Metabolomics

Dataset Information

0

Small molecule signatures of mice lacking T-cell p38 alternate activation, a model for immunosuppression conditions, after exposure to total body radiation (part I)


ABSTRACT: Introduction Novel biodosimetry assays are needed in the event of radiological/nuclear emergencies for both immediate triage and identifying delayed effects of acute radiation exposure. Genetically engineered mouse models are used to assess how genotypic variation in the general population may affect post-irradiation classification performance. Here, we used a mouse model that lacks the T-cell receptor specific alternative p38 pathway (p38αβY323F, double knock-in [DKI] mice) to determine how attenuated autoimmune and inflammatory responses may affect dose reconstruction. Objectives To determine if deficient alternative p38 activation differentially affects biofluid metabolic signatures post-irradiation compared to wild-type (WT). Methods Untargeted global metabolomics was used to assess biofluid signatures between WT and DKI mice (8 – 10 weeks old) after exposure to total body radiation (0, 2, or 7 Gy). Urine was analyzed in the first week (1, 3, and 7 d) and serum at 1 d. Spectral features of interest were identified using the machine learning algorithm Random Forests and MetaboLyzer. Validated metabolite panels were constructed and classification performance was assessed by determining the area under the receiver operating characteristic curve (AUROC). Results A multidimensional scaling plot showed excellent separation of IR exposed groups in WT with slightly dampened responses in DKI mice. For both urine and serum, excellent sensitivity and specificity (AUROC > 0.90) was observed for 0 Gy vs. 7 Gy groups irrespective of genotype using identical metabolite panels. Similarly, excellent to fair classification (AUROC > 0.75) was observed for ≤ 2 Gy vs. 7 Gy post-irradiation mice for both genotypes, however, model performance declined (AUROC < 0.75) between genotypes post-irradiation. Conclusion Overall, these results suggest less influence of the alternative p38 activation pathway for dose reconstruction compared to other radiosensitive genotypes.

ORGANISM(S): Mouse Mus Musculus

TISSUE(S): Urine

DISEASE(S): Radiation Exposure

SUBMITTER: Evan Pannkuk  

PROVIDER: ST001891 | MetabolomicsWorkbench | Fri Jul 23 00:00:00 BST 2021

REPOSITORIES: MetabolomicsWorkbench

Similar Datasets

2021-07-23 | ST001892 | MetabolomicsWorkbench
2019-12-01 | GSE117356 | GEO
2019-02-22 | GSE111823 | GEO
2015-10-31 | E-GEOD-65505 | biostudies-arrayexpress
2022-05-11 | GSE198100 | GEO
2018-05-10 | GSE114246 | GEO
2013-04-09 | GSE45849 | GEO
2015-09-16 | E-GEOD-73068 | biostudies-arrayexpress
2015-10-17 | GSE74109 | GEO
2015-10-17 | GSE74108 | GEO