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: PSMD1

Gene summary for PSMD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMD1

Gene ID

5707

Gene nameproteasome 26S subunit, non-ATPase 1
Gene AliasP112
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q99460


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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
5707PSMD1HTA11_1938_2000001011HumanColorectumAD5.08e-065.73e-01-0.0811
5707PSMD1HTA11_347_2000001011HumanColorectumAD1.31e-033.50e-01-0.1954
5707PSMD1A015-C-203HumanColorectumFAP3.78e-21-3.55e-01-0.1294
5707PSMD1A015-C-204HumanColorectumFAP4.17e-05-3.00e-01-0.0228
5707PSMD1A002-C-201HumanColorectumFAP6.29e-05-2.41e-010.0324
5707PSMD1A002-C-203HumanColorectumFAP1.42e-03-1.29e-010.2786
5707PSMD1A001-C-119HumanColorectumFAP2.73e-05-3.95e-01-0.1557
5707PSMD1A001-C-108HumanColorectumFAP2.34e-15-2.87e-01-0.0272
5707PSMD1A002-C-205HumanColorectumFAP7.58e-12-3.77e-01-0.1236
5707PSMD1A001-C-104HumanColorectumFAP3.97e-03-2.33e-010.0184
5707PSMD1A015-C-006HumanColorectumFAP1.43e-06-2.85e-01-0.0994
5707PSMD1A015-C-106HumanColorectumFAP6.35e-07-2.46e-01-0.0511
5707PSMD1A002-C-114HumanColorectumFAP1.20e-10-4.16e-01-0.1561
5707PSMD1A015-C-104HumanColorectumFAP7.00e-24-4.08e-01-0.1899
5707PSMD1A001-C-014HumanColorectumFAP1.34e-07-2.98e-010.0135
5707PSMD1A002-C-016HumanColorectumFAP2.07e-13-2.93e-010.0521
5707PSMD1A015-C-002HumanColorectumFAP1.82e-05-3.29e-01-0.0763
5707PSMD1A001-C-203HumanColorectumFAP9.21e-09-2.73e-01-0.0481
5707PSMD1A002-C-116HumanColorectumFAP3.27e-22-4.00e-01-0.0452
5707PSMD1A014-C-008HumanColorectumFAP8.57e-10-5.06e-01-0.191
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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
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:000863718Oral cavityOSCCapoptotic mitochondrial changes78/7305107/187231.06e-124.78e-1178
GO:190305217Oral cavityOSCCpositive regulation of proteolysis involved in cellular protein catabolic process92/7305133/187231.60e-126.90e-1192
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:007233120Oral cavityOSCCsignal transduction by p53 class mediator107/7305163/187234.75e-121.83e-10107
GO:001082117Oral cavityOSCCregulation of mitochondrion organization97/7305144/187234.78e-121.83e-1097
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:001095220Oral cavityOSCCpositive regulation of peptidase activity123/7305197/187232.12e-117.21e-10123
GO:003243619Oral cavityOSCCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process66/730590/187233.76e-111.23e-0966
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:005254820Oral cavityOSCCregulation of endopeptidase activity235/7305432/187234.35e-111.40e-09235
GO:200006020Oral cavityOSCCpositive regulation of ubiquitin-dependent protein catabolic process75/7305107/187236.67e-112.06e-0975
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
GO:005123518Oral cavityOSCCmaintenance of location182/7305327/187236.16e-101.58e-08182
GO:000183616Oral cavityOSCCrelease of cytochrome c from mitochondria46/730559/187231.17e-092.87e-0846
GO:001063918Oral cavityOSCCnegative regulation of organelle organization190/7305348/187232.12e-094.97e-08190
GO:004518520Oral cavityOSCCmaintenance of protein location65/730594/187233.00e-096.88e-0865
GO:19033227Oral cavityOSCCpositive regulation of protein modification by small protein conjugation or removal88/7305138/187233.24e-097.39e-0888
GO:00457879Oral cavityOSCCpositive regulation of cell cycle173/7305313/187233.28e-097.44e-08173
GO:001095019Oral cavityOSCCpositive regulation of endopeptidase activity107/7305179/187231.38e-082.78e-07107
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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
hsa050128ColorectumFAPParkinson disease80/1404266/84652.04e-086.20e-073.77e-0780
hsa050108ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa050228ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa050148ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
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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
PSMD1SNVMissense_Mutationrs745401053c.164N>Ap.Arg55Glnp.R55QQ99460protein_codingtolerated(0.19)benign(0)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
PSMD1SNVMissense_Mutationc.2809N>Ap.Glu937Lysp.E937KQ99460protein_codingtolerated(0.74)possibly_damaging(0.899)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PSMD1SNVMissense_Mutationc.2812N>Ap.Glu938Lysp.E938KQ99460protein_codingtolerated(0.7)possibly_damaging(0.899)TCGA-BH-A0B5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
PSMD1SNVMissense_Mutationc.2755N>Cp.Glu919Glnp.E919QQ99460protein_codingtolerated(0.14)possibly_damaging(0.543)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PSMD1SNVMissense_Mutationc.2098G>Ap.Glu700Lysp.E700KQ99460protein_codingdeleterious(0.02)benign(0.141)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSMD1SNVMissense_Mutationc.898N>Cp.Glu300Glnp.E300QQ99460protein_codingtolerated(0.24)benign(0.001)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PSMD1SNVMissense_Mutationc.2177C>Ap.Ala726Aspp.A726DQ99460protein_codingdeleterious(0)probably_damaging(0.923)TCGA-E9-A295-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PSMD1insertionFrame_Shift_Insnovelc.850dupAp.Thr284AsnfsTer12p.T284Nfs*12Q99460protein_codingTCGA-A2-A0EN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PSMD1insertionFrame_Shift_Insnovelc.2407_2408insCTTTTCTTp.Lys803ThrfsTer36p.K803Tfs*36Q99460protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PSMD1insertionFrame_Shift_Insnovelc.268_269insCp.Val90AlafsTer3p.V90Afs*3Q99460protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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
5707PSMD1NAOPROZOMIBOPROZOMIB
5707PSMD1NAinhibitorCHEMBL325041BORTEZOMIB
5707PSMD1NAinhibitorCARFILZOMIBCARFILZOMIB
5707PSMD1NABORTEZOMIBBORTEZOMIB24524217
5707PSMD1NAinhibitorCHEMBL2103884OPROZOMIB
5707PSMD1NABORTEZOMIBBORTEZOMIB
5707PSMD1NABORTEZOMIBBORTEZOMIB
5707PSMD1NACARFILZOMIBCARFILZOMIB24524217
5707PSMD1NAMLN-9708IXAZOMIB CITRATE
5707PSMD1NAinhibitorCHEMBL451887CARFILZOMIB
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