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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RUVBL2

Gene summary for RUVBL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUVBL2

Gene ID

10856

Gene nameRuvB like AAA ATPase 2
Gene AliasCGI-46
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000491

UniProtAcc

B3KNL2


Top

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
10856RUVBL2LZE2THumanEsophagusESCC2.79e-047.88e-010.082
10856RUVBL2LZE4THumanEsophagusESCC1.04e-185.46e-010.0811
10856RUVBL2LZE5THumanEsophagusESCC8.00e-084.66e-010.0514
10856RUVBL2LZE7THumanEsophagusESCC6.05e-196.92e-010.0667
10856RUVBL2LZE8THumanEsophagusESCC2.18e-124.43e-010.067
10856RUVBL2LZE20THumanEsophagusESCC4.86e-113.58e-010.0662
10856RUVBL2LZE22D1HumanEsophagusHGIN1.97e-021.14e-010.0595
10856RUVBL2LZE22THumanEsophagusESCC8.64e-076.56e-010.068
10856RUVBL2LZE24THumanEsophagusESCC6.25e-378.43e-010.0596
10856RUVBL2LZE21THumanEsophagusESCC3.38e-126.17e-010.0655
10856RUVBL2LZE6THumanEsophagusESCC5.14e-104.97e-010.0845
10856RUVBL2P1T-EHumanEsophagusESCC1.39e-196.47e-010.0875
10856RUVBL2P2T-EHumanEsophagusESCC3.44e-408.03e-010.1177
10856RUVBL2P4T-EHumanEsophagusESCC2.49e-491.13e+000.1323
10856RUVBL2P5T-EHumanEsophagusESCC1.36e-388.04e-010.1327
10856RUVBL2P8T-EHumanEsophagusESCC1.73e-771.47e+000.0889
10856RUVBL2P9T-EHumanEsophagusESCC4.15e-295.09e-010.1131
10856RUVBL2P10T-EHumanEsophagusESCC2.78e-611.20e+000.116
10856RUVBL2P11T-EHumanEsophagusESCC5.88e-329.09e-010.1426
10856RUVBL2P12T-EHumanEsophagusESCC2.01e-511.01e+000.1122
Page: 1 2 3 4 5 6 7 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:007182627EsophagusHGINribonucleoprotein complex subunit organization84/2587227/187231.34e-185.37e-1684
GO:002261827EsophagusHGINribonucleoprotein complex assembly82/2587220/187232.07e-187.36e-1682
GO:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:000640320EsophagusHGINRNA localization66/2587201/187234.06e-125.41e-1066
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:19048747EsophagusHGINpositive regulation of telomerase RNA localization to Cajal body9/258715/187234.11e-051.01e-039
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00701996EsophagusHGINestablishment of protein localization to chromosome11/258725/187232.35e-044.24e-0311
GO:19048727EsophagusHGINregulation of telomerase RNA localization to Cajal body9/258718/187232.70e-044.67e-039
GO:00323926EsophagusHGINDNA geometric change25/258790/187233.77e-045.85e-0325
GO:00906707EsophagusHGINRNA localization to Cajal body9/258719/187234.50e-046.62e-039
GO:00906717EsophagusHGINtelomerase RNA localization to Cajal body9/258719/187234.50e-046.62e-039
GO:00906727EsophagusHGINtelomerase RNA localization9/258719/187234.50e-046.62e-039
GO:00906857EsophagusHGINRNA localization to nucleus9/258719/187234.50e-046.62e-039
GO:00064735EsophagusHGINprotein acetylation45/2587201/187236.17e-048.58e-0345
GO:000931418EsophagusHGINresponse to radiation88/2587456/187236.26e-048.65e-0388
GO:00310568EsophagusHGINregulation of histone modification36/2587152/187237.06e-049.52e-0336
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RUVBL2SNVMissense_Mutationc.634N>Ap.Ala212Thrp.A212TQ9Y230protein_codingdeleterious(0.03)benign(0.125)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RUVBL2deletionFrame_Shift_Delnovelc.71delNp.His25ThrfsTer38p.H25Tfs*38Q9Y230protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RUVBL2SNVMissense_Mutationc.388N>Tp.Arg130Cysp.R130CQ9Y230protein_codingdeleterious(0)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RUVBL2SNVMissense_Mutationc.1054N>Ap.Asp352Asnp.D352NQ9Y230protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RUVBL2SNVMissense_Mutationc.1006C>Tp.Arg336Trpp.R336WQ9Y230protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RUVBL2SNVMissense_Mutationc.634G>Ap.Ala212Thrp.A212TQ9Y230protein_codingdeleterious(0.03)benign(0.125)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RUVBL2SNVMissense_Mutationrs767467214c.1198N>Tp.Arg400Cysp.R400CQ9Y230protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RUVBL2SNVMissense_Mutationc.599N>Tp.Gly200Valp.G200VQ9Y230protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
RUVBL2SNVMissense_Mutationrs761782658c.272N>Tp.Ala91Valp.A91VQ9Y230protein_codingdeleterious(0)probably_damaging(0.976)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RUVBL2SNVMissense_Mutationc.517N>Ap.Asp173Asnp.D173NQ9Y230protein_codingtolerated(0.05)probably_damaging(0.986)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
Page: 1