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: NUCB2

Gene summary for NUCB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUCB2

Gene ID

4925

Gene namenucleobindin 2
Gene AliasHEL-S-109
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q2L696


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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
4925NUCB2HTA11_2951_2000001011HumanColorectumAD4.70e-231.48e+000.0216
4925NUCB2HTA11_1938_2000001011HumanColorectumAD1.19e-211.29e+00-0.0811
4925NUCB2HTA11_78_2000001011HumanColorectumAD3.98e-103.73e-01-0.1088
4925NUCB2HTA11_347_2000001011HumanColorectumAD8.09e-287.75e-01-0.1954
4925NUCB2HTA11_411_2000001011HumanColorectumSER2.03e-068.52e-01-0.2602
4925NUCB2HTA11_2112_2000001011HumanColorectumSER5.74e-131.44e+00-0.2196
4925NUCB2HTA11_3361_2000001011HumanColorectumAD1.79e-221.03e+00-0.1207
4925NUCB2HTA11_83_2000001011HumanColorectumSER1.00e-188.75e-01-0.1526
4925NUCB2HTA11_696_2000001011HumanColorectumAD3.86e-441.45e+00-0.1464
4925NUCB2HTA11_866_2000001011HumanColorectumAD3.72e-361.09e+00-0.1001
4925NUCB2HTA11_1391_2000001011HumanColorectumAD1.99e-621.92e+00-0.059
4925NUCB2HTA11_2992_2000001011HumanColorectumSER7.26e-119.36e-01-0.1706
4925NUCB2HTA11_5216_2000001011HumanColorectumSER3.73e-151.35e+00-0.1462
4925NUCB2HTA11_546_2000001011HumanColorectumAD1.88e-201.00e+00-0.0842
4925NUCB2HTA11_9341_2000001011HumanColorectumSER2.79e-131.47e+00-0.00410000000000005
4925NUCB2HTA11_7862_2000001011HumanColorectumAD5.00e-221.04e+00-0.0179
4925NUCB2HTA11_866_3004761011HumanColorectumAD2.69e-932.01e+000.096
4925NUCB2HTA11_4255_2000001011HumanColorectumSER5.47e-311.63e+000.0446
4925NUCB2HTA11_9408_2000001011HumanColorectumAD1.24e-171.33e+000.0451
4925NUCB2HTA11_8622_2000001021HumanColorectumSER3.12e-281.47e+000.0528
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:003166723BreastDCISresponse to nutrient levels58/1390474/187231.16e-042.03e-0358
GO:00321021BreastDCISnegative regulation of response to external stimulus46/1390420/187235.19e-033.81e-0246
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
GO:00316672ColorectumMSSresponse to nutrient levels125/3467474/187231.24e-052.88e-04125
GO:003166716EndometriumAEHresponse to nutrient levels78/2100474/187233.26e-043.64e-0378
GO:003166717EndometriumEECresponse to nutrient levels82/2168474/187231.23e-041.64e-0382
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:003166712LiverCirrhoticresponse to nutrient levels174/4634474/187233.08e-091.27e-07174
GO:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:0031667110Oral cavityLPresponse to nutrient levels165/4623474/187233.87e-071.12e-05165
GO:00321023Oral cavityEOLPnegative regulation of response to external stimulus75/2218420/187231.74e-041.80e-0375
GO:003166725Oral cavityEOLPresponse to nutrient levels82/2218474/187232.59e-042.52e-0382
GO:003166732Oral cavityNEOLPresponse to nutrient levels77/2005474/187231.27e-041.49e-0377
GO:003210212Oral cavityNEOLPnegative regulation of response to external stimulus63/2005420/187233.67e-032.14e-0263
GO:003166718ProstateBPHresponse to nutrient levels121/3107474/187233.68e-077.70e-06121
GO:003166719ProstateTumorresponse to nutrient levels127/3246474/187231.27e-073.28e-06127
GO:0031667113ThyroidPTCresponse to nutrient levels201/5968474/187237.00e-071.10e-05201
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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
NUCB2SNVMissense_Mutationnovelc.455C>Gp.Ser152Cysp.S152Cprotein_codingdeleterious(0.03)possibly_damaging(0.8)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NUCB2SNVMissense_Mutationnovelc.835N>Ap.Asp279Asnp.D279Nprotein_codingtolerated(0.11)benign(0.024)TCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
NUCB2SNVMissense_Mutationnovelc.1000N>Ap.Glu334Lysp.E334Kprotein_codingtolerated(0.15)benign(0.177)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
NUCB2SNVMissense_Mutationc.1107N>Tp.Gln369Hisp.Q369Hprotein_codingtolerated(0.23)possibly_damaging(0.51)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUCB2SNVMissense_Mutationc.508N>Tp.Asp170Tyrp.D170Yprotein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NUCB2SNVMissense_Mutationc.948N>Tp.Glu316Aspp.E316Dprotein_codingtolerated(0.24)benign(0.003)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUCB2deletionFrame_Shift_Delc.1193delNp.Lys400AsnfsTer15p.K400Nfs*15protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUCB2insertionFrame_Shift_Insnovelc.749dupTp.Lys251GlnfsTer4p.K251Qfs*4protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUCB2deletionFrame_Shift_Delc.1193delNp.Lys400AsnfsTer15p.K400Nfs*15protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUCB2SNVMissense_Mutationc.679N>Tp.Asp227Tyrp.D227Yprotein_codingdeleterious(0.02)probably_damaging(0.982)TCGA-AP-A051-01Endometriumuterine 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
4925NUCB2DRUGGABLE GENOMEhydrochlorothiazideHYDROCHLOROTHIAZIDE31327267
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