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: RPS3

Gene summary for RPS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS3

Gene ID

6188

Gene nameribosomal protein S3
Gene AliasS3
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P23396


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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
6188RPS3GSM4909281HumanBreastIDC5.13e-05-1.06e-010.21
6188RPS3GSM4909286HumanBreastIDC1.63e-662.87e-010.1081
6188RPS3GSM4909287HumanBreastIDC6.06e-10-2.29e-010.2057
6188RPS3GSM4909293HumanBreastIDC4.84e-48-2.61e-010.1581
6188RPS3GSM4909294HumanBreastIDC2.76e-15-2.22e-010.2022
6188RPS3GSM4909296HumanBreastIDC7.26e-141.56e-010.1524
6188RPS3GSM4909297HumanBreastIDC8.12e-46-5.16e-010.1517
6188RPS3GSM4909298HumanBreastIDC8.34e-59-3.56e-010.1551
6188RPS3GSM4909301HumanBreastIDC3.09e-16-1.73e-010.1577
6188RPS3GSM4909306HumanBreastIDC2.66e-12-1.55e-010.1564
6188RPS3GSM4909311HumanBreastIDC1.05e-03-6.27e-020.1534
6188RPS3GSM4909312HumanBreastIDC2.11e-151.66e-010.1552
6188RPS3GSM4909313HumanBreastIDC1.58e-049.27e-020.0391
6188RPS3GSM4909315HumanBreastIDC1.77e-14-2.18e-010.21
6188RPS3GSM4909317HumanBreastIDC8.23e-26-3.20e-010.1355
6188RPS3GSM4909319HumanBreastIDC4.80e-27-4.81e-010.1563
6188RPS3brca2HumanBreastPrecancer2.55e-20-1.71e-01-0.024
6188RPS3M1HumanBreastIDC1.22e-04-1.44e-010.1577
6188RPS3NCCBC14HumanBreastDCIS3.56e-14-3.83e-010.2021
6188RPS3NCCBC5HumanBreastDCIS2.91e-04-2.31e-010.2046
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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.

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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:000641719ProstateTumorregulation of translation161/3246468/187231.55e-198.74e-17161
GO:009719319ProstateTumorintrinsic apoptotic signaling pathway113/3246288/187236.79e-192.64e-16113
GO:190290319ProstateTumorregulation of supramolecular fiber organization131/3246383/187236.68e-161.26e-13131
GO:200124219ProstateTumorregulation of intrinsic apoptotic signaling pathway72/3246164/187231.63e-152.81e-1372
GO:000697919ProstateTumorresponse to oxidative stress144/3246446/187235.75e-158.52e-13144
GO:190332019ProstateTumorregulation of protein modification by small protein conjugation or removal92/3246242/187231.20e-141.73e-1292
GO:004586219ProstateTumorpositive regulation of proteolysis124/3246372/187233.46e-144.31e-12124
GO:006219719ProstateTumorcellular response to chemical stress112/3246337/187237.53e-137.67e-11112
GO:190290519ProstateTumorpositive regulation of supramolecular fiber organization79/3246209/187231.26e-121.15e-1079
GO:004325419ProstateTumorregulation of protein-containing complex assembly132/3246428/187233.32e-122.78e-10132
GO:005254719ProstateTumorregulation of peptidase activity137/3246461/187232.48e-111.71e-09137
GO:003139619ProstateTumorregulation of protein ubiquitination76/3246210/187233.96e-112.68e-0976
GO:004328119ProstateTumorregulation of cysteine-type endopeptidase activity involved in apoptotic process74/3246209/187232.29e-101.33e-0874
GO:005149517ProstateTumorpositive regulation of cytoskeleton organization78/3246226/187233.05e-101.65e-0878
GO:004254218ProstateTumorresponse to hydrogen peroxide57/3246146/187233.91e-102.06e-0857
GO:005254819ProstateTumorregulation of endopeptidase activity126/3246432/187235.86e-103.01e-08126
GO:003133419ProstateTumorpositive regulation of protein-containing complex assembly80/3246237/187236.10e-103.11e-0880
GO:200123517ProstateTumorpositive regulation of apoptotic signaling pathway51/3246126/187237.27e-103.59e-0851
GO:000030219ProstateTumorresponse to reactive oxygen species76/3246222/187237.85e-103.84e-0876
GO:003459919ProstateTumorcellular response to oxidative stress92/3246288/187238.68e-104.22e-0892
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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
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0301019BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0301024BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517124BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513024BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0301034BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517134BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513034BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0301044BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0513243BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513043BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
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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
RPS3SNVMissense_Mutationc.212N>Ap.Ala71Aspp.A71DP23396protein_codingdeleterious(0.01)possibly_damaging(0.786)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RPS3SNVMissense_Mutationrs1802703c.376N>Ap.Leu126Ilep.L126IP23396protein_codingtolerated(0.16)benign(0.045)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
RPS3SNVMissense_Mutationc.43N>Cp.Gly15Argp.G15RP23396protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
RPS3SNVMissense_Mutationc.419N>Ap.Arg140Glnp.R140QP23396protein_codingtolerated(0.1)possibly_damaging(0.855)TCGA-EF-5830-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RPS3SNVMissense_Mutationc.89N>Ap.Ala30Aspp.A30DP23396protein_codingdeleterious(0.01)probably_damaging(0.924)TCGA-AX-A06D-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
RPS3SNVMissense_Mutationc.89C>Ap.Ala30Aspp.A30DP23396protein_codingdeleterious(0.01)probably_damaging(0.924)TCGA-AX-A06H-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RPS3SNVMissense_Mutationrs747317928c.565N>Tp.Arg189Cysp.R189CP23396protein_codingtolerated(0.12)probably_damaging(1)TCGA-B5-A11J-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS3SNVMissense_Mutationc.664N>Ap.Asp222Asnp.D222NP23396protein_codingdeleterious(0.03)benign(0.278)TCGA-D1-A160-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS3SNVMissense_Mutationnovelc.655C>Tp.Pro219Serp.P219SP23396protein_codingtolerated(0.1)possibly_damaging(0.767)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
RPS3SNVMissense_Mutationc.85N>Ap.Leu29Metp.L29MP23396protein_codingdeleterious(0)probably_damaging(1)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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
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