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: RPS6KA3

Gene summary for RPS6KA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS6KA3

Gene ID

6197

Gene nameribosomal protein S6 kinase A3
Gene AliasCLS
CytomapXp22.12
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P51812


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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
6197RPS6KA3HTA11_3410_2000001011HumanColorectumAD1.18e-25-6.88e-010.0155
6197RPS6KA3HTA11_347_2000001011HumanColorectumAD9.77e-065.19e-01-0.1954
6197RPS6KA3HTA11_3361_2000001011HumanColorectumAD2.43e-03-5.37e-01-0.1207
6197RPS6KA3HTA11_696_2000001011HumanColorectumAD3.21e-06-2.62e-01-0.1464
6197RPS6KA3HTA11_5212_2000001011HumanColorectumAD1.33e-02-5.24e-01-0.2061
6197RPS6KA3HTA11_866_3004761011HumanColorectumAD5.09e-09-5.90e-010.096
6197RPS6KA3HTA11_8622_2000001021HumanColorectumSER4.02e-04-6.92e-010.0528
6197RPS6KA3HTA11_10711_2000001011HumanColorectumAD4.73e-02-4.79e-010.0338
6197RPS6KA3HTA11_7696_3000711011HumanColorectumAD1.18e-17-5.76e-010.0674
6197RPS6KA3HTA11_99999970781_79442HumanColorectumMSS6.79e-12-4.94e-010.294
6197RPS6KA3HTA11_99999965104_69814HumanColorectumMSS1.07e-035.34e-010.281
6197RPS6KA3HTA11_99999971662_82457HumanColorectumMSS9.17e-19-5.73e-010.3859
6197RPS6KA3HTA11_99999974143_84620HumanColorectumMSS2.48e-18-5.56e-010.3005
6197RPS6KA3F007HumanColorectumFAP1.10e-10-6.19e-010.1176
6197RPS6KA3A001-C-207HumanColorectumFAP2.03e-07-4.51e-010.1278
6197RPS6KA3A015-C-203HumanColorectumFAP5.71e-37-6.74e-01-0.1294
6197RPS6KA3A015-C-204HumanColorectumFAP2.05e-15-5.86e-01-0.0228
6197RPS6KA3A014-C-040HumanColorectumFAP2.47e-08-5.72e-01-0.1184
6197RPS6KA3A002-C-201HumanColorectumFAP5.95e-18-4.67e-010.0324
6197RPS6KA3A002-C-203HumanColorectumFAP1.85e-04-2.93e-010.2786
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0043281ColorectumADregulation of cysteine-type endopeptidase activity involved in apoptotic process72/3918209/187233.70e-061.03e-0472
GO:2000116ColorectumADregulation of cysteine-type endopeptidase activity79/3918235/187233.74e-061.03e-0479
GO:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
GO:0052548ColorectumADregulation of endopeptidase activity124/3918432/187236.58e-051.07e-03124
GO:0043620ColorectumADregulation of DNA-templated transcription in response to stress23/391853/187231.86e-042.49e-0323
GO:0043154ColorectumADnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process30/391878/187232.95e-043.59e-0330
GO:0030307ColorectumADpositive regulation of cell growth54/3918166/187233.08e-043.69e-0354
GO:0045927ColorectumADpositive regulation of growth77/3918259/187234.82e-045.27e-0377
GO:2000117ColorectumADnegative regulation of cysteine-type endopeptidase activity31/391886/187238.67e-048.45e-0331
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00458611ColorectumSERnegative regulation of proteolysis88/2897351/187231.74e-067.50e-0588
GO:00525481ColorectumSERregulation of endopeptidase activity103/2897432/187232.86e-061.16e-04103
GO:00432811ColorectumSERregulation of cysteine-type endopeptidase activity involved in apoptotic process57/2897209/187238.08e-062.74e-0457
GO:20001161ColorectumSERregulation of cysteine-type endopeptidase activity62/2897235/187231.05e-053.39e-0462
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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
hsa0472210LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
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
hsa0472211LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0472212LungIACNeurotrophin signaling pathway29/1053119/84652.34e-042.54e-031.68e-0329
hsa0513514LungIACYersinia infection32/1053137/84652.63e-042.76e-031.83e-0332
hsa0471416LungIACThermogenesis46/1053232/84657.85e-046.38e-034.23e-0346
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0472213LungIACNeurotrophin signaling pathway29/1053119/84652.34e-042.54e-031.68e-0329
hsa0513515LungIACYersinia infection32/1053137/84652.63e-042.76e-031.83e-0332
hsa0471417LungIACThermogenesis46/1053232/84657.85e-046.38e-034.23e-0346
hsa0401021LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0513523LungAISYersinia infection30/961137/84652.70e-042.92e-031.87e-0330
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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
RPS6KA3SNVMissense_Mutationc.355N>Tp.Arg119Cysp.R119CP51812protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RPS6KA3SNVMissense_Mutationc.2038G>Ap.Val680Ilep.V680IP51812protein_codingtolerated(0.24)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KA3SNVMissense_Mutationnovelc.1399C>Ap.Leu467Ilep.L467IP51812protein_codingdeleterious(0.01)probably_damaging(0.94)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KA3SNVMissense_Mutationrs779360754c.1579G>Ap.Val527Ilep.V527IP51812protein_codingtolerated(0.07)benign(0.045)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RPS6KA3SNVMissense_Mutationnovelc.909N>Gp.Phe303Leup.F303LP51812protein_codingtolerated(0.51)benign(0.096)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
RPS6KA3SNVMissense_Mutationc.472C>Tp.Arg158Cysp.R158CP51812protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
RPS6KA3SNVMissense_Mutationc.332A>Gp.Asp111Glyp.D111GP51812protein_codingdeleterious(0)benign(0.432)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KA3insertionNonsense_Mutationnovelc.2063_2064insGTTGTGGp.Tyr688Terp.Y688*P51812protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
RPS6KA3SNVMissense_Mutationnovelc.1377N>Ap.Asp459Glup.D459EP51812protein_codingdeleterious(0.03)benign(0.13)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPS6KA3SNVMissense_Mutationnovelc.1171N>Gp.Thr391Alap.T391AP51812protein_codingtolerated(0.85)benign(0)TCGA-C5-A901-01Cervixcervical & 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
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORinhibitor249565819
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORGNF-PF-2301CHEMBL578061
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORGM-CSFREGRAMOSTIM8662788
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORLAUROGUADINELAUROGUADINE
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORinhibitor249565718CHEMBL573107
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORSP-600125SP-600125
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORPHA-767491CHEMBL225519
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORGS 6201GS 6201
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORLY-2090314LY-2090314
6197RPS6KA3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASE, TRANSCRIPTION FACTORUREAUREA9458825
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