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: RRS1

Gene summary for RRS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRS1

Gene ID

23212

Gene nameribosome biogenesis regulator 1 homolog
Gene AliasRRS1
Cytomap8q13.1
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

Q15050


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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
23212RRS1LZE2THumanEsophagusESCC1.14e-054.11e-010.082
23212RRS1LZE4THumanEsophagusESCC4.09e-071.85e-010.0811
23212RRS1LZE7THumanEsophagusESCC2.65e-044.48e-020.0667
23212RRS1LZE8THumanEsophagusESCC5.70e-053.90e-020.067
23212RRS1LZE24THumanEsophagusESCC1.37e-031.54e-010.0596
23212RRS1P2T-EHumanEsophagusESCC1.64e-122.29e-010.1177
23212RRS1P4T-EHumanEsophagusESCC8.78e-104.44e-010.1323
23212RRS1P5T-EHumanEsophagusESCC7.15e-163.27e-010.1327
23212RRS1P8T-EHumanEsophagusESCC3.95e-092.87e-020.0889
23212RRS1P9T-EHumanEsophagusESCC3.41e-102.79e-010.1131
23212RRS1P10T-EHumanEsophagusESCC2.81e-102.00e-010.116
23212RRS1P11T-EHumanEsophagusESCC2.67e-035.34e-010.1426
23212RRS1P12T-EHumanEsophagusESCC1.15e-162.89e-010.1122
23212RRS1P15T-EHumanEsophagusESCC4.52e-164.66e-010.1149
23212RRS1P16T-EHumanEsophagusESCC1.48e-165.65e-010.1153
23212RRS1P17T-EHumanEsophagusESCC7.37e-033.59e-010.1278
23212RRS1P20T-EHumanEsophagusESCC1.37e-153.72e-010.1124
23212RRS1P21T-EHumanEsophagusESCC3.70e-226.37e-010.1617
23212RRS1P22T-EHumanEsophagusESCC7.54e-254.21e-010.1236
23212RRS1P23T-EHumanEsophagusESCC9.72e-277.82e-010.108
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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:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:0007080LiverHCCmitotic metaphase plate congression36/795850/187232.28e-052.41e-0436
GO:0000469LiverHCCcleavage involved in rRNA processing22/795827/187233.97e-053.90e-0422
GO:0090502LiverHCCRNA phosphodiester bond hydrolysis, endonucleolytic52/795882/187231.06e-049.08e-0452
GO:000002722LiverHCCribosomal large subunit assembly21/795827/187232.06e-041.59e-0321
GO:0051310LiverHCCmetaphase plate congression42/795865/187232.63e-041.94e-0342
GO:0000466LiverHCCmaturation of 5.8S rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)19/795824/187232.80e-042.02e-0319
GO:0000478LiverHCCendonucleolytic cleavage involved in rRNA processing13/795815/187235.67e-043.61e-0313
GO:0000479LiverHCCendonucleolytic cleavage of tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)13/795815/187235.67e-043.61e-0313
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:00000544LiverHCCribosomal subunit export from nucleus12/795814/187231.17e-036.54e-0312
GO:00337504LiverHCCribosome localization12/795814/187231.17e-036.54e-0312
GO:0050000LiverHCCchromosome localization49/795882/187231.20e-036.68e-0349
GO:19025701LiverHCCprotein localization to nucleolus13/795816/187231.84e-039.42e-0313
GO:0051303LiverHCCestablishment of chromosome localization47/795880/187232.45e-031.19e-0247
GO:00714282LiverHCCrRNA-containing ribonucleoprotein complex export from nucleus12/795815/187233.56e-031.59e-0212
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:000636410Oral cavityOSCCrRNA processing172/7305225/187231.57e-301.24e-27172
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
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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
RRS1SNVMissense_Mutationc.49N>Ap.Glu17Lysp.E17KQ15050protein_codingtolerated(0.21)benign(0.359)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RRS1SNVMissense_Mutationc.854N>Tp.Thr285Ilep.T285IQ15050protein_codingtolerated(0.08)possibly_damaging(0.597)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RRS1deletionFrame_Shift_Delc.140delCp.Pro47ArgfsTer42p.P47Rfs*42Q15050protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RRS1deletionFrame_Shift_Delc.135delNp.Pro47ArgfsTer42p.P47Rfs*42Q15050protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RRS1deletionFrame_Shift_Delc.135delNp.Pro47ArgfsTer42p.P47Rfs*42Q15050protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RRS1SNVMissense_Mutationnovelc.410N>Ap.Ser137Asnp.S137NQ15050protein_codingtolerated(0.53)benign(0.046)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RRS1SNVMissense_Mutationnovelc.1031C>Tp.Ser344Phep.S344FQ15050protein_codingdeleterious_low_confidence(0.02)benign(0.062)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RRS1SNVMissense_Mutationnovelc.247N>Tp.Arg83Cysp.R83CQ15050protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-AX-A3FS-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RRS1SNVMissense_Mutationnovelc.470T>Gp.Leu157Argp.L157RQ15050protein_codingdeleterious(0)probably_damaging(0.994)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RRS1SNVMissense_Mutationrs775749259c.1031C>Ap.Ser344Tyrp.S344YQ15050protein_codingdeleterious_low_confidence(0.02)benign(0.062)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<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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