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
51667NUB1LZE2THumanEsophagusESCC3.51e-036.47e-010.082
51667NUB1LZE4THumanEsophagusESCC1.40e-052.23e-010.0811
51667NUB1LZE7THumanEsophagusESCC5.99e-072.20e-010.0667
51667NUB1LZE8THumanEsophagusESCC2.52e-103.49e-010.067
51667NUB1LZE20THumanEsophagusESCC1.40e-083.86e-010.0662
51667NUB1LZE24THumanEsophagusESCC7.96e-287.15e-010.0596
51667NUB1LZE21THumanEsophagusESCC1.03e-021.46e-010.0655
51667NUB1LZE6THumanEsophagusESCC3.23e-032.80e-010.0845
51667NUB1P1T-EHumanEsophagusESCC1.66e-154.54e-010.0875
51667NUB1P2T-EHumanEsophagusESCC1.76e-193.91e-010.1177
51667NUB1P4T-EHumanEsophagusESCC1.04e-296.46e-010.1323
51667NUB1P5T-EHumanEsophagusESCC2.65e-316.90e-010.1327
51667NUB1P8T-EHumanEsophagusESCC1.18e-306.40e-010.0889
51667NUB1P9T-EHumanEsophagusESCC1.20e-255.67e-010.1131
51667NUB1P10T-EHumanEsophagusESCC3.54e-183.96e-010.116
51667NUB1P11T-EHumanEsophagusESCC1.39e-155.21e-010.1426
51667NUB1P12T-EHumanEsophagusESCC2.31e-356.46e-010.1122
51667NUB1P15T-EHumanEsophagusESCC1.07e-347.17e-010.1149
51667NUB1P16T-EHumanEsophagusESCC9.94e-193.97e-010.1153
51667NUB1P17T-EHumanEsophagusESCC2.35e-033.39e-010.1278
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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:190336234Oral cavityNEOLPregulation of cellular protein catabolic process64/2005255/187234.83e-116.11e-0964
GO:004316131Oral cavityNEOLPproteasome-mediated ubiquitin-dependent protein catabolic process89/2005412/187236.27e-117.44e-0989
GO:004573233Oral cavityNEOLPpositive regulation of protein catabolic process58/2005231/187233.80e-103.18e-0858
GO:200005834Oral cavityNEOLPregulation of ubiquitin-dependent protein catabolic process46/2005164/187235.31e-104.20e-0846
GO:004586233Oral cavityNEOLPpositive regulation of proteolysis80/2005372/187237.28e-105.54e-0880
GO:190305034Oral cavityNEOLPregulation of proteolysis involved in cellular protein catabolic process54/2005221/187234.32e-092.49e-0754
GO:003243433Oral cavityNEOLPregulation of proteasomal ubiquitin-dependent protein catabolic process38/2005134/187231.19e-085.70e-0738
GO:190336433Oral cavityNEOLPpositive regulation of cellular protein catabolic process41/2005155/187232.87e-081.22e-0641
GO:006113632Oral cavityNEOLPregulation of proteasomal protein catabolic process46/2005187/187234.76e-081.95e-0646
GO:003461231Oral cavityNEOLPresponse to tumor necrosis factor55/2005253/187232.23e-077.28e-0655
GO:003434131Oral cavityNEOLPresponse to interferon-gamma36/2005141/187235.06e-071.52e-0536
GO:003243632Oral cavityNEOLPpositive regulation of proteasomal ubiquitin-dependent protein catabolic process26/200590/187231.58e-063.89e-0526
GO:200006032Oral cavityNEOLPpositive regulation of ubiquitin-dependent protein catabolic process29/2005107/187231.72e-064.19e-0529
GO:190180031Oral cavityNEOLPpositive regulation of proteasomal protein catabolic process29/2005114/187236.80e-061.36e-0429
GO:190305232Oral cavityNEOLPpositive regulation of proteolysis involved in cellular protein catabolic process32/2005133/187238.26e-061.60e-0432
GO:001049828SkincSCCproteasomal protein catabolic process243/4864490/187237.85e-304.10e-27243
GO:004217629SkincSCCregulation of protein catabolic process198/4864391/187236.03e-261.89e-23198
GO:004316128SkincSCCproteasome-mediated ubiquitin-dependent protein catabolic process205/4864412/187231.46e-254.16e-23205
GO:190336229SkincSCCregulation of cellular protein catabolic process139/4864255/187232.06e-224.17e-20139
GO:190305029SkincSCCregulation of proteolysis involved in cellular protein catabolic process121/4864221/187236.75e-201.01e-17121
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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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