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: RBBP9

Gene summary for RBBP9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBBP9

Gene ID

10741

Gene nameRB binding protein 9, serine hydrolase
Gene AliasBOG
Cytomap20p11.23
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

O75884


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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
10741RBBP9P30T-EHumanEsophagusESCC8.10e-135.18e-010.137
10741RBBP9P31T-EHumanEsophagusESCC7.66e-061.65e-010.1251
10741RBBP9P32T-EHumanEsophagusESCC5.46e-141.62e-010.1666
10741RBBP9P36T-EHumanEsophagusESCC1.86e-052.71e-010.1187
10741RBBP9P37T-EHumanEsophagusESCC2.65e-057.79e-020.1371
10741RBBP9P42T-EHumanEsophagusESCC3.04e-047.87e-020.1175
10741RBBP9P44T-EHumanEsophagusESCC1.42e-031.08e-010.1096
10741RBBP9P48T-EHumanEsophagusESCC5.07e-065.46e-020.0959
10741RBBP9P52T-EHumanEsophagusESCC3.69e-061.35e-010.1555
10741RBBP9P54T-EHumanEsophagusESCC5.09e-061.34e-010.0975
10741RBBP9P56T-EHumanEsophagusESCC4.34e-075.37e-010.1613
10741RBBP9P57T-EHumanEsophagusESCC2.20e-071.77e-010.0926
10741RBBP9P61T-EHumanEsophagusESCC9.36e-071.43e-010.099
10741RBBP9P62T-EHumanEsophagusESCC7.28e-132.37e-010.1302
10741RBBP9P65T-EHumanEsophagusESCC2.30e-051.40e-010.0978
10741RBBP9P74T-EHumanEsophagusESCC3.50e-122.55e-010.1479
10741RBBP9P75T-EHumanEsophagusESCC6.71e-038.76e-020.1125
10741RBBP9P76T-EHumanEsophagusESCC3.65e-061.08e-010.1207
10741RBBP9P79T-EHumanEsophagusESCC5.74e-071.75e-010.1154
10741RBBP9P80T-EHumanEsophagusESCC7.16e-102.41e-010.155
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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
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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
RBBP9SNVMissense_Mutationc.192N>Gp.His64Glnp.H64QO75884protein_codingtolerated(0.5)benign(0)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
RBBP9SNVMissense_Mutationc.242C>Ap.Ala81Aspp.A81DO75884protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
RBBP9SNVMissense_Mutationc.227N>Tp.Ser76Phep.S76FO75884protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
RBBP9SNVMissense_Mutationrs372324175c.326N>Ap.Arg109Hisp.R109HO75884protein_codingdeleterious(0.02)benign(0.011)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBBP9SNVMissense_Mutationnovelc.320A>Tp.Asn107Ilep.N107IO75884protein_codingtolerated(0.12)benign(0.26)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
RBBP9insertionFrame_Shift_Insnovelc.458_459insATTCTACTCCTATATTGp.Glu154PhefsTer27p.E154Ffs*27O75884protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RBBP9SNVMissense_Mutationrs192424321c.266G>Ap.Arg89Glnp.R89QO75884protein_codingtolerated(0.33)benign(0.001)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RBBP9SNVMissense_Mutationrs748471993c.152G>Ap.Arg51Glnp.R51QO75884protein_codingdeleterious(0.02)benign(0.022)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RBBP9SNVMissense_Mutationc.115T>Cp.Cys39Argp.C39RO75884protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-D1-A0ZO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBBP9SNVMissense_Mutationnovelc.198N>Ap.Asp66Glup.D66EO75884protein_codingdeleterious(0)possibly_damaging(0.841)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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
10741RBBP9ENZYME, DRUGGABLE GENOMEinhibitor252166808
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