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: TFPI

Gene summary for TFPI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFPI

Gene ID

7035

Gene nametissue factor pathway inhibitor
Gene AliasEPI
Cytomap2q32.1
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

P10646


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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
7035TFPIAEH-subject2HumanEndometriumAEH2.29e-05-9.00e-02-0.2525
7035TFPIAEH-subject3HumanEndometriumAEH1.70e-04-1.45e-01-0.2576
7035TFPIAEH-subject4HumanEndometriumAEH3.62e-02-3.74e-02-0.2657
7035TFPIEEC-subject1HumanEndometriumEEC4.70e-07-1.47e-01-0.2682
7035TFPIEEC-subject2HumanEndometriumEEC3.89e-10-1.56e-01-0.2607
7035TFPIEEC-subject3HumanEndometriumEEC5.38e-05-3.19e-02-0.2525
7035TFPIEEC-subject5HumanEndometriumEEC7.78e-06-1.41e-01-0.249
7035TFPIGSM5276934HumanEndometriumEEC1.00e-185.41e-01-0.0913
7035TFPIGSM5276935HumanEndometriumEEC4.30e-04-1.30e-01-0.123
7035TFPIGSM5276937HumanEndometriumEEC2.01e-195.60e-01-0.0897
7035TFPIGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.41e-05-1.42e-01-0.1869
7035TFPIGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC9.87e-05-1.56e-01-0.1875
7035TFPIGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.46e-06-1.56e-01-0.1883
7035TFPIGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC8.71e-07-1.56e-01-0.1934
7035TFPIGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.89e-07-1.56e-01-0.1917
7035TFPIGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.91e-09-1.12e-01-0.1916
7035TFPILZE2THumanEsophagusESCC4.49e-033.59e-010.082
7035TFPILZE8THumanEsophagusESCC3.38e-179.25e-010.067
7035TFPIP4T-EHumanEsophagusESCC3.84e-219.49e-010.1323
7035TFPIP8T-EHumanEsophagusESCC1.72e-165.06e-010.0889
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00714984ProstateBPHcellular response to fluid shear stress9/310721/187234.10e-032.03e-029
GO:00344052ProstateBPHresponse to fluid shear stress12/310735/187238.36e-033.61e-0212
GO:005254719ProstateTumorregulation of peptidase activity137/3246461/187232.48e-111.71e-09137
GO:004206019ProstateTumorwound healing127/3246422/187235.32e-113.41e-09127
GO:005254819ProstateTumorregulation of endopeptidase activity126/3246432/187235.86e-103.01e-08126
GO:004586119ProstateTumornegative regulation of proteolysis102/3246351/187233.09e-089.94e-07102
GO:005134617ProstateTumornegative regulation of hydrolase activity97/3246379/187232.87e-053.46e-0497
GO:001095116ProstateTumornegative regulation of endopeptidase activity68/3246252/187237.91e-058.19e-0468
GO:001046617ProstateTumornegative regulation of peptidase activity70/3246262/187238.76e-058.66e-0470
GO:005087818ProstateTumorregulation of body fluid levels91/3246379/187235.37e-043.91e-0391
GO:000759614ProstateTumorblood coagulation53/3246217/187234.89e-032.39e-0253
GO:005081714ProstateTumorcoagulation54/3246222/187234.95e-032.42e-0254
GO:000759914ProstateTumorhemostasis53/3246222/187237.87e-033.50e-0253
GO:005254728SkincSCCregulation of peptidase activity177/4864461/187232.21e-098.02e-08177
GO:005254828SkincSCCregulation of endopeptidase activity165/4864432/187231.18e-083.63e-07165
GO:004206029SkincSCCwound healing152/4864422/187232.66e-064.26e-05152
GO:004586128SkincSCCnegative regulation of proteolysis128/4864351/187237.95e-061.09e-04128
GO:005134627SkincSCCnegative regulation of hydrolase activity130/4864379/187231.74e-041.49e-03130
GO:001095125SkincSCCnegative regulation of endopeptidase activity89/4864252/187236.05e-044.38e-0389
GO:001046626SkincSCCnegative regulation of peptidase activity91/4864262/187239.73e-046.58e-0391
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04610LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046101LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046102LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046103LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
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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
TFPISNVMissense_Mutationnovelc.295N>Cp.Glu99Glnp.E99QP10646protein_codingdeleterious(0.03)possibly_damaging(0.851)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TFPISNVMissense_Mutationrs746176720c.637N>Ap.Gly213Serp.G213SP10646protein_codingtolerated(0.39)benign(0.44)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
TFPISNVMissense_Mutationrs781414695c.889N>Ap.Glu297Lysp.E297KP10646protein_codingtolerated(0.16)possibly_damaging(0.709)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TFPISNVMissense_Mutationc.238G>Ap.Glu80Lysp.E80KP10646protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TFPISNVMissense_Mutationc.821G>Tp.Arg274Ilep.R274IP10646protein_codingdeleterious(0)possibly_damaging(0.641)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TFPISNVMissense_Mutationc.706N>Gp.Asn236Aspp.N236DP10646protein_codingtolerated(0.12)probably_damaging(0.925)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TFPISNVMissense_Mutationc.730N>Ap.Pro244Thrp.P244TP10646protein_codingdeleterious(0.04)possibly_damaging(0.651)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TFPISNVMissense_Mutationrs568113767c.173N>Tp.Ala58Valp.A58VP10646protein_codingtolerated(0.11)benign(0.101)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TFPIinsertionFrame_Shift_Insnovelc.755_756insGp.Asn253LysfsTer2p.N253Kfs*2P10646protein_codingTCGA-DM-A1D4-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TFPISNVMissense_Mutationnovelc.419N>Tp.Arg140Metp.R140MP10646protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORPI-88MUPARFOSTAT11292191
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORCHONDROITIN SULFATE10959709
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORAZITHROMYCINAZITHROMYCIN16113783
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORHEPARINHEPARIN11150580
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORNN-7415
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORLOVASTATINLOVASTATIN7600119
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORCREMOPHOR9352228
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORATORVASTATINATORVASTATIN15792677
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORFULVESTRANTFULVESTRANT17029634
7035TFPICELL SURFACE, DRUGGABLE GENOME, PROTEASE INHIBITORCHONDROITIN7974391
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