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: ILK

Gene summary for ILK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ILK

Gene ID

3611

Gene nameintegrin linked kinase
Gene AliasHEL-S-28
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q13418


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
3611ILKAEH-subject1HumanEndometriumAEH1.59e-04-2.30e-01-0.3059
3611ILKAEH-subject2HumanEndometriumAEH7.86e-03-1.64e-01-0.2525
3611ILKAEH-subject3HumanEndometriumAEH9.40e-03-1.91e-01-0.2576
3611ILKAEH-subject4HumanEndometriumAEH1.91e-02-2.08e-01-0.2657
3611ILKAEH-subject5HumanEndometriumAEH1.39e-05-2.51e-01-0.2953
3611ILKEEC-subject1HumanEndometriumEEC6.72e-08-2.41e-01-0.2682
3611ILKEEC-subject2HumanEndometriumEEC9.21e-04-1.99e-01-0.2607
3611ILKEEC-subject3HumanEndometriumEEC1.47e-17-3.49e-01-0.2525
3611ILKEEC-subject4HumanEndometriumEEC1.98e-05-3.05e-01-0.2571
3611ILKEEC-subject5HumanEndometriumEEC8.62e-06-3.03e-01-0.249
3611ILKGSM5276934HumanEndometriumEEC3.13e-04-2.77e-01-0.0913
3611ILKGSM5276935HumanEndometriumEEC4.62e-02-2.27e-01-0.123
3611ILKGSM5276937HumanEndometriumEEC7.46e-03-2.84e-01-0.0897
3611ILKGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.17e-21-1.63e-01-0.1869
3611ILKGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.43e-22-3.49e-01-0.1875
3611ILKGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC9.11e-24-3.54e-01-0.1883
3611ILKGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.13e-26-2.48e-01-0.1934
3611ILKGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC8.45e-35-2.45e-01-0.1917
3611ILKGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.89e-31-3.10e-01-0.1916
3611ILKGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.18e-02-1.13e-01-0.1269
Page: 1 2 3 4 5 6 7 8 

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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00380615EsophagusESCCNIK/NF-kappaB signaling81/8552143/187235.33e-032.00e-0281
GO:00451978EsophagusESCCestablishment or maintenance of epithelial cell apical/basal polarity29/855244/187235.41e-032.02e-0229
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
GO:00017639EsophagusESCCmorphogenesis of a branching structure106/8552196/187231.08e-023.66e-02106
GO:004592717EsophagusESCCpositive regulation of growth137/8552259/187231.13e-023.80e-02137
GO:002260412LiverCirrhoticregulation of cell morphogenesis127/4634309/187231.45e-107.44e-09127
GO:007099712LiverCirrhoticneuron death141/4634361/187239.56e-104.38e-08141
GO:003297012LiverCirrhoticregulation of actin filament-based process152/4634397/187231.12e-095.00e-08152
GO:003295612LiverCirrhoticregulation of actin cytoskeleton organization136/4634358/187231.47e-085.49e-07136
GO:004206012LiverCirrhoticwound healing155/4634422/187232.12e-087.56e-07155
GO:19012147LiverCirrhoticregulation of neuron death122/4634319/187235.17e-081.62e-06122
GO:001081012LiverCirrhoticregulation of cell-substrate adhesion88/4634221/187234.89e-071.10e-0588
GO:004593612LiverCirrhoticnegative regulation of phosphate metabolic process154/4634441/187238.78e-071.83e-05154
GO:001056312LiverCirrhoticnegative regulation of phosphorus metabolic process154/4634442/187231.02e-062.11e-05154
GO:190002412LiverCirrhoticregulation of substrate adhesion-dependent cell spreading31/463457/187231.55e-063.02e-0531
GO:003253512LiverCirrhoticregulation of cellular component size135/4634383/187232.32e-064.26e-05135
GO:004232612LiverCirrhoticnegative regulation of phosphorylation135/4634385/187233.17e-065.58e-05135
GO:003158912LiverCirrhoticcell-substrate adhesion128/4634363/187234.10e-066.90e-05128
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513126EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa0510026EndometriumAEHBacterial invasion of epithelial cells32/119777/84653.28e-095.91e-084.33e-0832
hsa0451015EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa0521314EndometriumAEHEndometrial cancer18/119758/84657.42e-045.03e-033.68e-0318
hsa0436010EndometriumAEHAxon guidance39/1197182/84654.47e-032.46e-021.80e-0239
hsa05131111EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa05100111EndometriumAEHBacterial invasion of epithelial cells32/119777/84653.28e-095.91e-084.33e-0832
hsa0451016EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa0521315EndometriumAEHEndometrial cancer18/119758/84657.42e-045.03e-033.68e-0318
hsa0436013EndometriumAEHAxon guidance39/1197182/84654.47e-032.46e-021.80e-0239
hsa0513127EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0510027EndometriumEECBacterial invasion of epithelial cells30/123777/84651.26e-071.88e-061.40e-0630
hsa0451024EndometriumEECFocal adhesion58/1237203/84651.61e-072.30e-061.71e-0658
hsa0521323EndometriumEECEndometrial cancer17/123758/84652.97e-031.71e-021.28e-0217
hsa0436022EndometriumEECAxon guidance39/1237182/84657.78e-033.66e-022.73e-0239
hsa0513136EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0510036EndometriumEECBacterial invasion of epithelial cells30/123777/84651.26e-071.88e-061.40e-0630
hsa0451034EndometriumEECFocal adhesion58/1237203/84651.61e-072.30e-061.71e-0658
hsa0521333EndometriumEECEndometrial cancer17/123758/84652.97e-031.71e-021.28e-0217
hsa0436032EndometriumEECAxon guidance39/1237182/84657.78e-033.66e-022.73e-0239
Page: 1 2 3 4 5 

