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: 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


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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
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
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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.

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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:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:00307051ColorectumSERcytoskeleton-dependent intracellular transport44/2897195/187235.53e-034.09e-0244
GO:001081015EndometriumAEHregulation of cell-substrate adhesion64/2100221/187233.85e-139.62e-1164
GO:002260415EndometriumAEHregulation of cell morphogenesis79/2100309/187231.04e-122.24e-1079
GO:00315899EndometriumAEHcell-substrate adhesion87/2100363/187233.51e-125.70e-1087
GO:190002410EndometriumAEHregulation of substrate adhesion-dependent cell spreading27/210057/187239.07e-121.43e-0927
GO:004578516EndometriumAEHpositive regulation of cell adhesion96/2100437/187235.50e-117.18e-0996
GO:003297016EndometriumAEHregulation of actin filament-based process89/2100397/187239.14e-111.10e-0889
GO:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:190002610EndometriumAEHpositive regulation of substrate adhesion-dependent cell spreading20/210041/187232.36e-091.89e-0720
GO:001081116EndometriumAEHpositive regulation of cell-substrate adhesion38/2100123/187233.08e-092.26e-0738
GO:003295616EndometriumAEHregulation of actin cytoskeleton organization77/2100358/187231.18e-087.76e-0777
GO:000716310EndometriumAEHestablishment or maintenance of cell polarity54/2100218/187231.30e-088.47e-0754
GO:001076910EndometriumAEHregulation of cell morphogenesis involved in differentiation31/210096/187232.70e-081.56e-0631
GO:00301118EndometriumAEHregulation of Wnt signaling pathway71/2100328/187233.31e-081.87e-0671
GO:00019529EndometriumAEHregulation of cell-matrix adhesion37/2100128/187233.58e-081.99e-0637
GO:003444610EndometriumAEHsubstrate adhesion-dependent cell spreading33/2100108/187234.45e-082.43e-0633
GO:00160499EndometriumAEHcell growth93/2100482/187231.00e-074.99e-0693
GO:003253510EndometriumAEHregulation of cellular component size78/2100383/187231.10e-075.29e-0678
GO:00072296EndometriumAEHintegrin-mediated signaling pathway32/2100107/187231.24e-075.80e-0632
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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
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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
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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
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
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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
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
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