF3GSM4909301HumanBreastIDC5.59e-409.83e-010.1577
7033TFF3GSM4909303HumanBreastIDC6.55e-088.10e-010.0438
7033TFF3GSM4909304HumanBreastIDC3.43e-541.11e+000.1636
7033TFF3GSM4909306HumanBreastIDC8.72e-104.77e-010.1564
7033TFF3GSM4909307HumanBreastIDC5.81e-278.34e-010.1569
7033TFF3GSM4909308HumanBreastIDC2.06e-1001.47e+000.158
7033TFF3GSM4909311HumanBreastIDC1.03e-165.95e-010.1534
7033TFF3GSM4909312HumanBreastIDC1.80e-861.42e+000.1552
7033TFF3GSM4909317HumanBreastIDC1.31e-228.41e-010.1355
Page: 1 2 3 4 5 6 7 8 9 10 11 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00060066BreastPrecancerglucose metabolic process23/1080196/187239.54e-041.07e-0223
GO:00059966BreastPrecancermonosaccharide metabolic process27/1080257/187231.94e-031.88e-0227
GO:00193186BreastPrecancerhexose metabolic process25/1080237/187232.64e-032.36e-0225
GO:00620126BreastPrecancerregulation of small molecule metabolic process32/1080334/187233.45e-032.87e-0232
GO:00018948BreastPrecancertissue homeostasis27/1080268/187233.49e-032.90e-0227
GO:000189413BreastIDCtissue homeostasis34/1434268/187232.54e-032.28e-0234
GO:000189423BreastDCIStissue homeostasis33/1390268/187232.88e-032.48e-0233
GO:000600612BreastDCISglucose metabolic process25/1390196/187235.59e-034.06e-0225
GO:006201213BreastDCISregulation of small molecule metabolic process38/1390334/187235.69e-034.10e-0238
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:000189414CervixHSIL_HPVtissue homeostasis25/737268/187236.17e-051.46e-0325
GO:006024913CervixHSIL_HPVanatomical structure homeostasis25/737314/187237.04e-049.40e-0325
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0006006ColorectumADglucose metabolic process62/3918196/187232.76e-043.39e-0362
GO:0006109ColorectumADregulation of carbohydrate metabolic process55/3918178/187231.10e-031.01e-0255
Page: 1 2 3 4 5 6 7 8 

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
TFF3MLUMBreastDCISTFF1,SCGB1D2,C1QC, etc.6.43e-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.
TFF3BMEMBreastADJTFF1,PIP,KRT18, etc.2.82e-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.
TFF3NKBreastDCISTFF1,PIP,KRT18, etc.1.23e-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.
TFF3BMEMBreastHealthyTFF1,PIP,KRT18, 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.
TFF3NKBreastHealthyTFF1,PIP,KRT18, etc.1.33e-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.
TFF3NKBreastIDCTFF1,PIP,KRT18, etc.1.13e-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.
TFF3BMEMBreastIDCTFF1,PIP,KRT18, etc.1.07e-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.
TFF3BMEMBreastPrecancerTFF1,PIP,KRT18, etc.1.33e-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.
TFF3FIBBreastADJTFF1,CCL21,NPC2, etc.6.09e-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.
TFF3FIBBreastDCISTFF1,CCL21,NPC2, etc.7.49e-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 3 4 

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
TFF3SNVMissense_Mutationnovelc.192N>Tp.Lys64Asnp.K64Nprotein_codingtolerated(0.05)benign(0.037)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TFF3SNVMissense_Mutationnovelc.145C>Tp.Pro49Serp.P49Sprotein_codingtolerated(0.14)possibly_damaging(0.828)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TFF3SNVMissense_Mutationnovelc.50N>Tp.Ala17Valp.A17Vprotein_codingtolerated(0.5)benign(0.051)TCGA-66-2780-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
TFF3SNVMissense_Mutationrs780786070c.268N>Ap.Ala90Thrp.A90Tprotein_codingtolerated(0.73)benign(0.001)TCGA-CD-8529-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyepirubicinCR
TFF3insertionFrame_Shift_Insnovelc.189_190insCp.Lys64GlnfsTer11p.K64Qfs*11protein_codingTCGA-HU-A4GT-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapycopolangSD
Page: 1 

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
7033TFF3DRUGGABLE GENOMETAMOXIFENTAMOXIFEN25900183
7033TFF3DRUGGABLE GENOMEAMINOGLUTETHIMIDEAMINOGLUTETHIMIDE25900183
Page: 1