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: UBQLN2

Gene summary for UBQLN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBQLN2

Gene ID

29978

Gene nameubiquilin 2
Gene AliasALS15
CytomapXp11.21
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9UHD9


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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
29978UBQLN2LZE4THumanEsophagusESCC2.46e-071.88e-010.0811
29978UBQLN2LZE20THumanEsophagusESCC2.09e-071.75e-010.0662
29978UBQLN2LZE22D1HumanEsophagusHGIN6.33e-048.10e-020.0595
29978UBQLN2LZE22THumanEsophagusESCC4.01e-023.09e-010.068
29978UBQLN2LZE24THumanEsophagusESCC4.95e-195.32e-010.0596
29978UBQLN2P2T-EHumanEsophagusESCC9.23e-245.21e-010.1177
29978UBQLN2P4T-EHumanEsophagusESCC1.71e-222.81e-010.1323
29978UBQLN2P5T-EHumanEsophagusESCC1.47e-191.43e-010.1327
29978UBQLN2P8T-EHumanEsophagusESCC2.33e-173.41e-010.0889
29978UBQLN2P9T-EHumanEsophagusESCC1.64e-205.77e-010.1131
29978UBQLN2P10T-EHumanEsophagusESCC5.92e-171.47e-010.116
29978UBQLN2P11T-EHumanEsophagusESCC1.81e-143.82e-010.1426
29978UBQLN2P12T-EHumanEsophagusESCC1.02e-235.30e-010.1122
29978UBQLN2P15T-EHumanEsophagusESCC1.98e-102.49e-010.1149
29978UBQLN2P16T-EHumanEsophagusESCC1.13e-294.91e-010.1153
29978UBQLN2P17T-EHumanEsophagusESCC2.90e-072.86e-010.1278
29978UBQLN2P19T-EHumanEsophagusESCC2.96e-126.56e-010.1662
29978UBQLN2P20T-EHumanEsophagusESCC3.19e-213.66e-010.1124
29978UBQLN2P21T-EHumanEsophagusESCC4.53e-101.25e-010.1617
29978UBQLN2P22T-EHumanEsophagusESCC1.87e-245.02e-010.1236
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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:0030100111ThyroidATCregulation of endocytosis113/6293211/187231.71e-094.22e-08113
GO:190589728ThyroidATCregulation of response to endoplasmic reticulum stress54/629382/187232.34e-095.58e-0854
GO:000689826ThyroidATCreceptor-mediated endocytosis118/6293244/187231.17e-061.50e-05118
GO:000004522ThyroidATCautophagosome assembly56/629399/187232.22e-062.63e-0556
GO:190503721ThyroidATCautophagosome organization57/6293103/187234.61e-065.03e-0557
GO:004311224ThyroidATCreceptor metabolic process82/6293166/187231.78e-051.63e-0482
GO:190211522ThyroidATCregulation of organelle assembly90/6293186/187232.00e-051.81e-0490
GO:007258315ThyroidATCclathrin-dependent endocytosis30/629347/187232.16e-051.92e-0430
GO:004825931ThyroidATCregulation of receptor-mediated endocytosis57/6293110/187236.05e-054.63e-0457
GO:190589822ThyroidATCpositive regulation of response to endoplasmic reticulum stress23/629335/187231.03e-047.41e-0423
GO:004408813ThyroidATCregulation of vacuole organization26/629345/187237.43e-044.14e-0326
GO:190429211ThyroidATCregulation of ERAD pathway13/629320/187234.03e-031.73e-0213
GO:003162310ThyroidATCreceptor internalization52/6293113/187234.05e-031.74e-0252
GO:190429412ThyroidATCpositive regulation of ERAD pathway10/629314/187234.31e-031.80e-0210
GO:200078513ThyroidATCregulation of autophagosome assembly21/629339/187237.26e-032.86e-0221
GO:005105114ThyroidATCnegative regulation of transport183/6293470/187238.12e-033.13e-02183
GO:00020904ThyroidATCregulation of receptor internalization28/629356/187238.12e-033.13e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa05014113EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0501429Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0501437Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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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
UBQLN2SNVMissense_Mutationnovelc.1064C>Ap.Ala355Aspp.A355DQ9UHD9protein_codingtolerated(0.56)possibly_damaging(0.652)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBQLN2SNVMissense_Mutationnovelc.572T>Gp.Val191Glyp.V191GQ9UHD9protein_codingdeleterious(0)probably_damaging(0.922)TCGA-AQ-A54N-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBQLN2SNVMissense_Mutationc.295N>Tp.His99Tyrp.H99YQ9UHD9protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-JX-A5QV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UBQLN2SNVMissense_Mutationc.926N>Ap.Arg309Hisp.R309HQ9UHD9protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBQLN2SNVMissense_Mutationnovelc.1166N>Tp.Ala389Valp.A389VQ9UHD9protein_codingdeleterious(0)probably_damaging(0.93)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBQLN2SNVMissense_Mutationnovelc.193N>Gp.Phe65Valp.F65VQ9UHD9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBQLN2SNVMissense_Mutationc.1856T>Cp.Leu619Prop.L619PQ9UHD9protein_codingdeleterious(0)probably_damaging(0.993)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UBQLN2SNVMissense_Mutationc.185N>Tp.Ser62Leup.S62LQ9UHD9protein_codingdeleterious(0)probably_damaging(1)TCGA-DY-A1DD-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBQLN2SNVMissense_Mutationnovelc.114N>Tp.Lys38Asnp.K38NQ9UHD9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
UBQLN2insertionFrame_Shift_Insnovelc.1417_1418insTp.Pro474SerfsTer71p.P474Sfs*71Q9UHD9protein_codingTCGA-F5-6464-01Colorectumrectum adenocarcinomaFemale>=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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