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: NADK

Gene summary for NADK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NADK

Gene ID

65220

Gene nameNAD kinase
Gene AliasdJ283E3.1
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

A0A024R058


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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
65220NADKLZE5THumanEsophagusESCC5.92e-043.28e-010.0514
65220NADKLZE7THumanEsophagusESCC5.17e-032.24e-010.0667
65220NADKLZE20THumanEsophagusESCC3.94e-021.68e-010.0662
65220NADKLZE22THumanEsophagusESCC1.12e-023.81e-010.068
65220NADKLZE24THumanEsophagusESCC4.91e-102.58e-010.0596
65220NADKP1T-EHumanEsophagusESCC4.69e-022.52e-010.0875
65220NADKP2T-EHumanEsophagusESCC3.96e-153.10e-010.1177
65220NADKP4T-EHumanEsophagusESCC4.30e-163.67e-010.1323
65220NADKP5T-EHumanEsophagusESCC1.47e-142.35e-010.1327
65220NADKP8T-EHumanEsophagusESCC5.17e-274.79e-010.0889
65220NADKP9T-EHumanEsophagusESCC6.72e-072.14e-010.1131
65220NADKP10T-EHumanEsophagusESCC9.74e-223.51e-010.116
65220NADKP11T-EHumanEsophagusESCC1.29e-043.14e-010.1426
65220NADKP12T-EHumanEsophagusESCC1.02e-122.89e-010.1122
65220NADKP15T-EHumanEsophagusESCC5.31e-163.38e-010.1149
65220NADKP16T-EHumanEsophagusESCC1.88e-041.14e-010.1153
65220NADKP17T-EHumanEsophagusESCC7.67e-083.22e-010.1278
65220NADKP19T-EHumanEsophagusESCC1.30e-053.98e-010.1662
65220NADKP20T-EHumanEsophagusESCC1.44e-112.60e-010.1124
65220NADKP21T-EHumanEsophagusESCC1.77e-223.44e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:0009743111EsophagusESCCresponse to carbohydrate135/8552253/187238.16e-032.89e-02135
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:005071416EsophagusESCCpositive regulation of protein secretion76/8552137/187231.32e-024.31e-0276
GO:00067393EsophagusESCCNADP metabolic process23/855235/187231.34e-024.38e-0223
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
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
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
NADKSNVMissense_Mutationc.841N>Ap.Val281Metp.V281MO95544protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
NADKSNVMissense_Mutationnovelc.1370N>Gp.Gln457Argp.Q457RO95544protein_codingdeleterious(0.02)possibly_damaging(0.874)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
NADKSNVMissense_Mutationnovelc.1342C>Ap.Leu448Metp.L448MO95544protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NADKSNVMissense_Mutationnovelc.53C>Tp.Ala18Valp.A18VO95544protein_codingdeleterious_low_confidence(0.02)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NADKSNVMissense_Mutationc.30G>Cp.Met10Ilep.M10IO95544protein_codingtolerated_low_confidence(0.14)benign(0)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NADKSNVMissense_Mutationnovelc.211G>Ap.Val71Metp.V71MO95544protein_codingdeleterious_low_confidence(0)possibly_damaging(0.877)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NADKSNVMissense_Mutationc.653N>Cp.Arg218Thrp.R218TO95544protein_codingdeleterious(0.02)possibly_damaging(0.521)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NADKSNVMissense_Mutationrs745456337c.404N>Ap.Arg135Glnp.R135QO95544protein_codingtolerated_low_confidence(0.53)benign(0)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
NADKSNVMissense_Mutationrs377478067c.134N>Ap.Arg45Hisp.R45HO95544protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
NADKSNVMissense_Mutationrs761321804c.1565N>Tp.Thr522Ilep.T522IO95544protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
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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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