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: NUBP1

Gene summary for NUBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUBP1

Gene ID

4682

Gene namenucleotide binding protein 1
Gene AliasCIAO5
Cytomap16p13.13
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P53384


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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
4682NUBP1LZE4THumanEsophagusESCC2.14e-062.33e-010.0811
4682NUBP1LZE8THumanEsophagusESCC6.02e-073.68e-010.067
4682NUBP1LZE20THumanEsophagusESCC3.84e-021.21e-010.0662
4682NUBP1LZE24THumanEsophagusESCC8.97e-092.06e-010.0596
4682NUBP1LZE6THumanEsophagusESCC5.63e-082.89e-010.0845
4682NUBP1P1T-EHumanEsophagusESCC1.81e-022.12e-010.0875
4682NUBP1P2T-EHumanEsophagusESCC1.58e-448.56e-010.1177
4682NUBP1P4T-EHumanEsophagusESCC1.34e-092.56e-010.1323
4682NUBP1P5T-EHumanEsophagusESCC9.98e-092.25e-010.1327
4682NUBP1P8T-EHumanEsophagusESCC8.98e-315.83e-010.0889
4682NUBP1P9T-EHumanEsophagusESCC1.99e-091.23e-010.1131
4682NUBP1P10T-EHumanEsophagusESCC2.66e-091.44e-010.116
4682NUBP1P11T-EHumanEsophagusESCC1.72e-185.97e-010.1426
4682NUBP1P12T-EHumanEsophagusESCC6.18e-284.97e-010.1122
4682NUBP1P15T-EHumanEsophagusESCC1.30e-153.00e-010.1149
4682NUBP1P16T-EHumanEsophagusESCC4.88e-203.23e-010.1153
4682NUBP1P17T-EHumanEsophagusESCC4.56e-124.17e-010.1278
4682NUBP1P19T-EHumanEsophagusESCC2.80e-074.53e-010.1662
4682NUBP1P20T-EHumanEsophagusESCC1.06e-143.40e-010.1124
4682NUBP1P21T-EHumanEsophagusESCC1.75e-274.81e-010.1617
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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
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:004691615Oral cavityLPcellular transition metal ion homeostasis46/4623115/187232.02e-042.20e-0346
GO:000155817Oral cavityLPregulation of cell growth134/4623414/187232.25e-042.41e-03134
GO:00162261Oral cavityLPiron-sulfur cluster assembly15/462326/187233.34e-043.34e-0315
GO:00311631Oral cavityLPmetallo-sulfur cluster assembly15/462326/187233.34e-043.34e-0315
GO:001094811Oral cavityLPnegative regulation of cell cycle process95/4623294/187231.80e-031.37e-0295
GO:000679012Oral cavityLPsulfur compound metabolic process106/4623339/187233.36e-032.25e-02106
GO:006184214Oral cavityLPmicrotubule organizing center localization15/462333/187237.43e-034.13e-0215
GO:006184215SkincSCCmicrotubule organizing center localization25/486433/187233.13e-091.08e-0725
GO:0010639111SkincSCCnegative regulation of organelle organization140/4864348/187233.35e-091.15e-07140
GO:199077824SkincSCCprotein localization to cell periphery134/4864333/187237.09e-092.30e-07134
GO:005164214SkincSCCcentrosome localization24/486432/187239.21e-092.87e-0724
GO:001604925SkincSCCcell growth173/4864482/187237.21e-071.34e-05173
GO:004578613SkincSCCnegative regulation of cell cycle140/4864385/187233.64e-065.50e-05140
GO:001094812SkincSCCnegative regulation of cell cycle process108/4864294/187232.75e-053.09e-04108
GO:005507618SkincSCCtransition metal ion homeostasis57/4864138/187235.96e-055.86e-0457
GO:00310234SkincSCCmicrotubule organizing center organization58/4864143/187239.47e-058.83e-0458
GO:00070983SkincSCCcentrosome cycle53/4864130/187231.59e-041.39e-0353
GO:004691610SkincSCCcellular transition metal ion homeostasis48/4864115/187231.63e-041.43e-0348
GO:000155824SkincSCCregulation of cell growth140/4864414/187232.07e-041.72e-03140
GO:00726971SkincSCCprotein localization to cell cortex8/486411/187231.56e-039.60e-038
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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
NUBP1SNVMissense_Mutationnovelc.874N>Tp.Ala292Serp.A292SP53384protein_codingtolerated(0.17)possibly_damaging(0.802)TCGA-E9-A54X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUBP1SNVMissense_Mutationc.16C>Tp.His6Tyrp.H6YP53384protein_codingdeleterious(0)benign(0.055)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
NUBP1insertionFrame_Shift_Insnovelc.520_521insGp.Pro174ArgfsTer6p.P174Rfs*6P53384protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUBP1insertionFrame_Shift_Insnovelc.521_522insCTGTAATCCCAGCACTTp.Gly175CysfsTer28p.G175Cfs*28P53384protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUBP1SNVMissense_Mutationc.492N>Tp.Glu164Aspp.E164DP53384protein_codingtolerated(0.65)benign(0.001)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NUBP1SNVMissense_Mutationnovelc.106N>Cp.Gly36Argp.G36RP53384protein_codingtolerated(0.12)benign(0.003)TCGA-AG-3580-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUBP1insertionFrame_Shift_Insnovelc.493_494insAATCCACAGGGGATGCTTACTTTp.Val165GlufsTer40p.V165Efs*40P53384protein_codingTCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUBP1SNVMissense_Mutationc.725C>Ap.Ser242Tyrp.S242YP53384protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUBP1SNVMissense_Mutationc.16C>Tp.His6Tyrp.H6YP53384protein_codingdeleterious(0)benign(0.055)TCGA-B5-A0JX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUBP1SNVMissense_Mutationc.413N>Ap.Pro138Hisp.P138HP53384protein_codingdeleterious(0.02)possibly_damaging(0.779)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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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