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: PSME4

Gene summary for PSME4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSME4

Gene ID

23198

Gene nameproteasome activator subunit 4
Gene AliasPA200
Cytomap2p16.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q14997


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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
23198PSME4CCI_1HumanCervixCC2.37e-101.39e+000.528
23198PSME4CCI_2HumanCervixCC1.84e-111.55e+000.5249
23198PSME4CCI_3HumanCervixCC2.49e-169.62e-010.516
23198PSME4HTA11_3410_2000001011HumanColorectumAD1.41e-08-4.27e-010.0155
23198PSME4HTA11_866_2000001011HumanColorectumAD5.73e-03-3.18e-01-0.1001
23198PSME4HTA11_5212_2000001011HumanColorectumAD1.47e-02-6.71e-01-0.2061
23198PSME4HTA11_7696_3000711011HumanColorectumAD1.58e-04-3.02e-010.0674
23198PSME4A015-C-203HumanColorectumFAP1.84e-27-4.67e-01-0.1294
23198PSME4A015-C-204HumanColorectumFAP1.22e-04-3.24e-01-0.0228
23198PSME4A014-C-040HumanColorectumFAP4.83e-02-3.06e-01-0.1184
23198PSME4A002-C-201HumanColorectumFAP1.10e-07-3.25e-010.0324
23198PSME4A002-C-203HumanColorectumFAP6.33e-08-2.29e-010.2786
23198PSME4A001-C-119HumanColorectumFAP4.90e-04-3.05e-01-0.1557
23198PSME4A001-C-108HumanColorectumFAP3.72e-16-2.05e-01-0.0272
23198PSME4A002-C-205HumanColorectumFAP8.05e-18-4.05e-01-0.1236
23198PSME4A015-C-005HumanColorectumFAP2.20e-03-3.34e-01-0.0336
23198PSME4A015-C-006HumanColorectumFAP1.76e-08-1.79e-01-0.0994
23198PSME4A015-C-106HumanColorectumFAP1.18e-11-2.40e-01-0.0511
23198PSME4A002-C-114HumanColorectumFAP3.78e-15-4.80e-01-0.1561
23198PSME4A015-C-104HumanColorectumFAP1.05e-30-4.53e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:001095210CervixCCpositive regulation of peptidase activity54/2311197/187238.06e-096.99e-0754
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0045862ColorectumADpositive regulation of proteolysis129/3918372/187234.04e-103.46e-08129
GO:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0010952ColorectumADpositive regulation of peptidase activity68/3918197/187236.30e-061.59e-0468
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:00458624ColorectumFAPpositive regulation of proteolysis81/2622372/187232.64e-056.08e-0481
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:00525474ColorectumFAPregulation of peptidase activity86/2622461/187232.98e-032.27e-0286
GO:00109524ColorectumFAPpositive regulation of peptidase activity41/2622197/187235.49e-033.56e-0241
GO:00063254ColorectumCRCchromatin organization74/2078409/187231.48e-054.61e-0474
GO:00458625ColorectumCRCpositive regulation of proteolysis65/2078372/187231.38e-042.58e-0365
GO:00104985ColorectumCRCproteasomal protein catabolic process77/2078490/187231.03e-031.21e-0277
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0305014CervixCCProteasome16/126746/84656.69e-043.09e-031.83e-0316
hsa0305015CervixCCProteasome16/126746/84656.69e-043.09e-031.83e-0316
hsa03050ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa030501ColorectumADProteasome29/209246/84653.87e-086.18e-073.94e-0729
hsa0305016EndometriumAEHProteasome22/119746/84654.46e-086.91e-075.06e-0722
hsa0305017EndometriumAEHProteasome22/119746/84654.46e-086.91e-075.06e-0722
hsa0305024EndometriumEECProteasome23/123746/84651.41e-082.33e-071.73e-0723
hsa0305034EndometriumEECProteasome23/123746/84651.41e-082.33e-071.73e-0723
hsa0305027EsophagusHGINProteasome34/138346/84656.45e-181.91e-161.52e-1634
hsa03050111EsophagusHGINProteasome34/138346/84656.45e-181.91e-161.52e-1634
hsa030509LiverCirrhoticProteasome41/253046/84656.22e-172.30e-151.42e-1541
hsa0305012LiverCirrhoticProteasome41/253046/84656.22e-172.30e-151.42e-1541
hsa0305022LiverHCCProteasome43/402046/84652.62e-114.61e-102.56e-1043
hsa0305032LiverHCCProteasome43/402046/84652.62e-114.61e-102.56e-1043
hsa0305020Oral cavityOSCCProteasome42/370446/84651.32e-112.01e-101.02e-1042
hsa03050110Oral cavityOSCCProteasome42/370446/84651.32e-112.01e-101.02e-1042
hsa0305018ProstateBPHProteasome28/171846/84652.01e-092.89e-081.79e-0828
hsa0305019ProstateBPHProteasome28/171846/84652.01e-092.89e-081.79e-0828
hsa0305025ProstateTumorProteasome28/179146/84655.40e-097.77e-084.82e-0828
hsa0305035ProstateTumorProteasome28/179146/84655.40e-097.77e-084.82e-0828
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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
PSME4SNVMissense_Mutationnovelc.1702G>Ap.Glu568Lysp.E568KQ14997protein_codingtolerated(0.53)benign(0.05)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PSME4SNVMissense_Mutationnovelc.277G>Cp.Glu93Glnp.E93QQ14997protein_codingtolerated(0.08)possibly_damaging(0.53)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PSME4SNVMissense_Mutationnovelc.1150G>Cp.Asp384Hisp.D384HQ14997protein_codingdeleterious(0.01)benign(0.399)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
PSME4SNVMissense_Mutationc.604N>Tp.Pro202Serp.P202SQ14997protein_codingdeleterious(0.01)probably_damaging(0.921)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PSME4SNVMissense_Mutationc.1585C>Ap.Leu529Ilep.L529IQ14997protein_codingtolerated(0.06)benign(0.17)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSME4SNVMissense_Mutationc.281N>Tp.Asp94Valp.D94VQ14997protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A1FJ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PSME4insertionNonsense_Mutationnovelc.3742_3743insATGCCAACTGGCACTAGTATGAAGGp.Trp1248TyrfsTer6p.W1248Yfs*6Q14997protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSME4SNVMissense_Mutationrs780472027c.1402G>Ap.Val468Ilep.V468IQ14997protein_codingtolerated(0.06)possibly_damaging(0.556)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSME4SNVMissense_Mutationc.1577N>Tp.Arg526Ilep.R526IQ14997protein_codingtolerated(0.17)benign(0.047)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSME4SNVMissense_Mutationc.3341C>Gp.Ser1114Cysp.S1114CQ14997protein_codingtolerated(0.08)benign(0.003)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
23198PSME4DNA REPAIRinhibitorBORTEZOMIBBORTEZOMIB
23198PSME4DNA REPAIRinhibitorCARFILZOMIBCARFILZOMIB
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