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: PSME1

Gene summary for PSME1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSME1

Gene ID

5720

Gene nameproteasome activator subunit 1
Gene AliasHEL-S-129m
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q06323


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
5720PSME1052097_1595-all-cellsHumanProstateBPH2.51e-10-4.59e-010.0972
5720PSME1052099_1652-all-cellsHumanProstateBPH2.44e-09-4.55e-010.1038
5720PSME1Dong_P1HumanProstateTumor4.46e-183.03e-010.035
5720PSME1Dong_P3HumanProstateTumor4.14e-112.76e-010.0278
5720PSME1Dong_P4HumanProstateTumor1.37e-023.51e-010.0292
5720PSME1Dong_P5HumanProstateTumor2.26e-181.48e-010.053
5720PSME1GSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor1.38e-021.01e-010.1557
5720PSME1GSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor3.62e-074.72e-010.159
5720PSME1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor6.30e-061.59e-010.1602
5720PSME1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor1.14e-022.45e-010.1608
5720PSME1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor3.53e-05-2.47e-030.1575
5720PSME1GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor2.05e-17-2.15e-010.1545
5720PSME1GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor1.40e-09-2.02e-010.1569
5720PSME1GSM5353247_PA_PR5269_3_S27_L002HumanProstateTumor1.67e-02-2.47e-020.1532
5720PSME1P4_S8_cSCCHumanSkincSCC6.91e-12-7.53e-02-0.3095
5720PSME1P5_S10_cSCCHumanSkincSCC2.83e-265.23e-01-0.299
5720PSME1P1_cSCCHumanSkincSCC4.08e-672.69e+000.0292
5720PSME1P2_cSCCHumanSkincSCC2.51e-411.60e+00-0.024
5720PSME1P4_cSCCHumanSkincSCC5.67e-822.18e+00-0.00290000000000005
5720PSME1P10_cSCCHumanSkincSCC4.61e-511.81e+000.1017
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

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
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.

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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:001095210CervixCCpositive regulation of peptidase activity54/2311197/187238.06e-096.99e-0754
GO:001095010CervixCCpositive regulation of endopeptidase activity48/2311179/187231.12e-075.71e-0648
GO:001988410CervixCCantigen processing and presentation of exogenous antigen20/231147/187232.18e-079.57e-0620
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:006113610CervixCCregulation of proteasomal protein catabolic process48/2311187/187234.63e-071.77e-0548
GO:001988210CervixCCantigen processing and presentation32/2311106/187238.61e-073.08e-0532
GO:20000453CervixCCregulation of G1/S transition of mitotic cell cycle37/2311142/187236.33e-061.53e-0437
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:19028062CervixCCregulation of cell cycle G1/S phase transition41/2311168/187231.18e-052.51e-0441
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0461220CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa0305014CervixCCProteasome16/126746/84656.69e-043.09e-031.83e-0316
hsa04612110CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa0305015CervixCCProteasome16/126746/84656.69e-043.09e-031.83e-0316
hsa0461243CervixN_HPVAntigen processing and presentation20/34978/84652.61e-111.42e-091.11e-0920
hsa0461253CervixN_HPVAntigen processing and presentation20/34978/84652.61e-111.42e-091.11e-0920
hsa03050ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa030501ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa030502ColorectumSERProteasome24/158046/84653.05e-075.96e-064.33e-0624
hsa04612ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
hsa030503ColorectumSERProteasome24/158046/84653.05e-075.96e-064.33e-0624
hsa046121ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
hsa030504ColorectumMSSProteasome29/187546/84652.72e-095.69e-083.48e-0829
hsa046122ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa030505ColorectumMSSProteasome29/187546/84652.72e-095.69e-083.48e-0829
hsa046123ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa030506ColorectumMSI-HProteasome23/79746/84651.86e-124.64e-113.89e-1123
hsa046124ColorectumMSI-HAntigen processing and presentation23/79778/84654.15e-077.91e-066.63e-0623
hsa030507ColorectumMSI-HProteasome23/79746/84651.86e-124.64e-113.89e-1123
hsa046125ColorectumMSI-HAntigen processing and presentation23/79778/84654.15e-077.91e-066.63e-0623
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
PSME1insertionFrame_Shift_Insnovelc.524_525insTp.Lys176Terp.K176*Q06323protein_codingTCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
PSME1SNVMissense_Mutationnovelc.541N>Tp.Arg181Cysp.R181CQ06323protein_codingdeleterious(0)probably_damaging(0.937)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSME1SNVMissense_Mutationnovelc.61N>Tp.Leu21Phep.L21FQ06323protein_codingdeleterious(0.05)benign(0.031)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSME1SNVMissense_Mutationnovelc.366N>Tp.Lys122Asnp.K122NQ06323protein_codingtolerated(0.14)possibly_damaging(0.819)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSME1SNVMissense_Mutationnovelc.521N>Cp.Ile174Thrp.I174TQ06323protein_codingdeleterious(0.02)possibly_damaging(0.902)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PSME1SNVMissense_Mutationnovelc.534C>Ap.Phe178Leup.F178LQ06323protein_codingtolerated(0.08)benign(0.028)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSME1SNVMissense_Mutationc.320N>Gp.Asn107Serp.N107SQ06323protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-FI-A2EX-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
PSME1SNVMissense_Mutationnovelc.169N>Gp.Leu57Valp.L57VQ06323protein_codingtolerated(0.06)possibly_damaging(0.762)TCGA-83-5908-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
PSME1SNVMissense_Mutationnovelc.270N>Cp.Lys90Asnp.K90NQ06323protein_codingtolerated(0.14)benign(0.015)TCGA-BA-5152-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
PSME1SNVMissense_Mutationc.163A>Gp.Ser55Glyp.S55GQ06323protein_codingdeleterious(0.04)possibly_damaging(0.519)TCGA-HC-A6AS-01Prostateprostate adenocarcinomaMale>=657UnknownUnknownSD
Page: 1 2 

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
5720PSME1NAinhibitorBORTEZOMIBBORTEZOMIB
5720PSME1NAinhibitorCARFILZOMIBCARFILZOMIB
Page: 1