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: UBAC2

Gene summary for UBAC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBAC2

Gene ID

337867

Gene nameUBA domain containing 2
Gene AliasPHGDHL1
Cytomap13q32.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024RE02


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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
337867UBAC2CCI_1HumanCervixCC4.37e-037.45e-010.528
337867UBAC2CCI_2HumanCervixCC1.36e-101.06e+000.5249
337867UBAC2CCI_3HumanCervixCC7.39e-129.27e-010.516
337867UBAC2HTA11_3410_2000001011HumanColorectumAD5.14e-25-6.82e-010.0155
337867UBAC2HTA11_3361_2000001011HumanColorectumAD2.18e-04-5.13e-01-0.1207
337867UBAC2HTA11_83_2000001011HumanColorectumSER2.53e-04-3.61e-01-0.1526
337867UBAC2HTA11_7862_2000001011HumanColorectumAD1.13e-02-4.85e-01-0.0179
337867UBAC2HTA11_866_3004761011HumanColorectumAD5.12e-05-4.29e-010.096
337867UBAC2HTA11_8622_2000001021HumanColorectumSER3.75e-05-4.87e-010.0528
337867UBAC2HTA11_10711_2000001011HumanColorectumAD7.10e-03-4.08e-010.0338
337867UBAC2HTA11_7696_3000711011HumanColorectumAD5.13e-11-4.40e-010.0674
337867UBAC2HTA11_99999970781_79442HumanColorectumMSS1.96e-11-4.36e-010.294
337867UBAC2HTA11_99999965104_69814HumanColorectumMSS1.82e-066.38e-010.281
337867UBAC2HTA11_99999974143_84620HumanColorectumMSS6.65e-09-3.88e-010.3005
337867UBAC2F007HumanColorectumFAP1.70e-02-3.10e-010.1176
337867UBAC2A001-C-207HumanColorectumFAP9.65e-05-3.23e-010.1278
337867UBAC2A015-C-203HumanColorectumFAP1.01e-44-7.77e-01-0.1294
337867UBAC2A015-C-204HumanColorectumFAP1.68e-12-5.07e-01-0.0228
337867UBAC2A014-C-040HumanColorectumFAP2.39e-08-6.89e-01-0.1184
337867UBAC2A002-C-201HumanColorectumFAP1.69e-21-5.67e-010.0324
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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
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
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:019873815Oral cavityLPcell-cell signaling by wnt140/4623446/187237.12e-046.38e-03140
GO:009031711Oral cavityLPnegative regulation of intracellular protein transport20/462342/187231.05e-038.80e-0320
GO:007086112Oral cavityLPregulation of protein exit from endoplasmic reticulum14/462327/187232.14e-031.57e-0214
GO:190495012Oral cavityLPnegative regulation of establishment of protein localization47/4623131/187232.73e-031.92e-0247
GO:006082815Oral cavityLPregulation of canonical Wnt signaling pathway82/4623253/187233.23e-032.18e-0282
GO:003011115Oral cavityLPregulation of Wnt signaling pathway103/4623328/187233.29e-032.21e-02103
GO:005122412Oral cavityLPnegative regulation of protein transport45/4623127/187234.33e-032.78e-0245
GO:006007015Oral cavityLPcanonical Wnt signaling pathway94/4623303/187236.97e-033.96e-0294
GO:003238622Oral cavityEOLPregulation of intracellular transport91/2218337/187231.51e-146.47e-1291
GO:003315722Oral cavityEOLPregulation of intracellular protein transport63/2218229/187237.28e-119.09e-0963
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:003497624Oral cavityEOLPresponse to endoplasmic reticulum stress66/2218256/187235.33e-104.31e-0866
GO:003252721Oral cavityEOLPprotein exit from endoplasmic reticulum20/221848/187231.68e-075.43e-0620
GO:001605523Oral cavityEOLPWnt signaling pathway89/2218444/187233.66e-071.06e-0589
GO:019873823Oral cavityEOLPcell-cell signaling by wnt89/2218446/187234.49e-071.25e-0589
GO:003011123Oral cavityEOLPregulation of Wnt signaling pathway67/2218328/187235.11e-061.04e-0467
GO:003097021Oral cavityEOLPretrograde protein transport, ER to cytosol13/221829/187239.41e-061.74e-0413
GO:190351321Oral cavityEOLPendoplasmic reticulum to cytosol transport13/221829/187239.41e-061.74e-0413
GO:006082823Oral cavityEOLPregulation of canonical Wnt signaling pathway54/2218253/187231.11e-051.95e-0454
GO:006007023Oral cavityEOLPcanonical Wnt signaling pathway61/2218303/187232.11e-053.28e-0461
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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
UBAC2SNVMissense_Mutationnovelc.378N>Cp.Leu126Phep.L126FQ8NBM4protein_codingtolerated(0.13)benign(0.158)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
UBAC2SNVMissense_Mutationc.109N>Cp.Cys37Argp.C37RQ8NBM4protein_codingtolerated(0.21)benign(0.1)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
UBAC2SNVMissense_Mutationrs150911743c.877N>Ap.Gly293Serp.G293SQ8NBM4protein_codingtolerated(0.67)benign(0.028)TCGA-EW-A1J6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
UBAC2insertionFrame_Shift_Insnovelc.151_152insCATATGTp.Asp51AlafsTer18p.D51Afs*18Q8NBM4protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
UBAC2insertionIn_Frame_Insnovelc.153_154insTCCCAAAATGTGTTCCCTAATATGTATCAAp.Asp51_Phe52insSerGlnAsnValPheProAsnMetTyrGlnp.D51_F52insSQNVFPNMYQQ8NBM4protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
UBAC2SNVMissense_Mutationrs775996860c.854G>Ap.Arg285Glnp.R285QQ8NBM4protein_codingtolerated(0.11)probably_damaging(0.976)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBAC2SNVMissense_Mutationrs765235078c.862N>Ap.Val288Ilep.V288IQ8NBM4protein_codingtolerated(0.58)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBAC2SNVMissense_Mutationrs550310299c.38N>Tp.Ala13Valp.A13VQ8NBM4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-DM-A0XD-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
UBAC2SNVMissense_Mutationnovelc.182G>Tp.Arg61Ilep.R61IQ8NBM4protein_codingdeleterious(0)possibly_damaging(0.648)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
UBAC2SNVMissense_Mutationnovelc.505N>Ap.Gly169Argp.G169RQ8NBM4protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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