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: PSMC6

Gene summary for PSMC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMC6

Gene ID

5706

Gene nameproteasome 26S subunit, ATPase 6
Gene AliasRPT5
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A087X2I1


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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
5706PSMC6LZE3DHumanEsophagusHGIN8.81e-074.41e-010.0668
5706PSMC6LZE4THumanEsophagusESCC1.26e-188.83e-010.0811
5706PSMC6LZE5THumanEsophagusESCC1.38e-029.83e-010.0514
5706PSMC6LZE8THumanEsophagusESCC1.61e-043.97e-010.067
5706PSMC6LZE20THumanEsophagusESCC2.63e-167.60e-010.0662
5706PSMC6LZE22D1HumanEsophagusHGIN1.83e-021.79e-010.0595
5706PSMC6LZE22THumanEsophagusESCC5.55e-069.12e-010.068
5706PSMC6LZE24THumanEsophagusESCC1.91e-177.06e-010.0596
5706PSMC6LZE6THumanEsophagusESCC1.47e-033.26e-010.0845
5706PSMC6P2T-EHumanEsophagusESCC1.36e-356.55e-010.1177
5706PSMC6P4T-EHumanEsophagusESCC5.15e-311.13e+000.1323
5706PSMC6P5T-EHumanEsophagusESCC2.26e-378.80e-010.1327
5706PSMC6P8T-EHumanEsophagusESCC3.09e-521.13e+000.0889
5706PSMC6P9T-EHumanEsophagusESCC1.60e-134.88e-010.1131
5706PSMC6P10T-EHumanEsophagusESCC3.78e-449.52e-010.116
5706PSMC6P11T-EHumanEsophagusESCC7.63e-199.05e-010.1426
5706PSMC6P12T-EHumanEsophagusESCC1.94e-561.17e+000.1122
5706PSMC6P15T-EHumanEsophagusESCC1.70e-611.58e+000.1149
5706PSMC6P16T-EHumanEsophagusESCC4.83e-336.56e-010.1153
5706PSMC6P17T-EHumanEsophagusESCC3.75e-108.74e-010.1278
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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:004217627EsophagusHGINregulation of protein catabolic process119/2587391/187238.09e-182.43e-15119
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004586227EsophagusHGINpositive regulation of proteolysis107/2587372/187232.61e-144.60e-12107
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:190336227EsophagusHGINregulation of cellular protein catabolic process81/2587255/187231.16e-131.93e-1181
GO:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:000989626EsophagusHGINpositive regulation of catabolic process126/2587492/187231.46e-122.09e-10126
GO:003133126EsophagusHGINpositive regulation of cellular catabolic process112/2587427/187235.15e-126.72e-10112
GO:190305027EsophagusHGINregulation of proteolysis involved in cellular protein catabolic process70/2587221/187236.21e-127.76e-1070
GO:006113627EsophagusHGINregulation of proteasomal protein catabolic process60/2587187/187231.10e-101.12e-0860
GO:004573227EsophagusHGINpositive regulation of protein catabolic process69/2587231/187231.66e-101.64e-0869
GO:190336427EsophagusHGINpositive regulation of cellular protein catabolic process51/2587155/187231.01e-098.15e-0851
GO:190180020EsophagusHGINpositive regulation of proteasomal protein catabolic process41/2587114/187232.25e-091.67e-0741
GO:190305219EsophagusHGINpositive regulation of proteolysis involved in cellular protein catabolic process45/2587133/187233.55e-092.53e-0745
GO:003133425EsophagusHGINpositive regulation of protein-containing complex assembly61/2587237/187237.10e-073.00e-0561
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:007084118EsophagusHGINinclusion body assembly11/258724/187231.50e-042.97e-0311
GO:009008316EsophagusHGINregulation of inclusion body assembly9/258717/187231.54e-043.02e-039
GO:00365036EsophagusHGINERAD pathway27/2587107/187231.15e-031.39e-0227
GO:00304335EsophagusHGINubiquitin-dependent ERAD pathway22/258785/187232.24e-032.31e-0222
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501239EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa0502230EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa0501030EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa0305027EsophagusHGINProteasome34/138346/84656.45e-181.91e-161.52e-1634
hsa0501727EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa05012114EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa05020113EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa05014113EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa05022113EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa05010113EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa03050111EsophagusHGINProteasome34/138346/84656.45e-181.91e-161.52e-1634
hsa05017112EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
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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
PSMC6SNVMissense_Mutationc.940N>Tp.His314Tyrp.H314Yprotein_codingdeleterious(0.03)benign(0.222)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PSMC6SNVMissense_Mutationnovelc.575C>Gp.Thr192Argp.T192Rprotein_codingdeleterious(0)possibly_damaging(0.754)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
PSMC6SNVMissense_Mutationnovelc.913C>Tp.Arg305Cysp.R305Cprotein_codingdeleterious(0)probably_damaging(0.979)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PSMC6SNVMissense_Mutationc.581A>Cp.Lys194Thrp.K194Tprotein_codingdeleterious(0)probably_damaging(0.99)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSMC6SNVMissense_Mutationc.914N>Ap.Arg305Hisp.R305Hprotein_codingdeleterious(0.02)benign(0.118)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PSMC6SNVMissense_Mutationc.1102G>Ap.Ala368Thrp.A368Tprotein_codingdeleterious(0)benign(0.144)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PSMC6SNVMissense_Mutationnovelc.293G>Ap.Arg98Hisp.R98Hprotein_codingdeleterious(0.04)probably_damaging(0.981)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PSMC6SNVMissense_Mutationc.779N>Ap.Gly260Aspp.G260Dprotein_codingdeleterious(0.03)probably_damaging(0.935)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMC6SNVMissense_Mutationc.1117C>Ap.His373Asnp.H373Nprotein_codingdeleterious(0)benign(0.085)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PSMC6deletionFrame_Shift_Delc.583delAp.Thr195HisfsTer16p.T195Hfs*16protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=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
5706PSMC6NAinhibitorCARFILZOMIBCARFILZOMIB
5706PSMC6NABORTEZOMIBBORTEZOMIB24524217
5706PSMC6NAinhibitorCHEMBL451887CARFILZOMIB
5706PSMC6NACARFILZOMIBCARFILZOMIB24524217
5706PSMC6NAinhibitorCHEMBL2103884OPROZOMIB
5706PSMC6NAinhibitorCHEMBL325041BORTEZOMIB
5706PSMC6NAinhibitorBORTEZOMIBBORTEZOMIB
5706PSMC6NAinhibitorCHEMBL3545432IXAZOMIB CITRATE
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