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: PSMD3

Gene summary for PSMD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMD3

Gene ID

5709

Gene nameproteasome 26S subunit, non-ATPase 3
Gene AliasP58
Cytomap17q21.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

O43242


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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
5709PSMD3GSM4909291HumanBreastIDC5.30e-661.28e+000.1753
5709PSMD3GSM4909292HumanBreastIDC2.23e-088.07e-010.1236
5709PSMD3GSM4909294HumanBreastIDC2.07e-236.32e-010.2022
5709PSMD3GSM4909296HumanBreastIDC1.99e-10-2.17e-010.1524
5709PSMD3GSM4909297HumanBreastIDC2.01e-04-6.31e-020.1517
5709PSMD3GSM4909311HumanBreastIDC7.08e-13-1.40e-010.1534
5709PSMD3GSM4909312HumanBreastIDC2.96e-04-6.78e-020.1552
5709PSMD3GSM4909319HumanBreastIDC1.73e-20-1.03e-010.1563
5709PSMD3GSM4909320HumanBreastIDC3.30e-04-1.78e-010.1575
5709PSMD3GSM4909321HumanBreastIDC8.66e-074.95e-020.1559
5709PSMD3brca1HumanBreastPrecancer7.99e-053.77e-01-0.0338
5709PSMD3brca2HumanBreastPrecancer7.97e-093.91e-01-0.024
5709PSMD3brca3HumanBreastPrecancer1.72e-043.26e-01-0.0263
5709PSMD3NCCBC14HumanBreastDCIS7.06e-741.34e+000.2021
5709PSMD3NCCBC5HumanBreastDCIS5.77e-215.61e-010.2046
5709PSMD3P1HumanBreastIDC4.09e-05-1.62e-010.1527
5709PSMD3DCIS2HumanBreastDCIS5.32e-331.38e-010.0085
5709PSMD3HTA11_2487_2000001011HumanColorectumSER2.25e-032.74e-01-0.1808
5709PSMD3HTA11_1938_2000001011HumanColorectumAD2.77e-033.61e-01-0.0811
5709PSMD3HTA11_347_2000001011HumanColorectumAD6.44e-174.39e-01-0.1954
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:004217614BreastIDCregulation of protein catabolic process63/1434391/187231.32e-089.61e-0763
GO:004217624BreastDCISregulation of protein catabolic process62/1390391/187239.98e-097.53e-0762
GO:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
GO:004217627EsophagusHGINregulation of protein catabolic process119/2587391/187238.09e-182.43e-15119
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:004217612LiverCirrhoticregulation of protein catabolic process181/4634391/187237.94e-212.77e-18181
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:004217620Oral cavityOSCCregulation of protein catabolic process254/7305391/187231.07e-253.22e-23254
GO:0042176110Oral cavityLPregulation of protein catabolic process177/4623391/187233.00e-195.87e-17177
GO:004217629SkincSCCregulation of protein catabolic process198/4864391/187236.03e-261.89e-23198
GO:0042176113ThyroidPTCregulation of protein catabolic process231/5968391/187234.76e-292.14e-26231
GO:004217635ThyroidATCregulation of protein catabolic process239/6293391/187232.63e-291.85e-26239
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305010BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305013BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
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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
PSMD3SNVMissense_Mutationc.601C>Gp.Arg201Glyp.R201GO43242protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AR-A1AT-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PSMD3SNVMissense_Mutationnovelc.865N>Tp.Leu289Phep.L289FO43242protein_codingtolerated(0.05)benign(0.014)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PSMD3SNVMissense_Mutationrs143390511c.923N>Tp.Thr308Metp.T308MO43242protein_codingdeleterious(0.01)benign(0.074)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSMD3SNVMissense_Mutationnovelc.579N>Cp.Gln193Hisp.Q193HO43242protein_codingdeleterious(0)benign(0.067)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PSMD3SNVMissense_Mutationc.1222C>Tp.Arg408Cysp.R408CO43242protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMD3SNVMissense_Mutationc.690C>Ap.Phe230Leup.F230LO43242protein_codingtolerated(0.62)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PSMD3SNVMissense_Mutationc.940C>Tp.Arg314Cysp.R314CO43242protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A1D0-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMD3SNVMissense_Mutationrs762214384c.449N>Ap.Arg150Hisp.R150HO43242protein_codingdeleterious(0.04)possibly_damaging(0.648)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PSMD3SNVMissense_Mutationrs749507799c.499N>Ap.Leu167Ilep.L167IO43242protein_codingtolerated(0.21)benign(0.085)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PSMD3SNVMissense_Mutationnovelc.1436N>Ap.Arg479Hisp.R479HO43242protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
5709PSMD3NAinhibitorBORTEZOMIBBORTEZOMIB
5709PSMD3NAinhibitorCHEMBL2103884OPROZOMIB
5709PSMD3NAinhibitorCHEMBL451887CARFILZOMIB
5709PSMD3NABORTEZOMIBBORTEZOMIB24524217
5709PSMD3NAinhibitorCARFILZOMIBCARFILZOMIB
5709PSMD3NACARFILZOMIBCARFILZOMIB24524217
5709PSMD3NAinhibitorCHEMBL325041BORTEZOMIB
5709PSMD3NAinhibitorCHEMBL3545432IXAZOMIB CITRATE
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