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: UBN2

Gene summary for UBN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBN2

Gene ID

254048

Gene nameubinuclein 2
Gene AliasUBN2
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0006323

UniProtAcc

Q6ZU65


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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
254048UBN2NAFLD1HumanLiverNAFLD4.90e-024.14e-01-0.04
254048UBN2HCC1_MengHumanLiverHCC2.70e-31-2.98e-020.0246
254048UBN2HCC2_MengHumanLiverHCC3.64e-209.40e-020.0107
254048UBN2HCC1HumanLiverHCC6.67e-093.20e+000.5336
254048UBN2HCC2HumanLiverHCC1.18e-253.74e+000.5341
254048UBN2HCC5HumanLiverHCC5.02e-172.63e+000.4932
254048UBN2S015HumanLiverHCC1.36e-044.23e-010.2375
254048UBN2S028HumanLiverHCC3.78e-033.38e-010.2503
254048UBN2RNA-P10T2-P10T2-1HumanLungAAH7.31e-035.43e-01-0.1271
254048UBN2RNA-P17T-P17T-2HumanLungIAC2.13e-034.52e-010.3371
254048UBN2RNA-P17T-P17T-4HumanLungIAC1.48e-034.42e-010.343
254048UBN2RNA-P25T1-P25T1-1HumanLungAIS1.70e-104.53e-01-0.2116
254048UBN2RNA-P25T1-P25T1-2HumanLungAIS7.48e-055.12e-01-0.1941
254048UBN2RNA-P25T1-P25T1-3HumanLungAIS7.22e-043.91e-01-0.2107
254048UBN2RNA-P25T1-P25T1-4HumanLungAIS2.81e-063.83e-01-0.2119
254048UBN2RNA-P3T-P3T-4HumanLungIAC2.14e-033.00e-010.1859
254048UBN2RNA-P6T2-P6T2-1HumanLungIAC8.58e-082.87e-01-0.0166
254048UBN2RNA-P6T2-P6T2-2HumanLungIAC7.32e-113.46e-01-0.0132
254048UBN2RNA-P6T2-P6T2-3HumanLungIAC3.79e-164.49e-01-0.013
254048UBN2RNA-P6T2-P6T2-4HumanLungIAC1.16e-093.43e-01-0.0121
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00063256LungIACchromatin organization69/2061409/187232.01e-043.53e-0369
GO:000632512LungAISchromatin organization62/1849409/187234.24e-047.29e-0362
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:000633813ThyroidATCchromatin remodeling109/6293255/187231.38e-037.15e-03109
GO:00718242ThyroidATCprotein-DNA complex subunit organization103/6293241/187231.84e-039.03e-03103
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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
UBN2SNVMissense_Mutationnovelc.3545N>Ap.Gly1182Glup.G1182EQ6ZU65protein_codingdeleterious_low_confidence(0)benign(0.395)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
UBN2SNVMissense_Mutationc.1483C>Ap.Gln495Lysp.Q495KQ6ZU65protein_codingtolerated(0.1)possibly_damaging(0.596)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
UBN2SNVMissense_Mutationrs200761673c.907N>Tp.Val303Phep.V303FQ6ZU65protein_codingtolerated(0.39)possibly_damaging(0.895)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
UBN2SNVMissense_Mutationrs764314249c.1381G>Ap.Glu461Lysp.E461KQ6ZU65protein_codingtolerated(0.65)benign(0.058)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBN2SNVMissense_Mutationc.1000N>Ap.Glu334Lysp.E334KQ6ZU65protein_codingdeleterious(0)benign(0.219)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
UBN2SNVMissense_Mutationnovelc.2798C>Tp.Ser933Leup.S933LQ6ZU65protein_codingdeleterious_low_confidence(0)benign(0.343)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
UBN2SNVMissense_Mutationc.2582C>Ap.Ser861Tyrp.S861YQ6ZU65protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-C8-A273-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
UBN2SNVMissense_Mutationc.2254N>Ap.Leu752Ilep.L752IQ6ZU65protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBN2insertionFrame_Shift_Insnovelc.622_623insCACCTp.Gly208AlafsTer20p.G208Afs*20Q6ZU65protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
UBN2insertionFrame_Shift_Insnovelc.623_624insTAGTCCCACTTACGAGGCTGAGGCAGGAGGTTCAp.Tyr209SerfsTer13p.Y209Sfs*13Q6ZU65protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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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