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: PSMD13

Gene summary for PSMD13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMD13

Gene ID

5719

Gene nameproteasome 26S subunit, non-ATPase 13
Gene AliasHSPC027
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9UNM6


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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
5719PSMD13HTA11_2487_2000001011HumanColorectumSER6.78e-042.81e-01-0.1808
5719PSMD13HTA11_1938_2000001011HumanColorectumAD8.49e-084.39e-01-0.0811
5719PSMD13HTA11_347_2000001011HumanColorectumAD6.46e-124.20e-01-0.1954
5719PSMD13HTA11_3361_2000001011HumanColorectumAD2.76e-032.73e-01-0.1207
5719PSMD13HTA11_696_2000001011HumanColorectumAD7.45e-093.55e-01-0.1464
5719PSMD13HTA11_1391_2000001011HumanColorectumAD1.34e-074.03e-01-0.059
5719PSMD13HTA11_2992_2000001011HumanColorectumSER6.85e-054.79e-01-0.1706
5719PSMD13HTA11_866_3004761011HumanColorectumAD4.70e-032.64e-010.096
5719PSMD13HTA11_6801_2000001011HumanColorectumSER2.57e-023.90e-010.0171
5719PSMD13HTA11_10711_2000001011HumanColorectumAD8.69e-053.46e-010.0338
5719PSMD13HTA11_7696_3000711011HumanColorectumAD7.32e-144.32e-010.0674
5719PSMD13HTA11_6818_2000001021HumanColorectumAD2.47e-022.81e-010.0588
5719PSMD13HTA11_99999970781_79442HumanColorectumMSS5.37e-185.73e-010.294
5719PSMD13HTA11_99999965104_69814HumanColorectumMSS7.36e-043.31e-010.281
5719PSMD13HTA11_99999971662_82457HumanColorectumMSS8.64e-236.98e-010.3859
5719PSMD13HTA11_99999973899_84307HumanColorectumMSS1.28e-044.46e-010.2585
5719PSMD13HTA11_99999974143_84620HumanColorectumMSS1.42e-062.79e-010.3005
5719PSMD13LZE2THumanEsophagusESCC4.93e-026.72e-010.082
5719PSMD13LZE4THumanEsophagusESCC6.55e-164.17e-010.0811
5719PSMD13LZE5THumanEsophagusESCC1.25e-025.07e-010.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:004828511Oral cavityLPorganelle fission145/4623488/187236.02e-033.57e-02145
GO:00482854SkincSCCorganelle fission197/4864488/187231.51e-128.36e-11197
GO:00002803SkincSCCnuclear division178/4864439/187231.17e-115.93e-10178
GO:00482855ThyroidPTCorganelle fission188/5968488/187239.64e-045.77e-03188
GO:00002804ThyroidPTCnuclear division167/5968439/187233.27e-031.60e-02167
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa03050ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050201ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa030501ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050122ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa050202ColorectumSERPrion disease119/1580273/84654.61e-223.06e-202.22e-20119
hsa050162ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
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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
PSMD13SNVMissense_Mutationnovelc.429N>Tp.Met143Ilep.M143IQ9UNM6protein_codingtolerated(0.46)benign(0.011)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSMD13insertionNonsense_Mutationnovelc.985_986insAGTAGCTGCCCCTCTCCCCGTGATGCAGTTGTTGCCTCATTGCAp.Val329GlufsTer2p.V329Efs*2Q9UNM6protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PSMD13SNVMissense_Mutationnovelc.166N>Cp.Glu56Glnp.E56QQ9UNM6protein_codingtolerated(0.48)benign(0.334)TCGA-MA-AA3X-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PSMD13SNVMissense_Mutationnovelc.506N>Ap.Gly169Glup.G169EQ9UNM6protein_codingdeleterious(0)probably_damaging(0.979)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PSMD13SNVMissense_Mutationc.1079C>Tp.Thr360Metp.T360MQ9UNM6protein_codingtolerated(0.09)possibly_damaging(0.62)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMD13SNVMissense_Mutationrs372085323c.382G>Ap.Gly128Argp.G128RQ9UNM6protein_codingtolerated(0.27)possibly_damaging(0.705)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PSMD13SNVMissense_Mutationrs746014086c.1093A>Gp.Met365Valp.M365VQ9UNM6protein_codingtolerated(0.06)probably_damaging(0.994)TCGA-QG-A5YV-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaCR
PSMD13SNVMissense_Mutationrs751036999c.173N>Cp.Ile58Thrp.I58TQ9UNM6protein_codingtolerated(0.09)benign(0)TCGA-AG-3909-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
PSMD13SNVMissense_Mutationnovelc.811N>Ap.Leu271Metp.L271MQ9UNM6protein_codingtolerated(0.12)benign(0.041)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMD13SNVMissense_Mutationnovelc.388N>Ap.Leu130Ilep.L130IQ9UNM6protein_codingdeleterious(0.03)possibly_damaging(0.513)TCGA-AP-A059-01Endometriumuterine 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
5719PSMD13NAinhibitorCARFILZOMIBCARFILZOMIB
5719PSMD13NAinhibitorCHEMBL325041BORTEZOMIB
5719PSMD13NAinhibitorCHEMBL451887CARFILZOMIB
5719PSMD13NAinhibitorCHEMBL3545432IXAZOMIB CITRATE
5719PSMD13NAinhibitorBORTEZOMIBBORTEZOMIB
5719PSMD13NABORTEZOMIBBORTEZOMIB24524217
5719PSMD13NACARFILZOMIBCARFILZOMIB24524217
5719PSMD13NAinhibitorCHEMBL2103884OPROZOMIB
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