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: PSMG4

Gene summary for PSMG4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMG4

Gene ID

389362

Gene nameproteasome assembly chaperone 4
Gene AliasC6orf86
Cytomap6p25.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q5JS54


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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
389362PSMG4P126T-EHumanEsophagusESCC7.07e-089.34e-010.1125
389362PSMG4P127T-EHumanEsophagusESCC1.66e-172.93e-010.0826
389362PSMG4P128T-EHumanEsophagusESCC4.13e-471.29e+000.1241
389362PSMG4P130T-EHumanEsophagusESCC3.11e-671.46e+000.1676
389362PSMG4S43HumanLiverCirrhotic6.19e-03-9.34e-02-0.0187
389362PSMG4HCC1_MengHumanLiverHCC3.20e-782.71e-010.0246
389362PSMG4HCC2_MengHumanLiverHCC4.02e-261.43e-010.0107
389362PSMG4cirrhotic3HumanLiverCirrhotic8.40e-041.53e-010.0215
389362PSMG4HCC1HumanLiverHCC1.11e-023.03e+000.5336
389362PSMG4Pt13.bHumanLiverHCC2.69e-233.60e-010.0251
389362PSMG4S014HumanLiverHCC3.58e-127.47e-010.2254
389362PSMG4S015HumanLiverHCC7.08e-141.02e+000.2375
389362PSMG4S016HumanLiverHCC2.16e-218.84e-010.2243
389362PSMG4S027HumanLiverHCC3.25e-098.69e-010.2446
389362PSMG4S028HumanLiverHCC2.57e-221.33e+000.2503
389362PSMG4S029HumanLiverHCC4.95e-221.61e+000.2581
389362PSMG4C04HumanOral cavityOSCC3.24e-151.20e+000.2633
389362PSMG4C21HumanOral cavityOSCC2.10e-341.16e+000.2678
389362PSMG4C30HumanOral cavityOSCC1.60e-241.61e+000.3055
389362PSMG4C43HumanOral cavityOSCC2.61e-073.55e-010.1704
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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:00432483EsophagusHGINproteasome assembly6/258712/187233.03e-032.88e-026
GO:004324811EsophagusESCCproteasome assembly11/855212/187231.26e-036.06e-0311
GO:0043248LiverCirrhoticproteasome assembly9/463412/187233.59e-043.03e-039
GO:00432481LiverHCCproteasome assembly12/795812/187233.46e-053.45e-0412
GO:00432482Oral cavityOSCCproteasome assembly11/730512/187232.45e-041.57e-0311
GO:00432484SkincSCCproteasome assembly10/486412/187235.36e-055.38e-0410
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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
PSMG4SNVMissense_Mutationnovelc.375G>Tp.Lys125Asnp.K125NQ5JS54protein_codingdeleterious(0)benign(0.139)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSMG4SNVMissense_Mutationnovelc.482N>Tp.Lys161Metp.K161MQ5JS54protein_codingtolerated(0.05)probably_damaging(0.991)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PSMG4SNVMissense_Mutationnovelc.115C>Ap.Leu39Metp.L39MQ5JS54protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMG4SNVMissense_Mutationc.430G>Ap.Ala144Thrp.A144TQ5JS54protein_codingtolerated(0.77)benign(0.011)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMG4SNVMissense_Mutationc.223A>Gp.Thr75Alap.T75AQ5JS54protein_codingtolerated(0.3)benign(0.039)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMG4SNVMissense_Mutationc.245N>Ap.Arg82Hisp.R82HQ5JS54protein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-D1-A0ZO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSMG4SNVMissense_Mutationc.245N>Ap.Arg82Hisp.R82HQ5JS54protein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSMG4SNVMissense_Mutationnovelc.478N>Ap.Glu160Lysp.E160KQ5JS54protein_codingdeleterious(0.04)possibly_damaging(0.587)TCGA-E6-A1LX-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
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