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: NUPR1

Gene summary for NUPR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUPR1

Gene ID

26471

Gene namenuclear protein 1, transcriptional regulator
Gene AliasCOM1
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O60356


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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
26471NUPR1GSM4909280HumanBreastPrecancer7.74e-03-6.64e-010.0305
26471NUPR1GSM4909285HumanBreastIDC2.16e-15-5.48e-010.21
26471NUPR1GSM4909286HumanBreastIDC8.47e-14-4.74e-010.1081
26471NUPR1GSM4909293HumanBreastIDC1.75e-03-2.19e-010.1581
26471NUPR1GSM4909294HumanBreastIDC6.77e-11-6.94e-020.2022
26471NUPR1GSM4909296HumanBreastIDC7.11e-142.49e-010.1524
26471NUPR1GSM4909297HumanBreastIDC4.11e-22-3.53e-010.1517
26471NUPR1GSM4909298HumanBreastIDC7.79e-06-3.12e-010.1551
26471NUPR1GSM4909304HumanBreastIDC1.46e-144.55e-010.1636
26471NUPR1GSM4909306HumanBreastIDC6.09e-315.75e-010.1564
26471NUPR1GSM4909308HumanBreastIDC3.50e-18-5.19e-010.158
26471NUPR1GSM4909311HumanBreastIDC2.60e-35-7.24e-020.1534
26471NUPR1GSM4909312HumanBreastIDC3.41e-084.86e-020.1552
26471NUPR1GSM4909317HumanBreastIDC6.19e-18-6.35e-010.1355
26471NUPR1GSM4909318HumanBreastIDC3.03e-09-8.96e-010.2031
26471NUPR1GSM4909319HumanBreastIDC3.43e-49-2.48e-010.1563
26471NUPR1GSM4909320HumanBreastIDC4.30e-03-1.02e-010.1575
26471NUPR1GSM4909321HumanBreastIDC2.11e-12-1.00e-020.1559
26471NUPR1brca2HumanBreastPrecancer9.45e-093.70e-01-0.024
26471NUPR1brca3HumanBreastPrecancer4.27e-094.05e-01-0.0263
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:20012445BreastPrecancerpositive regulation of intrinsic apoptotic signaling pathway17/108058/187231.59e-081.12e-0617
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:20012356BreastPrecancerpositive regulation of apoptotic signaling pathway24/1080126/187231.98e-071.01e-0524
GO:00196938BreastPrecancerribose phosphate metabolic process49/1080396/187233.81e-071.78e-0549
GO:19033629BreastPrecancerregulation of cellular protein catabolic process36/1080255/187236.03e-072.55e-0536
GO:00091509BreastPrecancerpurine ribonucleotide metabolic process46/1080368/187236.47e-072.71e-0546
GO:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052027ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520212ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520221ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
hsa0520231ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
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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
NUPR1SNVMissense_Mutationc.208G>Ap.Ala70Thrp.A70TO60356protein_codingtolerated(0.59)benign(0.006)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NUPR1SNVMissense_Mutationc.187N>Gp.Arg63Glyp.R63GO60356protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AZ-6603-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUPR1SNVMissense_Mutationnovelc.80C>Tp.Ser27Phep.S27FO60356protein_codingdeleterious(0.04)benign(0.024)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUPR1SNVMissense_Mutationnovelc.278N>Tp.Arg93Metp.R93MO60356protein_codingtolerated(0.09)possibly_damaging(0.73)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
NUPR1SNVMissense_Mutationnovelc.203N>Ap.Ala68Aspp.A68DO60356protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
NUPR1SNVMissense_Mutationnovelc.148N>Gp.Thr50Alap.T50AO60356protein_codingtolerated(0.75)benign(0)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUPR1SNVMissense_Mutationnovelc.267N>Tp.Gln89Hisp.Q89HO60356protein_codingtolerated(0.1)probably_damaging(0.999)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NUPR1SNVMissense_Mutationrs780793494c.163N>Cp.Thr55Prop.T55PO60356protein_codingtolerated(0.33)benign(0.003)TCGA-55-7570-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
NUPR1SNVMissense_Mutationnovelc.67N>Cp.Ser23Argp.S23RO60356protein_codingtolerated(0.34)benign(0.316)TCGA-91-6828-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUPR1SNVMissense_Mutationnovelc.67N>Tp.Ser23Cysp.S23CO60356protein_codingtolerated(0.18)possibly_damaging(0.723)TCGA-63-A5MH-01Lunglung squamous cell carcinomaMale>=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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