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: RPS6KB1

Gene summary for RPS6KB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS6KB1

Gene ID

6198

Gene nameribosomal protein S6 kinase B1
Gene AliasPS6K
Cytomap17q23.1
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

P23443


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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
6198RPS6KB1AEH-subject5HumanEndometriumAEH9.48e-063.34e-01-0.2953
6198RPS6KB1EEC-subject4HumanEndometriumEEC6.76e-034.58e-02-0.2571
6198RPS6KB1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.20e-04-2.04e-02-0.1869
6198RPS6KB1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.91e-02-8.43e-02-0.1883
6198RPS6KB1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.25e-04-4.91e-02-0.1934
6198RPS6KB1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.48e-06-4.91e-02-0.1917
6198RPS6KB1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.83e-05-9.56e-02-0.1916
6198RPS6KB1LZE4THumanEsophagusESCC3.07e-091.61e-010.0811
6198RPS6KB1LZE5THumanEsophagusESCC1.16e-031.98e-010.0514
6198RPS6KB1LZE7THumanEsophagusESCC4.13e-041.21e-010.0667
6198RPS6KB1LZE20THumanEsophagusESCC1.26e-023.21e-020.0662
6198RPS6KB1LZE22THumanEsophagusESCC9.28e-031.70e-010.068
6198RPS6KB1LZE24THumanEsophagusESCC1.09e-125.29e-010.0596
6198RPS6KB1P1T-EHumanEsophagusESCC2.17e-103.05e-010.0875
6198RPS6KB1P2T-EHumanEsophagusESCC1.21e-222.73e-010.1177
6198RPS6KB1P4T-EHumanEsophagusESCC3.38e-111.44e-010.1323
6198RPS6KB1P5T-EHumanEsophagusESCC4.75e-093.31e-020.1327
6198RPS6KB1P8T-EHumanEsophagusESCC4.42e-355.20e-010.0889
6198RPS6KB1P9T-EHumanEsophagusESCC3.78e-191.86e-010.1131
6198RPS6KB1P10T-EHumanEsophagusESCC2.60e-182.36e-010.116
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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
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
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:000644614EndometriumEECregulation of translational initiation25/216879/187231.62e-065.03e-0525
GO:190165314EndometriumEECcellular response to peptide68/2168359/187232.75e-054.83e-0468
GO:004343416EndometriumEECresponse to peptide hormone74/2168414/187239.11e-051.28e-0374
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
GO:003166717EndometriumEECresponse to nutrient levels82/2168474/187231.23e-041.64e-0382
GO:004477213EndometriumEECmitotic cell cycle phase transition71/2168424/187238.68e-047.97e-0371
GO:007137513EndometriumEECcellular response to peptide hormone stimulus52/2168290/187238.77e-048.01e-0352
GO:003286914EndometriumEECcellular response to insulin stimulus39/2168203/187239.93e-048.79e-0339
GO:000828613EndometriumEECinsulin receptor signaling pathway25/2168116/187231.50e-031.21e-0225
GO:004593113EndometriumEECpositive regulation of mitotic cell cycle25/2168121/187232.76e-031.97e-0225
GO:003286814EndometriumEECresponse to insulin46/2168264/187233.01e-032.10e-0246
GO:00073467EndometriumEECregulation of mitotic cell cycle70/2168457/187238.76e-034.74e-0270
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000644617EsophagusESCCregulation of translational initiation65/855279/187232.04e-117.07e-1065
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471427EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0466621EndometriumEECFc gamma R-mediated phagocytosis27/123797/84655.15e-043.83e-032.85e-0327
hsa0406624EndometriumEECHIF-1 signaling pathway29/1237109/84657.33e-045.13e-033.82e-0329
hsa043502EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa0471436EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0466631EndometriumEECFc gamma R-mediated phagocytosis27/123797/84655.15e-043.83e-032.85e-0327
hsa0406634EndometriumEECHIF-1 signaling pathway29/1237109/84657.33e-045.13e-033.82e-0329
hsa043503EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0521216EsophagusESCCPancreatic cancer62/420576/84657.37e-096.85e-083.51e-0862
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
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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
RPS6KB1SNVMissense_Mutationnovelc.283N>Tp.Arg95Trpp.R95WP23443protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS6KB1SNVMissense_Mutationc.655C>Gp.Leu219Valp.L219VP23443protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
RPS6KB1SNVMissense_Mutationc.1114N>Ap.Leu372Metp.L372MP23443protein_codingtolerated(0.1)benign(0.243)TCGA-D8-A1JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
RPS6KB1SNVMissense_Mutationc.142N>Ap.Gly48Serp.G48SP23443protein_codingtolerated(0.75)benign(0.007)TCGA-E2-A1LK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
RPS6KB1SNVMissense_Mutationc.866G>Ap.Gly289Glup.G289EP23443protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPS6KB1SNVMissense_Mutationnovelc.1480G>Ap.Ala494Thrp.A494TP23443protein_codingdeleterious_low_confidence(0.01)benign(0.388)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RPS6KB1SNVMissense_Mutationc.1402N>Ap.Pro468Thrp.P468TP23443protein_codingtolerated_low_confidence(0.38)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RPS6KB1SNVMissense_Mutationnovelc.283N>Tp.Arg95Trpp.R95WP23443protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RPS6KB1SNVMissense_Mutationnovelc.1053N>Ap.Phe351Leup.F351LP23443protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RPS6KB1insertionFrame_Shift_Insnovelc.1524dupAp.Gln509ThrfsTer24p.Q509Tfs*24P23443protein_codingTCGA-AA-3877-01Colorectumcolon 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
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLEinhibitorCHEMBL3545134LY-2780301
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLEAR-A014418CHEMBL259850
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLELY-2584702LY-2584702
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLEJNK INHIBITOR VIIICHEMBL210618
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLESP-600125SP-600125
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLEinhibitor249565928LY-2584702
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLEDOVITINIBDOVITINIB
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLESOTRASTAURINSOTRASTAURIN
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLEinhibitor249565861
6198RPS6KB1CELL SURFACE, SERINE THREONINE KINASE, DRUGGABLE GENOME, KINASE, ENZYME, CLINICALLY ACTIONABLEGNF-PF-2301CHEMBL578061
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