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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RPS18

Gene summary for RPS18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS18

Gene ID

6222

Gene nameribosomal protein S18
Gene AliasD6S218E
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

P62269


Top

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
6222RPS18SYSMH4HumanOral cavityOSCC4.56e-1343.82e+000.1226
6222RPS18SYSMH5HumanOral cavityOSCC6.69e-402.50e+000.0647
6222RPS18SYSMH6HumanOral cavityOSCC9.88e-153.96e+000.1275
6222RPS18HTA12-15-2HumanPancreasPDAC3.67e-08-4.84e-010.2315
6222RPS18HTA12-16-5HumanPancreasPDAC1.07e-15-7.21e-010.047
6222RPS18HTA12-18-3HumanPancreasPDAC6.52e-07-2.80e-010.0716
6222RPS18HTA12-23-1HumanPancreasPDAC2.16e-33-1.61e+000.3405
6222RPS18HTA12-25-1HumanPancreasPDAC4.71e-35-1.72e+000.313
6222RPS18HTA12-26-1HumanPancreasPDAC2.42e-55-1.69e+000.3728
6222RPS18HTA12-29-1HumanPancreasPDAC4.57e-133-1.84e+000.3722
6222RPS18HTA12-30-1HumanPancreasPDAC1.32e-08-2.15e+000.3671
6222RPS18HTA12-32-1HumanPancreasPDAC1.47e-12-2.15e+000.3624
6222RPS18HTA12-9-1HumanPancreasPDAC2.63e-05-2.89e-010.1532
6222RPS18HTA12-9-2HumanPancreasPDAC1.43e-03-1.81e-010.0835
6222RPS18HTA12-9-3HumanPancreasPDAC8.01e-11-9.54e-010.2045
6222RPS183829-ECHumanPancreasPanIN1.05e-08-1.92e-010.009
6222RPS184347-ECHumanPancreasPanIN7.94e-08-2.37e-010.0572
6222RPS184741-EC1HumanPancreasPanIN1.76e-09-3.71e-010.0223
6222RPS18DS20191261TumorHumanPancreasPDAC1.88e-12-6.00e-010.1367
6222RPS18GSM5252126_BPH283PrGF_ViaHumanProstateBPH2.68e-493.28e+00-0.1771
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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: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:00325435EsophagusHGINmitochondrial translation23/258776/187231.61e-043.16e-0323
GO:01400534EsophagusHGINmitochondrial gene expression27/2587108/187231.34e-031.57e-0227
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:00021817LiverNAFLDcytoplasmic translation93/1882148/187231.44e-558.41e-5293
GO:000218112LiverCirrhoticcytoplasmic translation120/4634148/187232.95e-471.85e-43120
GO:0032543LiverCirrhoticmitochondrial translation40/463476/187231.61e-074.29e-0640
GO:0140053LiverCirrhoticmitochondrial gene expression49/4634108/187232.35e-064.31e-0549
Page: 1 2 3 

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
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
hsa030104ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
hsa051714ColorectumMSSCoronavirus disease - COVID-19108/1875232/84656.50e-171.67e-151.03e-15108
hsa030105ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
hsa051715ColorectumMSSCoronavirus disease - COVID-19108/1875232/84656.50e-171.67e-151.03e-15108
Page: 1 2 3 4 5 6 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RPS18SNVMissense_Mutationc.350N>Ap.Ile117Asnp.I117NP62269protein_codingdeleterious(0.03)possibly_damaging(0.746)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RPS18SNVMissense_Mutationnovelc.291N>Tp.Gln97Hisp.Q97HP62269protein_codingtolerated(0.48)benign(0.196)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
RPS18SNVMissense_Mutationnovelc.398G>Ap.Gly133Aspp.G133DP62269protein_codingdeleterious(0)probably_damaging(0.982)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPS18SNVMissense_Mutationc.433N>Gp.Thr145Alap.T145AP62269protein_codingtolerated(0.07)benign(0.217)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPS18SNVMissense_Mutationnovelc.370N>Tp.Arg124Cysp.R124CP62269protein_codingdeleterious(0.03)possibly_damaging(0.466)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RPS18SNVMissense_Mutationnovelc.249N>Ap.Phe83Leup.F83LP62269protein_codingtolerated(0.05)benign(0.1)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS18SNVMissense_Mutationc.95N>Tp.Ala32Valp.A32VP62269protein_codingtolerated(0.05)benign(0.292)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RPS18SNVMissense_Mutationnovelc.249C>Ap.Phe83Leup.F83LP62269protein_codingtolerated(0.05)benign(0.1)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS18SNVMissense_Mutationnovelc.101N>Cp.Lys34Thrp.K34TP62269protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS18SNVMissense_Mutationc.234N>Tp.Lys78Asnp.K78NP62269protein_codingtolerated(0.11)benign(0.097)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1