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: UBA2

Gene summary for UBA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBA2

Gene ID

10054

Gene nameubiquitin like modifier activating enzyme 2
Gene AliasARX
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UBT2


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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
10054UBA2HTA11_1938_2000001011HumanColorectumAD4.98e-033.73e-01-0.0811
10054UBA2HTA11_347_2000001011HumanColorectumAD3.00e-043.30e-01-0.1954
10054UBA2HTA11_99999965062_69753HumanColorectumMSI-H7.73e-041.00e+000.3487
10054UBA2HTA11_99999965104_69814HumanColorectumMSS7.57e-054.93e-010.281
10054UBA2HTA11_99999971662_82457HumanColorectumMSS1.25e-024.87e-010.3859
10054UBA2A015-C-203HumanColorectumFAP9.97e-15-2.73e-01-0.1294
10054UBA2A014-C-040HumanColorectumFAP4.94e-03-4.29e-01-0.1184
10054UBA2A002-C-201HumanColorectumFAP3.66e-05-2.49e-010.0324
10054UBA2A001-C-108HumanColorectumFAP1.72e-08-1.49e-01-0.0272
10054UBA2A002-C-205HumanColorectumFAP4.69e-08-2.46e-01-0.1236
10054UBA2A015-C-006HumanColorectumFAP1.38e-05-1.26e-01-0.0994
10054UBA2A015-C-106HumanColorectumFAP6.80e-06-1.98e-01-0.0511
10054UBA2A002-C-114HumanColorectumFAP3.53e-07-2.94e-01-0.1561
10054UBA2A015-C-104HumanColorectumFAP7.37e-16-2.85e-01-0.1899
10054UBA2A001-C-014HumanColorectumFAP5.01e-08-2.46e-010.0135
10054UBA2A002-C-016HumanColorectumFAP1.34e-11-2.67e-010.0521
10054UBA2A015-C-002HumanColorectumFAP3.62e-03-2.86e-01-0.0763
10054UBA2A001-C-203HumanColorectumFAP6.58e-07-2.21e-01-0.0481
10054UBA2A002-C-116HumanColorectumFAP6.56e-16-2.33e-01-0.0452
10054UBA2A014-C-008HumanColorectumFAP1.25e-04-2.74e-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
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:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:19033202ColorectumMSSregulation of protein modification by small protein conjugation or removal82/3467242/187237.49e-094.63e-0782
GO:19033203ColorectumMSI-Hregulation of protein modification by small protein conjugation or removal43/1319242/187231.60e-081.85e-0643
GO:19033204ColorectumFAPregulation of protein modification by small protein conjugation or removal61/2622242/187232.36e-069.21e-0561
GO:19033205ColorectumCRCregulation of protein modification by small protein conjugation or removal51/2078242/187234.55e-061.87e-0451
GO:190332027EsophagusHGINregulation of protein modification by small protein conjugation or removal78/2587242/187231.40e-132.26e-1178
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:00169254EsophagusHGINprotein sumoylation18/258753/187231.64e-043.19e-0318
GO:19033228EsophagusHGINpositive regulation of protein modification by small protein conjugation or removal35/2587138/187232.11e-043.88e-0335
GO:0033233EsophagusHGINregulation of protein sumoylation9/258725/187234.57e-033.96e-029
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:00332331EsophagusESCCregulation of protein sumoylation18/855225/187237.04e-032.56e-0218
GO:0033235EsophagusESCCpositive regulation of protein sumoylation10/855212/187238.94e-033.12e-0210
GO:0018205LiverNAFLDpeptidyl-lysine modification65/1882376/187239.42e-063.02e-0465
GO:19033207LiverNAFLDregulation of protein modification by small protein conjugation or removal44/1882242/187237.53e-051.56e-0344
GO:190332012LiverCirrhoticregulation of protein modification by small protein conjugation or removal105/4634242/187231.43e-107.43e-09105
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041204ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041205ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041206ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041207ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041208ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa041209ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412010LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412011LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
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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
UBA2SNVMissense_Mutationnovelc.91N>Cp.Glu31Glnp.E31QQ9UBT2protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
UBA2SNVMissense_Mutationc.526N>Tp.Arg176Cysp.R176CQ9UBT2protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBA2SNVMissense_Mutationc.796C>Ap.Leu266Metp.L266MQ9UBT2protein_codingdeleterious(0)probably_damaging(0.978)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
UBA2deletionIn_Frame_Delc.681_704delNNNNNNNNNNNNNNNNNNNNNNNNp.Arg227_Ile235delinsSerp.R227_I235delinsSQ9UBT2protein_codingTCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
UBA2insertionNonsense_Mutationnovelc.1343_1344insTAGCTAGCCTAGCCTTTAGCTGATTAGAAAp.Pro448_Glu449insSerTerProSerLeuTerLeuIleArgLysp.P448_E449insS*PSL*LIRKQ9UBT2protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
UBA2insertionFrame_Shift_Insnovelc.1122_1123insATCTTGGCTTACTGCAGCCTCTGCGTCCCGGp.Asp375IlefsTer27p.D375Ifs*27Q9UBT2protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBA2SNVMissense_Mutationc.752N>Tp.Pro251Leup.P251LQ9UBT2protein_codingdeleterious(0)benign(0.362)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UBA2insertionNonsense_Mutationnovelc.341_342insAAAAACATAGTAACp.Asn114LysfsTer4p.N114Kfs*4Q9UBT2protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
UBA2SNVMissense_Mutationc.365N>Ap.Arg122Glnp.R122QQ9UBT2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBA2SNVMissense_Mutationnovelc.173N>Gp.Asn58Serp.N58SQ9UBT2protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3509-01Colorectumcolon adenocarcinomaFemale<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
10054UBA2DRUGGABLE GENOME, ENZYMELOBARIC ACIDLOBARIC ACID
10054UBA2DRUGGABLE GENOME, ENZYMEBETULINIC ACIDBETULINIC ACID
10054UBA2DRUGGABLE GENOME, ENZYMEPEVONEDISTATPEVONEDISTAT
10054UBA2DRUGGABLE GENOME, ENZYMEASTERRIC ACIDASTERRIC ACID
10054UBA2DRUGGABLE GENOME, ENZYMELIPOIC ACID, ALPHALIPOIC ACID, ALPHA
10054UBA2DRUGGABLE GENOME, ENZYME4-PHENYLAMINO-[1,2]NAPHTHOQUINONECHEMBL299853
10054UBA2DRUGGABLE GENOME, ENZYMEBENSERAZIDE HYDROCHLORIDEBENSERAZIDE HYDROCHLORIDE
10054UBA2DRUGGABLE GENOME, ENZYMEGINGKOLIC ACIDGINGKOLIC ACID23920437
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