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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:00519833EsophagusESCCregulation of chromosome segregation67/855291/187235.42e-089.66e-0767
GO:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:00070912EsophagusESCCmetaphase/anaphase transition of mitotic cell cycle49/855262/187237.65e-081.33e-0649
GO:00513062EsophagusESCCmitotic sister chromatid separation52/855267/187239.14e-081.52e-0652
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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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