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: NAXE

Gene summary for NAXE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAXE

Gene ID

128240

Gene nameNAD(P)HX epimerase
Gene AliasAIBP
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q8NCW5


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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
128240NAXEGSM4909281HumanBreastIDC1.02e-114.93e-010.21
128240NAXEGSM4909285HumanBreastIDC3.38e-041.87e-010.21
128240NAXEGSM4909287HumanBreastIDC2.55e-033.17e-010.2057
128240NAXEGSM4909291HumanBreastIDC5.01e-094.95e-010.1753
128240NAXEGSM4909293HumanBreastIDC8.10e-104.28e-010.1581
128240NAXEGSM4909295HumanBreastIDC1.25e-023.91e-010.0898
128240NAXEGSM4909297HumanBreastIDC8.80e-045.66e-020.1517
128240NAXEGSM4909302HumanBreastIDC9.05e-033.10e-010.1545
128240NAXEGSM4909304HumanBreastIDC1.47e-033.91e-010.1636
128240NAXEGSM4909306HumanBreastIDC1.06e-166.30e-010.1564
128240NAXEGSM4909307HumanBreastIDC6.63e-146.01e-010.1569
128240NAXEGSM4909308HumanBreastIDC2.58e-438.32e-010.158
128240NAXEGSM4909311HumanBreastIDC1.61e-131.26e-010.1534
128240NAXEGSM4909312HumanBreastIDC3.88e-053.33e-010.1552
128240NAXEGSM4909313HumanBreastIDC3.07e-033.21e-010.0391
128240NAXEGSM4909317HumanBreastIDC7.24e-032.44e-010.1355
128240NAXEGSM4909319HumanBreastIDC3.54e-201.96e-010.1563
128240NAXEGSM4909320HumanBreastIDC8.35e-054.42e-010.1575
128240NAXEGSM4909321HumanBreastIDC8.98e-083.11e-010.1559
128240NAXEbrca1HumanBreastPrecancer6.13e-14-2.03e-01-0.0338
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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
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
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
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:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00067539BreastPrecancernucleoside phosphate metabolic process56/1080497/187231.24e-064.70e-0556
GO:0045765BreastPrecancerregulation of angiogenesis35/1080342/187237.35e-048.80e-0335
GO:1901342BreastPrecancerregulation of vasculature development35/1080348/187231.00e-031.12e-0235
GO:00315794BreastPrecancermembrane raft organization6/108025/187232.49e-032.28e-026
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:00457651BreastIDCregulation of angiogenesis45/1434342/187232.57e-043.98e-0345
GO:19013421BreastIDCregulation of vasculature development45/1434348/187233.78e-045.38e-0345
GO:003157911BreastIDCmembrane raft organization8/143425/187233.85e-045.40e-038
GO:000911723BreastDCISnucleotide metabolic process65/1390489/187233.19e-061.03e-0465
GO:000675323BreastDCISnucleoside phosphate metabolic process65/1390497/187235.51e-061.59e-0465
GO:00457652BreastDCISregulation of angiogenesis44/1390342/187232.50e-043.87e-0344
GO:19013422BreastDCISregulation of vasculature development44/1390348/187233.67e-045.17e-0344
GO:003157921BreastDCISmembrane raft organization7/139025/187231.79e-031.73e-027
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:00091171ColorectumSERnucleotide metabolic process122/2897489/187232.50e-081.76e-06122
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NAXESNVMissense_Mutationrs375240595c.511G>Ap.Ala171Thrp.A171TQ8NCW5protein_codingtolerated(0.61)benign(0.021)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAXESNVMissense_Mutationrs781121474c.589N>Tp.Arg197Trpp.R197WQ8NCW5protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
NAXESNVMissense_Mutationc.785N>Gp.Phe262Cysp.F262CQ8NCW5protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
NAXESNVMissense_Mutationc.826N>Tp.Pro276Serp.P276SQ8NCW5protein_codingdeleterious(0.01)possibly_damaging(0.795)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NAXESNVMissense_Mutationc.412N>Gp.Pro138Alap.P138AQ8NCW5protein_codingdeleterious(0.03)possibly_damaging(0.711)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
NAXEinsertionFrame_Shift_Insnovelc.461_462insATTCCCCp.Val155PhefsTer25p.V155Ffs*25Q8NCW5protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NAXESNVMissense_Mutationnovelc.491N>Ap.Pro164Hisp.P164HQ8NCW5protein_codingdeleterious(0.03)possibly_damaging(0.637)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NAXESNVMissense_Mutationnovelc.643N>Ap.Ala215Thrp.A215TQ8NCW5protein_codingtolerated(0.05)benign(0.063)TCGA-AP-A1DO-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NAXESNVMissense_Mutationrs754557536c.150G>Tp.Glu50Aspp.E50DQ8NCW5protein_codingtolerated(0.6)benign(0.023)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
NAXESNVMissense_Mutationrs778355823c.761G>Ap.Arg254Hisp.R254HQ8NCW5protein_codingdeleterious(0.01)benign(0.098)TCGA-B5-A11E-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
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