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: RPS11

Gene summary for RPS11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS11

Gene ID

6205

Gene nameribosomal protein S11
Gene AliasS11
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

P62280


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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
6205RPS11CA_HPV_1HumanCervixCC5.43e-11-3.05e-010.0264
6205RPS11HSIL_HPV_1HumanCervixHSIL_HPV3.91e-041.15e-010.0116
6205RPS11N_HPV_2HumanCervixN_HPV8.22e-22-2.38e-01-0.0131
6205RPS11CCI_1HumanCervixCC1.83e-54-1.81e+000.528
6205RPS11CCI_2HumanCervixCC4.65e-46-1.57e+000.5249
6205RPS11CCI_3HumanCervixCC1.73e-65-1.75e+000.516
6205RPS11CCII_1HumanCervixCC7.47e-86-1.75e+000.3249
6205RPS11TumorHumanCervixCC1.38e-09-1.77e-010.1241
6205RPS11sample1HumanCervixCC1.17e-21-5.02e-010.0959
6205RPS11sample3HumanCervixCC1.31e-30-2.48e-010.1387
6205RPS11H2HumanCervixHSIL_HPV9.94e-29-3.90e-010.0632
6205RPS11L1HumanCervixCC1.57e-04-2.85e-010.0802
6205RPS11T1HumanCervixCC1.11e-44-5.71e-010.0918
6205RPS11T3HumanCervixCC1.01e-32-2.71e-010.1389
6205RPS11HTA11_3410_2000001011HumanColorectumAD3.72e-961.88e+000.0155
6205RPS11HTA11_2487_2000001011HumanColorectumSER2.47e-642.69e+00-0.1808
6205RPS11HTA11_2951_2000001011HumanColorectumAD1.37e-332.77e+000.0216
6205RPS11HTA11_1938_2000001011HumanColorectumAD1.17e-622.69e+00-0.0811
6205RPS11HTA11_78_2000001011HumanColorectumAD4.82e-411.37e+00-0.1088
6205RPS11HTA11_347_2000001011HumanColorectumAD1.23e-972.72e+00-0.1954
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:000218115CervixHSIL_HPVcytoplasmic translation86/737148/187233.97e-821.91e-7886
GO:000218125CervixN_HPVcytoplasmic translation42/534148/187232.61e-301.19e-2642
GO:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:00021811ColorectumSERcytoplasmic translation102/2897148/187231.38e-488.49e-45102
GO:00021812ColorectumMSScytoplasmic translation108/3467148/187231.78e-471.11e-43108
GO:00021813ColorectumMSI-Hcytoplasmic translation100/1319148/187231.50e-798.31e-76100
GO:00021814ColorectumFAPcytoplasmic translation76/2622148/187233.31e-272.03e-2376
GO:00021815ColorectumCRCcytoplasmic translation70/2078148/187231.53e-289.16e-2570
GO:000218116EndometriumAEHcytoplasmic translation104/2100148/187231.01e-646.07e-61104
GO:000218117EndometriumEECcytoplasmic translation104/2168148/187232.53e-631.52e-59104
GO:000218127EsophagusHGINcytoplasmic translation108/2587148/187231.70e-601.02e-56108
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517120CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa0301020CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa05171110CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa03010110CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa0301025CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517125CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0301035CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517135CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0517145CervixN_HPVCoronavirus disease - COVID-1947/349232/84651.79e-204.86e-183.80e-1847
hsa0301045CervixN_HPVRibosome39/349167/84652.05e-192.79e-172.18e-1739
hsa0517155CervixN_HPVCoronavirus disease - COVID-1947/349232/84651.79e-204.86e-183.80e-1847
hsa0301055CervixN_HPVRibosome39/349167/84652.05e-192.79e-172.18e-1739
hsa03010ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa05171ColorectumADCoronavirus disease - COVID-19113/2092232/84659.90e-162.55e-141.63e-14113
hsa030101ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa051711ColorectumADCoronavirus disease - COVID-19113/2092232/84659.90e-162.55e-141.63e-14113
hsa030102ColorectumSERRibosome92/1580167/84652.21e-263.66e-242.66e-2492
hsa051712ColorectumSERCoronavirus disease - COVID-1998/1580232/84653.33e-178.50e-166.17e-1698
hsa030103ColorectumSERRibosome92/1580167/84652.21e-263.66e-242.66e-2492
hsa051713ColorectumSERCoronavirus disease - COVID-1998/1580232/84653.33e-178.50e-166.17e-1698
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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
RPS11SNVMissense_Mutationrs11549537c.415N>Tp.Arg139Cysp.R139CP62280protein_codingtolerated(0.09)benign(0.029)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPS11SNVMissense_Mutationc.107N>Gp.Tyr36Cysp.Y36CP62280protein_codingdeleterious(0)possibly_damaging(0.765)TCGA-AZ-4308-01Colorectumcolon adenocarcinomaFemale<65III/IVTargeted Molecular therapyavastinCR
RPS11deletionFrame_Shift_Delc.158_161delNNNNp.Gly53AlafsTer24p.G53Afs*24P62280protein_codingTCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
RPS11SNVMissense_Mutationrs746359465c.290G>Ap.Arg97Hisp.R97HP62280protein_codingtolerated(0.15)possibly_damaging(0.903)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
RPS11SNVMissense_Mutationc.448G>Ap.Gly150Serp.G150SP62280protein_codingtolerated(0.23)benign(0.056)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS11SNVMissense_Mutationnovelc.153N>Gp.Ile51Metp.I51MP62280protein_codingdeleterious(0.01)benign(0.015)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RPS11SNVMissense_Mutationrs746359465c.290N>Ap.Arg97Hisp.R97HP62280protein_codingtolerated(0.15)possibly_damaging(0.903)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS11SNVMissense_Mutationnovelc.409N>Gp.Thr137Alap.T137AP62280protein_codingdeleterious(0)possibly_damaging(0.682)TCGA-05-4427-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapycisplatinCR
RPS11SNVMissense_Mutationnovelc.208G>Ap.Gly70Argp.G70RP62280protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-NC-A5HT-01Lunglung squamous cell carcinomaMale>=65III/IVChemotherapycarboplatinPR
RPS11SNVMissense_Mutationc.95N>Cp.Lys32Thrp.K32TP62280protein_codingdeleterious(0.02)benign(0.056)TCGA-QU-A6IM-01Prostateprostate adenocarcinomaMale<657UnknownUnknownSD
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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
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