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: PRF1

Gene summary for PRF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRF1

Gene ID

5551

Gene nameperforin 1
Gene AliasHPLH2
Cytomap10q22.1
Gene Typeprotein-coding
GO ID

GO:0001771

UniProtAcc

P14222


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
5551PRF1C21HumanOral cavityOSCC7.24e-156.01e-010.2678
5551PRF1C38HumanOral cavityOSCC6.69e-065.61e-010.172
5551PRF1ATC2HumanThyroidATC6.74e-163.15e+000.34
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.

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:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:00358218Oral cavityOSCCmodulation of process of other organism64/7305106/187236.70e-067.36e-0564
GO:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
GO:0009615111ThyroidATCresponse to virus173/6293367/187234.23e-087.71e-07173
GO:003582121ThyroidATCmodulation of process of other organism55/6293106/187237.71e-055.82e-0455
GO:005160712ThyroidATCdefense response to virus115/6293265/187235.31e-043.09e-03115
GO:014054612ThyroidATCdefense response to symbiont115/6293265/187235.31e-043.09e-03115
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421018Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa0541629Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
hsa0421019Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa05416113Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
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
PRF1SNVMissense_Mutationrs754079962c.1018G>Ap.Asp340Asnp.D340NP14222protein_codingtolerated(0.15)benign(0.08)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRF1SNVMissense_Mutationc.1435N>Tp.Arg479Trpp.R479WP14222protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRF1SNVMissense_Mutationrs551046401c.1153C>Tp.Arg385Trpp.R385WP14222protein_codingdeleterious(0.02)benign(0.443)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRF1SNVMissense_Mutationnovelc.848N>Tp.Lys283Metp.K283MP14222protein_codingdeleterious(0)probably_damaging(0.97)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PRF1insertionFrame_Shift_Insnovelc.1507_1508insGGCAAAGCCTTCATTGCp.Ser503TrpfsTer12p.S503Wfs*12P14222protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PRF1insertionIn_Frame_Insnovelc.1505_1506insCCCTTCCCTTGAGCCCTCTATGGTp.Lys502delinsAsnProSerLeuGluProSerMetValp.K502delinsNPSLEPSMVP14222protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PRF1SNVMissense_Mutationrs200589152c.1501N>Tp.Pro501Serp.P501SP14222protein_codingtolerated(0.06)benign(0.172)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PRF1SNVMissense_Mutationc.212G>Tp.Gly71Valp.G71VP14222protein_codingdeleterious(0)possibly_damaging(0.567)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRF1SNVMissense_Mutationc.83G>Ap.Arg28Hisp.R28HP14222protein_codingtolerated(0.24)benign(0.251)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRF1SNVMissense_Mutationrs28933376c.1304N>Tp.Thr435Metp.T435MP14222protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
Page: 1 2 3 4 5 6 7 8 

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
5551PRF1TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEIL-2ALDESLEUKIN15893691
5551PRF1TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEemapalumabEMAPALUMAB
5551PRF1TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitor387065583
5551PRF1TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEEmapalumab-lzsgEMAPALUMAB
Page: 1