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: RPS6KA2

Gene summary for RPS6KA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS6KA2

Gene ID

6196

Gene nameribosomal protein S6 kinase A2
Gene AliasHU-2
Cytomap6q27
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q15349


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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
6196RPS6KA2AEH-subject1HumanEndometriumAEH4.89e-083.73e-01-0.3059
6196RPS6KA2AEH-subject2HumanEndometriumAEH1.43e-144.59e-01-0.2525
6196RPS6KA2AEH-subject3HumanEndometriumAEH1.17e-052.97e-01-0.2576
6196RPS6KA2AEH-subject4HumanEndometriumAEH3.17e-073.56e-01-0.2657
6196RPS6KA2AEH-subject5HumanEndometriumAEH8.46e-246.26e-01-0.2953
6196RPS6KA2EEC-subject1HumanEndometriumEEC1.21e-042.78e-01-0.2682
6196RPS6KA2EEC-subject2HumanEndometriumEEC4.30e-154.37e-01-0.2607
6196RPS6KA2EEC-subject4HumanEndometriumEEC2.45e-073.23e-01-0.2571
6196RPS6KA2EEC-subject5HumanEndometriumEEC5.74e-073.53e-01-0.249
6196RPS6KA2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.35e-043.27e-02-0.1917
6196RPS6KA2P2T-EHumanEsophagusESCC2.31e-081.13e-010.1177
6196RPS6KA2P8T-EHumanEsophagusESCC3.41e-042.46e-020.0889
6196RPS6KA2P10T-EHumanEsophagusESCC7.72e-142.71e-010.116
6196RPS6KA2P12T-EHumanEsophagusESCC2.63e-041.40e-010.1122
6196RPS6KA2P15T-EHumanEsophagusESCC5.08e-041.88e-010.1149
6196RPS6KA2P16T-EHumanEsophagusESCC1.34e-121.76e-010.1153
6196RPS6KA2P21T-EHumanEsophagusESCC1.72e-132.81e-010.1617
6196RPS6KA2P22T-EHumanEsophagusESCC8.68e-091.24e-010.1236
6196RPS6KA2P23T-EHumanEsophagusESCC3.54e-031.60e-010.108
6196RPS6KA2P26T-EHumanEsophagusESCC4.47e-091.29e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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:000974316EndometriumAEHresponse to carbohydrate62/2100253/187231.76e-091.51e-0762
GO:007132210EndometriumAEHcellular response to carbohydrate stimulus41/2100163/187234.55e-071.87e-0541
GO:001063910EndometriumAEHnegative regulation of organelle organization61/2100348/187232.65e-043.09e-0361
GO:00181058EndometriumAEHpeptidyl-serine phosphorylation50/2100315/187237.20e-034.13e-0250
GO:000974317EndometriumEECresponse to carbohydrate64/2168253/187238.81e-107.89e-0864
GO:007132214EndometriumEECcellular response to carbohydrate stimulus43/2168163/187231.39e-076.56e-0643
GO:001063915EndometriumEECnegative regulation of organelle organization64/2168348/187231.15e-041.55e-0364
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00517831EsophagusESCCregulation of nuclear division90/8552139/187234.30e-064.60e-0590
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:00517843EsophagusESCCnegative regulation of nuclear division41/855256/187232.64e-052.21e-0441
GO:0009743111EsophagusESCCresponse to carbohydrate135/8552253/187238.16e-032.89e-02135
GO:00181056LungIACpeptidyl-serine phosphorylation69/2061315/187231.48e-081.87e-0669
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471426EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa0472216EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa04714111EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa0472217EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa0471427EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0472222EndometriumEECNeurotrophin signaling pathway30/1237119/84651.54e-039.55e-037.12e-0330
hsa0471436EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0472232EndometriumEECNeurotrophin signaling pathway30/1237119/84651.54e-039.55e-037.12e-0330
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa05135111EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
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
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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
RPS6KA2SNVMissense_Mutationc.543C>Gp.Phe181Leup.F181Lprotein_codingdeleterious(0)probably_damaging(0.986)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RPS6KA2SNVMissense_Mutationc.1992C>Ap.Asp664Glup.D664Eprotein_codingtolerated(0.3)benign(0.033)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RPS6KA2SNVMissense_Mutationnovelc.550N>Ap.Glu184Lysp.E184Kprotein_codingdeleterious(0.03)benign(0.344)TCGA-B6-A0RQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KA2SNVMissense_Mutationrs751151339c.740N>Tp.Thr247Metp.T247Mprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0C3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
RPS6KA2SNVMissense_Mutationnovelc.1876T>Gp.Leu626Valp.L626Vprotein_codingdeleterious(0)benign(0.291)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RPS6KA2insertionFrame_Shift_Insnovelc.795_796insTCGCTGGTCCTTTGCCACTTGGGTCACTGp.Asp266SerfsTer89p.D266Sfs*89protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RPS6KA2insertionFrame_Shift_Insnovelc.1171_1172insTGATCTCACGTGGp.Ser391MetfsTer13p.S391Mfs*13protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RPS6KA2insertionFrame_Shift_Insnovelc.1555_1556insCTAGCCAACATGGTGAAACCCTGTCTCTACTAAAAATAACAp.Leu519ProfsTer54p.L519Pfs*54protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RPS6KA2deletionFrame_Shift_Delnovelc.993delNp.Ile331MetfsTer14p.I331Mfs*14protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RPS6KA2SNVMissense_Mutationrs759240466c.1016G>Ap.Arg339Hisp.R339Hprotein_codingdeleterious(0)benign(0.306)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
6196RPS6KA2TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEBI-D1870CHEMBL573107
6196RPS6KA2TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEinhibitor249565819
6196RPS6KA2TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEinhibitor249565718CHEMBL573107
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