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: UBA52

Gene summary for UBA52

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBA52

Gene ID

7311

Gene nameubiquitin A-52 residue ribosomal protein fusion product 1
Gene AliasCEP52
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

P62987


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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
7311UBA52GSM4909280HumanBreastPrecancer2.46e-02-3.67e-010.0305
7311UBA52GSM4909282HumanBreastIDC5.43e-132.07e-01-0.0288
7311UBA52GSM4909285HumanBreastIDC1.44e-513.20e-010.21
7311UBA52GSM4909286HumanBreastIDC6.99e-342.51e-010.1081
7311UBA52GSM4909287HumanBreastIDC3.97e-463.20e-010.2057
7311UBA52GSM4909288HumanBreastIDC2.34e-082.07e-010.0988
7311UBA52GSM4909290HumanBreastIDC5.42e-071.77e-010.2096
7311UBA52GSM4909291HumanBreastIDC4.60e-041.57e-010.1753
7311UBA52GSM4909292HumanBreastIDC9.25e-305.57e-010.1236
7311UBA52GSM4909293HumanBreastIDC4.44e-383.76e-010.1581
7311UBA52GSM4909294HumanBreastIDC2.21e-372.56e-010.2022
7311UBA52GSM4909296HumanBreastIDC1.06e-181.50e-010.1524
7311UBA52GSM4909297HumanBreastIDC3.00e-19-1.50e-010.1517
7311UBA52GSM4909298HumanBreastIDC1.24e-222.43e-010.1551
7311UBA52GSM4909301HumanBreastIDC1.79e-091.66e-010.1577
7311UBA52GSM4909302HumanBreastIDC1.23e-078.43e-020.1545
7311UBA52GSM4909304HumanBreastIDC3.45e-202.55e-010.1636
7311UBA52GSM4909307HumanBreastIDC3.28e-091.41e-010.1569
7311UBA52GSM4909308HumanBreastIDC3.72e-031.42e-010.158
7311UBA52GSM4909309HumanBreastIDC1.87e-04-1.08e-010.0483
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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
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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:00096368BreastPrecancerresponse to toxic substance31/1080262/187231.18e-042.12e-0331
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:000218124BreastDCIScytoplasmic translation82/1390148/187232.21e-531.25e-4982
GO:000963623BreastDCISresponse to toxic substance42/1390262/187231.76e-066.56e-0542
GO:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:00096369CervixCCresponse to toxic substance52/2311262/187233.34e-043.52e-0352
GO:000218115CervixHSIL_HPVcytoplasmic translation86/737148/187233.97e-821.91e-7886
GO:000963614CervixHSIL_HPVresponse to toxic substance24/737262/187231.14e-042.36e-0324
GO:000218125CervixN_HPVcytoplasmic translation42/534148/187232.61e-301.19e-2642
GO:000963624CervixN_HPVresponse to toxic substance27/534262/187239.00e-091.71e-0627
GO:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:00021811ColorectumSERcytoplasmic translation102/2897148/187231.38e-488.49e-45102
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00021812ColorectumMSScytoplasmic translation108/3467148/187231.78e-471.11e-43108
GO:00096362ColorectumMSSresponse to toxic substance73/3467262/187231.26e-041.94e-0373
GO:00021813ColorectumMSI-Hcytoplasmic translation100/1319148/187231.50e-798.31e-76100
GO:00021814ColorectumFAPcytoplasmic translation76/2622148/187233.31e-272.03e-2376
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516754Oral cavityEOLPKaposi sarcoma-associated herpesvirus infection68/1218194/84652.59e-132.09e-111.24e-1168
hsa0501255Oral cavityEOLPParkinson disease75/1218266/84652.26e-095.62e-083.32e-0875
hsa0412053Oral cavityEOLPUbiquitin mediated proteolysis48/1218142/84653.55e-096.74e-083.98e-0848
hsa0502255Oral cavityEOLPPathways of neurodegeneration - multiple diseases110/1218476/84651.09e-071.26e-067.40e-07110
hsa0513156Oral cavityEOLPShigellosis61/1218247/84659.48e-065.47e-053.23e-0561
hsa0413753Oral cavityEOLPMitophagy - animal25/121872/84651.18e-056.69e-053.95e-0525
hsa0517164Oral cavityNEOLPCoronavirus disease - COVID-19112/1112232/84658.85e-402.82e-371.77e-37112
hsa0301064Oral cavityNEOLPRibosome81/1112167/84654.35e-296.91e-274.35e-2781
hsa0501262Oral cavityNEOLPParkinson disease78/1112266/84651.34e-121.06e-106.68e-1178
hsa0502262Oral cavityNEOLPPathways of neurodegeneration - multiple diseases112/1112476/84651.33e-103.84e-092.41e-09112
hsa0516762Oral cavityNEOLPKaposi sarcoma-associated herpesvirus infection56/1112194/84654.05e-099.20e-085.78e-0856
hsa0412061Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
hsa0513163Oral cavityNEOLPShigellosis62/1112247/84651.93e-072.79e-061.75e-0662
hsa0413762Oral cavityNEOLPMitophagy - animal26/111272/84655.95e-077.88e-064.95e-0626
hsa0517174Oral cavityNEOLPCoronavirus disease - COVID-19112/1112232/84658.85e-402.82e-371.77e-37112
hsa0301074Oral cavityNEOLPRibosome81/1112167/84654.35e-296.91e-274.35e-2781
hsa0501272Oral cavityNEOLPParkinson disease78/1112266/84651.34e-121.06e-106.68e-1178
hsa0502272Oral cavityNEOLPPathways of neurodegeneration - multiple diseases112/1112476/84651.33e-103.84e-092.41e-09112
hsa0516772Oral cavityNEOLPKaposi sarcoma-associated herpesvirus infection56/1112194/84654.05e-099.20e-085.78e-0856
hsa0412071Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
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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
UBA52SNVMissense_Mutationc.268N>Tp.Asn90Tyrp.N90YP62987protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
UBA52SNVMissense_Mutationc.310N>Tp.His104Tyrp.H104YP62987protein_codingdeleterious(0.04)benign(0.317)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
UBA52SNVMissense_Mutationnovelc.170N>Tp.Ser57Leup.S57LP62987protein_codingdeleterious(0.04)benign(0.3)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UBA52SNVMissense_Mutationrs563262392c.316N>Tp.Arg106Cysp.R106CP62987protein_codingtolerated(0.16)benign(0)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBA52SNVMissense_Mutationc.212N>Cp.Leu71Serp.L71SP62987protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBA52SNVMissense_Mutationc.281N>Cp.Met94Thrp.M94TP62987protein_codingtolerated(0.06)benign(0.006)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
UBA52SNVMissense_Mutationc.22N>Ap.Leu8Ilep.L8IP62987protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
UBA52SNVMissense_Mutationnovelc.77T>Cp.Val26Alap.V26AP62987protein_codingdeleterious(0)possibly_damaging(0.595)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
UBA52SNVMissense_Mutationnovelc.72N>Tp.Glu24Aspp.E24DP62987protein_codingtolerated(0.62)benign(0.148)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
UBA52SNVMissense_Mutationc.124N>Gp.Arg42Glyp.R42GP62987protein_codingdeleterious(0)benign(0.071)TCGA-BK-A0CB-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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
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