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: RRN3

Gene summary for RRN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRN3

Gene ID

54700

Gene nameRRN3 homolog, RNA polymerase I transcription factor
Gene AliasA-270G1.2
Cytomap16p13.11
Gene Typeprotein-coding
GO ID

GO:0001188

UniProtAcc

B7ZB55


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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
54700RRN3LZE4THumanEsophagusESCC2.72e-103.39e-010.0811
54700RRN3LZE7THumanEsophagusESCC1.13e-084.60e-010.0667
54700RRN3LZE20THumanEsophagusESCC2.25e-047.92e-020.0662
54700RRN3LZE24THumanEsophagusESCC7.28e-051.67e-010.0596
54700RRN3LZE21THumanEsophagusESCC1.84e-051.36e-010.0655
54700RRN3LZE6THumanEsophagusESCC4.22e-022.11e-020.0845
54700RRN3P1T-EHumanEsophagusESCC1.67e-041.23e-010.0875
54700RRN3P2T-EHumanEsophagusESCC1.82e-234.59e-010.1177
54700RRN3P4T-EHumanEsophagusESCC6.72e-213.36e-010.1323
54700RRN3P5T-EHumanEsophagusESCC3.80e-102.33e-010.1327
54700RRN3P8T-EHumanEsophagusESCC9.89e-233.07e-010.0889
54700RRN3P9T-EHumanEsophagusESCC6.71e-071.10e-010.1131
54700RRN3P10T-EHumanEsophagusESCC5.08e-162.20e-010.116
54700RRN3P11T-EHumanEsophagusESCC2.45e-194.32e-010.1426
54700RRN3P12T-EHumanEsophagusESCC7.67e-346.58e-010.1122
54700RRN3P15T-EHumanEsophagusESCC1.37e-153.49e-010.1149
54700RRN3P16T-EHumanEsophagusESCC1.76e-346.34e-010.1153
54700RRN3P17T-EHumanEsophagusESCC7.62e-041.20e-010.1278
54700RRN3P20T-EHumanEsophagusESCC7.25e-204.48e-010.1124
54700RRN3P21T-EHumanEsophagusESCC5.71e-202.36e-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:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:00708973EsophagusESCCtranscription preinitiation complex assembly30/855236/187233.60e-063.95e-0530
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00063611EsophagusESCCtranscription initiation from RNA polymerase I promoter11/855213/187234.76e-031.85e-0211
GO:00109764EsophagusESCCpositive regulation of neuron projection development91/8552163/187235.72e-032.13e-0291
GO:00313465LiverNAFLDpositive regulation of cell projection organization57/1882353/187232.19e-043.73e-0357
GO:00109755LiverNAFLDregulation of neuron projection development64/1882445/187232.12e-032.08e-0264
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:0006352LiverHCCDNA-templated transcription, initiation78/7958130/187234.19e-054.11e-0478
GO:0006360LiverHCCtranscription by RNA polymerase I36/795855/187234.94e-043.23e-0336
GO:00708971LiverHCCtranscription preinitiation complex assembly25/795836/187239.87e-045.71e-0325
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:0010976LiverHCCpositive regulation of neuron projection development88/7958163/187231.98e-031.00e-0288
GO:003134610Oral cavityOSCCpositive regulation of cell projection organization176/7305353/187231.94e-051.87e-04176
GO:00063522Oral cavityOSCCDNA-templated transcription, initiation74/7305130/187232.56e-052.39e-0474
GO:00063601Oral cavityOSCCtranscription by RNA polymerase I36/730555/187236.42e-055.22e-0436
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:00708972Oral cavityOSCCtranscription preinitiation complex assembly24/730536/187237.18e-043.95e-0324
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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
RRN3SNVMissense_Mutationc.1623N>Cp.Arg541Serp.R541SQ9NYV6protein_codingtolerated(0.27)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RRN3SNVMissense_Mutationc.667N>Cp.Glu223Glnp.E223QQ9NYV6protein_codingtolerated(0.07)benign(0.146)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RRN3SNVMissense_Mutationnovelc.376G>Cp.Val126Leup.V126LQ9NYV6protein_codingtolerated(0.09)benign(0.149)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RRN3SNVMissense_Mutationc.1176N>Ap.Asp392Glup.D392EQ9NYV6protein_codingdeleterious(0.01)benign(0.197)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
RRN3insertionIn_Frame_Insnovelc.1889_1890insGGTTCTGTATAATGTTCATCATTCp.His630delinsGlnValLeuTyrAsnValHisHisSerp.H630delinsQVLYNVHHSQ9NYV6protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RRN3SNVMissense_Mutationrs757080127c.1664C>Tp.Pro555Leup.P555LQ9NYV6protein_codingdeleterious(0.01)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RRN3SNVMissense_Mutationnovelc.871N>Cp.Glu291Glnp.E291QQ9NYV6protein_codingtolerated(0.31)benign(0.031)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RRN3SNVMissense_Mutationnovelc.636N>Ap.Phe212Leup.F212LQ9NYV6protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RRN3SNVMissense_Mutationc.316N>Gp.Phe106Valp.F106VQ9NYV6protein_codingtolerated(0.25)benign(0.248)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RRN3SNVMissense_Mutationnovelc.377N>Gp.Val126Glyp.V126GQ9NYV6protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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