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: UBA6

Gene summary for UBA6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBA6

Gene ID

55236

Gene nameubiquitin like modifier activating enzyme 6
Gene AliasE1-L2
Cytomap4q13.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A024RDB0


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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
55236UBA6CA_HPV_3HumanCervixCC1.51e-028.33e-020.0414
55236UBA6CCI_1HumanCervixCC3.62e-111.84e+000.528
55236UBA6CCI_2HumanCervixCC7.99e-101.21e+000.5249
55236UBA6CCI_3HumanCervixCC1.00e-025.15e-010.516
55236UBA6TumorHumanCervixCC1.03e-164.45e-010.1241
55236UBA6sample3HumanCervixCC8.14e-387.29e-010.1387
55236UBA6T3HumanCervixCC4.87e-356.93e-010.1389
55236UBA6LZE4THumanEsophagusESCC4.31e-173.12e-010.0811
55236UBA6LZE5THumanEsophagusESCC1.69e-056.21e-010.0514
55236UBA6LZE8THumanEsophagusESCC4.36e-052.78e-010.067
55236UBA6LZE20THumanEsophagusESCC1.44e-071.95e-010.0662
55236UBA6LZE22D1HumanEsophagusHGIN4.93e-026.39e-020.0595
55236UBA6LZE24THumanEsophagusESCC3.23e-092.06e-010.0596
55236UBA6LZE21THumanEsophagusESCC1.94e-054.11e-010.0655
55236UBA6LZE6THumanEsophagusESCC1.62e-032.32e-010.0845
55236UBA6P1T-EHumanEsophagusESCC3.55e-103.42e-010.0875
55236UBA6P2T-EHumanEsophagusESCC1.97e-285.96e-010.1177
55236UBA6P4T-EHumanEsophagusESCC3.52e-154.33e-010.1323
55236UBA6P5T-EHumanEsophagusESCC1.30e-173.25e-010.1327
55236UBA6P8T-EHumanEsophagusESCC4.81e-264.72e-010.0889
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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
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:00163587CervixCCdendrite development58/2311243/187234.52e-071.76e-0558
GO:00609965CervixCCdendritic spine development28/231199/187231.61e-053.15e-0428
GO:00309003CervixCCforebrain development64/2311379/187235.53e-033.19e-0264
GO:00215433CervixCCpallium development32/2311169/187238.73e-034.48e-0232
GO:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:00163585LiverNAFLDdendrite development43/1882243/187231.70e-043.07e-0343
GO:00609963LiverNAFLDdendritic spine development21/188299/187237.26e-049.27e-0321
GO:006099611LiverHCCdendritic spine development54/795899/187231.03e-023.86e-0254
GO:001635811LiverHCCdendrite development121/7958243/187231.26e-024.56e-02121
GO:00163586LungIACdendrite development55/2061243/187231.35e-071.18e-0555
GO:00609964LungIACdendritic spine development25/206199/187235.18e-051.18e-0325
GO:00215432LungIACpallium development33/2061169/187237.51e-049.82e-0333
GO:00309002LungIACforebrain development61/2061379/187231.52e-031.61e-0261
GO:001635812LungAISdendrite development49/1849243/187239.53e-076.69e-0549
GO:006099612LungAISdendritic spine development23/184999/187237.62e-051.95e-0323
GO:0007626LungAISlocomotory behavior31/1849179/187231.39e-031.70e-0231
GO:003090011LungAISforebrain development55/1849379/187232.37e-032.48e-0255
GO:001635810Oral cavityOSCCdendrite development113/7305243/187231.00e-023.49e-02113
GO:00215435Oral cavityOSCCpallium development81/7305169/187231.11e-023.76e-0281
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
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
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412012LungIACUbiquitin mediated proteolysis40/1053142/84653.24e-071.76e-051.17e-0540
hsa0412013LungIACUbiquitin mediated proteolysis40/1053142/84653.24e-071.76e-051.17e-0540
hsa0412022LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
hsa0412032LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0412025Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
hsa0412035Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
hsa0412043Oral cavityEOLPUbiquitin mediated proteolysis48/1218142/84653.55e-096.74e-083.98e-0848
hsa0412053Oral cavityEOLPUbiquitin mediated proteolysis48/1218142/84653.55e-096.74e-083.98e-0848
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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
UBA6SNVMissense_Mutationrs778733309c.665C>Tp.Thr222Metp.T222MA0AVT1protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBA6SNVMissense_Mutationc.413N>Tp.Ser138Phep.S138FA0AVT1protein_codingtolerated(0.61)benign(0.445)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
UBA6SNVMissense_Mutationc.501G>Cp.Gln167Hisp.Q167HA0AVT1protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBA6SNVMissense_Mutationc.1319G>Ap.Gly440Glup.G440EA0AVT1protein_codingdeleterious(0.02)possibly_damaging(0.554)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBA6SNVMissense_Mutationnovelc.932N>Tp.Cys311Phep.C311FA0AVT1protein_codingtolerated(1)benign(0.001)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
UBA6SNVMissense_Mutationc.2379G>Cp.Gln793Hisp.Q793HA0AVT1protein_codingdeleterious(0)benign(0.001)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
UBA6SNVMissense_Mutationnovelc.2155N>Ap.Leu719Ilep.L719IA0AVT1protein_codingdeleterious(0.02)possibly_damaging(0.685)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
UBA6SNVMissense_Mutationrs752794407c.1022N>Ap.Arg341Hisp.R341HA0AVT1protein_codingtolerated(0.06)benign(0.003)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
UBA6SNVMissense_Mutationrs778733309c.665C>Tp.Thr222Metp.T222MA0AVT1protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBA6SNVMissense_Mutationnovelc.1705N>Cp.Asp569Hisp.D569HA0AVT1protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=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
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