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: NLRX1

Gene summary for NLRX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NLRX1

Gene ID

79671

Gene nameNLR family member X1
Gene AliasCLR11.3
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q86UT6


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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
79671NLRX1LZE22D1HumanEsophagusHGIN9.23e-031.86e-010.0595
79671NLRX1LZE22THumanEsophagusESCC1.58e-116.15e-010.068
79671NLRX1LZE24THumanEsophagusESCC9.30e-082.37e-010.0596
79671NLRX1P2T-EHumanEsophagusESCC2.71e-088.76e-020.1177
79671NLRX1P4T-EHumanEsophagusESCC1.70e-071.94e-010.1323
79671NLRX1P5T-EHumanEsophagusESCC4.21e-151.54e-010.1327
79671NLRX1P8T-EHumanEsophagusESCC4.42e-031.09e-010.0889
79671NLRX1P9T-EHumanEsophagusESCC1.48e-036.49e-020.1131
79671NLRX1P10T-EHumanEsophagusESCC1.66e-053.98e-020.116
79671NLRX1P11T-EHumanEsophagusESCC1.32e-021.47e-010.1426
79671NLRX1P12T-EHumanEsophagusESCC2.16e-082.20e-010.1122
79671NLRX1P16T-EHumanEsophagusESCC1.47e-088.69e-020.1153
79671NLRX1P21T-EHumanEsophagusESCC2.39e-035.47e-020.1617
79671NLRX1P22T-EHumanEsophagusESCC2.66e-089.15e-020.1236
79671NLRX1P24T-EHumanEsophagusESCC2.50e-044.94e-020.1287
79671NLRX1P26T-EHumanEsophagusESCC3.32e-101.10e-010.1276
79671NLRX1P27T-EHumanEsophagusESCC5.67e-138.37e-020.1055
79671NLRX1P28T-EHumanEsophagusESCC4.65e-041.09e-010.1149
79671NLRX1P30T-EHumanEsophagusESCC2.66e-072.79e-010.137
79671NLRX1P31T-EHumanEsophagusESCC3.58e-097.86e-020.1251
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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
∗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:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:003052220EsophagusHGINintracellular receptor signaling pathway62/2587265/187231.63e-054.50e-0462
GO:00027538EsophagusHGINcytoplasmic pattern recognition receptor signaling pathway19/258760/187233.07e-045.15e-0319
GO:00395284EsophagusHGINcytoplasmic pattern recognition receptor signaling pathway in response to virus13/258734/187233.51e-045.65e-0313
GO:00395295EsophagusHGINRIG-I signaling pathway11/258727/187235.28e-047.56e-0311
GO:00985867EsophagusHGINcellular response to virus21/258784/187234.35e-033.84e-0221
GO:000961517EsophagusHGINresponse to virus69/2587367/187234.39e-033.86e-0269
GO:00324794EsophagusHGINregulation of type I interferon production23/258795/187234.51e-033.93e-0223
GO:00326064EsophagusHGINtype I interferon production23/258795/187234.51e-033.93e-0223
GO:00028325EsophagusHGINnegative regulation of response to biotic stimulus25/2587108/187235.87e-034.77e-0225
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:003952813EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway in response to virus28/855234/187231.21e-051.12e-0428
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
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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
NLRX1SNVMissense_Mutationrs772640802c.973C>Tp.Arg325Cysp.R325CQ86UT6protein_codingdeleterious(0.01)probably_damaging(0.939)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NLRX1SNVMissense_Mutationrs544880461c.151N>Tp.Arg51Cysp.R51CQ86UT6protein_codingdeleterious_low_confidence(0)possibly_damaging(0.745)TCGA-AC-A62X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NLRX1SNVMissense_Mutationrs775689434c.76N>Tp.Arg26Cysp.R26CQ86UT6protein_codingtolerated_low_confidence(0.21)benign(0)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
NLRX1SNVMissense_Mutationrs749134937c.2251N>Tp.Arg751Cysp.R751CQ86UT6protein_codingdeleterious(0)probably_damaging(0.974)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NLRX1insertionIn_Frame_Insrs750333449c.1146_1147insAATGTAGAGGGCAGCCAGGTAp.His382_Phe383insAsnValGluGlySerGlnValp.H382_F383insNVEGSQVQ86UT6protein_codingTCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NLRX1insertionIn_Frame_Insrs750333449c.1146_1147insAATGTAGAGGGCAGCCAGGTAp.His382_Phe383insAsnValGluGlySerGlnValp.H382_F383insNVEGSQVQ86UT6protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NLRX1SNVMissense_Mutationnovelc.1668N>Gp.Ile556Metp.I556MQ86UT6protein_codingdeleterious(0.01)benign(0.045)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
NLRX1SNVMissense_Mutationc.1895N>Gp.Ser632Cysp.S632CQ86UT6protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NLRX1SNVMissense_Mutationc.1974C>Gp.Ile658Metp.I658MQ86UT6protein_codingtolerated(0.44)benign(0.051)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NLRX1SNVMissense_Mutationc.1964C>Tp.Ala655Valp.A655VQ86UT6protein_codingtolerated(0.11)benign(0.254)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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