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: 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


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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
5720PSME1CA_HPV_1HumanCervixCC2.89e-172.45e-010.0264
5720PSME1CA_HPV_3HumanCervixCC1.98e-062.38e-010.0414
5720PSME1N_HPV_2HumanCervixN_HPV5.58e-072.60e-01-0.0131
5720PSME1CCI_1HumanCervixCC6.99e-15-8.31e-010.528
5720PSME1CCI_2HumanCervixCC1.72e-05-6.26e-010.5249
5720PSME1CCI_3HumanCervixCC8.22e-17-7.90e-010.516
5720PSME1CCII_1HumanCervixCC1.00e-27-8.29e-010.3249
5720PSME1TumorHumanCervixCC4.70e-042.63e-010.1241
5720PSME1L1HumanCervixCC1.78e-09-2.84e-010.0802
5720PSME1HTA11_2487_2000001011HumanColorectumSER8.45e-083.76e-01-0.1808
5720PSME1HTA11_1938_2000001011HumanColorectumAD5.28e-064.23e-01-0.0811
5720PSME1HTA11_78_2000001011HumanColorectumAD4.87e-032.48e-01-0.1088
5720PSME1HTA11_347_2000001011HumanColorectumAD8.45e-164.48e-01-0.1954
5720PSME1HTA11_411_2000001011HumanColorectumSER6.90e-046.61e-01-0.2602
5720PSME1HTA11_2112_2000001011HumanColorectumSER1.28e-035.53e-01-0.2196
5720PSME1HTA11_3361_2000001011HumanColorectumAD4.19e-022.63e-01-0.1207
5720PSME1HTA11_83_2000001011HumanColorectumSER7.22e-042.90e-01-0.1526
5720PSME1HTA11_696_2000001011HumanColorectumAD4.78e-113.21e-01-0.1464
5720PSME1HTA11_866_2000001011HumanColorectumAD6.93e-062.29e-01-0.1001
5720PSME1HTA11_1391_2000001011HumanColorectumAD1.10e-134.97e-01-0.059
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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
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.

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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: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
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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
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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
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
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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
5720PSME1NAinhibitorBORTEZOMIBBORTEZOMIB
5720PSME1NAinhibitorCARFILZOMIBCARFILZOMIB
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