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: PSME3

Gene summary for PSME3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSME3

Gene ID

10197

Gene nameproteasome activator subunit 3
Gene AliasHEL-S-283
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

A0A024R203


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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
10197PSME3HTA11_1938_2000001011HumanColorectumAD4.88e-043.65e-01-0.0811
10197PSME3HTA11_347_2000001011HumanColorectumAD6.98e-103.50e-01-0.1954
10197PSME3HTA11_83_2000001011HumanColorectumSER2.35e-023.54e-01-0.1526
10197PSME3HTA11_1391_2000001011HumanColorectumAD7.54e-053.66e-01-0.059
10197PSME3HTA11_2992_2000001011HumanColorectumSER7.66e-055.28e-01-0.1706
10197PSME3HTA11_6801_2000001011HumanColorectumSER4.85e-055.45e-010.0171
10197PSME3HTA11_7696_3000711011HumanColorectumAD1.94e-022.23e-010.0674
10197PSME3HTA11_7469_2000001011HumanColorectumAD4.74e-055.26e-01-0.0124
10197PSME3HTA11_99999970781_79442HumanColorectumMSS1.17e-043.02e-010.294
10197PSME3HTA11_99999965062_69753HumanColorectumMSI-H1.09e-028.11e-010.3487
10197PSME3HTA11_99999965104_69814HumanColorectumMSS7.90e-166.58e-010.281
10197PSME3HTA11_99999971662_82457HumanColorectumMSS5.96e-216.35e-010.3859
10197PSME3LZE4THumanEsophagusESCC2.15e-133.71e-010.0811
10197PSME3LZE7THumanEsophagusESCC5.33e-065.75e-010.0667
10197PSME3LZE8THumanEsophagusESCC7.36e-062.44e-010.067
10197PSME3LZE20THumanEsophagusESCC7.35e-077.22e-020.0662
10197PSME3LZE22THumanEsophagusESCC9.00e-042.67e-010.068
10197PSME3LZE24THumanEsophagusESCC5.12e-256.60e-010.0596
10197PSME3LZE21THumanEsophagusESCC5.02e-062.90e-010.0655
10197PSME3LZE6THumanEsophagusESCC5.39e-063.30e-010.0845
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:00109522ColorectumMSSpositive regulation of peptidase activity63/3467197/187233.65e-061.06e-0463
GO:00525482ColorectumMSSregulation of endopeptidase activity117/3467432/187236.25e-061.65e-04117
GO:00109502ColorectumMSSpositive regulation of endopeptidase activity54/3467179/187231.03e-041.61e-0354
GO:00971912ColorectumMSSextrinsic apoptotic signaling pathway63/3467219/187231.34e-042.03e-0363
GO:20012371ColorectumMSSnegative regulation of extrinsic apoptotic signaling pathway30/346797/187232.15e-031.80e-0230
GO:20012361ColorectumMSSregulation of extrinsic apoptotic signaling pathway42/3467151/187233.23e-032.45e-0242
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:00421763ColorectumMSI-Hregulation of protein catabolic process65/1319391/187236.96e-111.29e-0865
GO:20012333ColorectumMSI-Hregulation of apoptotic signaling pathway61/1319356/187237.62e-111.37e-0861
GO:19033623ColorectumMSI-Hregulation of cellular protein catabolic process49/1319255/187239.82e-111.66e-0849
GO:19030503ColorectumMSI-Hregulation of proteolysis involved in cellular protein catabolic process43/1319221/187239.16e-101.27e-0743
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:20012343ColorectumMSI-Hnegative regulation of apoptotic signaling pathway41/1319224/187231.43e-081.69e-0641
GO:00525473ColorectumMSI-Hregulation of peptidase activity66/1319461/187232.63e-082.81e-0666
GO:00611363ColorectumMSI-Hregulation of proteasomal protein catabolic process34/1319187/187232.84e-072.25e-0534
GO:00525483ColorectumMSI-Hregulation of endopeptidase activity60/1319432/187233.29e-072.57e-0560
GO:00458623ColorectumMSI-Hpositive regulation of proteolysis49/1319372/187231.67e-057.15e-0449
GO:00109523ColorectumMSI-Hpositive regulation of peptidase activity28/1319197/187232.97e-047.27e-0328
GO:20012372ColorectumMSI-Hnegative regulation of extrinsic apoptotic signaling pathway15/131997/187233.15e-033.91e-0215
GO:00971913ColorectumMSI-Hextrinsic apoptotic signaling pathway27/1319219/187233.22e-033.97e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03050ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa030501ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa051601ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa04612ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
hsa046121ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
hsa030504ColorectumMSSProteasome29/187546/84652.72e-095.69e-083.48e-0829
hsa051602ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa046122ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa030505ColorectumMSSProteasome29/187546/84652.72e-095.69e-083.48e-0829
hsa051603ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa046123ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa046124ColorectumMSI-HAntigen processing and presentation23/79778/84654.15e-077.91e-066.63e-0623
hsa046125ColorectumMSI-HAntigen processing and presentation23/79778/84654.15e-077.91e-066.63e-0623
hsa0305028EsophagusESCCProteasome44/420546/84651.05e-111.60e-108.21e-1144
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0461230EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0305037EsophagusESCCProteasome44/420546/84651.05e-111.60e-108.21e-1144
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa04612114EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
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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
PSME3SNVMissense_Mutationrs751193290c.691N>Tp.Arg231Trpp.R231WP61289protein_codingtolerated(0.23)probably_damaging(0.942)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
PSME3SNVMissense_Mutationrs751193290c.691C>Tp.Arg231Trpp.R231WP61289protein_codingtolerated(0.23)probably_damaging(0.942)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PSME3SNVMissense_Mutationrs751193290c.691N>Tp.Arg231Trpp.R231WP61289protein_codingtolerated(0.23)probably_damaging(0.942)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PSME3SNVMissense_Mutationc.431N>Ap.Cys144Tyrp.C144YP61289protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PSME3SNVMissense_Mutationc.620N>Ap.Ala207Aspp.A207DP61289protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSME3SNVMissense_Mutationrs767374760c.404N>Tp.Thr135Metp.T135MP61289protein_codingtolerated(0.23)probably_damaging(0.917)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PSME3SNVMissense_Mutationrs751193290c.691N>Tp.Arg231Trpp.R231WP61289protein_codingtolerated(0.23)probably_damaging(0.942)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSME3SNVMissense_Mutationnovelc.650G>Ap.Arg217Hisp.R217HP61289protein_codingdeleterious(0)benign(0.165)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSME3SNVMissense_Mutationrs763446052c.379N>Tp.Arg127Trpp.R127WP61289protein_codingdeleterious(0.05)probably_damaging(0.941)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSME3SNVMissense_Mutationnovelc.596N>Ap.Arg199Lysp.R199KP61289protein_codingdeleterious(0.03)benign(0.022)TCGA-EO-A22R-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
10197PSME3NAinhibitorBORTEZOMIBBORTEZOMIB
10197PSME3NAinhibitorCARFILZOMIBCARFILZOMIB
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