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: PSMB10

Gene summary for PSMB10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMB10

Gene ID

5699

Gene nameproteasome 20S subunit beta 10
Gene AliasLMP10
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P40306


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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
5699PSMB10sample1HumanCervixCC7.00e-167.06e-010.0959
5699PSMB10sample3HumanCervixCC2.61e-063.35e-010.1387
5699PSMB10T1HumanCervixCC1.46e-256.80e-010.0918
5699PSMB10T3HumanCervixCC1.48e-093.37e-010.1389
5699PSMB10LZE2THumanEsophagusESCC5.44e-107.35e-010.082
5699PSMB10LZE4THumanEsophagusESCC9.53e-296.57e-010.0811
5699PSMB10LZE5THumanEsophagusESCC6.95e-126.28e-010.0514
5699PSMB10LZE7THumanEsophagusESCC2.68e-165.76e-010.0667
5699PSMB10LZE8THumanEsophagusESCC2.32e-339.47e-010.067
5699PSMB10LZE20THumanEsophagusESCC1.35e-228.48e-010.0662
5699PSMB10LZE21D1HumanEsophagusHGIN1.52e-087.02e-010.0632
5699PSMB10LZE22D1HumanEsophagusHGIN1.32e-093.91e-010.0595
5699PSMB10LZE22THumanEsophagusESCC4.24e-147.35e-010.068
5699PSMB10LZE24D1HumanEsophagusHGIN8.88e-071.58e+000.054
5699PSMB10LZE24THumanEsophagusESCC6.81e-531.74e+000.0596
5699PSMB10LZE22D3HumanEsophagusHGIN1.28e-058.35e-010.0653
5699PSMB10LZE21THumanEsophagusESCC2.26e-157.90e-010.0655
5699PSMB10LZE6THumanEsophagusESCC4.61e-145.27e-010.0845
5699PSMB10P1T-EHumanEsophagusESCC1.94e-269.65e-010.0875
5699PSMB10P2T-EHumanEsophagusESCC6.31e-487.59e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00420988CervixCCT cell proliferation49/2311199/187231.32e-064.49e-0549
GO:00706617CervixCCleukocyte proliferation65/2311318/187232.56e-054.32e-0465
GO:00466516CervixCClymphocyte proliferation59/2311288/187235.53e-058.10e-0459
GO:00329435CervixCCmononuclear cell proliferation59/2311291/187237.51e-051.03e-0359
GO:00069597CervixCChumoral immune response54/2311317/187238.57e-034.42e-0254
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:004209816Oral cavityOSCCT cell proliferation100/7305199/187237.93e-044.27e-03100
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:004211017Oral cavityLPT cell activation146/4623487/187234.13e-032.66e-02146
GO:004211023Oral cavityEOLPT cell activation111/2218487/187234.67e-128.17e-10111
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0305027EsophagusHGINProteasome34/138346/84656.45e-181.91e-161.52e-1634
hsa03050111EsophagusHGINProteasome34/138346/84656.45e-181.91e-161.52e-1634
hsa0305028EsophagusESCCProteasome44/420546/84651.05e-111.60e-108.21e-1144
hsa0305037EsophagusESCCProteasome44/420546/84651.05e-111.60e-108.21e-1144
hsa030509LiverCirrhoticProteasome41/253046/84656.22e-172.30e-151.42e-1541
hsa0305012LiverCirrhoticProteasome41/253046/84656.22e-172.30e-151.42e-1541
hsa0305022LiverHCCProteasome43/402046/84652.62e-114.61e-102.56e-1043
hsa0305032LiverHCCProteasome43/402046/84652.62e-114.61e-102.56e-1043
hsa0305020Oral cavityOSCCProteasome42/370446/84651.32e-112.01e-101.02e-1042
hsa03050110Oral cavityOSCCProteasome42/370446/84651.32e-112.01e-101.02e-1042
hsa0305026Oral cavityLPProteasome41/241846/84651.05e-173.17e-162.05e-1641
hsa0305036Oral cavityLPProteasome41/241846/84651.05e-173.17e-162.05e-1641
hsa0305043Oral cavityNEOLPProteasome12/111246/84651.35e-024.32e-022.72e-0212
hsa0305053Oral cavityNEOLPProteasome12/111246/84651.35e-024.32e-022.72e-0212
hsa030508StomachGCProteasome11/70846/84651.14e-037.72e-035.43e-0311
hsa0305011StomachGCProteasome11/70846/84651.14e-037.72e-035.43e-0311
hsa0305021StomachCAG with IMProteasome11/64046/84654.89e-044.21e-032.95e-0311
hsa0305031StomachCAG with IMProteasome11/64046/84654.89e-044.21e-032.95e-0311
hsa0305041StomachCSGProteasome11/63346/84654.45e-043.70e-032.67e-0311
hsa0305051StomachCSGProteasome11/63346/84654.45e-043.70e-032.67e-0311
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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
PSMB10insertionNonsense_Mutationnovelc.745_746insTATGACCGATCATCAAACGCAGAGCCCTTGCAGGTTCTGTCCGTp.Ala249ValfsTer2p.A249Vfs*2P40306protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSMB10SNVMissense_Mutationrs202238433c.334G>Ap.Glu112Lysp.E112KP40306protein_codingtolerated(0.85)benign(0.03)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSMB10SNVMissense_Mutationc.45G>Cp.Glu15Aspp.E15DP40306protein_codingtolerated(0.94)benign(0.003)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSMB10SNVMissense_Mutationc.45N>Tp.Glu15Aspp.E15DP40306protein_codingtolerated(0.94)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PSMB10SNVMissense_Mutationnovelc.362N>Gp.Ile121Serp.I121SP40306protein_codingdeleterious(0)benign(0.08)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMB10SNVMissense_Mutationrs372222842c.719G>Ap.Arg240Hisp.R240HP40306protein_codingtolerated(0.17)benign(0.003)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSMB10SNVMissense_Mutationnovelc.233C>Tp.Pro78Leup.P78LP40306protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMB10SNVMissense_Mutationrs372222842c.719N>Ap.Arg240Hisp.R240HP40306protein_codingtolerated(0.17)benign(0.003)TCGA-AP-A1DP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapypaclitaxelPD
PSMB10SNVMissense_Mutationc.157C>Ap.Leu53Metp.L53MP40306protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PSMB10SNVMissense_Mutationc.45N>Tp.Glu15Aspp.E15DP40306protein_codingtolerated(0.94)benign(0.003)TCGA-E6-A1LX-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
5699PSMB10PROTEASE, DRUGGABLE GENOMEinhibitorBORTEZOMIBBORTEZOMIB
5699PSMB10PROTEASE, DRUGGABLE GENOMEinhibitorCHEMBL2103884OPROZOMIB
5699PSMB10PROTEASE, DRUGGABLE GENOMEinhibitorCHEMBL3545432IXAZOMIB CITRATE
5699PSMB10PROTEASE, DRUGGABLE GENOMEinhibitorCARFILZOMIBCARFILZOMIB
5699PSMB10PROTEASE, DRUGGABLE GENOMEBORTEZOMIBBORTEZOMIB24524217
5699PSMB10PROTEASE, DRUGGABLE GENOMEinhibitorCHEMBL325041BORTEZOMIB
5699PSMB10PROTEASE, DRUGGABLE GENOMEinhibitorCHEMBL371405MARIZOMIB
5699PSMB10PROTEASE, DRUGGABLE GENOMEinhibitorCHEMBL451887CARFILZOMIB
5699PSMB10PROTEASE, DRUGGABLE GENOMECARFILZOMIBCARFILZOMIB24524217
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