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: NUBP2

Gene summary for NUBP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUBP2

Gene ID

10101

Gene namenucleotide binding protein 2
Gene AliasCFD1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006790

UniProtAcc

B7Z6P0


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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
10101NUBP2S029HumanLiverHCC3.15e-241.29e+000.2581
10101NUBP2C04HumanOral cavityOSCC1.33e-311.47e+000.2633
10101NUBP2C21HumanOral cavityOSCC5.19e-601.72e+000.2678
10101NUBP2C30HumanOral cavityOSCC3.31e-492.22e+000.3055
10101NUBP2C38HumanOral cavityOSCC1.57e-151.42e+000.172
10101NUBP2C43HumanOral cavityOSCC1.02e-621.08e+000.1704
10101NUBP2C46HumanOral cavityOSCC3.37e-541.14e+000.1673
10101NUBP2C51HumanOral cavityOSCC1.70e-331.59e+000.2674
10101NUBP2C57HumanOral cavityOSCC1.89e-167.54e-010.1679
10101NUBP2C06HumanOral cavityOSCC1.52e-152.54e+000.2699
10101NUBP2C07HumanOral cavityOSCC4.43e-101.71e+000.2491
10101NUBP2C08HumanOral cavityOSCC2.68e-469.88e-010.1919
10101NUBP2C09HumanOral cavityOSCC4.56e-115.18e-010.1431
10101NUBP2LN22HumanOral cavityOSCC9.19e-121.63e+000.1733
10101NUBP2LN38HumanOral cavityOSCC1.86e-059.94e-010.168
10101NUBP2LN46HumanOral cavityOSCC1.00e-241.07e+000.1666
10101NUBP2LP15HumanOral cavityLP3.38e-111.46e+000.2174
10101NUBP2LP17HumanOral cavityLP5.21e-081.08e+000.2349
10101NUBP2SYSMH1HumanOral cavityOSCC3.36e-103.99e-010.1127
10101NUBP2SYSMH2HumanOral cavityOSCC6.06e-198.02e-010.2326
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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:00162263EsophagusHGINiron-sulfur cluster assembly10/258726/187231.60e-031.79e-0210
GO:00311633EsophagusHGINmetallo-sulfur cluster assembly10/258726/187231.60e-031.79e-0210
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:001622611EsophagusESCCiron-sulfur cluster assembly21/855226/187232.69e-041.63e-0321
GO:003116311EsophagusESCCmetallo-sulfur cluster assembly21/855226/187232.69e-041.63e-0321
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:0016226LiverHCCiron-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:0031163LiverHCCmetallo-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:00162262Oral cavityOSCCiron-sulfur cluster assembly19/730526/187234.46e-042.70e-0319
GO:00311632Oral cavityOSCCmetallo-sulfur cluster assembly19/730526/187234.46e-042.70e-0319
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:000679012Oral cavityLPsulfur compound metabolic process106/4623339/187233.36e-032.25e-02106
GO:00162264SkincSCCiron-sulfur cluster assembly14/486426/187232.26e-031.32e-0214
GO:00311634SkincSCCmetallo-sulfur cluster assembly14/486426/187232.26e-031.32e-0214
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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
NUBP2SNVMissense_Mutationnovelc.415G>Ap.Asp139Asnp.D139NQ9Y5Y2protein_codingdeleterious(0)probably_damaging(0.954)TCGA-D8-A146-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUBP2SNVMissense_Mutationnovelc.640C>Ap.Leu214Metp.L214MQ9Y5Y2protein_codingtolerated(0.49)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NUBP2SNVMissense_Mutationc.699G>Ap.Met233Ilep.M233IQ9Y5Y2protein_codingtolerated(0.45)benign(0)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUBP2SNVMissense_Mutationrs199651045c.118C>Tp.Arg40Cysp.R40CQ9Y5Y2protein_codingtolerated(0.15)possibly_damaging(0.773)TCGA-AA-3488-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
NUBP2SNVMissense_Mutationc.398N>Tp.Thr133Metp.T133MQ9Y5Y2protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUBP2SNVMissense_Mutationc.71N>Ap.Gly24Glup.G24EQ9Y5Y2protein_codingdeleterious(0)probably_damaging(1)TCGA-AF-4110-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinSD
NUBP2SNVMissense_Mutationc.448N>Tp.Pro150Serp.P150SQ9Y5Y2protein_codingtolerated(0.42)benign(0.017)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUBP2SNVMissense_Mutationnovelc.56N>Cp.Val19Alap.V19AQ9Y5Y2protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NUBP2SNVMissense_Mutationrs749655410c.592C>Tp.His198Tyrp.H198YQ9Y5Y2protein_codingtolerated(0.08)possibly_damaging(0.516)TCGA-BG-A220-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUBP2SNVMissense_Mutationrs199651045c.118C>Tp.Arg40Cysp.R40CQ9Y5Y2protein_codingtolerated(0.15)possibly_damaging(0.773)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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