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: RPS21

Gene summary for RPS21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS21

Gene ID

6227

Gene nameribosomal protein S21
Gene AliasHLDF
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0000447

UniProtAcc

P63220


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
6227RPS21GSM4909281HumanBreastIDC1.94e-18-2.81e-010.21
6227RPS21GSM4909286HumanBreastIDC4.29e-021.16e-010.1081
6227RPS21GSM4909289HumanBreastIDC4.63e-02-3.48e-010.1064
6227RPS21GSM4909290HumanBreastIDC6.07e-24-5.01e-010.2096
6227RPS21GSM4909291HumanBreastIDC2.45e-05-2.75e-010.1753
6227RPS21GSM4909294HumanBreastIDC2.25e-10-3.84e-010.2022
6227RPS21GSM4909297HumanBreastIDC1.12e-02-7.20e-020.1517
6227RPS21GSM4909298HumanBreastIDC2.08e-031.35e-010.1551
6227RPS21GSM4909301HumanBreastIDC6.36e-031.26e-010.1577
6227RPS21GSM4909303HumanBreastIDC8.37e-062.47e-010.0438
6227RPS21GSM4909304HumanBreastIDC6.08e-533.62e-010.1636
6227RPS21GSM4909305HumanBreastIDC1.19e-08-2.69e-010.0436
6227RPS21GSM4909306HumanBreastIDC6.18e-39-4.18e-010.1564
6227RPS21GSM4909307HumanBreastIDC3.40e-23-3.43e-010.1569
6227RPS21GSM4909308HumanBreastIDC1.52e-56-5.93e-010.158
6227RPS21GSM4909309HumanBreastIDC7.47e-05-2.88e-010.0483
6227RPS21GSM4909311HumanBreastIDC3.42e-188.88e-020.1534
6227RPS21GSM4909315HumanBreastIDC5.49e-091.65e-010.21
6227RPS21GSM4909316HumanBreastIDC3.38e-041.97e-010.21
6227RPS21GSM4909317HumanBreastIDC1.10e-041.44e-010.1355
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00422749BreastPrecancerribosomal small subunit biogenesis21/108073/187234.84e-104.39e-0821
GO:00063646BreastPrecancerrRNA processing35/1080225/187237.90e-084.60e-0635
GO:00160726BreastPrecancerrRNA metabolic process36/1080236/187238.59e-084.84e-0636
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:00304902BreastPrecancermaturation of SSU-rRNA8/108050/187237.39e-034.90e-028
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
GO:004227414BreastIDCribosomal small subunit biogenesis21/143473/187237.23e-084.42e-0621
GO:000636414BreastIDCrRNA processing35/1434225/187234.59e-051.03e-0335
GO:001607214BreastIDCrRNA metabolic process36/1434236/187235.48e-051.17e-0336
GO:00325432BreastIDCmitochondrial translation13/143476/187234.81e-033.67e-0213
GO:000218124BreastDCIScytoplasmic translation82/1390148/187232.21e-531.25e-4982
GO:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:004225423BreastDCISribosome biogenesis52/1390299/187236.73e-095.44e-0752
GO:004227424BreastDCISribosomal small subunit biogenesis21/139073/187234.24e-082.67e-0621
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301018BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301019BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301024BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517124BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301034BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517134BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301044BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0301054BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517154BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
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
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
RPS21SNVMissense_Mutationc.178N>Tp.Arg60Cysp.R60CP63220protein_codingtolerated(0.05)benign(0.141)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPS21SNVMissense_Mutationnovelc.64C>Gp.Arg22Glyp.R22GP63220protein_codingdeleterious(0)possibly_damaging(0.755)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RPS21SNVMissense_Mutationnovelc.137T>Gp.Phe46Cysp.F46CP63220protein_codingdeleterious(0.01)possibly_damaging(0.552)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
RPS21SNVMissense_Mutationnovelc.243N>Tp.Lys81Asnp.K81NP63220protein_codingtolerated(0.05)benign(0.057)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS21SNVMissense_Mutationc.122A>Cp.Lys41Thrp.K41TP63220protein_codingtolerated(0.12)benign(0.121)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RPS21SNVMissense_Mutationrs528034127c.223G>Ap.Ala75Thrp.A75TP63220protein_codingtolerated(0.24)benign(0)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS21SNVMissense_Mutationnovelc.187N>Ap.Gly63Serp.G63SP63220protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-22-1002-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
RPS21SNVMissense_Mutationc.232N>Tp.Ile78Phep.I78FP63220protein_codingtolerated(0.09)benign(0.221)TCGA-22-5477-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
RPS21SNVMissense_Mutationnovelc.98N>Gp.Gln33Argp.Q33RP63220protein_codingdeleterious(0)benign(0.084)TCGA-HF-A5NB-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
RPS21deletionIn_Frame_Delnovelc.131_166delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Arg45_Cys56delp.R45_C56delP63220protein_codingTCGA-HU-A4H5-01Stomachstomach adenocarcinomaMale>=65I/IIChemotherapydoxifluridineSD
Page: 1 

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