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: RPS6KA4

Gene summary for RPS6KA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS6KA4

Gene ID

8986

Gene nameribosomal protein S6 kinase A4
Gene AliasMSK2
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

O75676


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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
8986RPS6KA4LZE7THumanEsophagusESCC5.25e-031.71e-010.0667
8986RPS6KA4LZE22THumanEsophagusESCC2.09e-032.93e-010.068
8986RPS6KA4LZE24THumanEsophagusESCC3.23e-165.24e-010.0596
8986RPS6KA4P1T-EHumanEsophagusESCC1.65e-042.35e-010.0875
8986RPS6KA4P2T-EHumanEsophagusESCC1.20e-091.91e-010.1177
8986RPS6KA4P4T-EHumanEsophagusESCC4.47e-183.61e-010.1323
8986RPS6KA4P5T-EHumanEsophagusESCC1.53e-173.85e-010.1327
8986RPS6KA4P8T-EHumanEsophagusESCC1.45e-132.53e-010.0889
8986RPS6KA4P9T-EHumanEsophagusESCC6.14e-101.85e-010.1131
8986RPS6KA4P10T-EHumanEsophagusESCC9.86e-151.79e-010.116
8986RPS6KA4P11T-EHumanEsophagusESCC1.03e-135.65e-010.1426
8986RPS6KA4P12T-EHumanEsophagusESCC2.61e-173.88e-010.1122
8986RPS6KA4P15T-EHumanEsophagusESCC3.88e-061.38e-010.1149
8986RPS6KA4P16T-EHumanEsophagusESCC4.59e-119.64e-020.1153
8986RPS6KA4P17T-EHumanEsophagusESCC2.46e-144.79e-010.1278
8986RPS6KA4P19T-EHumanEsophagusESCC2.98e-075.55e-010.1662
8986RPS6KA4P20T-EHumanEsophagusESCC9.31e-122.37e-010.1124
8986RPS6KA4P21T-EHumanEsophagusESCC2.30e-439.35e-010.1617
8986RPS6KA4P22T-EHumanEsophagusESCC4.83e-071.39e-010.1236
8986RPS6KA4P23T-EHumanEsophagusESCC1.80e-123.01e-010.108
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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
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:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
GO:00310567Oral cavityOSCCregulation of histone modification94/7305152/187239.57e-091.99e-0794
GO:00310582Oral cavityOSCCpositive regulation of histone modification60/730592/187233.17e-074.79e-0660
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:20007563Oral cavityOSCCregulation of peptidyl-lysine acetylation43/730563/187232.43e-063.06e-0543
GO:19019834Oral cavityOSCCregulation of protein acetylation49/730577/187231.05e-051.10e-0449
GO:00510917Oral cavityOSCCpositive regulation of DNA-binding transcription factor activity134/7305260/187232.52e-052.35e-04134
GO:00350652Oral cavityOSCCregulation of histone acetylation36/730554/187233.55e-053.17e-0436
GO:00510925Oral cavityOSCCpositive regulation of NF-kappaB transcription factor activity82/7305152/187231.28e-049.13e-0482
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:00705556Oral cavityOSCCresponse to interleukin-173/7305143/187232.23e-031.00e-0273
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa046689Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0466816Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0466822Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
hsa0466832Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
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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
RPS6KA4SNVMissense_Mutationnovelc.2132N>Tp.Arg711Leup.R711LO75676protein_codingtolerated(0.19)benign(0.009)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RPS6KA4SNVMissense_Mutationnovelc.2134N>Tp.Gly712Cysp.G712CO75676protein_codingtolerated(0.21)benign(0.014)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RPS6KA4SNVMissense_Mutationnovelc.939N>Tp.Lys313Asnp.K313NO75676protein_codingdeleterious(0.03)benign(0.029)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KA4SNVMissense_Mutationc.1540G>Ap.Val514Metp.V514MO75676protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
RPS6KA4SNVMissense_Mutationc.1285N>Tp.Arg429Cysp.R429CO75676protein_codingtolerated(0.08)possibly_damaging(0.849)TCGA-D8-A1Y2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RPS6KA4SNVMissense_Mutationnovelc.1225N>Ap.Glu409Lysp.E409KO75676protein_codingtolerated(0.11)benign(0.14)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPS6KA4SNVMissense_Mutationnovelc.2273C>Tp.Ser758Phep.S758FO75676protein_codingdeleterious_low_confidence(0.02)benign(0.063)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
RPS6KA4SNVMissense_Mutationnovelc.1325N>Cp.Leu442Prop.L442PO75676protein_codingdeleterious(0)probably_damaging(0.934)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
RPS6KA4SNVMissense_Mutationc.1789G>Ap.Val597Ilep.V597IO75676protein_codingtolerated(0.12)probably_damaging(0.988)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KA4SNVMissense_Mutationnovelc.481N>Tp.Asp161Tyrp.D161YO75676protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
8986RPS6KA4SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLE, ENZYMEinhibitorHESPERADINHESPERADIN19035792
8986RPS6KA4SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLE, ENZYMEinhibitor252827421
8986RPS6KA4SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLE, ENZYMELINIFANIBLINIFANIB
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