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: NUB1

Gene summary for NUB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUB1

Gene ID

51667

Gene namenegative regulator of ubiquitin like proteins 1
Gene AliasBS4
Cytomap7q36.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

H3BM74


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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
51667NUB1P19T-EHumanEsophagusESCC8.67e-097.68e-010.1662
51667NUB1P20T-EHumanEsophagusESCC1.13e-153.58e-010.1124
51667NUB1P21T-EHumanEsophagusESCC6.59e-337.43e-010.1617
51667NUB1P22T-EHumanEsophagusESCC5.91e-143.31e-010.1236
51667NUB1P23T-EHumanEsophagusESCC3.24e-183.89e-010.108
51667NUB1P24T-EHumanEsophagusESCC3.75e-246.78e-010.1287
51667NUB1P26T-EHumanEsophagusESCC2.09e-295.28e-010.1276
51667NUB1P27T-EHumanEsophagusESCC3.40e-205.65e-010.1055
51667NUB1P28T-EHumanEsophagusESCC1.78e-216.10e-010.1149
51667NUB1P30T-EHumanEsophagusESCC5.78e-187.14e-010.137
51667NUB1P31T-EHumanEsophagusESCC2.89e-184.09e-010.1251
51667NUB1P32T-EHumanEsophagusESCC7.11e-306.89e-010.1666
51667NUB1P36T-EHumanEsophagusESCC2.33e-135.58e-010.1187
51667NUB1P37T-EHumanEsophagusESCC3.40e-255.25e-010.1371
51667NUB1P38T-EHumanEsophagusESCC2.40e-093.30e-010.127
51667NUB1P39T-EHumanEsophagusESCC2.22e-122.53e-010.0894
51667NUB1P40T-EHumanEsophagusESCC2.27e-194.84e-010.109
51667NUB1P42T-EHumanEsophagusESCC6.11e-205.25e-010.1175
51667NUB1P44T-EHumanEsophagusESCC7.67e-184.64e-010.1096
51667NUB1P47T-EHumanEsophagusESCC2.45e-203.38e-010.1067
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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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:1901800110EsophagusESCCpositive regulation of proteasomal protein catabolic process91/8552114/187236.74e-143.34e-1291
GO:1903052110EsophagusESCCpositive regulation of proteolysis involved in cellular protein catabolic process101/8552133/187239.58e-134.19e-11101
GO:0032436111EsophagusESCCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process72/855290/187232.30e-117.87e-1072
GO:2000060111EsophagusESCCpositive regulation of ubiquitin-dependent protein catabolic process81/8552107/187232.23e-106.34e-0981
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NUB1SNVMissense_Mutationc.1849N>Cp.Asp617Hisp.D617Hprotein_codingdeleterious(0)probably_damaging(0.93)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUB1SNVMissense_Mutationnovelc.1792N>Ap.Glu598Lysp.E598Kprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
NUB1insertionIn_Frame_Insnovelc.1866_1867insACACGGp.Ile622_Ala623insThrArgp.I622_A623insTRprotein_codingTCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NUB1insertionFrame_Shift_Insnovelc.1869dupAp.Glu624ArgfsTer9p.E624Rfs*9protein_codingTCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NUB1SNVMissense_Mutationc.683T>Gp.Val228Glyp.V228Gprotein_codingtolerated(0.31)benign(0.138)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NUB1SNVMissense_Mutationnovelc.1870G>Ap.Glu624Lysp.E624Kprotein_codingtolerated(0.44)benign(0.045)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUB1SNVMissense_Mutationrs373576077c.1118G>Ap.Arg373Glnp.R373Qprotein_codingtolerated(0.33)benign(0.014)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUB1SNVMissense_Mutationnovelc.265T>Gp.Cys89Glyp.C89Gprotein_codingdeleterious(0.02)benign(0.425)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NUB1SNVMissense_Mutationrs373576077c.1118G>Ap.Arg373Glnp.R373Qprotein_codingtolerated(0.33)benign(0.014)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
NUB1SNVMissense_Mutationrs868105409c.1784C>Tp.Ala595Valp.A595Vprotein_codingtolerated(1)possibly_damaging(0.804)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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