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: RPN1

Gene summary for RPN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPN1

Gene ID

6184

Gene nameribophorin I
Gene AliasOST1
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P04843


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
6184RPN1HTA11_2487_2000001011HumanColorectumSER4.27e-136.01e-01-0.1808
6184RPN1HTA11_1938_2000001011HumanColorectumAD1.36e-146.78e-01-0.0811
6184RPN1HTA11_78_2000001011HumanColorectumAD3.10e-186.10e-01-0.1088
6184RPN1HTA11_347_2000001011HumanColorectumAD3.86e-338.09e-01-0.1954
6184RPN1HTA11_411_2000001011HumanColorectumSER3.13e-151.36e+00-0.2602
6184RPN1HTA11_2112_2000001011HumanColorectumSER3.30e-036.21e-01-0.2196
6184RPN1HTA11_3361_2000001011HumanColorectumAD1.81e-024.05e-01-0.1207
6184RPN1HTA11_83_2000001011HumanColorectumSER1.62e-054.81e-01-0.1526
6184RPN1HTA11_696_2000001011HumanColorectumAD1.85e-257.98e-01-0.1464
6184RPN1HTA11_866_2000001011HumanColorectumAD1.77e-094.91e-01-0.1001
6184RPN1HTA11_1391_2000001011HumanColorectumAD1.19e-259.51e-01-0.059
6184RPN1HTA11_2992_2000001011HumanColorectumSER2.81e-057.04e-01-0.1706
6184RPN1HTA11_5212_2000001011HumanColorectumAD3.13e-024.43e-01-0.2061
6184RPN1HTA11_546_2000001011HumanColorectumAD3.11e-044.62e-01-0.0842
6184RPN1HTA11_9341_2000001011HumanColorectumSER7.29e-046.52e-01-0.00410000000000005
6184RPN1HTA11_7862_2000001011HumanColorectumAD5.03e-034.37e-01-0.0179
6184RPN1HTA11_866_3004761011HumanColorectumAD8.01e-186.07e-010.096
6184RPN1HTA11_4255_2000001011HumanColorectumSER1.98e-026.22e-010.0446
6184RPN1HTA11_8622_2000001021HumanColorectumSER2.65e-044.96e-010.0528
6184RPN1HTA11_7663_2000001011HumanColorectumSER9.07e-089.59e-010.0131
Page: 1 2 3 4 5 6 7 8 9 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

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:0018279ColorectumADprotein N-linked glycosylation via asparagine15/391823/187235.47e-061.40e-0415
GO:0018196ColorectumADpeptidyl-asparagine modification15/391824/187231.18e-052.62e-0415
GO:0006487ColorectumADprotein N-linked glycosylation25/391865/187239.12e-048.71e-0325
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00182791ColorectumSERprotein N-linked glycosylation via asparagine9/289723/187235.20e-033.95e-029
GO:00181961ColorectumSERpeptidyl-asparagine modification9/289724/187237.19e-034.99e-029
GO:00182792ColorectumMSSprotein N-linked glycosylation via asparagine13/346723/187235.21e-059.31e-0413
GO:00181962ColorectumMSSpeptidyl-asparagine modification13/346724/187239.44e-051.49e-0313
GO:00064871ColorectumMSSprotein N-linked glycosylation23/346765/187239.47e-049.54e-0323
GO:00182793ColorectumMSI-Hprotein N-linked glycosylation via asparagine7/131923/187237.62e-041.42e-027
GO:00181963ColorectumMSI-Hpeptidyl-asparagine modification7/131924/187231.01e-031.73e-027
GO:00182794ColorectumFAPprotein N-linked glycosylation via asparagine10/262223/187235.68e-046.33e-0310
GO:00181964ColorectumFAPpeptidyl-asparagine modification10/262224/187238.53e-048.79e-0310
GO:00064861ColorectumFAPprotein glycosylation48/2622226/187231.85e-031.57e-0248
GO:00434131ColorectumFAPmacromolecule glycosylation48/2622226/187231.85e-031.57e-0248
GO:00700851ColorectumFAPglycosylation50/2622240/187232.30e-031.85e-0250
GO:0009101ColorectumFAPglycoprotein biosynthetic process63/2622317/187232.31e-031.86e-0263
GO:00064872ColorectumFAPprotein N-linked glycosylation18/262265/187232.85e-032.19e-0218
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa00510ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa005101ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
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
hsa005102ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa00513ColorectumMSSVarious types of N-glycan biosynthesis16/187542/84651.39e-024.53e-022.77e-0216
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa005103ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa005131ColorectumMSSVarious types of N-glycan biosynthesis16/187542/84651.39e-024.53e-022.77e-0216
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
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
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa005106EsophagusHGINN-Glycan biosynthesis17/138353/84653.43e-032.54e-022.02e-0217
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa0051013EsophagusHGINN-Glycan biosynthesis17/138353/84653.43e-032.54e-022.02e-0217
Page: 1 2 3 4 

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
RPN1SNVMissense_Mutationc.391G>Ap.Val131Metp.V131MP04843protein_codingdeleterious(0)probably_damaging(0.961)TCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RPN1SNVMissense_Mutationc.1636N>Cp.Asp546Hisp.D546HP04843protein_codingdeleterious(0)probably_damaging(0.948)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RPN1SNVMissense_Mutationnovelc.473N>Ap.Gly158Glup.G158EP04843protein_codingdeleterious(0)probably_damaging(0.967)TCGA-E9-A3X8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphaneCR
RPN1insertionNonsense_Mutationnovelc.497_498insAAAGAAAAAAAAAGAAAAACCTCTp.Tyr166delinsTerp.Y166delins*P04843protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
RPN1SNVMissense_Mutationnovelc.1466G>Tp.Arg489Ilep.R489IP04843protein_codingdeleterious(0)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPN1SNVMissense_Mutationnovelc.34C>Ap.Leu12Metp.L12MP04843protein_codingtolerated(0.09)possibly_damaging(0.601)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPN1SNVMissense_Mutationrs762506765c.1712N>Ap.Arg571Hisp.R571HP04843protein_codingdeleterious(0.01)possibly_damaging(0.634)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPN1SNVMissense_Mutationc.283N>Cp.Glu95Glnp.E95QP04843protein_codingtolerated(0.51)benign(0.033)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RPN1SNVMissense_Mutationnovelc.379N>Gp.Ile127Valp.I127VP04843protein_codingtolerated(1)benign(0.006)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPN1SNVMissense_Mutationc.673N>Ap.Leu225Metp.L225MP04843protein_codingtolerated(0.05)probably_damaging(0.955)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=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