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: PSMD5

Gene summary for PSMD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMD5

Gene ID

5711

Gene nameproteasome 26S subunit, non-ATPase 5
Gene AliasS5B
Cytomap9q33.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q16401


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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
5711PSMD5LZE2THumanEsophagusESCC5.26e-032.83e-010.082
5711PSMD5LZE4THumanEsophagusESCC3.57e-143.70e-010.0811
5711PSMD5LZE5THumanEsophagusESCC2.10e-021.43e-010.0514
5711PSMD5LZE20THumanEsophagusESCC2.68e-051.07e-010.0662
5711PSMD5LZE24THumanEsophagusESCC4.98e-072.51e-010.0596
5711PSMD5LZE21THumanEsophagusESCC4.07e-021.51e-010.0655
5711PSMD5LZE6THumanEsophagusESCC1.76e-031.72e-010.0845
5711PSMD5P2T-EHumanEsophagusESCC1.90e-194.96e-010.1177
5711PSMD5P4T-EHumanEsophagusESCC5.13e-304.18e-010.1323
5711PSMD5P5T-EHumanEsophagusESCC5.24e-045.74e-020.1327
5711PSMD5P8T-EHumanEsophagusESCC2.62e-171.74e-010.0889
5711PSMD5P9T-EHumanEsophagusESCC5.88e-111.03e-010.1131
5711PSMD5P10T-EHumanEsophagusESCC1.01e-143.66e-010.116
5711PSMD5P11T-EHumanEsophagusESCC5.54e-114.83e-010.1426
5711PSMD5P12T-EHumanEsophagusESCC3.10e-164.10e-010.1122
5711PSMD5P15T-EHumanEsophagusESCC2.10e-193.36e-010.1149
5711PSMD5P16T-EHumanEsophagusESCC7.35e-194.11e-010.1153
5711PSMD5P17T-EHumanEsophagusESCC6.38e-083.08e-010.1278
5711PSMD5P19T-EHumanEsophagusESCC3.79e-045.19e-010.1662
5711PSMD5P20T-EHumanEsophagusESCC2.76e-181.83e-010.1124
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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
∗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:004324811EsophagusESCCproteasome assembly11/855212/187231.26e-036.06e-0311
GO:00432481LiverHCCproteasome assembly12/795812/187233.46e-053.45e-0412
GO:00432482Oral cavityOSCCproteasome assembly11/730512/187232.45e-041.57e-0311
GO:00432484SkincSCCproteasome assembly10/486412/187235.36e-055.38e-0410
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PSMD5SNVMissense_Mutationnovelc.1424N>Gp.Asn475Serp.N475SQ16401protein_codingtolerated(0.44)benign(0.054)TCGA-AC-A2FM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PSMD5SNVMissense_Mutationnovelc.933G>Ap.Met311Ilep.M311IQ16401protein_codingdeleterious(0.02)possibly_damaging(0.795)TCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PSMD5SNVMissense_Mutationrs761479099c.497N>Gp.Asn166Serp.N166SQ16401protein_codingtolerated(0.54)benign(0.011)TCGA-D8-A1JT-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PSMD5SNVMissense_Mutationc.76C>Tp.His26Tyrp.H26YQ16401protein_codingdeleterious(0.01)benign(0.105)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PSMD5SNVMissense_Mutationrs377476205c.1100N>Tp.Ser367Phep.S367FQ16401protein_codingdeleterious(0.01)possibly_damaging(0.878)TCGA-A6-2680-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMD5SNVMissense_Mutationc.411N>Tp.Glu137Aspp.E137DQ16401protein_codingtolerated(0.29)benign(0.02)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMD5SNVMissense_Mutationc.445N>Ap.Leu149Metp.L149MQ16401protein_codingdeleterious(0.01)probably_damaging(0.924)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMD5SNVMissense_Mutationnovelc.1409N>Ap.Ala470Glup.A470EQ16401protein_codingdeleterious(0.02)probably_damaging(0.959)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PSMD5SNVMissense_Mutationrs752722111c.1490N>Tp.Thr497Metp.T497MQ16401protein_codingdeleterious(0.03)possibly_damaging(0.873)TCGA-AZ-4308-01Colorectumcolon adenocarcinomaFemale<65III/IVTargeted Molecular therapyavastinCR
PSMD5SNVMissense_Mutationrs752722111c.1490N>Tp.Thr497Metp.T497MQ16401protein_codingdeleterious(0.03)possibly_damaging(0.873)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
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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
5711PSMD5NAinhibitorCARFILZOMIBCARFILZOMIB
5711PSMD5NAinhibitorBORTEZOMIBBORTEZOMIB
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