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: PSMG2

Gene summary for PSMG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMG2

Gene ID

56984

Gene nameproteasome assembly chaperone 2
Gene AliasCLAST3
Cytomap18p11.21
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q969U7


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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
56984PSMG2LZE4THumanEsophagusESCC2.49e-135.65e-010.0811
56984PSMG2LZE5THumanEsophagusESCC8.77e-044.90e-010.0514
56984PSMG2LZE7THumanEsophagusESCC1.59e-078.25e-010.0667
56984PSMG2LZE8THumanEsophagusESCC1.33e-105.85e-010.067
56984PSMG2LZE20THumanEsophagusESCC1.66e-092.91e-010.0662
56984PSMG2LZE24THumanEsophagusESCC1.48e-209.05e-010.0596
56984PSMG2LZE21THumanEsophagusESCC2.57e-045.49e-010.0655
56984PSMG2P1T-EHumanEsophagusESCC6.12e-056.60e-010.0875
56984PSMG2P2T-EHumanEsophagusESCC1.09e-399.53e-010.1177
56984PSMG2P4T-EHumanEsophagusESCC5.65e-481.38e+000.1323
56984PSMG2P5T-EHumanEsophagusESCC1.46e-611.44e+000.1327
56984PSMG2P8T-EHumanEsophagusESCC5.32e-459.27e-010.0889
56984PSMG2P9T-EHumanEsophagusESCC9.21e-311.07e+000.1131
56984PSMG2P10T-EHumanEsophagusESCC7.82e-356.82e-010.116
56984PSMG2P11T-EHumanEsophagusESCC1.02e-229.89e-010.1426
56984PSMG2P12T-EHumanEsophagusESCC2.96e-571.06e+000.1122
56984PSMG2P15T-EHumanEsophagusESCC3.33e-521.27e+000.1149
56984PSMG2P16T-EHumanEsophagusESCC3.97e-318.77e-010.1153
56984PSMG2P17T-EHumanEsophagusESCC1.44e-098.01e-010.1278
56984PSMG2P19T-EHumanEsophagusESCC8.92e-056.52e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00109486ThyroidPTCnegative regulation of cell cycle process122/5968294/187232.94e-042.08e-03122
GO:20012515ThyroidPTCnegative regulation of chromosome organization43/596886/187233.49e-042.40e-0343
GO:19019885ThyroidPTCnegative regulation of cell cycle phase transition104/5968249/187236.01e-043.82e-03104
GO:00482855ThyroidPTCorganelle fission188/5968488/187239.64e-045.77e-03188
GO:00070885ThyroidPTCregulation of mitotic nuclear division51/5968110/187231.02e-036.07e-0351
GO:00988135ThyroidPTCnuclear chromosome segregation114/5968281/187231.21e-036.94e-03114
GO:00070936ThyroidPTCmitotic cell cycle checkpoint58/5968129/187231.22e-036.97e-0358
GO:00519835ThyroidPTCregulation of chromosome segregation43/596891/187231.53e-038.55e-0343
GO:00000756ThyroidPTCcell cycle checkpoint72/5968169/187232.09e-031.11e-0272
GO:19058184ThyroidPTCregulation of chromosome separation35/596872/187232.23e-031.18e-0235
GO:00300714ThyroidPTCregulation of mitotic metaphase/anaphase transition30/596860/187232.60e-031.33e-0230
GO:00002804ThyroidPTCnuclear division167/5968439/187233.27e-031.60e-02167
GO:0051131111ThyroidPTCchaperone-mediated protein complex assembly14/596823/187233.91e-031.87e-0214
GO:00513064ThyroidPTCmitotic sister chromatid separation32/596867/187234.75e-032.22e-0232
GO:00070914ThyroidPTCmetaphase/anaphase transition of mitotic cell cycle30/596862/187234.85e-032.27e-0230
GO:00517833ThyroidPTCregulation of nuclear division59/5968139/187235.50e-032.50e-0259
GO:00109654ThyroidPTCregulation of mitotic sister chromatid separation31/596865/187235.54e-032.52e-0231
GO:19020994ThyroidPTCregulation of metaphase/anaphase transition of cell cycle30/596863/187236.48e-032.83e-0230
GO:00458395ThyroidPTCnegative regulation of mitotic nuclear division24/596848/187236.73e-032.90e-0224
GO:00517845ThyroidPTCnegative regulation of nuclear division27/596856/187237.77e-033.29e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PSMG2SNVMissense_Mutationc.492N>Cp.Glu164Aspp.E164DQ969U7protein_codingtolerated(0.06)probably_damaging(0.948)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMG2SNVMissense_Mutationnovelc.625N>Ap.Ser209Thrp.S209TQ969U7protein_codingdeleterious(0)probably_damaging(0.914)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMG2insertionIn_Frame_Insnovelc.624_625insAACp.Val208_Ser209insAsnp.V208_S209insNQ969U7protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMG2deletionFrame_Shift_Delc.778delNp.Pro261LeufsTer36p.P261Lfs*36Q969U7protein_codingTCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PSMG2deletionFrame_Shift_Delc.26delNp.Asp11ThrfsTer8p.D11Tfs*8Q969U7protein_codingTCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMG2deletionFrame_Shift_Delc.443delNp.Ser150ValfsTer6p.S150Vfs*6Q969U7protein_codingTCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMG2SNVMissense_Mutationc.161N>Tp.Pro54Leup.P54LQ969U7protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMG2SNVMissense_Mutationc.691N>Ap.Leu231Ilep.L231IQ969U7protein_codingtolerated(1)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSMG2SNVMissense_Mutationnovelc.337A>Cp.Ser113Argp.S113RQ969U7protein_codingtolerated(0.06)possibly_damaging(0.872)TCGA-AX-A2H2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSMG2SNVMissense_Mutationnovelc.782N>Tp.Pro261Leup.P261LQ969U7protein_codingtolerated(0.09)possibly_damaging(0.677)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
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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
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