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: IL15

Gene summary for IL15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL15

Gene ID

3600

Gene nameinterleukin 15
Gene AliasIL-15
Cytomap4q31.21
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

P40933


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
3600IL15LZE8THumanEsophagusESCC2.66e-021.08e-010.067
3600IL15P2T-EHumanEsophagusESCC3.82e-132.67e-010.1177
3600IL15P8T-EHumanEsophagusESCC9.47e-121.19e-010.0889
3600IL15P9T-EHumanEsophagusESCC8.78e-089.24e-020.1131
3600IL15P11T-EHumanEsophagusESCC2.19e-094.66e-010.1426
3600IL15P12T-EHumanEsophagusESCC3.95e-071.54e-010.1122
3600IL15P15T-EHumanEsophagusESCC9.53e-037.48e-020.1149
3600IL15P17T-EHumanEsophagusESCC1.47e-022.18e-010.1278
3600IL15P19T-EHumanEsophagusESCC2.67e-032.14e-010.1662
3600IL15P20T-EHumanEsophagusESCC9.82e-061.66e-010.1124
3600IL15P22T-EHumanEsophagusESCC2.79e-098.32e-020.1236
3600IL15P23T-EHumanEsophagusESCC8.86e-059.75e-020.108
3600IL15P24T-EHumanEsophagusESCC9.16e-102.18e-010.1287
3600IL15P26T-EHumanEsophagusESCC1.18e-121.21e-010.1276
3600IL15P27T-EHumanEsophagusESCC4.12e-027.18e-030.1055
3600IL15P32T-EHumanEsophagusESCC6.16e-071.10e-010.1666
3600IL15P36T-EHumanEsophagusESCC2.81e-134.92e-010.1187
3600IL15P37T-EHumanEsophagusESCC4.28e-041.87e-010.1371
3600IL15P40T-EHumanEsophagusESCC4.83e-072.06e-010.109
3600IL15P42T-EHumanEsophagusESCC3.88e-041.66e-010.1175
Page: 1 2 3 

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
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
∗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:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000257317EsophagusESCCmyeloid leukocyte differentiation128/8552208/187232.75e-063.15e-05128
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00332734EsophagusESCCresponse to vitamin60/855293/187231.89e-041.21e-0360
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
Page: 1 2 3 4 5 6 7 8 9 10 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0532320EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa05323110EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa046689Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0532318Oral cavityOSCCRheumatoid arthritis56/370493/84659.72e-042.76e-031.40e-0356
hsa05166113Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa0466816Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0532319Oral cavityOSCCRheumatoid arthritis56/370493/84659.72e-042.76e-031.40e-0356
hsa05166210Oral cavityLPHuman T-cell leukemia virus 1 infection100/2418222/84658.94e-081.29e-068.35e-07100
hsa0466822Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
hsa0516638Oral cavityLPHuman T-cell leukemia virus 1 infection100/2418222/84658.94e-081.29e-068.35e-07100
hsa0466832Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
hsa0516662Oral cavityNEOLPHuman T-cell leukemia virus 1 infection50/1112222/84656.91e-055.23e-043.29e-0450
hsa0466861Oral cavityNEOLPTNF signaling pathway27/1112114/84651.42e-036.55e-034.12e-0327
hsa0516672Oral cavityNEOLPHuman T-cell leukemia virus 1 infection50/1112222/84656.91e-055.23e-043.29e-0450
hsa0466871Oral cavityNEOLPTNF signaling pathway27/1112114/84651.42e-036.55e-034.12e-0327
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
IL15IL15RA_IL2RBIL15_IL15RA_IL2RBIL2HNSCCOSCC
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
IL15SNVMissense_Mutationc.366N>Tp.Leu122Phep.L122FP40933protein_codingtolerated(0.14)probably_damaging(0.999)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
IL15SNVMissense_Mutationc.440N>Ap.Phe147Tyrp.F147YP40933protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
IL15SNVMissense_Mutationc.344N>Ap.Ile115Asnp.I115NP40933protein_codingtolerated(0.2)possibly_damaging(0.722)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
IL15SNVMissense_Mutationc.171N>Cp.Leu57Phep.L57FP40933protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
IL15SNVMissense_Mutationc.171G>Cp.Leu57Phep.L57FP40933protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
IL15SNVMissense_Mutationc.403G>Cp.Glu135Glnp.E135QP40933protein_codingtolerated(0.31)benign(0.013)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
IL15insertionFrame_Shift_Insnovelc.194_195insTCTTGATGp.Gln65HisfsTer24p.Q65Hfs*24P40933protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IL15insertionFrame_Shift_Insnovelc.421_422insAp.Asn143LysfsTer3p.N143Kfs*3P40933protein_codingTCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IL15SNVMissense_Mutationc.364N>Gp.Leu122Valp.L122VP40933protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
IL15SNVMissense_Mutationnovelc.197C>Ap.Ser66Tyrp.S66YP40933protein_codingdeleterious(0.02)benign(0.026)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 3 

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
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASELYMPHOKINE-ACTIVATED KILLER CELLS15893691
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASELEVODOPALEVODOPA14514477
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASEBCGBCG VACCINE11441103,15213127
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASEPMA10679127
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASEMEGESTROL ACETATE15345738
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASECSACYCLOSPORINE11571455,11817607,11683823
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASEMYCOPHENOLATE MOFETIL12070425
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASELAK9376592
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASECELL SURFACE ANTIGENS16129046
3600IL15CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE, KINASEAMG-714AMG-714
Page: 1 2