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: PI16

Gene summary for PI16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PI16

Gene ID

221476

Gene namepeptidase inhibitor 16
Gene AliasCD364
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q6UXB8


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
221476PI16LZE2THumanEsophagusESCC2.22e-045.79e-010.082
221476PI16P4T-EHumanEsophagusESCC4.37e-086.67e-030.1323
221476PI16P32T-EHumanEsophagusESCC4.92e-08-4.07e-020.1666
221476PI16P39T-EHumanEsophagusESCC2.05e-02-7.76e-020.0894
221476PI16P130T-EHumanEsophagusESCC4.46e-135.21e-010.1676
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:001046620EsophagusESCCnegative regulation of peptidase activity140/8552262/187236.73e-032.46e-02140
GO:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
GO:00350512EsophagusESCCcardiocyte differentiation86/8552156/187231.09e-023.68e-0286
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
Page: 1 

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
∗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
PI16SNVMissense_Mutationnovelc.1015N>Tp.Pro339Serp.P339SQ6UXB8protein_codingtolerated(0.1)benign(0.173)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PI16SNVMissense_Mutationc.650C>Ap.Pro217Glnp.P217QQ6UXB8protein_codingtolerated(0.22)benign(0.009)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PI16SNVMissense_Mutationnovelc.463N>Ap.Glu155Lysp.E155KQ6UXB8protein_codingtolerated(0.13)possibly_damaging(0.551)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
PI16SNVMissense_Mutationrs201227678c.1300G>Cp.Val434Leup.V434LQ6UXB8protein_codingtolerated_low_confidence(0.31)benign(0.012)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PI16SNVMissense_Mutationrs776730846c.193G>Ap.Ala65Thrp.A65TQ6UXB8protein_codingtolerated(0.07)possibly_damaging(0.666)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PI16SNVMissense_Mutationc.244N>Tp.Arg82Cysp.R82CQ6UXB8protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PI16SNVMissense_Mutationnovelc.1007N>Ap.Ser336Tyrp.S336YQ6UXB8protein_codingdeleterious(0)benign(0.176)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PI16SNVMissense_Mutationc.110N>Cp.Val37Alap.V37AQ6UXB8protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PI16SNVMissense_Mutationc.892N>Ap.Pro298Thrp.P298TQ6UXB8protein_codingtolerated(0.1)benign(0.007)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PI16SNVMissense_Mutationrs780503142c.511N>Ap.Val171Metp.V171MQ6UXB8protein_codingtolerated(0.08)benign(0.074)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 

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
Page: 1