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: RUVBL1

Gene summary for RUVBL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUVBL1

Gene ID

8607

Gene nameRuvB like AAA ATPase 1
Gene AliasECP-54
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y265


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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
8607RUVBL1LZE2THumanEsophagusESCC8.84e-081.30e+000.082
8607RUVBL1LZE4THumanEsophagusESCC1.77e-144.52e-010.0811
8607RUVBL1LZE7THumanEsophagusESCC1.94e-095.84e-010.0667
8607RUVBL1LZE8THumanEsophagusESCC4.35e-074.27e-010.067
8607RUVBL1LZE20THumanEsophagusESCC1.39e-021.24e-010.0662
8607RUVBL1LZE22THumanEsophagusESCC3.59e-065.23e-010.068
8607RUVBL1LZE24THumanEsophagusESCC2.81e-185.72e-010.0596
8607RUVBL1LZE21THumanEsophagusESCC2.37e-041.68e-010.0655
8607RUVBL1LZE6THumanEsophagusESCC8.60e-169.92e-010.0845
8607RUVBL1P1T-EHumanEsophagusESCC5.04e-094.48e-010.0875
8607RUVBL1P2T-EHumanEsophagusESCC3.73e-851.60e+000.1177
8607RUVBL1P4T-EHumanEsophagusESCC1.80e-431.19e+000.1323
8607RUVBL1P5T-EHumanEsophagusESCC1.22e-419.64e-010.1327
8607RUVBL1P8T-EHumanEsophagusESCC6.88e-245.03e-010.0889
8607RUVBL1P9T-EHumanEsophagusESCC7.97e-348.57e-010.1131
8607RUVBL1P10T-EHumanEsophagusESCC1.24e-468.37e-010.116
8607RUVBL1P11T-EHumanEsophagusESCC1.11e-146.22e-010.1426
8607RUVBL1P12T-EHumanEsophagusESCC1.84e-245.57e-010.1122
8607RUVBL1P15T-EHumanEsophagusESCC8.36e-367.57e-010.1149
8607RUVBL1P16T-EHumanEsophagusESCC5.36e-681.24e+000.1153
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
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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
RUVBL1SNVMissense_Mutationnovelc.693N>Cp.Lys231Asnp.K231NQ9Y265protein_codingdeleterious(0.05)probably_damaging(0.931)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUVBL1SNVMissense_Mutationnovelc.928G>Ap.Glu310Lysp.E310KQ9Y265protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
RUVBL1insertionFrame_Shift_Insnovelc.663_664insTTCACTCCAGCAGTGGGCTp.Pro222PhefsTer27p.P222Ffs*27Q9Y265protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RUVBL1deletionFrame_Shift_Delnovelc.351delNp.Arg118GlyfsTer7p.R118Gfs*7Q9Y265protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RUVBL1SNVMissense_Mutationrs758610032c.777N>Ap.Met259Ilep.M259IQ9Y265protein_codingtolerated(0.18)benign(0.007)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RUVBL1SNVMissense_Mutationc.904G>Ap.Asp302Asnp.D302NQ9Y265protein_codingdeleterious(0.01)possibly_damaging(0.859)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RUVBL1SNVMissense_Mutationnovelc.490N>Ap.Ala164Thrp.A164TQ9Y265protein_codingtolerated(0.9)benign(0.007)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RUVBL1SNVMissense_Mutationc.349N>Tp.Arg117Cysp.R117CQ9Y265protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RUVBL1SNVMissense_Mutationc.349N>Tp.Arg117Cysp.R117CQ9Y265protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RUVBL1SNVMissense_Mutationnovelc.470T>Ap.Val157Glup.V157EQ9Y265protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A02F-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPR
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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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