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: UBA5

Gene summary for UBA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBA5

Gene ID

79876

Gene nameubiquitin like modifier activating enzyme 5
Gene AliasDEE44
Cytomap3q22.1
Gene Typeprotein-coding
GO ID

GO:0002262

UniProtAcc

Q9GZZ9


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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
79876UBA5LZE2THumanEsophagusESCC3.68e-067.71e-010.082
79876UBA5LZE4THumanEsophagusESCC1.82e-164.13e-010.0811
79876UBA5LZE7THumanEsophagusESCC6.77e-065.88e-010.0667
79876UBA5LZE8THumanEsophagusESCC6.14e-102.32e-010.067
79876UBA5LZE24THumanEsophagusESCC3.76e-173.82e-010.0596
79876UBA5LZE6THumanEsophagusESCC1.69e-064.31e-010.0845
79876UBA5P1T-EHumanEsophagusESCC2.32e-084.85e-010.0875
79876UBA5P2T-EHumanEsophagusESCC2.24e-579.65e-010.1177
79876UBA5P4T-EHumanEsophagusESCC2.11e-308.77e-010.1323
79876UBA5P5T-EHumanEsophagusESCC2.68e-164.38e-010.1327
79876UBA5P8T-EHumanEsophagusESCC3.77e-224.64e-010.0889
79876UBA5P9T-EHumanEsophagusESCC3.01e-174.67e-010.1131
79876UBA5P10T-EHumanEsophagusESCC4.45e-366.70e-010.116
79876UBA5P11T-EHumanEsophagusESCC3.27e-115.00e-010.1426
79876UBA5P12T-EHumanEsophagusESCC5.15e-274.01e-010.1122
79876UBA5P15T-EHumanEsophagusESCC3.55e-286.63e-010.1149
79876UBA5P16T-EHumanEsophagusESCC7.47e-387.05e-010.1153
79876UBA5P17T-EHumanEsophagusESCC6.76e-133.30e-010.1278
79876UBA5P19T-EHumanEsophagusESCC1.73e-026.12e-010.1662
79876UBA5P20T-EHumanEsophagusESCC2.24e-162.73e-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
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
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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
UBA5SNVMissense_Mutationrs368103311c.563N>Ap.Arg188Glnp.R188QQ9GZZ9protein_codingdeleterious(0)probably_damaging(0.946)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
UBA5SNVMissense_Mutationc.50G>Ap.Arg17Glnp.R17QQ9GZZ9protein_codingtolerated(0.57)benign(0)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
UBA5SNVMissense_Mutationnovelc.136N>Ap.Glu46Lysp.E46KQ9GZZ9protein_codingdeleterious(0.01)benign(0.356)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
UBA5SNVMissense_Mutationrs150313260c.215N>Ap.Arg72Hisp.R72HQ9GZZ9protein_codingdeleterious(0.02)probably_damaging(0.912)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBA5SNVMissense_Mutationc.614N>Ap.Ser205Tyrp.S205YQ9GZZ9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
UBA5SNVMissense_Mutationrs143516396c.182N>Ap.Arg61Glnp.R61QQ9GZZ9protein_codingdeleterious(0.01)benign(0.125)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
UBA5SNVMissense_Mutationrs61748106c.199N>Ap.Asp67Asnp.D67NQ9GZZ9protein_codingtolerated(1)benign(0.001)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
UBA5SNVMissense_Mutationc.66G>Tp.Glu22Aspp.E22DQ9GZZ9protein_codingtolerated(0.41)benign(0.021)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBA5SNVMissense_Mutationnovelc.436N>Ap.Val146Ilep.V146IQ9GZZ9protein_codingtolerated(0.23)benign(0)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
UBA5SNVMissense_Mutationnovelc.1036N>Tp.Val346Leup.V346LQ9GZZ9protein_codingtolerated(0.06)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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