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: UBQLN1

Gene summary for UBQLN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBQLN1

Gene ID

29979

Gene nameubiquilin 1
Gene AliasDA41
Cytomap9q21.32
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9UMX0


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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
29979UBQLN1HTA11_99999965062_69753HumanColorectumMSI-H1.91e-028.20e-010.3487
29979UBQLN1A015-C-203HumanColorectumFAP3.83e-14-3.04e-01-0.1294
29979UBQLN1A002-C-201HumanColorectumFAP4.83e-02-1.96e-010.0324
29979UBQLN1A001-C-108HumanColorectumFAP1.69e-09-2.63e-01-0.0272
29979UBQLN1A002-C-205HumanColorectumFAP3.94e-07-3.54e-01-0.1236
29979UBQLN1A015-C-006HumanColorectumFAP6.70e-04-3.22e-01-0.0994
29979UBQLN1A015-C-106HumanColorectumFAP6.82e-04-2.28e-01-0.0511
29979UBQLN1A002-C-114HumanColorectumFAP2.86e-05-3.30e-01-0.1561
29979UBQLN1A015-C-104HumanColorectumFAP8.09e-14-2.63e-01-0.1899
29979UBQLN1A001-C-014HumanColorectumFAP1.56e-06-2.56e-010.0135
29979UBQLN1A002-C-016HumanColorectumFAP1.70e-10-2.45e-010.0521
29979UBQLN1A015-C-002HumanColorectumFAP1.16e-02-2.60e-01-0.0763
29979UBQLN1A001-C-203HumanColorectumFAP7.63e-06-2.50e-01-0.0481
29979UBQLN1A002-C-116HumanColorectumFAP7.00e-17-2.79e-01-0.0452
29979UBQLN1A014-C-008HumanColorectumFAP2.28e-03-3.11e-01-0.191
29979UBQLN1A018-E-020HumanColorectumFAP2.45e-05-2.77e-01-0.2034
29979UBQLN1F034HumanColorectumFAP1.72e-12-3.14e-01-0.0665
29979UBQLN1F072BHumanColorectumFAP1.08e-04-1.50e-010.257
29979UBQLN1LZE2THumanEsophagusESCC6.71e-054.33e-010.082
29979UBQLN1LZE4THumanEsophagusESCC1.96e-205.49e-010.0811
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000004531Oral cavityNEOLPautophagosome assembly22/200599/187236.64e-045.54e-0322
GO:001624131Oral cavityNEOLPregulation of macroautophagy28/2005141/187239.15e-047.13e-0328
GO:003647323Oral cavityNEOLPcell death in response to oxidative stress21/200595/187239.36e-047.25e-0321
GO:005105113Oral cavityNEOLPnegative regulation of transport72/2005470/187231.14e-038.49e-0372
GO:19050373Oral cavityNEOLPautophagosome organization22/2005103/187231.16e-038.66e-0322
GO:190288219Oral cavityNEOLPregulation of response to oxidative stress21/200598/187231.42e-031.01e-0221
GO:190589831Oral cavityNEOLPpositive regulation of response to endoplasmic reticulum stress10/200535/187232.88e-031.77e-0210
GO:00109598Oral cavityNEOLPregulation of metal ion transport59/2005406/187239.36e-034.44e-0259
GO:004217628SkinAKregulation of protein catabolic process101/1910391/187234.78e-199.43e-16101
GO:009719328SkinAKintrinsic apoptotic signaling pathway82/1910288/187232.01e-182.97e-1582
GO:200123328SkinAKregulation of apoptotic signaling pathway91/1910356/187235.72e-174.84e-1491
GO:190336228SkinAKregulation of cellular protein catabolic process72/1910255/187233.99e-161.97e-1372
GO:200124228SkinAKregulation of intrinsic apoptotic signaling pathway54/1910164/187231.64e-157.48e-1354
GO:190305028SkinAKregulation of proteolysis involved in cellular protein catabolic process61/1910221/187232.17e-136.12e-1161
GO:200005828SkinAKregulation of ubiquitin-dependent protein catabolic process50/1910164/187235.25e-131.41e-1050
GO:190332028SkinAKregulation of protein modification by small protein conjugation or removal62/1910242/187234.90e-121.04e-0962
GO:003243428SkinAKregulation of proteasomal ubiquitin-dependent protein catabolic process41/1910134/187235.64e-111.01e-0841
GO:001049827SkinAKproteasomal protein catabolic process97/1910490/187239.65e-111.54e-0897
GO:003139628SkinAKregulation of protein ubiquitination54/1910210/187239.94e-111.55e-0854
GO:006113628SkinAKregulation of proteasomal protein catabolic process50/1910187/187231.09e-101.66e-0850
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa050146ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa050147ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa050148ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa050149ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
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
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
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
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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
UBQLN1SNVMissense_Mutationc.1615N>Gp.Gln539Glup.Q539EQ9UMX0protein_codingdeleterious(0.02)probably_damaging(0.943)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
UBQLN1SNVMissense_Mutationnovelc.1727N>Cp.Ile576Thrp.I576TQ9UMX0protein_codingdeleterious(0.05)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBQLN1SNVMissense_Mutationc.1642N>Gp.Gln548Glup.Q548EQ9UMX0protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
UBQLN1SNVMissense_Mutationc.914N>Tp.Ser305Phep.S305FQ9UMX0protein_codingdeleterious(0)possibly_damaging(0.736)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
UBQLN1SNVMissense_Mutationc.567C>Gp.Ile189Metp.I189MQ9UMX0protein_codingtolerated(0.16)benign(0.062)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBQLN1SNVMissense_Mutationrs764735825c.162G>Tp.Glu54Aspp.E54DQ9UMX0protein_codingtolerated(0.45)probably_damaging(0.976)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
UBQLN1SNVMissense_Mutationc.407A>Cp.Asn136Thrp.N136TQ9UMX0protein_codingtolerated(0.8)benign(0.01)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
UBQLN1SNVMissense_Mutationc.1363T>Cp.Ser455Prop.S455PQ9UMX0protein_codingdeleterious(0.02)possibly_damaging(0.849)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBQLN1SNVMissense_Mutationnovelc.560N>Cp.Val187Alap.V187AQ9UMX0protein_codingtolerated(0.66)benign(0.278)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
UBQLN1SNVMissense_Mutationc.558N>Tp.Met186Ilep.M186IQ9UMX0protein_codingdeleterious(0.01)benign(0.114)TCGA-AZ-4614-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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