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: GRK6

Gene summary for GRK6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRK6

Gene ID

2870

Gene nameG protein-coupled receptor kinase 6
Gene AliasGPRK6
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P43250


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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
2870GRK6LZE24THumanEsophagusESCC1.86e-091.57e-010.0596
2870GRK6P1T-EHumanEsophagusESCC3.38e-094.12e-010.0875
2870GRK6P2T-EHumanEsophagusESCC3.06e-173.06e-010.1177
2870GRK6P4T-EHumanEsophagusESCC3.44e-102.38e-010.1323
2870GRK6P5T-EHumanEsophagusESCC6.79e-163.93e-010.1327
2870GRK6P8T-EHumanEsophagusESCC7.81e-125.97e-020.0889
2870GRK6P10T-EHumanEsophagusESCC1.69e-033.52e-020.116
2870GRK6P11T-EHumanEsophagusESCC6.56e-041.73e-010.1426
2870GRK6P12T-EHumanEsophagusESCC3.12e-071.74e-010.1122
2870GRK6P15T-EHumanEsophagusESCC1.52e-029.38e-020.1149
2870GRK6P16T-EHumanEsophagusESCC2.04e-091.05e-010.1153
2870GRK6P17T-EHumanEsophagusESCC6.10e-052.03e-010.1278
2870GRK6P20T-EHumanEsophagusESCC1.11e-046.64e-020.1124
2870GRK6P21T-EHumanEsophagusESCC2.02e-091.93e-010.1617
2870GRK6P22T-EHumanEsophagusESCC5.52e-122.90e-010.1236
2870GRK6P23T-EHumanEsophagusESCC2.22e-153.47e-010.108
2870GRK6P24T-EHumanEsophagusESCC4.90e-103.00e-010.1287
2870GRK6P26T-EHumanEsophagusESCC6.46e-091.44e-010.1276
2870GRK6P27T-EHumanEsophagusESCC2.79e-071.59e-010.1055
2870GRK6P28T-EHumanEsophagusESCC4.70e-163.23e-010.1149
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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
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
∗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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:001605524SkincSCCWnt signaling pathway158/4864444/187233.80e-065.70e-05158
GO:019873824SkincSCCcell-cell signaling by wnt158/4864446/187235.08e-067.38e-05158
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
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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
GRK6SNVMissense_Mutationrs770999265c.1292G>Ap.Arg431Hisp.R431HP43250protein_codingdeleterious(0.01)possibly_damaging(0.766)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRK6SNVMissense_Mutationrs763068007c.692N>Tp.Ala231Valp.A231VP43250protein_codingtolerated(0.11)possibly_damaging(0.465)TCGA-BH-A18I-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
GRK6insertionFrame_Shift_Insnovelc.1252_1253insTGATGGGGCCTGTGCTCTCCTACTGGCCAAGGTCCCCCCAGGCp.Ser418LeufsTer46p.S418Lfs*46P43250protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
GRK6SNVMissense_Mutationrs777455959c.176G>Ap.Arg59Glnp.R59QP43250protein_codingtolerated(0.37)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRK6SNVMissense_Mutationrs867783337c.1522N>Tp.Pro508Serp.P508SP43250protein_codingtolerated(1)benign(0.012)TCGA-VS-A9UQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
GRK6SNVMissense_Mutationc.1282N>Ap.Pro428Thrp.P428TP43250protein_codingdeleterious(0.01)possibly_damaging(0.452)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GRK6SNVMissense_Mutationnovelc.1362G>Tp.Lys454Asnp.K454NP43250protein_codingdeleterious(0.01)benign(0.357)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GRK6SNVMissense_Mutationnovelc.931N>Ap.Asp311Asnp.D311NP43250protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GRK6SNVMissense_Mutationc.1622N>Ap.Gly541Aspp.G541DP43250protein_codingtolerated(0.57)benign(0.015)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GRK6SNVMissense_Mutationnovelc.1237T>Cp.Ser413Prop.S413PP43250protein_codingdeleterious(0.02)benign(0.35)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=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
2870GRK6ENZYME, DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASEinhibitor249565822BALANOL
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