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: TFPI2

Gene summary for TFPI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFPI2

Gene ID

7980

Gene nametissue factor pathway inhibitor 2
Gene AliasPP5
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P48307


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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
7980TFPI2AEH-subject1HumanEndometriumAEH3.42e-033.32e-01-0.3059
7980TFPI2AEH-subject5HumanEndometriumAEH5.65e-064.83e-01-0.2953
7980TFPI2EEC-subject2HumanEndometriumEEC4.43e-06-1.59e-01-0.2607
7980TFPI2EEC-subject3HumanEndometriumEEC3.57e-08-1.65e-01-0.2525
7980TFPI2GSM5276934HumanEndometriumEEC8.04e-094.99e-01-0.0913
7980TFPI2GSM5276935HumanEndometriumEEC2.96e-186.29e-01-0.123
7980TFPI2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.12e-04-2.20e-01-0.1869
7980TFPI2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.61e-04-1.67e-01-0.1875
7980TFPI2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.16e-08-2.36e-01-0.1883
7980TFPI2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.00e-052.19e-01-0.1934
7980TFPI2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.09e-14-1.36e-01-0.1917
7980TFPI2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.54e-08-1.44e-01-0.1916
7980TFPI2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.32e-06-1.59e-01-0.1269
7980TFPI2LZE6THumanEsophagusESCC3.38e-041.08e+000.0845
7980TFPI2P11T-EHumanEsophagusESCC4.67e-132.32e+000.1426
7980TFPI2P24T-EHumanEsophagusESCC5.30e-083.80e-010.1287
7980TFPI2P32T-EHumanEsophagusESCC3.56e-137.58e-010.1666
7980TFPI2P37T-EHumanEsophagusESCC2.58e-251.33e+000.1371
7980TFPI2P52T-EHumanEsophagusESCC1.63e-095.55e-010.1555
7980TFPI2P75T-EHumanEsophagusESCC3.60e-107.34e-010.1125
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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
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
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.

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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:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:005254716EndometriumAEHregulation of peptidase activity85/2100461/187232.47e-067.11e-0585
GO:005254816EndometriumAEHregulation of endopeptidase activity76/2100432/187234.42e-057.43e-0476
GO:004586116EndometriumAEHnegative regulation of proteolysis63/2100351/187231.07e-041.53e-0363
GO:00075967EndometriumAEHblood coagulation43/2100217/187231.42e-041.89e-0343
GO:00075997EndometriumAEHhemostasis43/2100222/187232.39e-042.86e-0343
GO:00508177EndometriumAEHcoagulation43/2100222/187232.39e-042.86e-0343
GO:005134610EndometriumAEHnegative regulation of hydrolase activity65/2100379/187233.18e-043.57e-0365
GO:005087815EndometriumAEHregulation of body fluid levels64/2100379/187235.40e-045.44e-0364
GO:001046610EndometriumAEHnegative regulation of peptidase activity43/2100262/187236.78e-033.95e-0243
GO:004206017EndometriumEECwound healing92/2168422/187231.12e-099.58e-0892
GO:005254717EndometriumEECregulation of peptidase activity91/2168461/187232.00e-078.93e-0691
GO:004586117EndometriumEECnegative regulation of proteolysis72/2168351/187238.46e-072.98e-0572
GO:005254817EndometriumEECregulation of endopeptidase activity82/2168432/187233.96e-061.04e-0482
GO:005134615EndometriumEECnegative regulation of hydrolase activity72/2168379/187231.46e-052.87e-0472
GO:000759613EndometriumEECblood coagulation44/2168217/187231.42e-041.84e-0344
GO:000759913EndometriumEEChemostasis44/2168222/187232.43e-042.85e-0344
GO:005081713EndometriumEECcoagulation44/2168222/187232.43e-042.85e-0344
GO:001046615EndometriumEECnegative regulation of peptidase activity49/2168262/187234.64e-044.79e-0349
GO:001095114EndometriumEECnegative regulation of endopeptidase activity47/2168252/187236.37e-046.25e-0347
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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
TFPI2SNVMissense_Mutationc.184C>Tp.Arg62Cysp.R62CP48307protein_codingdeleterious(0)possibly_damaging(0.761)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TFPI2SNVMissense_Mutationc.571N>Gp.Cys191Glyp.C191GP48307protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TFPI2SNVMissense_Mutationrs768678727c.382N>Ap.Gly128Serp.G128SP48307protein_codingdeleterious(0.02)possibly_damaging(0.723)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TFPI2insertionIn_Frame_Insnovelc.525_526insACCp.Tyr175_Phe176insThrp.Y175_F176insTP48307protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TFPI2insertionNonsense_Mutationnovelc.524_525insATAATATTTp.Tyr175delinsTerp.Y175delins*P48307protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TFPI2insertionFrame_Shift_Insnovelc.130_131insTGAACTTGAAAGATp.Pro44LeufsTer51p.P44Lfs*51P48307protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TFPI2deletionFrame_Shift_Delc.387delGp.Cys130ValfsTer42p.C130Vfs*42P48307protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
TFPI2SNVMissense_Mutationrs573434214c.353G>Ap.Ser118Asnp.S118NP48307protein_codingtolerated(0.12)benign(0.066)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFPI2SNVMissense_Mutationrs770380317c.664C>Tp.Arg222Cysp.R222CP48307protein_codingtolerated(0.14)benign(0.266)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TFPI2SNVMissense_Mutationrs753875527c.208N>Ap.Glu70Lysp.E70KP48307protein_codingtolerated(0.75)benign(0.009)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
7980TFPI2PROTEASE INHIBITOR, DRUGGABLE GENOMEHEPARINHEPARIN2416032
7980TFPI2PROTEASE INHIBITOR, DRUGGABLE GENOMEPROTEASE INHIBITORS3276312
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