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: PSMD11

Gene summary for PSMD11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMD11

Gene ID

5717

Gene nameproteasome 26S subunit, non-ATPase 11
Gene AliasRpn6
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

O00231


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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
5717PSMD11GSM4909293HumanBreastIDC9.09e-508.85e-010.1581
5717PSMD11GSM4909294HumanBreastIDC5.65e-04-1.64e-010.2022
5717PSMD11GSM4909296HumanBreastIDC2.29e-11-2.61e-010.1524
5717PSMD11GSM4909297HumanBreastIDC1.78e-07-1.68e-010.1517
5717PSMD11GSM4909298HumanBreastIDC1.71e-02-1.37e-010.1551
5717PSMD11GSM4909311HumanBreastIDC1.31e-17-2.23e-010.1534
5717PSMD11GSM4909312HumanBreastIDC1.92e-06-1.44e-010.1552
5717PSMD11GSM4909319HumanBreastIDC1.58e-24-1.97e-010.1563
5717PSMD11GSM4909321HumanBreastIDC3.14e-07-3.93e-020.1559
5717PSMD11brca1HumanBreastPrecancer6.82e-114.69e-01-0.0338
5717PSMD11brca2HumanBreastPrecancer7.64e-063.13e-01-0.024
5717PSMD11M2HumanBreastIDC5.48e-461.41e+000.21
5717PSMD11NCCBC5HumanBreastDCIS1.54e-122.72e-010.2046
5717PSMD11P1HumanBreastIDC1.02e-07-1.13e-010.1527
5717PSMD11P2HumanBreastIDC1.28e-481.18e+000.21
5717PSMD11DCIS2HumanBreastDCIS1.72e-531.68e-010.0085
5717PSMD11HTA11_347_2000001011HumanColorectumAD1.23e-023.38e-01-0.1954
5717PSMD11HTA11_99999970781_79442HumanColorectumMSS5.36e-116.45e-010.294
5717PSMD11HTA11_99999965062_69753HumanColorectumMSI-H2.05e-041.33e+000.3487
5717PSMD11HTA11_99999971662_82457HumanColorectumMSS9.75e-094.63e-010.3859
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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
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:0048863ColorectumFAPstem cell differentiation44/2622206/187232.48e-031.96e-0244
GO:00488635EndometriumAEHstem cell differentiation40/2100206/187233.67e-043.99e-0340
GO:004886314EndometriumEECstem cell differentiation43/2168206/187238.48e-051.21e-0343
GO:00432483EsophagusHGINproteasome assembly6/258712/187233.03e-032.88e-026
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:004324811EsophagusESCCproteasome assembly11/855212/187231.26e-036.06e-0311
GO:00488632LiverNAFLDstem cell differentiation33/1882206/187234.81e-033.81e-0233
GO:0043248LiverCirrhoticproteasome assembly9/463412/187233.59e-043.03e-039
GO:004886311LiverCirrhoticstem cell differentiation66/4634206/187231.06e-024.68e-0266
GO:00432481LiverHCCproteasome assembly12/795812/187233.46e-053.45e-0412
GO:00432482Oral cavityOSCCproteasome assembly11/730512/187232.45e-041.57e-0311
GO:00488637Oral cavityOSCCstem cell differentiation96/7305206/187231.55e-024.99e-0296
GO:00488636ProstateBPHstem cell differentiation55/3107206/187231.56e-041.36e-0355
GO:004886315ProstateTumorstem cell differentiation55/3246206/187234.81e-043.57e-0355
GO:00432484SkincSCCproteasome assembly10/486412/187235.36e-055.38e-0410
GO:004886317SkincSCCstem cell differentiation69/4864206/187239.56e-034.30e-0269
GO:004886310ThyroidHTstem cell differentiation24/1272206/187236.84e-034.19e-0224
GO:004886318ThyroidPTCstem cell differentiation85/5968206/187232.71e-031.36e-0285
GO:004886321ThyroidATCstem cell differentiation97/6293206/187233.88e-053.15e-0497
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305010BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305013BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
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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
PSMD11SNVMissense_Mutationrs768709789c.19N>Cp.Val7Leup.V7LO00231protein_codingtolerated(0.32)benign(0)TCGA-A1-A0SJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PSMD11SNVMissense_Mutationc.343N>Ap.Glu115Lysp.E115KO00231protein_codingdeleterious(0.03)benign(0.027)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSMD11SNVMissense_Mutationc.274N>Gp.Leu92Valp.L92VO00231protein_codingdeleterious(0.05)benign(0.235)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PSMD11SNVMissense_Mutationnovelc.978G>Tp.Leu326Phep.L326FO00231protein_codingdeleterious(0.03)probably_damaging(0.961)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSMD11SNVMissense_Mutationnovelc.832N>Tp.Arg278Trpp.R278WO00231protein_codingdeleterious(0)possibly_damaging(0.821)TCGA-ZJ-AAX4-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PSMD11deletionFrame_Shift_Delc.611delCp.Pro204LeufsTer48p.P204Lfs*48O00231protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PSMD11SNVMissense_Mutationc.360N>Tp.Glu120Aspp.E120DO00231protein_codingdeleterious(0.02)benign(0.053)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PSMD11SNVMissense_Mutationc.404C>Ap.Ser135Tyrp.S135YO00231protein_codingdeleterious(0)benign(0.065)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PSMD11SNVMissense_Mutationrs201116985c.1010G>Ap.Arg337Glnp.R337QO00231protein_codingdeleterious(0)probably_damaging(0.931)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
PSMD11SNVMissense_Mutationc.1234N>Ap.Asp412Asnp.D412NO00231protein_codingdeleterious(0.02)possibly_damaging(0.677)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
5717PSMD11KINASEinhibitorCHEMBL325041BORTEZOMIB
5717PSMD11KINASEBORTEZOMIBBORTEZOMIB24524217
5717PSMD11KINASEinhibitorCHEMBL3545432IXAZOMIB CITRATE
5717PSMD11KINASEinhibitorCHEMBL451887CARFILZOMIB
5717PSMD11KINASEinhibitorCARFILZOMIBCARFILZOMIB
5717PSMD11KINASECARFILZOMIBCARFILZOMIB24524217
5717PSMD11KINASEinhibitorBORTEZOMIBBORTEZOMIB
5717PSMD11KINASEinhibitorCHEMBL2103884OPROZOMIB
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