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: NAMPT

Gene summary for NAMPT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAMPT

Gene ID

10135

Gene namenicotinamide phosphoribosyltransferase
Gene Alias1110035O14Rik
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R718


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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
10135NAMPTGSM4909281HumanBreastIDC1.29e-09-4.37e-010.21
10135NAMPTGSM4909282HumanBreastIDC4.52e-10-4.00e-01-0.0288
10135NAMPTGSM4909285HumanBreastIDC1.88e-13-4.70e-010.21
10135NAMPTGSM4909286HumanBreastIDC4.76e-18-5.48e-010.1081
10135NAMPTGSM4909287HumanBreastIDC6.48e-07-3.93e-010.2057
10135NAMPTGSM4909290HumanBreastIDC1.21e-05-4.33e-010.2096
10135NAMPTGSM4909291HumanBreastIDC1.70e-07-4.85e-010.1753
10135NAMPTGSM4909293HumanBreastIDC8.04e-04-2.38e-010.1581
10135NAMPTGSM4909294HumanBreastIDC9.38e-10-3.96e-010.2022
10135NAMPTGSM4909296HumanBreastIDC5.19e-11-3.36e-010.1524
10135NAMPTGSM4909297HumanBreastIDC9.06e-34-6.35e-010.1517
10135NAMPTGSM4909298HumanBreastIDC1.25e-21-5.97e-010.1551
10135NAMPTGSM4909301HumanBreastIDC1.66e-10-4.63e-010.1577
10135NAMPTGSM4909302HumanBreastIDC5.41e-04-3.21e-010.1545
10135NAMPTGSM4909304HumanBreastIDC3.27e-03-3.78e-010.1636
10135NAMPTGSM4909306HumanBreastIDC4.13e-12-5.11e-010.1564
10135NAMPTGSM4909307HumanBreastIDC6.15e-26-6.28e-010.1569
10135NAMPTGSM4909308HumanBreastIDC1.15e-05-3.76e-010.158
10135NAMPTGSM4909309HumanBreastIDC2.02e-08-4.03e-010.0483
10135NAMPTGSM4909311HumanBreastIDC6.20e-46-7.02e-010.1534
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00067539BreastPrecancernucleoside phosphate metabolic process56/1080497/187231.24e-064.70e-0556
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00313309BreastPrecancernegative regulation of cellular catabolic process34/1080262/187238.16e-062.20e-0434
GO:00091655BreastPrecancernucleotide biosynthetic process32/1080254/187232.72e-056.21e-0432
GO:19012935BreastPrecancernucleoside phosphate biosynthetic process32/1080256/187233.18e-056.97e-0432
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:00098959BreastPrecancernegative regulation of catabolic process36/1080320/187239.92e-051.83e-0336
GO:00102125BreastPrecancerresponse to ionizing radiation21/1080148/187231.19e-042.13e-0321
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa046212LungIACNOD-like receptor signaling pathway38/1053186/84651.23e-038.24e-035.47e-0338
hsa0462111LungIACNOD-like receptor signaling pathway38/1053186/84651.23e-038.24e-035.47e-0338
hsa046218Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0462113Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0462121Oral cavityLPNOD-like receptor signaling pathway73/2418186/84659.80e-044.53e-032.92e-0373
hsa0462131Oral cavityLPNOD-like receptor signaling pathway73/2418186/84659.80e-044.53e-032.92e-0373
hsa046214Oral cavityEOLPNOD-like receptor signaling pathway48/1218186/84652.51e-051.31e-047.70e-0548
hsa046215Oral cavityEOLPNOD-like receptor signaling pathway48/1218186/84652.51e-051.31e-047.70e-0548
hsa046216Oral cavityNEOLPNOD-like receptor signaling pathway39/1112186/84651.79e-037.91e-034.98e-0339
hsa046217Oral cavityNEOLPNOD-like receptor signaling pathway39/1112186/84651.79e-037.91e-034.98e-0339
hsa04621StomachWIMNOD-like receptor signaling pathway15/284186/84651.44e-031.30e-021.04e-0215
hsa046211StomachWIMNOD-like receptor signaling pathway15/284186/84651.44e-031.30e-021.04e-0215
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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
NAMPTINSRNAMPT_INSRVISFATINBreastADJ
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastADJ
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastDCIS
NAMPTINSRNAMPT_INSRVISFATINBreastHealthy
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastHealthy
NAMPTINSRNAMPT_INSRVISFATINBreastIDC
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastIDC
NAMPTINSRNAMPT_INSRVISFATINBreastPrecancer
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastPrecancer
NAMPTINSRNAMPT_INSRVISFATINCervixADJ
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINCervixADJ
NAMPTINSRNAMPT_INSRVISFATINCervixHealthy
NAMPTINSRNAMPT_INSRVISFATINCervixPrecancer
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINCervixPrecancer
NAMPTINSRNAMPT_INSRVISFATINCRCADJ
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINCRCADJ
NAMPTINSRNAMPT_INSRVISFATINCRCCRC
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINCRCCRC
NAMPTINSRNAMPT_INSRVISFATINCRCFAP
NAMPTINSRNAMPT_INSRVISFATINCRCHealthy
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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
NAMPTSNVMissense_Mutationnovelc.397N>Cp.Thr133Prop.T133PP43490protein_codingdeleterious(0)possibly_damaging(0.497)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
NAMPTSNVMissense_Mutationc.318N>Cp.Glu106Aspp.E106DP43490protein_codingtolerated(0.48)benign(0)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NAMPTSNVMissense_Mutationc.1237N>Cp.Val413Leup.V413LP43490protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
NAMPTSNVMissense_Mutationnovelc.722N>Tp.Ser241Phep.S241FP43490protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NAMPTSNVMissense_Mutationnovelc.182N>Tp.Gly61Valp.G61VP43490protein_codingdeleterious(0)probably_damaging(1)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
NAMPTSNVMissense_Mutationc.857N>Tp.Ala286Valp.A286VP43490protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NAMPTSNVMissense_Mutationnovelc.1211T>Cp.Val404Alap.V404AP43490protein_codingtolerated(0.74)benign(0.096)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NAMPTSNVMissense_Mutationc.686A>Cp.Lys229Thrp.K229TP43490protein_codingtolerated(0.09)possibly_damaging(0.49)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NAMPTSNVMissense_Mutationc.571N>Ap.His191Asnp.H191NP43490protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A5-A0GU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NAMPTSNVMissense_Mutationnovelc.238N>Gp.Ile80Valp.I80VP43490protein_codingtolerated(0.21)probably_damaging(0.94)TCGA-A5-A0VP-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
10135NAMPTDRUGGABLE GENOMEGMX1777TEGLARINAD CHLORIDE
10135NAMPTDRUGGABLE GENOMEGMX1777TEGLARINAD CHLORIDE
10135NAMPTDRUGGABLE GENOMECHS-828CHS-828
10135NAMPTDRUGGABLE GENOMEDaporinadDAPORINAD
10135NAMPTDRUGGABLE GENOMEinhibitorCHEMBL190412TEGLARINAD CHLORIDE
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