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: UBXN4

Gene summary for UBXN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBXN4

Gene ID

23190

Gene nameUBX domain protein 4
Gene AliasUBXD2
Cytomap2q21.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q92575


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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
23190UBXN4P5_S10_cSCCHumanSkincSCC1.87e-173.31e-01-0.299
23190UBXN4P1_cSCCHumanSkincSCC2.15e-541.72e+000.0292
23190UBXN4P2_cSCCHumanSkincSCC3.55e-451.19e+00-0.024
23190UBXN4P4_cSCCHumanSkincSCC5.50e-501.39e+00-0.00290000000000005
23190UBXN4P10_cSCCHumanSkincSCC7.03e-541.62e+000.1017
23190UBXN4cSCC_p4HumanSkincSCC6.13e-061.01e-02-0.2022
23190UBXN4cSCC_p8HumanSkincSCC5.32e-101.63e-01-0.1971
23190UBXN4cSCC_p9HumanSkincSCC4.62e-121.80e-01-0.1991
23190UBXN4male-WTAHumanThyroidPTC2.33e-704.51e-010.1037
23190UBXN4PTC01HumanThyroidPTC4.23e-359.31e-010.1899
23190UBXN4PTC03HumanThyroidPTC5.36e-095.71e-010.1784
23190UBXN4PTC04HumanThyroidPTC7.25e-299.93e-010.1927
23190UBXN4PTC05HumanThyroidPTC7.73e-331.79e+000.2065
23190UBXN4PTC06HumanThyroidPTC1.89e-631.96e+000.2057
23190UBXN4PTC07HumanThyroidPTC2.59e-891.80e+000.2044
23190UBXN4ATC08HumanThyroidATC4.31e-09-1.71e-010.0541
23190UBXN4ATC09HumanThyroidATC1.43e-095.73e-010.2871
23190UBXN4ATC11HumanThyroidATC1.03e-061.09e+000.3386
23190UBXN4ATC12HumanThyroidATC9.22e-195.88e-010.34
23190UBXN4ATC13HumanThyroidATC1.31e-652.02e+000.34
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0006986ColorectumADresponse to unfolded protein45/3918137/187237.43e-047.48e-0345
GO:0036503ColorectumADERAD pathway34/3918107/187235.57e-033.63e-0234
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:00069863ColorectumMSI-Hresponse to unfolded protein27/1319137/187239.18e-076.54e-0527
GO:00359663ColorectumMSI-Hresponse to topologically incorrect protein29/1319159/187231.95e-061.24e-0429
GO:00349763ColorectumMSI-Hresponse to endoplasmic reticulum stress39/1319256/187234.12e-062.20e-0439
GO:00431613ColorectumMSI-Hproteasome-mediated ubiquitin-dependent protein catabolic process53/1319412/187231.51e-056.62e-0453
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:00349764ColorectumFAPresponse to endoplasmic reticulum stress61/2622256/187231.58e-054.10e-0461
GO:00431615ColorectumCRCproteasome-mediated ubiquitin-dependent protein catabolic process69/2078412/187233.16e-044.90e-0369
GO:00104985ColorectumCRCproteasomal protein catabolic process77/2078490/187231.03e-031.21e-0277
GO:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:004316116EndometriumAEHproteasome-mediated ubiquitin-dependent protein catabolic process88/2100412/187231.54e-091.36e-0788
GO:003497616EndometriumAEHresponse to endoplasmic reticulum stress62/2100256/187232.88e-092.13e-0762
GO:003596616EndometriumAEHresponse to topologically incorrect protein39/2100159/187231.69e-065.23e-0539
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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
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
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa0414126EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa04141111EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa0414127EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414136EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
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
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
hsa0414116LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
hsa0414117LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
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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
UBXN4SNVMissense_Mutationnovelc.451N>Cp.Asn151Hisp.N151HQ92575protein_codingtolerated(0.13)benign(0.188)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
UBXN4SNVMissense_Mutationc.567G>Cp.Gln189Hisp.Q189HQ92575protein_codingtolerated(0.09)benign(0.078)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
UBXN4SNVMissense_Mutationnovelc.293N>Ap.Ser98Tyrp.S98YQ92575protein_codingdeleterious(0)possibly_damaging(0.553)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBXN4SNVMissense_Mutationnovelc.79N>Cp.Ala27Prop.A27PQ92575protein_codingdeleterious(0.05)benign(0.445)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBXN4SNVMissense_Mutationc.25N>Tp.Pro9Serp.P9SQ92575protein_codingdeleterious(0.02)possibly_damaging(0.448)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBXN4SNVMissense_Mutationc.1472N>Gp.Asp491Glyp.D491GQ92575protein_codingtolerated(0.07)possibly_damaging(0.613)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
UBXN4SNVMissense_Mutationnovelc.719G>Cp.Arg240Thrp.R240TQ92575protein_codingdeleterious(0.04)possibly_damaging(0.522)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBXN4insertionFrame_Shift_Insnovelc.78_79insCCp.Ala27ProfsTer49p.A27Pfs*49Q92575protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBXN4SNVMissense_Mutationc.1033N>Tp.Ala345Serp.A345SQ92575protein_codingdeleterious(0.01)possibly_damaging(0.875)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBXN4SNVMissense_Mutationc.1166C>Tp.Ala389Valp.A389VQ92575protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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