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: RRP1

Gene summary for RRP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRP1

Gene ID

8568

Gene nameribosomal RNA processing 1
Gene AliasD21S2056E
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P56182


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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
8568RRP1LZE2THumanEsophagusESCC6.82e-032.10e-010.082
8568RRP1LZE5THumanEsophagusESCC4.65e-051.53e-010.0514
8568RRP1LZE7THumanEsophagusESCC8.87e-144.22e-010.0667
8568RRP1LZE8THumanEsophagusESCC1.54e-102.39e-010.067
8568RRP1LZE20THumanEsophagusESCC5.48e-111.31e-010.0662
8568RRP1LZE22D1HumanEsophagusHGIN2.29e-036.43e-020.0595
8568RRP1LZE24THumanEsophagusESCC8.01e-266.53e-010.0596
8568RRP1LZE6THumanEsophagusESCC3.53e-048.97e-020.0845
8568RRP1P1T-EHumanEsophagusESCC2.50e-113.49e-010.0875
8568RRP1P2T-EHumanEsophagusESCC2.11e-224.87e-010.1177
8568RRP1P4T-EHumanEsophagusESCC2.41e-174.82e-010.1323
8568RRP1P5T-EHumanEsophagusESCC2.25e-214.93e-010.1327
8568RRP1P8T-EHumanEsophagusESCC4.70e-091.44e-010.0889
8568RRP1P9T-EHumanEsophagusESCC1.24e-102.46e-010.1131
8568RRP1P10T-EHumanEsophagusESCC4.54e-235.16e-010.116
8568RRP1P11T-EHumanEsophagusESCC2.47e-053.67e-010.1426
8568RRP1P12T-EHumanEsophagusESCC4.81e-204.41e-010.1122
8568RRP1P15T-EHumanEsophagusESCC1.66e-152.12e-010.1149
8568RRP1P16T-EHumanEsophagusESCC5.27e-234.79e-010.1153
8568RRP1P17T-EHumanEsophagusESCC4.69e-135.35e-010.1278
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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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
GO:000636419EsophagusHGINrRNA processing69/2587225/187234.53e-115.04e-0969
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:000047016EsophagusESCCmaturation of LSU-rRNA27/855228/187239.94e-092.00e-0727
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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
RRP1SNVMissense_Mutationnovelc.272N>Tp.Ala91Valp.A91VP56182protein_codingdeleterious(0.02)benign(0.255)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RRP1SNVMissense_Mutationc.1091N>Cp.Gln364Prop.Q364PP56182protein_codingtolerated(0.28)benign(0.006)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RRP1SNVMissense_Mutationc.353N>Gp.Phe118Cysp.F118CP56182protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
RRP1SNVMissense_Mutationc.677N>Tp.Pro226Leup.P226LP56182protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RRP1SNVMissense_Mutationrs376330937c.985N>Tp.Arg329Trpp.R329WP56182protein_codingdeleterious(0)probably_damaging(0.913)TCGA-E2-A1BD-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RRP1insertionNonsense_Mutationnovelc.1073_1074insCGCGTGGCGGATGGAACTGGCATAGGTTATCGp.Gln358HisfsTer9p.Q358Hfs*9P56182protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RRP1SNVMissense_Mutationc.601G>Tp.Ala201Serp.A201SP56182protein_codingdeleterious(0)probably_damaging(0.977)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RRP1SNVMissense_Mutationnovelc.1305G>Cp.Arg435Serp.R435SP56182protein_codingdeleterious_low_confidence(0.03)benign(0.143)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RRP1SNVMissense_Mutationrs367993051c.382N>Ap.Glu128Lysp.E128KP56182protein_codingdeleterious(0.01)possibly_damaging(0.833)TCGA-Q1-A6DW-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RRP1SNVMissense_Mutationnovelc.974N>Gp.Tyr325Cysp.Y325CP56182protein_codingtolerated(0.16)probably_damaging(0.998)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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