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: RPP30

Gene summary for RPP30

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPP30

Gene ID

10556

Gene nameribonuclease P/MRP subunit p30
Gene AliasTSG15
Cytomap10q23.31
Gene Typeprotein-coding
GO ID

GO:0000966

UniProtAcc

P78346


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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
10556RPP30LZE4THumanEsophagusESCC7.16e-082.58e-010.0811
10556RPP30LZE7THumanEsophagusESCC4.31e-021.53e-010.0667
10556RPP30LZE8THumanEsophagusESCC1.76e-042.31e-010.067
10556RPP30LZE20THumanEsophagusESCC1.60e-026.87e-020.0662
10556RPP30LZE22THumanEsophagusESCC3.76e-023.70e-010.068
10556RPP30LZE24THumanEsophagusESCC1.19e-154.11e-010.0596
10556RPP30LZE6THumanEsophagusESCC1.49e-063.28e-010.0845
10556RPP30P2T-EHumanEsophagusESCC3.61e-203.84e-010.1177
10556RPP30P4T-EHumanEsophagusESCC4.61e-287.46e-010.1323
10556RPP30P5T-EHumanEsophagusESCC1.26e-265.98e-010.1327
10556RPP30P8T-EHumanEsophagusESCC3.91e-163.42e-010.0889
10556RPP30P9T-EHumanEsophagusESCC2.55e-092.01e-010.1131
10556RPP30P10T-EHumanEsophagusESCC1.07e-091.51e-010.116
10556RPP30P11T-EHumanEsophagusESCC5.54e-114.78e-010.1426
10556RPP30P12T-EHumanEsophagusESCC1.45e-275.85e-010.1122
10556RPP30P15T-EHumanEsophagusESCC3.14e-204.87e-010.1149
10556RPP30P16T-EHumanEsophagusESCC8.58e-305.00e-010.1153
10556RPP30P17T-EHumanEsophagusESCC1.62e-064.39e-010.1278
10556RPP30P19T-EHumanEsophagusESCC9.93e-065.53e-010.1662
10556RPP30P20T-EHumanEsophagusESCC3.02e-085.71e-020.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:001607210Oral cavityOSCCrRNA metabolic process176/7305236/187236.51e-293.24e-26176
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00905012Oral cavityOSCCRNA phosphodiester bond hydrolysis95/7305152/187233.65e-098.22e-0895
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00991162Oral cavityOSCCtRNA 5'-end processing14/730516/187239.15e-056.93e-0414
GO:00344712Oral cavityOSCCncRNA 5'-end processing17/730521/187231.07e-047.89e-0417
GO:00009662Oral cavityOSCCRNA 5'-end processing18/730523/187231.47e-041.04e-0318
GO:00016822Oral cavityOSCCtRNA 5'-leader removal11/730513/187231.02e-035.29e-0311
GO:00905022Oral cavityOSCCRNA phosphodiester bond hydrolysis, endonucleolytic44/730582/187234.95e-031.94e-0244
GO:002261329SkincSCCribonucleoprotein complex biogenesis302/4864463/187235.13e-723.22e-68302
GO:004225428SkincSCCribosome biogenesis206/4864299/187233.33e-551.04e-51206
GO:000636424SkincSCCrRNA processing156/4864225/187231.42e-421.48e-39156
GO:001607224SkincSCCrRNA metabolic process158/4864236/187234.06e-402.83e-37158
GO:003447017SkincSCCncRNA processing215/4864395/187236.83e-344.28e-31215
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:00905014SkincSCCRNA phosphodiester bond hydrolysis71/4864152/187232.72e-087.41e-0771
GO:00903054SkincSCCnucleic acid phosphodiester bond hydrolysis97/4864261/187234.08e-054.34e-0497
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
RPP30SNVMissense_Mutationrs376621947c.436A>Gp.Ile146Valp.I146VP78346protein_codingdeleterious(0.05)benign(0.022)TCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
RPP30SNVMissense_Mutationc.607N>Tp.Val203Leup.V203LP78346protein_codingdeleterious(0.03)benign(0.433)TCGA-AC-A3YI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
RPP30SNVMissense_Mutationc.273A>Tp.Arg91Serp.R91SP78346protein_codingtolerated(0.21)probably_damaging(0.993)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RPP30insertionFrame_Shift_Insnovelc.963_964insAp.Leu322ThrfsTer?p.L322Tfs*?P78346protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RPP30SNVMissense_Mutationnovelc.758N>Tp.Gly253Valp.G253VP78346protein_codingtolerated(0.36)benign(0)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RPP30SNVMissense_Mutationrs768419490c.434N>Tp.Ala145Valp.A145VP78346protein_codingdeleterious(0.01)benign(0.341)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPP30SNVMissense_Mutationrs764936639c.607N>Ap.Val203Metp.V203MP78346protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPP30SNVMissense_Mutationc.22G>Ap.Asp8Asnp.D8NP78346protein_codingtolerated(1)benign(0)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPP30SNVMissense_Mutationnovelc.563N>Ap.Ser188Tyrp.S188YP78346protein_codingdeleterious(0)benign(0.194)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RPP30SNVMissense_Mutationnovelc.290N>Tp.Ala97Valp.A97VP78346protein_codingtolerated(0.91)benign(0.003)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/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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