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: TFF2

Gene summary for TFF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFF2

Gene ID

7032

Gene nametrefoil factor 2
Gene AliasSML1
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0001696

UniProtAcc

Q03403


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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
7032TFF2HCC2_MengHumanLiverHCC1.09e-911.10e+000.0107
7032TFF2S014HumanLiverHCC1.34e-381.68e+000.2254
7032TFF2S015HumanLiverHCC3.06e-512.78e+000.2375
7032TFF2S016HumanLiverHCC3.62e-532.30e+000.2243
7032TFF2HTA12-3-16HumanPancreasPDAC1.74e-101.37e+000.1553
7032TFF2HTA12-9-1HumanPancreasPDAC3.70e-117.37e-010.1532
7032TFF2DS20191261TumorHumanPancreasPDAC2.75e-087.03e-010.1367
7032TFF2DS20191261TumorKellerHumanPancreasPDAC1.52e-027.66e-010.1407
7032TFF2Pat01-BHumanStomachGC1.13e-18-7.25e-010.5754
7032TFF2Pat02-BHumanStomachGC1.30e-21-3.76e-020.0368
7032TFF2Pat04-BHumanStomachGC8.43e-072.14e-01-0.1483
7032TFF2Pat06-BHumanStomachGC1.73e-182.99e-02-0.1961
7032TFF2Pat07-BHumanStomachGC6.77e-11-1.20e+000.0935
7032TFF2Pat08-BHumanStomachGC1.96e-05-8.72e-010.0182
7032TFF2Pat09-BHumanStomachGC3.02e-14-7.37e-01-0.0359
7032TFF2Pat11-BHumanStomachGC6.56e-146.56e-01-0.182
7032TFF2Pat12-BHumanStomachGC4.42e-26-7.71e-010.0325
7032TFF2Pat13-BHumanStomachGC3.51e-09-3.47e-020.0555
7032TFF2Pat16-BHumanStomachGC6.51e-45-1.35e+000.1918
7032TFF2Pat17-BHumanStomachGC4.06e-12-5.70e-010.3109
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0007586StomachGCdigestion38/1159137/187231.80e-151.22e-1238
GO:00226006StomachGCdigestive system process30/1159104/187235.40e-132.10e-1030
GO:00018946StomachGCtissue homeostasis43/1159268/187238.25e-098.22e-0743
GO:00602496StomachGCanatomical structure homeostasis47/1159314/187231.62e-081.40e-0647
GO:00302776StomachGCmaintenance of gastrointestinal epithelium9/115922/187233.09e-061.27e-049
GO:00106696StomachGCepithelial structure maintenance10/115930/187237.63e-062.77e-0410
GO:00075861StomachCAG with IMdigestion29/1050137/187234.42e-106.93e-0829
GO:000189411StomachCAG with IMtissue homeostasis42/1050268/187231.40e-091.74e-0742
GO:006024911StomachCAG with IManatomical structure homeostasis46/1050314/187232.18e-092.64e-0746
GO:002260011StomachCAG with IMdigestive system process22/1050104/187235.62e-084.16e-0622
GO:003027711StomachCAG with IMmaintenance of gastrointestinal epithelium9/105022/187231.36e-066.46e-059
GO:00106691StomachCAG with IMepithelial structure maintenance10/105030/187233.16e-061.28e-0410
GO:000189421StomachCSGtissue homeostasis40/1034268/187239.33e-098.66e-0740
GO:006024921StomachCSGanatomical structure homeostasis44/1034314/187231.22e-081.06e-0644
GO:00075862StomachCSGdigestion25/1034137/187231.15e-078.25e-0625
GO:003027721StomachCSGmaintenance of gastrointestinal epithelium8/103422/187231.34e-054.42e-048
GO:002260021StomachCSGdigestive system process18/1034104/187231.44e-054.63e-0418
GO:00106692StomachCSGepithelial structure maintenance9/103430/187232.30e-056.73e-049
GO:000189431StomachCAGtissue homeostasis25/552268/187234.14e-073.13e-0525
GO:00075863StomachCAGdigestion17/552137/187236.00e-074.32e-0517
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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
TFF2insertionFrame_Shift_Insnovelc.313_314insGCGAAATATTTCATGTTCAGGATTTTCCGp.Lys105SerfsTer81p.K105Sfs*81Q03403protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TFF2SNVMissense_Mutationrs765949011c.40N>Ap.Val14Ilep.V14IQ03403protein_codingtolerated(0.78)benign(0)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TFF2SNVMissense_Mutationrs139956370c.62C>Tp.Ala21Valp.A21VQ03403protein_codingtolerated(0.6)benign(0.006)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TFF2SNVMissense_Mutationc.263N>Cp.Arg88Prop.R88PQ03403protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TFF2SNVMissense_Mutationc.127N>Ap.Gly43Serp.G43SQ03403protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A0ZN-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
TFF2SNVMissense_Mutationc.298N>Ap.Glu100Lysp.E100KQ03403protein_codingtolerated(0.14)benign(0.422)TCGA-44-7670-01Lunglung adenocarcinomaFemale<65I/IIChemotherapydocetaxelSD
TFF2SNVMissense_Mutationc.320G>Tp.Cys107Phep.C107FQ03403protein_codingdeleterious(0)probably_damaging(0.999)TCGA-78-7220-01Lunglung adenocarcinomaFemale<65III/IVUnknownUnknownPD
TFF2SNVMissense_Mutationnovelc.22N>Ap.Leu8Ilep.L8IQ03403protein_codingtolerated(0.13)benign(0.14)TCGA-86-6851-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TFF2SNVMissense_Mutationc.8G>Tp.Arg3Leup.R3LQ03403protein_codingtolerated(0.68)benign(0)TCGA-L9-A7SV-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycisplatinCR
TFF2SNVMissense_Mutationnovelc.125G>Ap.Cys42Tyrp.C42YQ03403protein_codingdeleterious(0)probably_damaging(0.998)TCGA-37-A5EL-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapytemodalPD
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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
7032TFF2DRUGGABLE GENOMEHORMONES16359755
7032TFF2DRUGGABLE GENOMEVT-111a21683260
7032TFF2DRUGGABLE GENOMENafamostatNAFAMOSTAT
7032TFF2DRUGGABLE GENOMESivelestat sodium hydrate
7032TFF2DRUGGABLE GENOMEAprotininAPROTININ
7032TFF2DRUGGABLE GENOMECamostatCAMOSTAT
7032TFF2DRUGGABLE GENOMEGabexateGABEXATE
7032TFF2DRUGGABLE GENOMEVT-111
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