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
ILKSNVMissense_Mutationc.903N>Ap.Met301Ilep.M301IQ13418protein_codingtolerated(1)benign(0)TCGA-A2-A0YL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ILKSNVMissense_Mutationc.1096G>Ap.Glu366Lysp.E366KQ13418protein_codingtolerated(0.14)benign(0.066)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ILKSNVMissense_Mutationnovelc.205N>Cp.Thr69Prop.T69PQ13418protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ILKSNVMissense_Mutationnovelc.205N>Cp.Thr69Prop.T69PQ13418protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
ILKSNVMissense_Mutationnovelc.205N>Cp.Thr69Prop.T69PQ13418protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ILKSNVMissense_Mutationrs752302392c.62N>Gp.Asp21Glyp.D21GQ13418protein_codingdeleterious(0.01)probably_damaging(0.958)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ILKSNVMissense_Mutationc.539N>Cp.Gly180Alap.G180AQ13418protein_codingtolerated(1)benign(0.003)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ILKSNVMissense_Mutationnovelc.205N>Cp.Thr69Prop.T69PQ13418protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ILKSNVMissense_Mutationnovelc.606T>Gp.Asn202Lysp.N202KQ13418protein_codingtolerated(0.11)benign(0.212)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
ILKSNVMissense_Mutationrs752932911c.239N>Ap.Arg80Hisp.R80HQ13418protein_codingtolerated(0.49)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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
3611ILKSERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYMEUS8754233, (4-Benzothiazol-2-yl-1H-pyrazol-3-yl)-[2-(1H-imidazol-4-yl)-ethyl]-amine
3611ILKSERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYMEUS8754233, 4-(5-Fluoro-6-methoxy-benzothiazol-2-yl)-5-(2-fluoro-phenyl)-2H-pyrazol-3-ylamine
3611ILKSERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYMEinhibitor249565796
3611ILKSERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYMEUS8754233, 2-(3-Amino-1H-pyrazol-4-yl)-5-fluoro-benzothiazole-6-sulfonic acid amide
Page: 1