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: NXN

Gene summary for NXN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NXN

Gene ID

64359

Gene namenucleoredoxin
Gene AliasNRX
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

Q6DKJ4


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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
64359NXNLZE22D3HumanEsophagusHGIN4.21e-044.54e-010.0653
64359NXNLZE21THumanEsophagusESCC1.21e-074.67e-010.0655
64359NXNP1T-EHumanEsophagusESCC7.17e-034.02e-010.0875
64359NXNP2T-EHumanEsophagusESCC4.20e-173.57e-010.1177
64359NXNP4T-EHumanEsophagusESCC2.49e-275.54e-010.1323
64359NXNP5T-EHumanEsophagusESCC3.49e-223.82e-010.1327
64359NXNP8T-EHumanEsophagusESCC1.25e-265.27e-010.0889
64359NXNP9T-EHumanEsophagusESCC3.40e-142.05e-010.1131
64359NXNP10T-EHumanEsophagusESCC4.54e-132.85e-010.116
64359NXNP11T-EHumanEsophagusESCC5.21e-071.91e-010.1426
64359NXNP12T-EHumanEsophagusESCC8.28e-266.02e-010.1122
64359NXNP15T-EHumanEsophagusESCC6.16e-072.29e-010.1149
64359NXNP16T-EHumanEsophagusESCC7.38e-221.21e-010.1153
64359NXNP17T-EHumanEsophagusESCC2.14e-021.61e-010.1278
64359NXNP20T-EHumanEsophagusESCC2.48e-132.18e-010.1124
64359NXNP21T-EHumanEsophagusESCC1.33e-233.29e-010.1617
64359NXNP22T-EHumanEsophagusESCC3.39e-081.73e-010.1236
64359NXNP23T-EHumanEsophagusESCC6.98e-164.07e-010.108
64359NXNP24T-EHumanEsophagusESCC1.84e-175.09e-010.1287
64359NXNP26T-EHumanEsophagusESCC8.07e-172.58e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:190332010CervixCCregulation of protein modification by small protein conjugation or removal66/2311242/187232.31e-103.46e-0866
GO:003139610CervixCCregulation of protein ubiquitination59/2311210/187235.90e-107.51e-0859
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:003139710CervixCCnegative regulation of protein ubiquitination28/231183/187233.32e-071.35e-0528
GO:190332110CervixCCnegative regulation of protein modification by small protein conjugation or removal29/231195/187232.15e-066.55e-0529
GO:00988699CervixCCcellular oxidant detoxification30/2311101/187232.72e-067.93e-0530
GO:19907489CervixCCcellular detoxification30/2311116/187235.34e-057.94e-0430
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00972379CervixCCcellular response to toxic substance31/2311124/187238.09e-051.10e-0331
GO:00096369CervixCCresponse to toxic substance52/2311262/187233.34e-043.52e-0352
GO:00987549CervixCCdetoxification33/2311152/187237.97e-047.00e-0333
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:190332016EndometriumAEHregulation of protein modification by small protein conjugation or removal67/2100242/187231.10e-122.26e-1067
GO:003139616EndometriumAEHregulation of protein ubiquitination57/2100210/187231.24e-101.40e-0857
GO:00301118EndometriumAEHregulation of Wnt signaling pathway71/2100328/187233.31e-081.87e-0671
GO:003139716EndometriumAEHnegative regulation of protein ubiquitination28/210083/187234.36e-082.40e-0628
GO:190332116EndometriumAEHnegative regulation of protein modification by small protein conjugation or removal30/210095/187237.94e-084.04e-0630
GO:00160558EndometriumAEHWnt signaling pathway85/2100444/187234.99e-071.97e-0585
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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
NXNSNVMissense_Mutationnovelc.464N>Ap.Arg155Glnp.R155QQ6DKJ4protein_codingtolerated(0.21)probably_damaging(0.945)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NXNSNVMissense_Mutationc.600N>Ap.Phe200Leup.F200LQ6DKJ4protein_codingdeleterious(0.04)probably_damaging(0.977)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NXNSNVMissense_Mutationnovelc.1165N>Tp.Pro389Serp.P389SQ6DKJ4protein_codingtolerated(0.22)probably_damaging(0.999)TCGA-OL-A66J-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NXNSNVMissense_Mutationnovelc.1205N>Tp.Ala402Valp.A402VQ6DKJ4protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NXNSNVMissense_Mutationc.383G>Ap.Arg128Glnp.R128QQ6DKJ4protein_codingdeleterious(0.02)benign(0.278)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NXNSNVMissense_Mutationc.600N>Ap.Phe200Leup.F200LQ6DKJ4protein_codingdeleterious(0.04)probably_damaging(0.977)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NXNSNVMissense_Mutationc.529C>Tp.Pro177Serp.P177SQ6DKJ4protein_codingtolerated(0.33)probably_damaging(0.986)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NXNSNVMissense_Mutationnovelc.1226N>Gp.Asp409Glyp.D409GQ6DKJ4protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NXNSNVMissense_Mutationrs201764402c.604N>Ap.Ala202Thrp.A202TQ6DKJ4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
NXNSNVMissense_Mutationnovelc.860T>Cp.Val287Alap.V287AQ6DKJ4protein_codingdeleterious(0.03)benign(0.197)TCGA-G4-6588-01Colorectumcolon 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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