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: NUCB1

Gene summary for NUCB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUCB1

Gene ID

4924

Gene namenucleobindin 1
Gene AliasCALNUC
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A8K7Q1


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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
4924NUCB1HTA11_3410_2000001011HumanColorectumAD4.30e-082.54e-010.0155
4924NUCB1HTA11_2487_2000001011HumanColorectumSER1.00e-022.77e-01-0.1808
4924NUCB1HTA11_1938_2000001011HumanColorectumAD3.47e-105.31e-01-0.0811
4924NUCB1HTA11_347_2000001011HumanColorectumAD3.43e-104.05e-01-0.1954
4924NUCB1HTA11_411_2000001011HumanColorectumSER1.78e-081.09e+00-0.2602
4924NUCB1HTA11_3361_2000001011HumanColorectumAD2.74e-024.45e-01-0.1207
4924NUCB1HTA11_83_2000001011HumanColorectumSER5.07e-034.33e-01-0.1526
4924NUCB1HTA11_696_2000001011HumanColorectumAD1.62e-185.14e-01-0.1464
4924NUCB1HTA11_866_2000001011HumanColorectumAD7.20e-143.46e-01-0.1001
4924NUCB1HTA11_1391_2000001011HumanColorectumAD5.94e-217.11e-01-0.059
4924NUCB1HTA11_5216_2000001011HumanColorectumSER5.05e-046.06e-01-0.1462
4924NUCB1HTA11_546_2000001011HumanColorectumAD1.89e-033.58e-01-0.0842
4924NUCB1HTA11_866_3004761011HumanColorectumAD7.20e-042.20e-010.096
4924NUCB1HTA11_9408_2000001011HumanColorectumAD3.63e-035.84e-010.0451
4924NUCB1HTA11_6801_2000001011HumanColorectumSER5.35e-035.59e-010.0171
4924NUCB1HTA11_10711_2000001011HumanColorectumAD1.25e-064.86e-010.0338
4924NUCB1HTA11_7696_3000711011HumanColorectumAD3.47e-163.99e-010.0674
4924NUCB1HTA11_6818_2000001011HumanColorectumAD4.83e-034.24e-010.0112
4924NUCB1HTA11_99999970781_79442HumanColorectumMSS7.35e-072.55e-010.294
4924NUCB1HTA11_99999965062_69753HumanColorectumMSI-H2.88e-025.22e-010.3487
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
GO:1903533ColorectumADregulation of protein targeting31/391881/187232.61e-043.25e-0331
GO:00331571ColorectumSERregulation of intracellular protein transport68/2897229/187233.41e-082.30e-0668
GO:00323861ColorectumSERregulation of intracellular transport89/2897337/187231.34e-077.96e-0689
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
GO:19035331ColorectumSERregulation of protein targeting24/289781/187239.20e-041.11e-0224
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00331572ColorectumMSSregulation of intracellular protein transport76/3467229/187237.03e-083.56e-0676
GO:00323862ColorectumMSSregulation of intracellular transport102/3467337/187239.73e-084.71e-06102
GO:19035332ColorectumMSSregulation of protein targeting28/346781/187234.34e-045.23e-0328
GO:00066053ColorectumMSI-Hprotein targeting44/1319314/187239.50e-064.55e-0444
GO:00323863ColorectumMSI-Hregulation of intracellular transport46/1319337/187231.20e-055.48e-0446
GO:00331573ColorectumMSI-Hregulation of intracellular protein transport33/1319229/187236.86e-052.29e-0333
GO:00323865ColorectumCRCregulation of intracellular transport61/2078337/187237.94e-051.65e-0361
GO:00331575ColorectumCRCregulation of intracellular protein transport45/2078229/187239.62e-051.95e-0345
GO:00066055ColorectumCRCprotein targeting54/2078314/187237.17e-049.28e-0354
GO:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:003238617EsophagusHGINregulation of intracellular transport79/2587337/187231.11e-064.36e-0579
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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
NUCB1SNVMissense_Mutationc.822N>Cp.Glu274Aspp.E274DQ02818protein_codingtolerated(0.21)probably_damaging(0.936)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NUCB1SNVMissense_Mutationc.1249N>Cp.Glu417Glnp.E417QQ02818protein_codingtolerated(0.27)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NUCB1insertionFrame_Shift_Insnovelc.879_880insGAAATTAACCACTGGATTTGCAAGATGAGGGTTCp.Leu294GlufsTer69p.L294Efs*69Q02818protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUCB1SNVMissense_Mutationc.1078N>Cp.Glu360Glnp.E360QQ02818protein_codingdeleterious(0.04)possibly_damaging(0.844)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUCB1SNVMissense_Mutationc.1314N>Cp.Gln438Hisp.Q438HQ02818protein_codingdeleterious(0.03)benign(0.005)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
NUCB1SNVMissense_Mutationrs749759537c.64N>Tp.Arg22Cysp.R22CQ02818protein_codingtolerated(0.15)benign(0.129)TCGA-EX-A69L-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUCB1SNVMissense_Mutationnovelc.421C>Ap.Leu141Metp.L141MQ02818protein_codingdeleterious(0.01)probably_damaging(0.921)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NUCB1SNVMissense_Mutationnovelc.937N>Gp.Thr313Alap.T313AQ02818protein_codingdeleterious(0.01)possibly_damaging(0.715)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
NUCB1SNVMissense_Mutationrs375589971c.457G>Ap.Asp153Asnp.D153NQ02818protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
NUCB1SNVMissense_Mutationnovelc.986C>Tp.Thr329Ilep.T329IQ02818protein_codingdeleterious(0.04)benign(0.007)TCGA-AP-A1DP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapypaclitaxelPD
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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
4924NUCB1DRUGGABLE GENOMEantagonist252166902
4924NUCB1DRUGGABLE GENOMEGS-5734REMDESIVIR
4924NUCB1DRUGGABLE GENOMEantagonist252166718
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