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: UBXN6

Gene summary for UBXN6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBXN6

Gene ID

80700

Gene nameUBX domain protein 6
Gene AliasUBXD1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9BZV1


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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
80700UBXN6HTA11_2487_2000001011HumanColorectumSER3.39e-062.77e-01-0.1808
80700UBXN6HTA11_1938_2000001011HumanColorectumAD2.11e-072.90e-01-0.0811
80700UBXN6HTA11_78_2000001011HumanColorectumAD1.49e-021.92e-01-0.1088
80700UBXN6HTA11_347_2000001011HumanColorectumAD2.92e-112.66e-01-0.1954
80700UBXN6HTA11_3361_2000001011HumanColorectumAD3.76e-042.38e-01-0.1207
80700UBXN6HTA11_696_2000001011HumanColorectumAD6.21e-092.84e-01-0.1464
80700UBXN6HTA11_866_2000001011HumanColorectumAD1.52e-062.41e-01-0.1001
80700UBXN6HTA11_1391_2000001011HumanColorectumAD5.73e-123.17e-01-0.059
80700UBXN6HTA11_2992_2000001011HumanColorectumSER5.51e-043.08e-01-0.1706
80700UBXN6HTA11_5212_2000001011HumanColorectumAD9.64e-043.12e-01-0.2061
80700UBXN6HTA11_546_2000001011HumanColorectumAD2.22e-032.33e-01-0.0842
80700UBXN6HTA11_866_3004761011HumanColorectumAD6.01e-041.12e-010.096
80700UBXN6HTA11_8622_2000001021HumanColorectumSER2.60e-042.17e-010.0528
80700UBXN6HTA11_10623_2000001011HumanColorectumAD2.73e-105.36e-01-0.0177
80700UBXN6HTA11_6801_2000001011HumanColorectumSER7.25e-034.77e-010.0171
80700UBXN6HTA11_10711_2000001011HumanColorectumAD2.16e-052.83e-010.0338
80700UBXN6HTA11_7696_3000711011HumanColorectumAD5.33e-082.74e-010.0674
80700UBXN6HTA11_6818_2000001011HumanColorectumAD1.51e-032.73e-010.0112
80700UBXN6HTA11_6818_2000001021HumanColorectumAD1.07e-051.60e-010.0588
80700UBXN6HTA11_99999965062_69753HumanColorectumMSI-H7.08e-098.17e-010.3487
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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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0071985ColorectumADmultivesicular body sorting pathway19/391837/187234.08e-057.26e-0419
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0032509ColorectumADendosome transport via multivesicular body sorting pathway16/391831/187231.53e-042.16e-0316
GO:0036503ColorectumADERAD pathway34/3918107/187235.57e-033.63e-0234
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00719851ColorectumSERmultivesicular body sorting pathway17/289737/187231.12e-053.60e-0417
GO:00325091ColorectumSERendosome transport via multivesicular body sorting pathway15/289731/187231.70e-055.11e-0415
GO:00070341ColorectumSERvacuolar transport43/2897157/187238.92e-051.93e-0343
GO:00365031ColorectumSERERAD pathway28/2897107/187232.92e-032.59e-0228
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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
UBXN6SNVMissense_Mutationrs8101961c.788N>Tp.Ala263Valp.A263VQ9BZV1protein_codingdeleterious(0)possibly_damaging(0.494)TCGA-LD-A7W6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyletrozoleSD
UBXN6deletionFrame_Shift_Delnovelc.919delNp.Arg307GlyfsTer8p.R307Gfs*8Q9BZV1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
UBXN6deletionFrame_Shift_Delc.547delNp.Asp183ThrfsTer60p.D183Tfs*60Q9BZV1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
UBXN6SNVMissense_Mutationrs763974738c.1312N>Ap.Glu438Lysp.E438KQ9BZV1protein_codingtolerated(0.15)benign(0.041)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBXN6SNVMissense_Mutationrs193168940c.415G>Ap.Ala139Thrp.A139TQ9BZV1protein_codingtolerated(0.14)benign(0.046)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBXN6SNVMissense_Mutationnovelc.17A>Gp.Gln6Argp.Q6RQ9BZV1protein_codingdeleterious(0.02)benign(0.366)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBXN6SNVMissense_Mutationrs141123683c.239G>Ap.Arg80Glnp.R80QQ9BZV1protein_codingtolerated(0.44)benign(0.079)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
UBXN6SNVMissense_Mutationc.475A>Tp.Met159Leup.M159LQ9BZV1protein_codingtolerated(0.44)benign(0.034)TCGA-AU-3779-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBXN6SNVMissense_Mutationrs534985329c.823N>Tp.Arg275Cysp.R275CQ9BZV1protein_codingtolerated(0.16)benign(0.027)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UBXN6SNVMissense_Mutationrs267605469c.968N>Ap.Arg323Glnp.R323QQ9BZV1protein_codingdeleterious(0.01)possibly_damaging(0.907)TCGA-CM-6172-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
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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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