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: RBBP5

Gene summary for RBBP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBBP5

Gene ID

5929

Gene nameRB binding protein 5, histone lysine methyltransferase complex subunit
Gene AliasRBQ3
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q15291


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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
5929RBBP5P54T-EHumanEsophagusESCC2.93e-152.53e-010.0975
5929RBBP5P56T-EHumanEsophagusESCC1.75e-169.81e-010.1613
5929RBBP5P57T-EHumanEsophagusESCC2.18e-091.79e-010.0926
5929RBBP5P61T-EHumanEsophagusESCC8.09e-133.35e-010.099
5929RBBP5P62T-EHumanEsophagusESCC2.04e-192.98e-010.1302
5929RBBP5P65T-EHumanEsophagusESCC3.87e-061.19e-010.0978
5929RBBP5P74T-EHumanEsophagusESCC3.05e-122.85e-010.1479
5929RBBP5P75T-EHumanEsophagusESCC7.40e-183.57e-010.1125
5929RBBP5P76T-EHumanEsophagusESCC2.53e-162.61e-010.1207
5929RBBP5P79T-EHumanEsophagusESCC1.85e-171.75e-010.1154
5929RBBP5P80T-EHumanEsophagusESCC6.84e-195.22e-010.155
5929RBBP5P82T-EHumanEsophagusESCC1.48e-102.89e-010.1072
5929RBBP5P83T-EHumanEsophagusESCC1.32e-194.36e-010.1738
5929RBBP5P84T-EHumanEsophagusESCC5.99e-072.65e-010.0933
5929RBBP5P89T-EHumanEsophagusESCC2.96e-103.91e-010.1752
5929RBBP5P91T-EHumanEsophagusESCC3.20e-097.61e-010.1828
5929RBBP5P107T-EHumanEsophagusESCC7.22e-224.38e-010.171
5929RBBP5P127T-EHumanEsophagusESCC1.34e-132.43e-010.0826
5929RBBP5P128T-EHumanEsophagusESCC7.80e-165.81e-010.1241
5929RBBP5P130T-EHumanEsophagusESCC1.96e-387.30e-010.1676
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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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00436275EsophagusESCCresponse to estrogen45/855275/187238.75e-033.08e-0245
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:00165712LiverHCChistone methylation88/7958141/187231.41e-062.02e-0588
GO:00349681LiverHCChistone lysine methylation70/7958115/187235.32e-055.04e-0470
GO:00180221LiverHCCpeptidyl-lysine methylation74/7958131/187238.46e-045.06e-0374
GO:0051568LiverHCChistone H3-K4 methylation36/795859/187233.15e-031.46e-0236
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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
RBBP5BMEMEndometriumHealthyPRPF4,KBTBD3,VGLL4, etc.1.52e-01The 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.
∗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
RBBP5SNVMissense_Mutationc.487N>Ap.Gly163Argp.G163RQ15291protein_codingdeleterious(0)probably_damaging(0.916)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBBP5SNVMissense_Mutationc.503C>Tp.Thr168Metp.T168MQ15291protein_codingdeleterious(0.01)possibly_damaging(0.694)TCGA-AO-A1KP-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
RBBP5insertionNonsense_Mutationnovelc.1316_1317insAAGTGAAGCTTGGTGAGGGTAACCCTGAGCTTGGGACTTTTGGp.Ser441GlufsTer4p.S441Efs*4Q15291protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RBBP5insertionFrame_Shift_Insnovelc.704_705insTAAGTATTCTATTTTACTTGCTTCGAAACTAGTTp.Arg235SerfsTer17p.R235Sfs*17Q15291protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
RBBP5SNVMissense_Mutationc.503C>Tp.Thr168Metp.T168MQ15291protein_codingdeleterious(0.01)possibly_damaging(0.694)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RBBP5SNVMissense_Mutationc.295G>Ap.Asp99Asnp.D99NQ15291protein_codingtolerated(0.07)benign(0.32)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RBBP5SNVMissense_Mutationc.1240N>Cp.Asn414Hisp.N414HQ15291protein_codingtolerated(0.12)possibly_damaging(0.598)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RBBP5SNVMissense_Mutationnovelc.140G>Ap.Arg47Glnp.R47QQ15291protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RBBP5SNVMissense_Mutationnovelc.1558N>Tp.Val520Leup.V520LQ15291protein_codingtolerated_low_confidence(0.06)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RBBP5SNVMissense_Mutationnovelc.739G>Ap.Asp247Asnp.D247NQ15291protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3892-01Colorectumrectum 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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