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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PSMD6

Gene summary for PSMD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMD6

Gene ID

9861

Gene nameproteasome 26S subunit, non-ATPase 6
Gene AliasRpn7
Cytomap3p14.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q15008


Top

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
9861PSMD6LZE4THumanEsophagusESCC6.33e-184.59e-010.0811
9861PSMD6LZE5THumanEsophagusESCC1.00e-031.79e-010.0514
9861PSMD6LZE7THumanEsophagusESCC1.42e-044.76e-010.0667
9861PSMD6LZE8THumanEsophagusESCC1.98e-112.44e-010.067
9861PSMD6LZE20THumanEsophagusESCC3.29e-078.62e-020.0662
9861PSMD6LZE22D1HumanEsophagusHGIN4.54e-021.92e-030.0595
9861PSMD6LZE24THumanEsophagusESCC1.15e-206.79e-010.0596
9861PSMD6LZE21THumanEsophagusESCC1.01e-031.93e-010.0655
9861PSMD6LZE6THumanEsophagusESCC4.00e-073.79e-010.0845
9861PSMD6P1T-EHumanEsophagusESCC3.63e-084.48e-010.0875
9861PSMD6P2T-EHumanEsophagusESCC7.25e-377.79e-010.1177
9861PSMD6P4T-EHumanEsophagusESCC3.70e-441.10e+000.1323
9861PSMD6P5T-EHumanEsophagusESCC3.79e-266.05e-010.1327
9861PSMD6P8T-EHumanEsophagusESCC1.48e-253.61e-010.0889
9861PSMD6P9T-EHumanEsophagusESCC8.35e-265.47e-010.1131
9861PSMD6P10T-EHumanEsophagusESCC5.75e-265.15e-010.116
9861PSMD6P11T-EHumanEsophagusESCC1.87e-147.90e-010.1426
9861PSMD6P12T-EHumanEsophagusESCC1.17e-408.87e-010.1122
9861PSMD6P15T-EHumanEsophagusESCC2.08e-315.32e-010.1149
9861PSMD6P16T-EHumanEsophagusESCC1.16e-325.60e-010.1153
Page: 1 2 3 4 5 6 7 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:001049828SkincSCCproteasomal protein catabolic process243/4864490/187237.85e-304.10e-27243
GO:004316128SkincSCCproteasome-mediated ubiquitin-dependent protein catabolic process205/4864412/187231.46e-254.16e-23205
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:001049832ThyroidATCproteasomal protein catabolic process309/6293490/187231.78e-411.13e-37309
GO:0043161210ThyroidATCproteasome-mediated ubiquitin-dependent protein catabolic process265/6293412/187237.09e-381.49e-34265
Page: 1 

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
Page: 1 2 3 4 5 6 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PSMD6SNVMissense_Mutationc.742A>Cp.Lys248Glnp.K248QQ15008protein_codingdeleterious(0.01)possibly_damaging(0.714)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PSMD6SNVMissense_Mutationc.958N>Tp.Arg320Cysp.R320CQ15008protein_codingdeleterious(0.01)probably_damaging(0.935)TCGA-C8-A1HN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PSMD6SNVMissense_Mutationc.57N>Gp.Ile19Metp.I19MQ15008protein_codingdeleterious(0.03)possibly_damaging(0.772)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSMD6SNVMissense_Mutationrs757884032c.94N>Tp.Arg32Cysp.R32CQ15008protein_codingdeleterious_low_confidence(0)benign(0.416)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSMD6SNVMissense_Mutationc.695N>Ap.Arg232Hisp.R232HQ15008protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMD6SNVMissense_Mutationrs748146502c.694N>Tp.Arg232Cysp.R232CQ15008protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-4107-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5SD
PSMD6SNVMissense_Mutationc.733N>Tp.Arg245Cysp.R245CQ15008protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PSMD6SNVMissense_Mutationc.865N>Tp.Leu289Phep.L289FQ15008protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMD6SNVMissense_Mutationnovelc.460N>Tp.Arg154Cysp.R154CQ15008protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PSMD6SNVMissense_Mutationnovelc.374N>Gp.Lys125Argp.K125RQ15008protein_codingtolerated(0.64)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
Page: 1 2 3 4 

Top

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
9861PSMD6NAinhibitorCHEMBL451887CARFILZOMIB
9861PSMD6NACARFILZOMIBCARFILZOMIB24524217
9861PSMD6NAinhibitorCHEMBL325041BORTEZOMIB
9861PSMD6NAinhibitorCHEMBL3545432IXAZOMIB CITRATE
9861PSMD6NAinhibitorCARFILZOMIBCARFILZOMIB
9861PSMD6NABORTEZOMIBBORTEZOMIB24524217
9861PSMD6NAinhibitorBORTEZOMIBBORTEZOMIB
9861PSMD6NAinhibitorCHEMBL2103884OPROZOMIB
Page: 1