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: RPS6KB2

Gene summary for RPS6KB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS6KB2

Gene ID

6199

Gene nameribosomal protein S6 kinase B2
Gene AliasKLS
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9UBS0


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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
6199RPS6KB2LZE4THumanEsophagusESCC3.17e-092.83e-010.0811
6199RPS6KB2LZE5THumanEsophagusESCC5.63e-032.38e-010.0514
6199RPS6KB2LZE7THumanEsophagusESCC5.23e-035.07e-010.0667
6199RPS6KB2LZE8THumanEsophagusESCC5.32e-143.16e-010.067
6199RPS6KB2LZE20THumanEsophagusESCC4.21e-136.79e-010.0662
6199RPS6KB2LZE22THumanEsophagusESCC6.02e-044.68e-010.068
6199RPS6KB2LZE24THumanEsophagusESCC5.90e-207.04e-010.0596
6199RPS6KB2LZE21THumanEsophagusESCC2.72e-052.51e-010.0655
6199RPS6KB2LZE6THumanEsophagusESCC2.66e-043.54e-010.0845
6199RPS6KB2P1T-EHumanEsophagusESCC2.03e-033.61e-010.0875
6199RPS6KB2P2T-EHumanEsophagusESCC1.36e-265.52e-010.1177
6199RPS6KB2P4T-EHumanEsophagusESCC1.67e-247.24e-010.1323
6199RPS6KB2P5T-EHumanEsophagusESCC6.56e-297.14e-010.1327
6199RPS6KB2P8T-EHumanEsophagusESCC8.11e-448.15e-010.0889
6199RPS6KB2P9T-EHumanEsophagusESCC2.47e-173.87e-010.1131
6199RPS6KB2P10T-EHumanEsophagusESCC5.44e-203.61e-010.116
6199RPS6KB2P11T-EHumanEsophagusESCC9.61e-126.56e-010.1426
6199RPS6KB2P12T-EHumanEsophagusESCC1.33e-316.29e-010.1122
6199RPS6KB2P15T-EHumanEsophagusESCC1.95e-287.23e-010.1149
6199RPS6KB2P16T-EHumanEsophagusESCC2.03e-245.24e-010.1153
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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
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
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:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
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:000644617EsophagusESCCregulation of translational initiation65/855279/187232.04e-117.07e-1065
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00459483EsophagusESCCpositive regulation of translational initiation23/855230/187235.47e-043.00e-0323
GO:000641312LiverCirrhotictranslational initiation76/4634118/187238.36e-202.18e-1776
GO:000641712LiverCirrhoticregulation of translation194/4634468/187237.28e-168.79e-14194
GO:00457277LiverCirrhoticpositive regulation of translation71/4634136/187234.99e-123.52e-1071
GO:000644612LiverCirrhoticregulation of translational initiation48/463479/187231.14e-117.14e-1048
GO:003425012LiverCirrhoticpositive regulation of cellular amide metabolic process78/4634162/187238.62e-114.66e-0978
GO:0045948LiverCirrhoticpositive regulation of translational initiation15/463430/187232.45e-031.47e-0215
GO:00319292LiverCirrhoticTOR signaling44/4634126/187236.69e-033.30e-0244
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:000641322LiverHCCtranslational initiation94/7958118/187231.39e-161.24e-1494
GO:004572712LiverHCCpositive regulation of translation97/7958136/187238.51e-123.55e-1097
GO:003425022LiverHCCpositive regulation of cellular amide metabolic process110/7958162/187235.14e-111.92e-09110
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0152110EsophagusESCCEGFR tyrosine kinase inhibitor resistance55/420579/84652.44e-048.78e-044.50e-0455
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0466620EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa0401218EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
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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
RPS6KB2SNVMissense_Mutationc.1339C>Gp.Leu447Valp.L447VQ9UBS0protein_codingtolerated_low_confidence(0.38)benign(0)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RPS6KB2SNVMissense_Mutationc.840G>Cp.Lys280Asnp.K280NQ9UBS0protein_codingdeleterious(0.04)benign(0.348)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RPS6KB2SNVMissense_Mutationc.529G>Ap.Glu177Lysp.E177KQ9UBS0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
RPS6KB2insertionFrame_Shift_Insnovelc.300_301insTp.Leu101SerfsTer19p.L101Sfs*19Q9UBS0protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RPS6KB2insertionFrame_Shift_Insnovelc.302_303insCCAATCGGACTTGAAATCTTCACTGCCCCp.Arg102GlnfsTer32p.R102Qfs*32Q9UBS0protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RPS6KB2SNVMissense_Mutationrs772467031c.1018N>Tp.Arg340Cysp.R340CQ9UBS0protein_codingdeleterious(0)possibly_damaging(0.696)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPS6KB2SNVMissense_Mutationnovelc.944G>Ap.Gly315Aspp.G315DQ9UBS0protein_codingdeleterious(0.01)benign(0.279)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPS6KB2SNVMissense_Mutationrs777373346c.1229N>Tp.Ser410Leup.S410LQ9UBS0protein_codingdeleterious(0.03)benign(0.427)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPS6KB2deletionFrame_Shift_Delnovelc.1371_1380delGACCACCGCCp.Thr458LeufsTer33p.T458Lfs*33Q9UBS0protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
RPS6KB2deletionFrame_Shift_Delnovelc.1371_1380delGACCACCGCCp.Thr458LeufsTer33p.T458Lfs*33Q9UBS0protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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
6199RPS6KB2DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYME, KINASE, CLINICALLY ACTIONABLEinhibitorCHEMBL3545003MSC-2363318A
6199RPS6KB2DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYME, KINASE, CLINICALLY ACTIONABLEinhibitorCHEMBL3544935XL-418
6199RPS6KB2DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYME, KINASE, CLINICALLY ACTIONABLEinhibitorCHEMBL3545134LY-2780301
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