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: RPP14

Gene summary for RPP14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPP14

Gene ID

11102

Gene nameribonuclease P/MRP subunit p14
Gene AliasP14
Cytomap3p14.3
Gene Typeprotein-coding
GO ID

GO:0000966

UniProtAcc

O95059


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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
11102RPP14HCC1_MengHumanLiverHCC1.81e-434.80e-020.0246
11102RPP14HCC1HumanLiverHCC5.24e-233.62e+000.5336
11102RPP14HCC2HumanLiverHCC4.55e-443.87e+000.5341
11102RPP14HCC5HumanLiverHCC1.07e-462.56e+000.4932
11102RPP14Pt13.bHumanLiverHCC1.91e-038.58e-020.0251
11102RPP14Pt14.bHumanLiverHCC3.71e-022.26e-010.018
11102RPP14S014HumanLiverHCC2.83e-093.54e-010.2254
11102RPP14S015HumanLiverHCC4.79e-114.64e-010.2375
11102RPP14S016HumanLiverHCC2.35e-165.43e-010.2243
11102RPP14S027HumanLiverHCC1.09e-035.09e-010.2446
11102RPP14S028HumanLiverHCC1.08e-239.69e-010.2503
11102RPP14S029HumanLiverHCC6.60e-177.28e-010.2581
11102RPP14P1_cSCCHumanSkincSCC1.41e-176.25e-010.0292
11102RPP14P2_cSCCHumanSkincSCC1.00e-114.06e-01-0.024
11102RPP14P4_cSCCHumanSkincSCC8.75e-173.66e-01-0.00290000000000005
11102RPP14P10_cSCCHumanSkincSCC2.08e-114.24e-010.1017
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00905011LiverHCCRNA phosphodiester bond hydrolysis101/7958152/187231.99e-095.63e-08101
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0000966LiverHCCRNA 5'-end processing20/795823/187231.37e-051.51e-0420
GO:0034471LiverHCCncRNA 5'-end processing18/795821/187235.78e-055.34e-0418
GO:0090502LiverHCCRNA phosphodiester bond hydrolysis, endonucleolytic52/795882/187231.06e-049.08e-0452
GO:0099116LiverHCCtRNA 5'-end processing14/795816/187232.73e-041.98e-0314
GO:0001682LiverHCCtRNA 5'-leader removal11/795813/187232.38e-031.16e-0211
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
GO:00991164SkincSCCtRNA 5'-end processing11/486416/187234.08e-043.18e-0311
GO:00009664SkincSCCRNA 5'-end processing14/486423/187234.32e-043.34e-0314
GO:00344714SkincSCCncRNA 5'-end processing13/486421/187235.53e-044.05e-0313
GO:00080334SkincSCCtRNA processing49/4864127/187231.20e-037.81e-0349
GO:00016824SkincSCCtRNA 5'-leader removal9/486413/187231.33e-038.50e-039
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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
RPP14SNVMissense_Mutationrs773275466c.137C>Tp.Ser46Leup.S46LO95059protein_codingtolerated(0.32)benign(0.007)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RPP14SNVMissense_Mutationc.331N>Ap.Leu111Ilep.L111IO95059protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RPP14SNVMissense_Mutationc.331N>Ap.Leu111Ilep.L111IO95059protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RPP14SNVMissense_Mutationnovelc.155N>Cp.Phe52Serp.F52SO95059protein_codingdeleterious(0.01)possibly_damaging(0.598)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPP14SNVMissense_Mutationnovelc.173N>Tp.Ala58Valp.A58VO95059protein_codingtolerated(0.05)probably_damaging(0.947)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RPP14SNVMissense_Mutationc.29G>Tp.Arg10Ilep.R10IO95059protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RPP14SNVMissense_Mutationnovelc.136N>Cp.Ser46Prop.S46PO95059protein_codingtolerated(0.12)possibly_damaging(0.691)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPP14insertionIn_Frame_Insnovelc.246_247insCTCTTCATAp.Leu82_Val83insLeuPheIlep.L82_V83insLFIO95059protein_codingTCGA-AX-A06B-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPP14insertionIn_Frame_Insnovelc.337_338insTCACTAATTGTCCAACATGTTTTCCTACTAp.Ala113delinsValThrAsnCysProThrCysPheProThrThrp.A113delinsVTNCPTCFPTTO95059protein_codingTCGA-B5-A11I-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelPD
RPP14SNVMissense_Mutationc.30N>Cp.Arg10Serp.R10SO95059protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BR-8680-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
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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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