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: RPS6KA6

Gene summary for RPS6KA6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS6KA6

Gene ID

27330

Gene nameribosomal protein S6 kinase A6
Gene AliasPP90RSK4
CytomapXq21.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9UK32


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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
27330RPS6KA6HCC1HumanLiverHCC2.79e-182.07e+000.5336
27330RPS6KA6HCC2HumanLiverHCC1.22e-252.06e+000.5341
27330RPS6KA6HCC5HumanLiverHCC1.26e-412.03e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:007233122LiverHCCsignal transduction by p53 class mediator108/7958163/187237.14e-102.23e-08108
GO:00427702LiverHCCsignal transduction in response to DNA damage103/7958172/187233.05e-064.04e-05103
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:003033021LiverHCCDNA damage response, signal transduction by p53 class mediator46/795872/187232.02e-041.56e-0346
GO:00434097LiverHCCnegative regulation of MAPK cascade98/7958180/187237.88e-044.74e-0398
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0513542LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0493131LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0513552LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
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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
RPS6KA6SNVMissense_Mutationc.196N>Ap.Glu66Lysp.E66KQ9UK32protein_codingdeleterious(0.01)benign(0.082)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
RPS6KA6SNVMissense_Mutationnovelc.355C>Tp.Arg119Trpp.R119WQ9UK32protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KA6SNVMissense_Mutationrs771160466c.1183N>Gp.Ile395Valp.I395VQ9UK32protein_codingtolerated(0.32)benign(0)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
RPS6KA6SNVMissense_Mutationnovelc.2197N>Ap.Gln733Lysp.Q733KQ9UK32protein_codingtolerated(0.44)benign(0.023)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RPS6KA6SNVMissense_Mutationc.2028N>Tp.Gln676Hisp.Q676HQ9UK32protein_codingdeleterious(0.02)possibly_damaging(0.838)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
RPS6KA6SNVMissense_Mutationc.629G>Ap.Gly210Glup.G210EQ9UK32protein_codingdeleterious(0)probably_damaging(0.997)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
RPS6KA6SNVMissense_Mutationnovelc.1993N>Tp.His665Tyrp.H665YQ9UK32protein_codingtolerated(0.13)benign(0.191)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
RPS6KA6SNVMissense_Mutationc.2042C>Tp.Ser681Leup.S681LQ9UK32protein_codingdeleterious(0.01)benign(0.102)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RPS6KA6SNVMissense_Mutationc.895N>Ap.Glu299Lysp.E299KQ9UK32protein_codingdeleterious(0.04)possibly_damaging(0.542)TCGA-EK-A3GN-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RPS6KA6SNVMissense_Mutationc.1958N>Tp.Ser653Leup.S653LQ9UK32protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-LP-A4AU-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
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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
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEinhibitor249565632AT-9283
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEinhibitor249565718CHEMBL573107
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEUS10081632, Compound 25
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMECEP-1347CEP-134724044867
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEinhibitor404859044
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEBI-D1870CHEMBL573107
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEinhibitor249565819
27330RPS6KA6DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMECID 138805970
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