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: RBBP4

Gene summary for RBBP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBBP4

Gene ID

5928

Gene nameRB binding protein 4, chromatin remodeling factor
Gene AliasNURF55
Cytomap1p35.1
Gene Typeprotein-coding
GO ID

GO:0006260

UniProtAcc

Q09028


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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
5928RBBP4LZE2THumanEsophagusESCC1.97e-059.21e-010.082
5928RBBP4LZE4THumanEsophagusESCC2.51e-195.35e-010.0811
5928RBBP4LZE5THumanEsophagusESCC1.75e-047.29e-010.0514
5928RBBP4LZE7THumanEsophagusESCC2.15e-201.76e+000.0667
5928RBBP4LZE8THumanEsophagusESCC3.10e-198.03e-010.067
5928RBBP4LZE20THumanEsophagusESCC5.63e-156.90e-010.0662
5928RBBP4LZE22D1HumanEsophagusHGIN3.85e-063.43e-010.0595
5928RBBP4LZE22THumanEsophagusESCC3.78e-101.12e+000.068
5928RBBP4LZE24THumanEsophagusESCC5.54e-511.40e+000.0596
5928RBBP4LZE21THumanEsophagusESCC6.77e-055.46e-010.0655
5928RBBP4LZE6THumanEsophagusESCC1.36e-168.72e-010.0845
5928RBBP4P1T-EHumanEsophagusESCC7.88e-107.98e-010.0875
5928RBBP4P2T-EHumanEsophagusESCC2.65e-881.71e+000.1177
5928RBBP4P4T-EHumanEsophagusESCC3.87e-541.13e+000.1323
5928RBBP4P5T-EHumanEsophagusESCC4.27e-379.27e-010.1327
5928RBBP4P8T-EHumanEsophagusESCC3.23e-521.11e+000.0889
5928RBBP4P9T-EHumanEsophagusESCC3.13e-164.81e-010.1131
5928RBBP4P10T-EHumanEsophagusESCC3.76e-931.76e+000.116
5928RBBP4P11T-EHumanEsophagusESCC9.25e-198.28e-010.1426
5928RBBP4P12T-EHumanEsophagusESCC1.06e-501.05e+000.1122
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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:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000626011Oral cavityLPDNA replication97/4623260/187233.67e-067.75e-0597
GO:000626012SkincSCCDNA replication106/4864260/187231.18e-072.77e-06106
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:000633812SkincSCCchromatin remodeling94/4864255/187237.58e-057.26e-0494
GO:00718241SkincSCCprotein-DNA complex subunit organization87/4864241/187233.09e-042.47e-0387
GO:00711031SkincSCCDNA conformation change96/4864290/187233.87e-032.07e-0296
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
GO:000633813ThyroidATCchromatin remodeling109/6293255/187231.38e-037.15e-03109
GO:00718242ThyroidATCprotein-DNA complex subunit organization103/6293241/187231.84e-039.03e-03103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421828EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa04218111EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa042187LiverCirrhoticCellular senescence66/2530156/84655.94e-043.60e-032.22e-0366
hsa0421812LiverCirrhoticCellular senescence66/2530156/84655.94e-043.60e-032.22e-0366
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0421827Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
hsa0421837Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
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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
RBBP4SNVMissense_Mutationnovelc.895G>Tp.Ala299Serp.A299SQ09028protein_codingtolerated(0.05)benign(0.051)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RBBP4SNVMissense_Mutationc.1231N>Cp.Asp411Hisp.D411HQ09028protein_codingdeleterious(0.01)possibly_damaging(0.842)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RBBP4SNVMissense_Mutationnovelc.1108C>Ap.His370Asnp.H370NQ09028protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RBBP4SNVMissense_Mutationnovelc.91N>Ap.Leu31Ilep.L31IQ09028protein_codingdeleterious(0.01)possibly_damaging(0.62)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RBBP4SNVMissense_Mutationnovelc.1218N>Tp.Glu406Aspp.E406DQ09028protein_codingtolerated(0.39)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RBBP4SNVMissense_Mutationrs773549765c.284C>Tp.Ala95Valp.A95VQ09028protein_codingtolerated(0.15)benign(0.028)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
RBBP4SNVMissense_Mutationc.1056N>Tp.Glu352Aspp.E352DQ09028protein_codingtolerated(0.23)benign(0)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBBP4SNVMissense_Mutationnovelc.580N>Ap.Leu194Ilep.L194IQ09028protein_codingtolerated(0.12)benign(0.069)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBBP4SNVMissense_Mutationnovelc.514N>Tp.Arg172Cysp.R172CQ09028protein_codingtolerated(0.05)benign(0.062)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RBBP4SNVMissense_Mutationnovelc.911N>Tp.Arg304Ilep.R304IQ09028protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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