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:20012423ColorectumMSI-Hregulation of intrinsic apoptotic signaling pathway40/1319164/187232.39e-124.91e-1040
GO:00421763ColorectumMSI-Hregulation of protein catabolic process65/1319391/187236.96e-111.29e-0865
GO:20012333ColorectumMSI-Hregulation of apoptotic signaling pathway61/1319356/187237.62e-111.37e-0861
GO:19033623ColorectumMSI-Hregulation of cellular protein catabolic process49/1319255/187239.82e-111.66e-0849
GO:00971933ColorectumMSI-Hintrinsic apoptotic signaling pathway52/1319288/187232.82e-104.23e-0852
GO:19030503ColorectumMSI-Hregulation of proteolysis involved in cellular protein catabolic process43/1319221/187239.16e-101.27e-0743
GO:00069793ColorectumMSI-Hresponse to oxidative stress68/1319446/187231.17e-091.59e-0768
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:20000583ColorectumMSI-Hregulation of ubiquitin-dependent protein catabolic process34/1319164/187239.82e-091.21e-0634
GO:19033203ColorectumMSI-Hregulation of protein modification by small protein conjugation or removal43/1319242/187231.60e-081.85e-0643
GO:00313963ColorectumMSI-Hregulation of protein ubiquitination39/1319210/187232.12e-082.36e-0639
GO:00621973ColorectumMSI-Hcellular response to chemical stress51/1319337/187231.78e-071.52e-0551
GO:19021753ColorectumMSI-Hregulation of oxidative stress-induced intrinsic apoptotic signaling pathway12/131929/187232.39e-071.95e-0512
GO:00611363ColorectumMSI-Hregulation of proteasomal protein catabolic process34/1319187/187232.84e-072.25e-0534
GO:19032013ColorectumMSI-Hregulation of oxidative stress-induced cell death19/131974/187235.79e-074.28e-0519
GO:00098963ColorectumMSI-Hpositive regulation of catabolic process64/1319492/187231.39e-069.16e-0564
GO:00324343ColorectumMSI-Hregulation of proteasomal ubiquitin-dependent protein catabolic process26/1319134/187231.98e-061.25e-0426
GO:00364733ColorectumMSI-Hcell death in response to oxidative stress21/131995/187232.16e-061.33e-0421
GO:00345993ColorectumMSI-Hcellular response to oxidative stress43/1319288/187232.31e-061.40e-0443
GO:19004073ColorectumMSI-Hregulation of cellular response to oxidative stress20/131989/187232.86e-061.62e-0420
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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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