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: PSMB4

Gene summary for PSMB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMB4

Gene ID

5692

Gene nameproteasome 20S subunit beta 4
Gene AliasHN3
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A140VK46


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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
5692PSMB4GSM4909285HumanBreastIDC3.92e-246.08e-010.21
5692PSMB4GSM4909287HumanBreastIDC4.29e-063.98e-010.2057
5692PSMB4GSM4909296HumanBreastIDC4.76e-072.69e-020.1524
5692PSMB4GSM4909297HumanBreastIDC3.73e-12-1.58e-010.1517
5692PSMB4GSM4909301HumanBreastIDC5.93e-03-2.28e-010.1577
5692PSMB4GSM4909311HumanBreastIDC8.87e-27-1.43e-010.1534
5692PSMB4GSM4909312HumanBreastIDC5.51e-11-6.88e-020.1552
5692PSMB4GSM4909313HumanBreastIDC3.12e-04-8.58e-020.0391
5692PSMB4GSM4909318HumanBreastIDC3.92e-031.71e-020.2031
5692PSMB4GSM4909319HumanBreastIDC4.14e-38-1.61e-010.1563
5692PSMB4GSM4909320HumanBreastIDC5.12e-06-1.21e-010.1575
5692PSMB4GSM4909321HumanBreastIDC2.32e-146.35e-020.1559
5692PSMB4brca1HumanBreastPrecancer2.97e-023.45e-01-0.0338
5692PSMB4brca2HumanBreastPrecancer9.33e-052.59e-01-0.024
5692PSMB4M2HumanBreastIDC1.58e-217.48e-010.21
5692PSMB4M5HumanBreastIDC2.45e-056.01e-010.1598
5692PSMB4NCCBC11HumanBreastDCIS1.34e-032.19e-010.1232
5692PSMB4NCCBC14HumanBreastDCIS1.97e-112.56e-010.2021
5692PSMB4NCCBC2HumanBreastDCIS3.47e-03-2.02e-010.1554
5692PSMB4NCCBC3HumanBreastDCIS1.22e-024.43e-020.1198
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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:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:0050727BreastPrecancerregulation of inflammatory response44/1080386/187231.26e-053.22e-0444
GO:00026836BreastPrecancernegative regulation of immune system process41/1080434/187231.33e-031.40e-0241
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:000268311BreastIDCnegative regulation of immune system process55/1434434/187231.53e-042.67e-0355
GO:00507271BreastIDCregulation of inflammatory response48/1434386/187235.99e-047.54e-0348
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:000268321BreastDCISnegative regulation of immune system process57/1390434/187231.81e-054.35e-0457
GO:00507272BreastDCISregulation of inflammatory response46/1390386/187239.91e-041.10e-0246
GO:00321021BreastDCISnegative regulation of response to external stimulus46/1390420/187235.19e-033.81e-0246
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:00026838EndometriumAEHnegative regulation of immune system process69/2100434/187231.76e-031.41e-0269
GO:001049817EndometriumEECproteasomal protein catabolic process112/2168490/187236.99e-131.40e-10112
GO:000268313EndometriumEECnegative regulation of immune system process72/2168434/187231.04e-039.13e-0372
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
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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
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
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0501023BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
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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
PSMB4SNVMissense_Mutationc.124N>Gp.Pro42Alap.P42AP28070protein_codingtolerated(0.54)benign(0.005)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PSMB4insertionIn_Frame_Insnovelc.233_234insAAAATCAGAAGCGCAGCTCAGTGCGCGGAAAGAp.Leu78_Ala79insLysSerGluAlaGlnLeuSerAlaArgLysGlup.L78_A79insKSEAQLSARKEP28070protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PSMB4SNVMissense_Mutationrs546112706c.632N>Ap.Arg211Hisp.R211HP28070protein_codingtolerated(0.21)possibly_damaging(0.469)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
PSMB4SNVMissense_Mutationc.434N>Ap.Arg145Hisp.R145HP28070protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMB4SNVMissense_Mutationnovelc.269N>Cp.Val90Alap.V90AP28070protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AG-A032-01Colorectumrectum adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabPD
PSMB4SNVMissense_Mutationrs144372831c.703N>Ap.Ala235Thrp.A235TP28070protein_codingdeleterious(0.04)benign(0.356)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PSMB4SNVMissense_Mutationrs780019985c.634G>Ap.Asp212Asnp.D212NP28070protein_codingtolerated(0.37)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMB4SNVMissense_Mutationc.334N>Ap.Leu112Ilep.L112IP28070protein_codingtolerated(1)benign(0.04)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSMB4SNVMissense_Mutationnovelc.56N>Tp.Gly19Valp.G19VP28070protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PSMB4SNVMissense_Mutationc.193G>Tp.Val65Leup.V65LP28070protein_codingdeleterious(0.01)possibly_damaging(0.778)TCGA-BS-A0TC-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
5692PSMB4DRUGGABLE GENOME, PROTEASEinhibitorCHEMBL2103884OPROZOMIB
5692PSMB4DRUGGABLE GENOME, PROTEASECARFILZOMIBCARFILZOMIB24524217
5692PSMB4DRUGGABLE GENOME, PROTEASEinhibitorCHEMBL451887CARFILZOMIB
5692PSMB4DRUGGABLE GENOME, PROTEASEinhibitorCHEMBL325041BORTEZOMIB
5692PSMB4DRUGGABLE GENOME, PROTEASEinhibitorCHEMBL3545432IXAZOMIB CITRATE
5692PSMB4DRUGGABLE GENOME, PROTEASEinhibitorCHEMBL371405MARIZOMIB
5692PSMB4DRUGGABLE GENOME, PROTEASEinhibitorBORTEZOMIBBORTEZOMIB
5692PSMB4DRUGGABLE GENOME, PROTEASEinhibitorCARFILZOMIBCARFILZOMIB
5692PSMB4DRUGGABLE GENOME, PROTEASEBORTEZOMIBBORTEZOMIB24524217
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