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: GRK2

Gene summary for GRK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRK2

Gene ID

156

Gene nameG protein-coupled receptor kinase 2
Gene AliasADRBK1
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0002026

UniProtAcc

A0A0S2Z392


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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
156GRK2HTA11_3410_2000001011HumanColorectumAD1.33e-051.91e-010.0155
156GRK2HTA11_2487_2000001011HumanColorectumSER2.49e-053.73e-01-0.1808
156GRK2HTA11_1938_2000001011HumanColorectumAD5.80e-033.17e-01-0.0811
156GRK2HTA11_347_2000001011HumanColorectumAD4.50e-021.05e-01-0.1954
156GRK2HTA11_3361_2000001011HumanColorectumAD2.54e-022.37e-01-0.1207
156GRK2HTA11_83_2000001011HumanColorectumSER8.24e-032.49e-01-0.1526
156GRK2HTA11_696_2000001011HumanColorectumAD4.94e-112.98e-01-0.1464
156GRK2HTA11_866_2000001011HumanColorectumAD3.57e-031.56e-01-0.1001
156GRK2HTA11_1391_2000001011HumanColorectumAD1.10e-042.60e-01-0.059
156GRK2HTA11_10711_2000001011HumanColorectumAD7.13e-042.87e-010.0338
156GRK2HTA11_7696_3000711011HumanColorectumAD2.42e-103.28e-010.0674
156GRK2HTA11_6818_2000001021HumanColorectumAD1.99e-042.58e-010.0588
156GRK2HTA11_99999971662_82457HumanColorectumMSS1.96e-205.99e-010.3859
156GRK2HTA11_99999974143_84620HumanColorectumMSS1.74e-082.35e-010.3005
156GRK2HCC1HumanLiverHCC5.40e-031.92e+000.5336
156GRK2HCC2HumanLiverHCC5.24e-161.94e+000.5341
156GRK2HCC5HumanLiverHCC1.52e-041.66e+000.4932
156GRK2S014HumanLiverHCC1.31e-226.51e-010.2254
156GRK2S015HumanLiverHCC3.32e-185.70e-010.2375
156GRK2S016HumanLiverHCC6.76e-216.25e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0019079ColorectumADviral genome replication51/3918131/187231.83e-065.51e-0551
GO:0052126ColorectumADmovement in host environment63/3918175/187232.85e-068.11e-0563
GO:0046718ColorectumADviral entry into host cell51/3918144/187233.99e-057.16e-0451
GO:0006898ColorectumADreceptor-mediated endocytosis76/3918244/187231.07e-041.59e-0376
GO:0044409ColorectumADentry into host51/3918151/187231.60e-042.21e-0351
GO:0051047ColorectumADpositive regulation of secretion90/3918310/187234.11e-044.66e-0390
GO:1903532ColorectumADpositive regulation of secretion by cell82/3918282/187236.85e-047.00e-0382
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
GO:0018210ColorectumADpeptidyl-threonine modification40/3918125/187232.44e-031.88e-0240
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
GO:0018107ColorectumADpeptidyl-threonine phosphorylation37/3918116/187233.68e-032.61e-0237
GO:0031623ColorectumADreceptor internalization35/3918113/187237.72e-034.66e-0235
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00190581ColorectumSERviral life cycle87/2897317/187232.82e-081.94e-0687
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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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
GRK2SNVMissense_Mutationnovelc.2029A>Gp.Lys677Glup.K677EP25098protein_codingdeleterious_low_confidence(0.03)benign(0.15)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GRK2SNVMissense_Mutationnovelc.1055G>Ap.Gly352Aspp.G352DP25098protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GRK2SNVMissense_Mutationc.517N>Tp.Arg173Trpp.R173WP25098protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GRK2SNVMissense_Mutationc.1354T>Cp.Phe452Leup.F452LP25098protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GRK2SNVMissense_Mutationc.1247C>Gp.Ser416Cysp.S416CP25098protein_codingtolerated(0.05)benign(0.014)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
GRK2SNVMissense_Mutationrs761003605c.1217N>Tp.Thr406Metp.T406MP25098protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A1RB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexateSD
GRK2SNVMissense_Mutationnovelc.1117N>Ap.Asp373Asnp.D373NP25098protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRK2SNVMissense_Mutationnovelc.1444N>Ap.Ala482Thrp.A482TP25098protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRK2SNVMissense_Mutationrs764931970c.1978N>Tp.Arg660Trpp.R660WP25098protein_codingdeleterious(0)possibly_damaging(0.722)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRK2SNVMissense_Mutationrs762912207c.473N>Ap.Arg158Glnp.R158QP25098protein_codingtolerated(0.07)benign(0.225)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEUS9493490, L
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEinhibitor405560387
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEinhibitor249565822BALANOL
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEUS9493490, E
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEUS9493490, C
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEinhibitor249565823
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEBDBM50173306
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEinhibitor252166647
156GRK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, G PROTEIN COUPLED RECEPTOR, ENZYMEUS9493490, D
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