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: PSMD7

Gene summary for PSMD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMD7

Gene ID

5713

Gene nameproteasome 26S subunit, non-ATPase 7
Gene AliasMOV34
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P51665


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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
5713PSMD7GSM4909281HumanBreastIDC1.02e-043.04e-010.21
5713PSMD7GSM4909282HumanBreastIDC2.41e-133.51e-01-0.0288
5713PSMD7GSM4909296HumanBreastIDC5.07e-052.44e-020.1524
5713PSMD7GSM4909297HumanBreastIDC1.03e-09-2.46e-010.1517
5713PSMD7GSM4909311HumanBreastIDC7.63e-25-2.39e-010.1534
5713PSMD7GSM4909312HumanBreastIDC4.52e-07-1.37e-010.1552
5713PSMD7GSM4909317HumanBreastIDC4.43e-022.16e-010.1355
5713PSMD7GSM4909319HumanBreastIDC1.66e-24-2.80e-010.1563
5713PSMD7GSM4909320HumanBreastIDC2.63e-05-3.19e-010.1575
5713PSMD7GSM4909321HumanBreastIDC1.25e-10-6.26e-020.1559
5713PSMD7brca1HumanBreastPrecancer1.22e-357.24e-01-0.0338
5713PSMD7brca2HumanBreastPrecancer3.63e-114.02e-01-0.024
5713PSMD7brca3HumanBreastPrecancer1.70e-103.70e-01-0.0263
5713PSMD7NCCBC14HumanBreastDCIS2.51e-025.19e-020.2021
5713PSMD7NCCBC2HumanBreastDCIS1.90e-022.09e-030.1554
5713PSMD7NCCBC5HumanBreastDCIS3.70e-05-1.25e-010.2046
5713PSMD7P1HumanBreastIDC2.42e-15-9.09e-020.1527
5713PSMD7P2HumanBreastIDC4.50e-166.40e-010.21
5713PSMD7DCIS2HumanBreastDCIS1.63e-581.99e-010.0085
5713PSMD7AEH-subject1HumanEndometriumAEH3.31e-03-2.05e-01-0.3059
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:004316124BreastDCISproteasome-mediated ubiquitin-dependent protein catabolic process57/1390412/187233.76e-061.16e-0457
GO:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:004316116EndometriumAEHproteasome-mediated ubiquitin-dependent protein catabolic process88/2100412/187231.54e-091.36e-0788
GO:001049817EndometriumEECproteasomal protein catabolic process112/2168490/187236.99e-131.40e-10112
GO:004316117EndometriumEECproteasome-mediated ubiquitin-dependent protein catabolic process92/2168412/187233.01e-103.23e-0892
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
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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
PSMD7SNVMissense_Mutationc.148G>Ap.Val50Ilep.V50IP51665protein_codingtolerated(0.17)benign(0.085)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
PSMD7SNVMissense_Mutationnovelc.502N>Ap.Glu168Lysp.E168KP51665protein_codingdeleterious(0.04)probably_damaging(0.929)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PSMD7SNVMissense_Mutationnovelc.376N>Ap.Val126Metp.V126MP51665protein_codingdeleterious(0.05)possibly_damaging(0.594)TCGA-ZJ-AAXD-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PSMD7SNVMissense_Mutationc.328N>Ap.Glu110Lysp.E110KP51665protein_codingdeleterious(0)benign(0.406)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PSMD7SNVMissense_Mutationnovelc.894N>Tp.Lys298Asnp.K298NP51665protein_codingtolerated(0.2)probably_damaging(0.95)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PSMD7SNVMissense_Mutationnovelc.383N>Tp.Pro128Leup.P128LP51665protein_codingdeleterious(0.02)benign(0.014)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PSMD7SNVMissense_Mutationrs575506029c.569N>Ap.Arg190Glnp.R190QP51665protein_codingtolerated(0.16)benign(0.036)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMD7SNVMissense_Mutationnovelc.504N>Tp.Glu168Aspp.E168DP51665protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PSMD7SNVMissense_Mutationc.661N>Tp.Pro221Serp.P221SP51665protein_codingdeleterious(0.05)possibly_damaging(0.808)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PSMD7SNVMissense_Mutationc.79N>Ap.Gly27Serp.G27SP51665protein_codingtolerated(0.31)benign(0.006)TCGA-AP-A0LP-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
5713PSMD7PROTEASEPROTEASOME INHIBITOR15221960
5713PSMD7PROTEASEBORTEZOMIBBORTEZOMIB24524217
5713PSMD7PROTEASEinhibitorCARFILZOMIBCARFILZOMIB
5713PSMD7PROTEASECARFILZOMIBCARFILZOMIB24524217
5713PSMD7PROTEASEinhibitorCHEMBL451887CARFILZOMIB
5713PSMD7PROTEASEinhibitorBORTEZOMIBBORTEZOMIB
5713PSMD7PROTEASEinhibitorCHEMBL325041BORTEZOMIB
5713PSMD7PROTEASEinhibitorCHEMBL2103884OPROZOMIB
5713PSMD7PROTEASEinhibitorCHEMBL3545432IXAZOMIB CITRATE
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