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: IL11

Gene summary for IL11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL11

Gene ID

3589

Gene nameinterleukin 11
Gene AliasAGIF
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A8K3F7


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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
3589IL11P11T-EHumanEsophagusESCC1.04e-071.24e+000.1426
3589IL11P12T-EHumanEsophagusESCC6.28e-041.12e-010.1122
3589IL11P21T-EHumanEsophagusESCC6.36e-104.88e-010.1617
3589IL11P24T-EHumanEsophagusESCC3.29e-023.25e-010.1287
3589IL11P26T-EHumanEsophagusESCC1.13e-133.45e-010.1276
3589IL11P31T-EHumanEsophagusESCC3.85e-062.83e-010.1251
3589IL11P32T-EHumanEsophagusESCC1.13e-144.91e-010.1666
3589IL11P37T-EHumanEsophagusESCC5.53e-124.81e-010.1371
3589IL11P44T-EHumanEsophagusESCC2.12e-032.51e-010.1096
3589IL11P74T-EHumanEsophagusESCC3.09e-071.36e-010.1479
3589IL11P75T-EHumanEsophagusESCC3.17e-023.63e-010.1125
3589IL11P76T-EHumanEsophagusESCC1.09e-034.19e-010.1207
3589IL11P83T-EHumanEsophagusESCC6.75e-189.19e-010.1738
3589IL11P89T-EHumanEsophagusESCC2.12e-037.42e-010.1752
3589IL11P107T-EHumanEsophagusESCC2.88e-076.33e-010.171
3589IL11P130T-EHumanEsophagusESCC6.38e-115.73e-010.1676
3589IL11C04HumanOral cavityOSCC1.53e-074.04e-010.2633
3589IL11C21HumanOral cavityOSCC2.76e-105.04e-010.2678
3589IL11C30HumanOral cavityOSCC1.16e-251.12e+000.3055
3589IL11C51HumanOral cavityOSCC2.36e-043.47e-010.2674
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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.

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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:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
GO:00331355EsophagusESCCregulation of peptidyl-serine phosphorylation81/8552144/187236.79e-032.48e-0281
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:00331383EsophagusESCCpositive regulation of peptidyl-serine phosphorylation61/8552108/187231.54e-024.96e-0261
GO:003009920Oral cavityOSCCmyeloid cell differentiation213/7305381/187231.24e-114.42e-10213
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:00182123Oral cavityOSCCpeptidyl-tyrosine modification180/7305378/187233.63e-042.22e-03180
GO:0050730Oral cavityOSCCregulation of peptidyl-tyrosine phosphorylation129/7305264/187236.70e-043.75e-03129
GO:00181083Oral cavityOSCCpeptidyl-tyrosine phosphorylation177/7305375/187236.86e-043.83e-03177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0532320EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa05323110EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa0532318Oral cavityOSCCRheumatoid arthritis56/370493/84659.72e-042.76e-031.40e-0356
hsa0532319Oral cavityOSCCRheumatoid arthritis56/370493/84659.72e-042.76e-031.40e-0356
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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
IL11IL11R complexIL11_IL11RA_IL6STIL6HNSCCOSCC
IL11IL11R complexIL11_IL11RA_IL6STIL6HNSCCPrecancer
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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
IL11SNVMissense_Mutationrs748079395c.202N>Ap.Gly68Argp.G68RP20809protein_codingdeleterious(0.03)probably_damaging(1)TCGA-A7-A4SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
IL11SNVMissense_Mutationc.17G>Cp.Arg6Prop.R6PP20809protein_codingtolerated(0.26)benign(0.155)TCGA-D8-A27F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
IL11SNVMissense_Mutationc.257G>Ap.Gly86Glup.G86EP20809protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IL11SNVMissense_Mutationnovelc.104C>Ap.Pro35Hisp.P35HP20809protein_codingdeleterious(0)possibly_damaging(0.75)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
IL11SNVMissense_Mutationc.125C>Tp.Thr42Ilep.T42IP20809protein_codingtolerated(0.62)benign(0.057)TCGA-D5-5541-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycalciumSD
IL11SNVMissense_Mutationrs748079395c.202N>Ap.Gly68Argp.G68RP20809protein_codingdeleterious(0.03)probably_damaging(1)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL11SNVMissense_Mutationrs201003688c.565N>Ap.Val189Metp.V189MP20809protein_codingdeleterious(0.04)probably_damaging(0.953)TCGA-T9-A92H-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IL11insertionFrame_Shift_Insrs768878885c.540_541insGp.Leu181AlafsTer6p.L181Afs*6P20809protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL11insertionFrame_Shift_Insnovelc.86_87insCp.Arg30SerfsTer38p.R30Sfs*38P20809protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL11deletionFrame_Shift_Delc.509delNp.Gly170AlafsTer14p.G170Afs*14P20809protein_codingTCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORALENDRONATEALENDRONIC ACID12522661
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORAZACYTIDINEAZACITIDINE12543079
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTOR5-FLUOROURACILFLUOROURACIL1832057
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORANTISENSE OLIGONUCLEOTIDES8427997
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORescitalopramESCITALOPRAM23142150
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORBFGF12063288
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTOR5-FUFLUOROURACIL7691257
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORETIDRONATEETIDRONIC ACID12522661
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORcitalopramCITALOPRAM25916525
3589IL11DRUGGABLE GENOME, KINASE, GROWTH FACTORVM-501
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