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: RPLP2

Gene summary for RPLP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPLP2

Gene ID

6181

Gene nameribosomal protein lateral stalk subunit P2
Gene AliasD11S2243E
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

A0A024RCA7


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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
6181RPLP2GSM4909281HumanBreastIDC8.98e-28-2.00e-010.21
6181RPLP2GSM4909286HumanBreastIDC3.89e-071.14e-010.1081
6181RPLP2GSM4909287HumanBreastIDC8.34e-34-3.58e-010.2057
6181RPLP2GSM4909291HumanBreastIDC2.66e-10-2.00e-010.1753
6181RPLP2GSM4909293HumanBreastIDC4.25e-13-9.82e-020.1581
6181RPLP2GSM4909294HumanBreastIDC1.22e-15-2.31e-010.2022
6181RPLP2GSM4909296HumanBreastIDC1.52e-191.85e-010.1524
6181RPLP2GSM4909298HumanBreastIDC1.81e-141.51e-010.1551
6181RPLP2GSM4909301HumanBreastIDC8.68e-061.13e-010.1577
6181RPLP2GSM4909304HumanBreastIDC2.01e-31-1.84e-010.1636
6181RPLP2GSM4909306HumanBreastIDC3.88e-07-1.19e-010.1564
6181RPLP2GSM4909308HumanBreastIDC2.52e-07-9.58e-020.158
6181RPLP2GSM4909311HumanBreastIDC4.26e-09-2.49e-010.1534
6181RPLP2GSM4909312HumanBreastIDC1.12e-38-3.27e-010.1552
6181RPLP2GSM4909317HumanBreastIDC7.87e-26-2.50e-010.1355
6181RPLP2GSM4909319HumanBreastIDC2.11e-23-4.05e-010.1563
6181RPLP2GSM4909321HumanBreastIDC1.07e-03-1.20e-010.1559
6181RPLP2brca1HumanBreastPrecancer4.70e-08-6.96e-02-0.0338
6181RPLP2brca2HumanBreastPrecancer1.52e-14-1.20e-01-0.024
6181RPLP2M2HumanBreastIDC1.11e-12-4.18e-010.21
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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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:00064147BreastPrecancertranslational elongation10/108055/187231.06e-031.18e-0210
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:000218124BreastDCIScytoplasmic translation82/1390148/187232.21e-531.25e-4982
GO:000641413BreastDCIStranslational elongation10/139055/187236.66e-034.62e-0210
GO:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:000218115CervixHSIL_HPVcytoplasmic translation86/737148/187233.97e-821.91e-7886
GO:00064148CervixHSIL_HPVtranslational elongation7/73755/187235.59e-034.47e-027
GO:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:0006414ColorectumADtranslational elongation21/391855/187232.53e-031.93e-0221
GO:00021811ColorectumSERcytoplasmic translation102/2897148/187231.38e-488.49e-45102
GO:00064141ColorectumSERtranslational elongation17/289755/187233.00e-032.65e-0217
GO:00021812ColorectumMSScytoplasmic translation108/3467148/187231.78e-471.11e-43108
GO:00064142ColorectumMSStranslational elongation19/346755/187233.47e-032.59e-0219
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:00064143ColorectumCRCtranslational elongation14/207855/187232.21e-032.15e-0214
GO:000218116EndometriumAEHcytoplasmic translation104/2100148/187231.01e-646.07e-61104
GO:00064149EndometriumAEHtranslational elongation13/210055/187236.76e-033.94e-0213
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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
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
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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
RPLP2SNVMissense_Mutationc.274N>Cp.Glu92Glnp.E92QP05387protein_codingdeleterious(0.01)benign(0.299)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RPLP2deletionFrame_Shift_Delnovelc.99delNp.Ala34ArgfsTer13p.A34Rfs*13P05387protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RPLP2SNVMissense_Mutationnovelc.286N>Tp.Asp96Tyrp.D96YP05387protein_codingdeleterious(0)possibly_damaging(0.659)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RPLP2SNVMissense_Mutationnovelc.72N>Tp.Lys24Asnp.K24NP05387protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
RPLP2SNVMissense_Mutationnovelc.113G>Tp.Arg38Leup.R38LP05387protein_codingdeleterious(0.03)possibly_damaging(0.498)TCGA-EY-A1GU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPLP2SNVMissense_Mutationnovelc.127N>Tp.Ile43Phep.I43FP05387protein_codingdeleterious(0)probably_damaging(0.992)TCGA-55-8506-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPLP2SNVMissense_Mutationc.116N>Gp.Leu39Argp.L39RP05387protein_codingdeleterious(0)probably_damaging(0.997)TCGA-55-A490-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
RPLP2SNVMissense_Mutationnovelc.235N>Cp.Ser79Prop.S79PP05387protein_codingtolerated(0.31)benign(0.005)TCGA-67-6215-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinSD
RPLP2SNVMissense_Mutationrs367815234c.203N>Tp.Gly68Valp.G68VP05387protein_codingdeleterious(0)probably_damaging(0.999)TCGA-P3-A6SX-01Oral cavityhead & neck squamous cell carcinomaMale>=65III/IVChemotherapyunknownCR
RPLP2SNVMissense_Mutationrs370189970c.232N>Tp.Gly78Cysp.G78CP05387protein_codingtolerated(0.1)probably_damaging(0.979)TCGA-BR-A4QI-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilPD
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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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