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: NADK2

Gene summary for NADK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NADK2

Gene ID

133686

Gene nameNAD kinase 2, mitochondrial
Gene AliasC5orf33
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q4G0N4


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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
133686NADK2NAFLD1HumanLiverNAFLD4.69e-066.28e-01-0.04
133686NADK2S43HumanLiverCirrhotic3.50e-06-1.81e-02-0.0187
133686NADK2HCC1_MengHumanLiverHCC5.05e-718.26e-030.0246
133686NADK2HCC2_MengHumanLiverHCC1.09e-10-1.92e-010.0107
133686NADK2cirrhotic1HumanLiverCirrhotic5.37e-03-2.10e-010.0202
133686NADK2cirrhotic2HumanLiverCirrhotic2.41e-02-1.54e-010.0201
133686NADK2HCC1HumanLiverHCC1.87e-435.77e+000.5336
133686NADK2HCC2HumanLiverHCC8.50e-112.86e+000.5341
133686NADK2Pt14.aHumanLiverHCC4.40e-022.14e-010.0169
133686NADK2Pt14.bHumanLiverHCC4.72e-032.55e-010.018
133686NADK2S014HumanLiverHCC1.00e-107.93e-010.2254
133686NADK2S015HumanLiverHCC1.64e-108.42e-010.2375
133686NADK2S016HumanLiverHCC7.24e-116.60e-010.2243
133686NADK2S028HumanLiverHCC1.05e-054.84e-010.2503
133686NADK2S029HumanLiverHCC6.86e-034.56e-010.2581
133686NADK2C21HumanOral cavityOSCC7.54e-042.41e-010.2678
133686NADK2C30HumanOral cavityOSCC1.89e-054.14e-010.3055
133686NADK2C43HumanOral cavityOSCC5.19e-328.08e-010.1704
133686NADK2C08HumanOral cavityOSCC3.29e-062.10e-010.1919
133686NADK2SYSMH1HumanOral cavityOSCC8.74e-255.14e-010.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:00091654LiverCirrhoticnucleotide biosynthetic process89/4634254/187231.45e-041.40e-0389
GO:19012934LiverCirrhoticnucleoside phosphate biosynthetic process89/4634256/187231.97e-041.82e-0389
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:000916512LiverHCCnucleotide biosynthetic process150/7958254/187236.79e-081.40e-06150
GO:190129312LiverHCCnucleoside phosphate biosynthetic process151/7958256/187236.84e-081.41e-06151
GO:0006739LiverHCCNADP metabolic process25/795835/187235.05e-043.29e-0325
GO:0072525LiverHCCpyridine-containing compound biosynthetic process22/795832/187232.43e-031.18e-0222
GO:0072524LiverHCCpyridine-containing compound metabolic process25/795838/187233.18e-031.47e-0225
GO:0019359LiverHCCnicotinamide nucleotide biosynthetic process19/795829/187231.05e-023.89e-0219
GO:0019363LiverHCCpyridine nucleotide biosynthetic process19/795829/187231.05e-023.89e-0219
GO:000675318Oral cavityOSCCnucleoside phosphate metabolic process247/7305497/187236.28e-078.96e-06247
GO:000911719Oral cavityOSCCnucleotide metabolic process243/7305489/187237.80e-071.09e-05243
GO:19012938Oral cavityOSCCnucleoside phosphate biosynthetic process125/7305256/187238.32e-044.41e-03125
GO:00091658Oral cavityOSCCnucleotide biosynthetic process124/7305254/187238.79e-044.63e-03124
GO:00067392Oral cavityOSCCNADP metabolic process22/730535/187233.65e-031.51e-0222
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
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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
NADK2SNVMissense_Mutationc.1282N>Cp.Met428Leup.M428LQ4G0N4protein_codingtolerated(0.29)benign(0)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NADK2SNVMissense_Mutationrs772840407c.1175G>Ap.Arg392Hisp.R392HQ4G0N4protein_codingdeleterious(0.02)possibly_damaging(0.902)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NADK2SNVMissense_Mutationnovelc.862N>Ap.Ala288Thrp.A288TQ4G0N4protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NADK2SNVMissense_Mutationnovelc.1093N>Tp.Leu365Phep.L365FQ4G0N4protein_codingdeleterious(0.02)possibly_damaging(0.521)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NADK2SNVMissense_Mutationnovelc.927N>Gp.Asn309Lysp.N309KQ4G0N4protein_codingtolerated(0.08)possibly_damaging(0.655)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NADK2SNVMissense_Mutationnovelc.860N>Tp.Arg287Metp.R287MQ4G0N4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NADK2SNVMissense_Mutationnovelc.863N>Ap.Ala288Aspp.A288DQ4G0N4protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NADK2SNVMissense_Mutationc.1238N>Tp.Gly413Valp.G413VQ4G0N4protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NADK2SNVMissense_Mutationrs149899492c.1174N>Tp.Arg392Cysp.R392CQ4G0N4protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
NADK2SNVMissense_Mutationnovelc.598N>Tp.His200Tyrp.H200YQ4G0N4protein_codingtolerated(0.46)benign(0.027)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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