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: RPS6KA1

Gene summary for RPS6KA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS6KA1

Gene ID

6195

Gene nameribosomal protein S6 kinase A1
Gene AliasHU-1
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q15418


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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
6195RPS6KA1HTA11_2487_2000001011HumanColorectumSER4.60e-034.38e-01-0.1808
6195RPS6KA1HTA11_347_2000001011HumanColorectumAD2.67e-124.34e-01-0.1954
6195RPS6KA1HTA11_2112_2000001011HumanColorectumSER4.54e-058.47e-01-0.2196
6195RPS6KA1HTA11_3361_2000001011HumanColorectumAD3.20e-034.04e-01-0.1207
6195RPS6KA1HTA11_83_2000001011HumanColorectumSER9.79e-043.31e-01-0.1526
6195RPS6KA1HTA11_696_2000001011HumanColorectumAD2.41e-044.25e-01-0.1464
6195RPS6KA1HTA11_866_2000001011HumanColorectumAD2.96e-043.66e-01-0.1001
6195RPS6KA1HTA11_1391_2000001011HumanColorectumAD2.42e-076.00e-01-0.059
6195RPS6KA1HTA11_2992_2000001011HumanColorectumSER4.97e-024.67e-01-0.1706
6195RPS6KA1A015-C-203HumanColorectumFAP8.53e-07-4.26e-02-0.1294
6195RPS6KA1A001-C-108HumanColorectumFAP7.06e-03-8.09e-02-0.0272
6195RPS6KA1A002-C-205HumanColorectumFAP4.50e-04-1.97e-01-0.1236
6195RPS6KA1A015-C-104HumanColorectumFAP8.30e-08-6.52e-02-0.1899
6195RPS6KA1A001-C-014HumanColorectumFAP6.85e-03-8.23e-020.0135
6195RPS6KA1A002-C-016HumanColorectumFAP6.74e-06-1.31e-010.0521
6195RPS6KA1A002-C-116HumanColorectumFAP3.21e-09-1.99e-01-0.0452
6195RPS6KA1A018-E-020HumanColorectumFAP8.93e-03-4.09e-02-0.2034
6195RPS6KA1F034HumanColorectumFAP6.15e-05-1.31e-01-0.0665
6195RPS6KA1CRC-1-8810HumanColorectumCRC1.74e-04-1.95e-010.6257
6195RPS6KA1CRC-3-11773HumanColorectumCRC4.34e-04-9.93e-020.2564
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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
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
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:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
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:0022612ColorectumADgland morphogenesis42/3918118/187231.62e-042.23e-0342
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:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa051352ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa047222ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa047202ColorectumSERLong-term potentiation21/158067/84658.52e-034.26e-023.09e-0221
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa051353ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa047223ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa047203ColorectumSERLong-term potentiation21/158067/84658.52e-034.26e-023.09e-0221
hsa047148ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa051356ColorectumFAPYersinia infection43/1404137/84651.21e-051.62e-049.86e-0543
hsa047226ColorectumFAPNeurotrophin signaling pathway38/1404119/84652.49e-052.78e-041.69e-0438
hsa049312ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa04010ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa047206ColorectumFAPLong-term potentiation20/140467/84654.82e-031.91e-021.16e-0220
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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
RPS6KA1SNVMissense_Mutationnovelc.107G>Tp.Gly36Valp.G36VQ15418protein_codingtolerated(0.19)benign(0.015)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RPS6KA1SNVMissense_Mutationnovelc.732C>Ap.Asn244Lysp.N244KQ15418protein_codingtolerated(0.11)benign(0.113)TCGA-A8-A082-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RPS6KA1SNVMissense_Mutationrs768720668c.1195N>Ap.Asp399Asnp.D399NQ15418protein_codingtolerated(0.34)benign(0.001)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
RPS6KA1SNVMissense_Mutationc.908N>Ap.Arg303Glnp.R303QQ15418protein_codingtolerated(0.17)benign(0.179)TCGA-EW-A1IY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
RPS6KA1SNVMissense_Mutationrs766116930c.1397N>Tp.Ser466Leup.S466LQ15418protein_codingdeleterious(0.01)benign(0.199)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
RPS6KA1insertionFrame_Shift_Insnovelc.988_989insGTTTCp.Tyr330CysfsTer68p.Y330Cfs*68Q15418protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
RPS6KA1insertionNonsense_Mutationnovelc.989_990insGGGCGAAGCTAGGCATGCCCCAGTTTp.Tyr330Terp.Y330*Q15418protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
RPS6KA1SNVMissense_Mutationnovelc.154G>Ap.Glu52Lysp.E52KQ15418protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPS6KA1SNVMissense_Mutationrs779751417c.1207N>Tp.Arg403Cysp.R403CQ15418protein_codingtolerated(0.06)benign(0)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RPS6KA1SNVMissense_Mutationnovelc.1016N>Gp.Tyr339Cysp.Y339CQ15418protein_codingtolerated(0.06)benign(0.054)TCGA-AA-3950-01Colorectumcolon 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
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR1,6-diazanaphthalenes and pyrido[2,3-d] pyrimidine derivative 1
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitor385612197
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR1,6-diazanaphthalenes and pyrido[2,3-d] pyrimidine derivative 2
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitor249565718CHEMBL573107
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitor178101606DORSOMORPHIN
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitor249565843
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitorHESPERADINHESPERADIN19035792
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORPyrrolo[2,3-d]pyrimidine derivative 2
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORBI-D1870CHEMBL573107
6195RPS6KA1SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTORPyrrolo[2,3-d]pyrimidine derivative 1
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