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: RRBP1

Gene summary for RRBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRBP1

Gene ID

6238

Gene nameribosome binding protein 1
Gene AliasES/130
Cytomap20p12.1
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9P2E9


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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
6238RRBP1GSM4909294HumanBreastIDC8.73e-07-2.85e-010.2022
6238RRBP1GSM4909296HumanBreastIDC2.70e-12-3.52e-020.1524
6238RRBP1GSM4909297HumanBreastIDC2.41e-14-3.15e-010.1517
6238RRBP1GSM4909298HumanBreastIDC1.50e-043.77e-010.1551
6238RRBP1GSM4909304HumanBreastIDC1.66e-10-3.58e-010.1636
6238RRBP1GSM4909311HumanBreastIDC1.55e-32-1.41e-010.1534
6238RRBP1GSM4909312HumanBreastIDC1.68e-10-1.82e-010.1552
6238RRBP1GSM4909317HumanBreastIDC1.78e-418.68e-010.1355
6238RRBP1GSM4909319HumanBreastIDC2.11e-39-2.17e-010.1563
6238RRBP1GSM4909320HumanBreastIDC2.54e-06-7.92e-020.1575
6238RRBP1GSM4909321HumanBreastIDC2.76e-21-3.45e-010.1559
6238RRBP1M2HumanBreastIDC1.28e-031.28e-010.21
6238RRBP1NCCBC11HumanBreastDCIS4.47e-04-2.18e-010.1232
6238RRBP1NCCBC14HumanBreastDCIS4.07e-13-4.98e-020.2021
6238RRBP1NCCBC3HumanBreastDCIS6.06e-049.12e-020.1198
6238RRBP1NCCBC5HumanBreastDCIS2.30e-13-2.47e-010.2046
6238RRBP1P1HumanBreastIDC7.46e-15-1.11e-010.1527
6238RRBP1P2HumanBreastIDC8.76e-08-1.08e-010.21
6238RRBP1DCIS2HumanBreastDCIS1.25e-585.11e-010.0085
6238RRBP1HTA11_3410_2000001011HumanColorectumAD2.39e-17-5.46e-010.0155
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:000164921BreastDCISosteoblast differentiation32/1390229/187234.00e-045.48e-0332
GO:000150321BreastDCISossification45/1390408/187234.98e-033.72e-0245
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00016491ColorectumSERosteoblast differentiation56/2897229/187232.49e-044.21e-0356
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:00016492ColorectumMSSosteoblast differentiation64/3467229/187232.91e-043.83e-0364
GO:00015032ColorectumMSSossification96/3467408/187236.09e-034.07e-0296
GO:00016493ColorectumFAPosteoblast differentiation51/2622229/187234.40e-045.22e-0351
GO:00015033ColorectumFAPossification79/2622408/187231.53e-031.37e-0279
GO:00016494ColorectumCRCosteoblast differentiation41/2078229/187231.36e-031.50e-0241
GO:00015034ColorectumCRCossification64/2078408/187232.73e-032.49e-0264
GO:00016498EndometriumAEHosteoblast differentiation52/2100229/187234.74e-071.92e-0552
GO:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:000164914EndometriumEECosteoblast differentiation53/2168229/187235.32e-072.02e-0553
GO:000150313EndometriumEECossification79/2168408/187232.72e-067.67e-0579
GO:000164917EsophagusHGINosteoblast differentiation50/2587229/187235.88e-048.30e-0350
GO:000150316EsophagusHGINossification75/2587408/187235.49e-034.49e-0275
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414153BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa0414126EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa04141111EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa0414127EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414136EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
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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
RRBP1SNVMissense_Mutationrs537199653c.598G>Ap.Gly200Serp.G200SQ9P2E9protein_codingtolerated(0.08)possibly_damaging(0.578)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
RRBP1SNVMissense_Mutationc.147N>Ap.Met49Ilep.M49IQ9P2E9protein_codingdeleterious(0.01)benign(0.097)TCGA-AR-A24K-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RRBP1SNVMissense_Mutationc.503N>Ap.Ala168Aspp.A168DQ9P2E9protein_codingtolerated(0.06)possibly_damaging(0.814)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RRBP1insertionNonsense_Mutationnovelc.164_165insATGAATTTTCGATGATTTCCATTTATTTp.Lys56Terp.K56*Q9P2E9protein_codingTCGA-C8-A1HN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RRBP1SNVMissense_Mutationc.2647N>Cp.Glu883Glnp.E883QQ9P2E9protein_codingtolerated(0.21)benign(0.009)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RRBP1SNVMissense_Mutationc.835N>Ap.Glu279Lysp.E279KQ9P2E9protein_codingdeleterious(0.01)possibly_damaging(0.904)TCGA-FU-A2QG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RRBP1SNVMissense_Mutationrs112642316c.641A>Gp.Tyr214Cysp.Y214CQ9P2E9protein_codingtolerated(0.12)benign(0.077)TCGA-A6-6650-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RRBP1SNVMissense_Mutationrs773714203c.2294C>Tp.Thr765Metp.T765MQ9P2E9protein_codingtolerated(0.23)possibly_damaging(0.506)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RRBP1SNVMissense_Mutationrs761671499c.2800N>Ap.Ala934Thrp.A934TQ9P2E9protein_codingdeleterious(0.02)possibly_damaging(0.902)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RRBP1SNVMissense_Mutationnovelc.937A>Cp.Lys313Glnp.K313QQ9P2E9protein_codingdeleterious(0.04)possibly_damaging(0.676)TCGA-AA-3984-01Colorectumcolon 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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