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: NME3

Gene summary for NME3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NME3

Gene ID

4832

Gene nameNME/NM23 nucleoside diphosphate kinase 3
Gene AliasDR-nm23
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q13232


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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
4832NME3GSM4909286HumanBreastIDC3.38e-02-1.48e-010.1081
4832NME3GSM4909293HumanBreastIDC6.12e-377.76e-010.1581
4832NME3GSM4909294HumanBreastIDC1.76e-113.46e-010.2022
4832NME3GSM4909296HumanBreastIDC1.31e-059.50e-030.1524
4832NME3GSM4909297HumanBreastIDC7.84e-111.02e-010.1517
4832NME3GSM4909298HumanBreastIDC9.20e-052.67e-010.1551
4832NME3GSM4909301HumanBreastIDC6.93e-103.81e-010.1577
4832NME3GSM4909302HumanBreastIDC2.32e-104.51e-010.1545
4832NME3GSM4909304HumanBreastIDC1.67e-195.50e-010.1636
4832NME3GSM4909305HumanBreastIDC1.26e-063.87e-010.0436
4832NME3GSM4909306HumanBreastIDC1.19e-478.23e-010.1564
4832NME3GSM4909307HumanBreastIDC1.08e-084.21e-010.1569
4832NME3GSM4909308HumanBreastIDC1.49e-134.60e-010.158
4832NME3GSM4909311HumanBreastIDC1.27e-26-1.21e-010.1534
4832NME3GSM4909312HumanBreastIDC2.58e-08-1.89e-030.1552
4832NME3GSM4909313HumanBreastIDC6.42e-053.39e-010.0391
4832NME3GSM4909317HumanBreastIDC6.90e-083.95e-010.1355
4832NME3GSM4909319HumanBreastIDC1.34e-524.62e-010.1563
4832NME3GSM4909320HumanBreastIDC8.02e-062.12e-010.1575
4832NME3GSM4909321HumanBreastIDC1.58e-122.83e-010.1559
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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
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:000920614BreastIDCpurine ribonucleoside triphosphate biosynthetic process24/143468/187237.70e-111.07e-0824
GO:000914514BreastIDCpurine nucleoside triphosphate biosynthetic process24/143469/187231.10e-101.38e-0824
GO:000914214BreastIDCnucleoside triphosphate biosynthetic process26/143485/187234.72e-105.06e-0826
GO:000920113BreastIDCribonucleoside triphosphate biosynthetic process24/143474/187235.73e-106.03e-0824
GO:000914414BreastIDCpurine nucleoside triphosphate metabolic process26/143488/187231.09e-091.07e-0726
GO:000920514BreastIDCpurine ribonucleoside triphosphate metabolic process25/143482/187231.10e-091.07e-0725
GO:000914114BreastIDCnucleoside triphosphate metabolic process29/1434112/187233.68e-093.03e-0729
GO:000919913BreastIDCribonucleoside triphosphate metabolic process25/143489/187237.22e-095.47e-0725
GO:000915214BreastIDCpurine ribonucleotide biosynthetic process34/1434169/187231.63e-078.92e-0634
GO:004639013BreastIDCribose phosphate biosynthetic process36/1434190/187233.40e-071.73e-0536
GO:000926013BreastIDCribonucleotide biosynthetic process35/1434182/187233.40e-071.73e-0535
GO:000915014BreastIDCpurine ribonucleotide metabolic process55/1434368/187231.30e-065.72e-0555
GO:001969314BreastIDCribose phosphate metabolic process58/1434396/187231.31e-065.73e-0558
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:000925914BreastIDCribonucleotide metabolic process56/1434385/187232.47e-069.63e-0556
GO:000616413BreastIDCpurine nucleotide biosynthetic process34/1434191/187233.11e-061.15e-0434
GO:190129313BreastIDCnucleoside phosphate biosynthetic process41/1434256/187235.15e-061.73e-0441
GO:000616314BreastIDCpurine nucleotide metabolic process56/1434396/187235.90e-061.90e-0456
GO:004693913BreastIDCnucleotide phosphorylation22/1434101/187236.31e-061.98e-0422
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa00240LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa00983LiverCirrhoticDrug metabolism - other enzymes34/253080/84651.08e-023.57e-022.20e-0234
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa002401LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa009831LiverCirrhoticDrug metabolism - other enzymes34/253080/84651.08e-023.57e-022.20e-0234
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa009832LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
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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
NME3SNVMissense_Mutationc.370N>Tp.Asp124Tyrp.D124YQ13232protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
NME3SNVMissense_Mutationnovelc.91N>Ap.Asp31Asnp.D31NQ13232protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-DD-A1EJ-01Liverliver hepatocellular carcinomaFemale>=65III/IVTargeted Molecular therapysorafenibPD
NME3SNVMissense_Mutationnovelc.28G>Ap.Ala10Thrp.A10TQ13232protein_codingdeleterious(0.02)benign(0.206)TCGA-DD-AACZ-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
NME3SNVMissense_Mutationc.365N>Ap.Arg122Hisp.R122HQ13232protein_codingdeleterious(0.02)probably_damaging(0.978)TCGA-39-5029-01Lunglung squamous cell carcinomaMale>=65III/IVChemotherapydocetaxelPD
NME3SNVMissense_Mutationc.365G>Tp.Arg122Leup.R122LQ13232protein_codingdeleterious(0)possibly_damaging(0.853)TCGA-58-A46L-01Lunglung squamous cell carcinomaMale>=65III/IVChemotherapycarboplatinCR
NME3SNVMissense_Mutationrs189034490c.305N>Ap.Arg102Hisp.R102HQ13232protein_codingdeleterious(0.01)benign(0.001)TCGA-HU-A4G9-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NME3SNVMissense_Mutationrs754431274c.367N>Ap.Gly123Argp.G123RQ13232protein_codingdeleterious(0)probably_damaging(1)TCGA-SW-A7EA-01Stomachstomach adenocarcinomaFemale<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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