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: RRP8

Gene summary for RRP8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRP8

Gene ID

23378

Gene nameribosomal RNA processing 8
Gene AliasKIAA0409
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000183

UniProtAcc

O43159


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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
23378RRP8LZE4THumanEsophagusESCC4.34e-021.20e-010.0811
23378RRP8LZE7THumanEsophagusESCC2.60e-072.31e-010.0667
23378RRP8LZE8THumanEsophagusESCC6.02e-051.59e-010.067
23378RRP8LZE20THumanEsophagusESCC2.65e-031.01e-010.0662
23378RRP8LZE24THumanEsophagusESCC1.39e-082.33e-010.0596
23378RRP8P1T-EHumanEsophagusESCC2.80e-031.51e-010.0875
23378RRP8P2T-EHumanEsophagusESCC2.52e-182.49e-010.1177
23378RRP8P4T-EHumanEsophagusESCC1.34e-071.95e-010.1323
23378RRP8P5T-EHumanEsophagusESCC1.52e-081.84e-010.1327
23378RRP8P8T-EHumanEsophagusESCC4.83e-151.31e-010.0889
23378RRP8P9T-EHumanEsophagusESCC1.72e-112.62e-010.1131
23378RRP8P10T-EHumanEsophagusESCC1.65e-172.77e-010.116
23378RRP8P11T-EHumanEsophagusESCC6.58e-104.62e-010.1426
23378RRP8P12T-EHumanEsophagusESCC8.48e-101.93e-010.1122
23378RRP8P15T-EHumanEsophagusESCC6.61e-112.37e-010.1149
23378RRP8P16T-EHumanEsophagusESCC3.83e-121.35e-010.1153
23378RRP8P17T-EHumanEsophagusESCC2.46e-073.76e-010.1278
23378RRP8P19T-EHumanEsophagusESCC8.01e-043.82e-010.1662
23378RRP8P20T-EHumanEsophagusESCC6.22e-112.55e-010.1124
23378RRP8P21T-EHumanEsophagusESCC1.42e-141.97e-010.1617
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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
∗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:00708281EsophagusESCCheterochromatin organization31/855246/187232.42e-031.06e-0231
GO:0045814EsophagusESCCnegative regulation of gene expression, epigenetic32/855250/187236.90e-032.52e-0232
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:007233122LiverHCCsignal transduction by p53 class mediator108/7958163/187237.14e-102.23e-08108
GO:003166812LiverHCCcellular response to extracellular stimulus149/7958246/187237.35e-091.86e-07149
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:004259421LiverHCCresponse to starvation121/7958197/187236.08e-081.28e-06121
GO:003166912LiverHCCcellular response to nutrient levels130/7958215/187237.52e-081.51e-06130
GO:000926712LiverHCCcellular response to starvation94/7958156/187235.61e-066.95e-0594
GO:00069971LiverHCCnucleus organization82/7958133/187236.32e-067.72e-0582
GO:007233212LiverHCCintrinsic apoptotic signaling pathway by p53 class mediator51/795876/187231.27e-051.42e-0451
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
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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
RRP8insertionNonsense_Mutationnovelc.388_389insGCTGCTCCATATCCCTTTATTTGGATATATTATAATCTAACTp.Glu130delinsGlyCysSerIleSerLeuTyrLeuAspIleLeuTerSerAsnTerp.E130delinsGCSISLYLDIL*SN*O43159protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
RRP8SNVMissense_Mutationrs761872259c.1202N>Ap.Arg401Glnp.R401QO43159protein_codingtolerated(0.11)benign(0.009)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RRP8SNVMissense_Mutationnovelc.1042N>Ap.Ala348Thrp.A348TO43159protein_codingdeleterious(0.05)possibly_damaging(0.506)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RRP8SNVMissense_Mutationc.703N>Ap.Ala235Thrp.A235TO43159protein_codingtolerated(0.06)benign(0.074)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RRP8SNVMissense_Mutationrs770567575c.718G>Ap.Ala240Thrp.A240TO43159protein_codingtolerated(0.06)benign(0.294)TCGA-AG-A036-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilCR
RRP8SNVMissense_Mutationrs763957188c.1213C>Tp.Arg405Trpp.R405WO43159protein_codingdeleterious(0)possibly_damaging(0.812)TCGA-CL-5918-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RRP8SNVMissense_Mutationc.791G>Ap.Ser264Asnp.S264NO43159protein_codingtolerated(0.06)benign(0.012)TCGA-DY-A1DC-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapycapecitabinePR
RRP8insertionFrame_Shift_Insnovelc.648dupCp.Thr217HisfsTer16p.T217Hfs*16O43159protein_codingTCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RRP8SNVMissense_Mutationnovelc.889N>Ap.Asp297Asnp.D297NO43159protein_codingtolerated(0.15)possibly_damaging(0.679)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RRP8SNVMissense_Mutationnovelc.696N>Tp.Glu232Aspp.E232DO43159protein_codingtolerated(0.12)benign(0.037)TCGA-A5-A1OF-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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