Resumen
Background: Prolonged exposure to toxic heavy metals leads to deleterious health outcomes including kidney injury. Metal exposure occurs through both environmental pathways including contamination of drinking water sources and from occupational hazards, including the military-unique risks from battlefield injuries resulting in retained metal fragments from bullets and blast debris. One of the key challenges to mitigate health effects in these scenarios is to detect early insult to target organs, such as the kidney, before irreversible damage occurs. Methods: High-throughput transcriptomics (HTT) has been recently demonstrated to have high sensitivity and specificity as a rapid and cost-effective assay for detecting tissue toxicity. To better understand the molecular signature of early kidney damage, we performed RNA sequencing (RNA-seq) on renal tissue using a rat model of soft tissue-embedded metal exposure. We then performed small RNA-seq analysis on serum samples from the same animals to identify potential miRNA biomarkers of kidney damage. Results: We found that metals, especially lead and depleted uranium, induce oxidative damage that mainly cause dysregulated mitochondrial gene expression. Utilizing publicly available single-cell RNA-seq datasets, we demonstrate that deep learning-based cell type decomposition effectively identified cells within the kidney that were affected by metal exposure. By combining random forest feature selection and statistical methods, we further identify miRNA-423 as a promising early systemic marker of kidney injury. Conclusion: Our data suggest that combining HTT and deep learning is a promising approach for identifying cell injury in kidney tissue. We propose miRNA-423 as a potential serum biomarker for early detection of kidney injury. Graphical Abstract: [Figure not available: see fulltext.]
| Idioma original | English |
|---|---|
| Páginas (desde-hasta) | 2861-2880 |
| Número de páginas | 20 |
| Publicación | Cell Biology and Toxicology |
| Volumen | 39 |
| N.º | 6 |
| DOI | |
| Estado | Published - dic 2023 |
Nota bibliográfica
Wen, Yuan Vechetti, Ivan J Leng, Dongliang Alimov, Alexander P Valentino, Taylor R Zhang, Xiaohua D McCarthy, John J Peterson, Charlotte A eng W81XWH-16-2-0058/U.S. Department of Defense/ Switzerland 2023/04/15 Cell Biol Toxicol. 2023 Apr 14. doi: 10.1007/s10565-023-09806-9.Financiación
The animal surgeries and tissue collections were performed by John Kalinich and Jessica Hoffman, with histopathology support by W. Louis Wilkins, at the Armed Forces Radiobiology Research Institute of the Uniformed Services University. The funding for this study was provided by the grant Health Effects of Blast Injuries and Embedded Metal Fragments (W81XWH-16–2-0058) from the Congressionally Directed Medical Research Program (CDMRP) Peer-Reviewed Medical Research Program.
| Financiadores | Número del financiador |
|---|---|
| Health Effects of Blast Injuries and Embedded Metal Fragments | W81XWH-16–2-0058 |
| Congressionally Directed Medical Research Programs | |
| Uniformed Services University of the Health Sciences |
ASJC Scopus subject areas
- Toxicology
- Cell Biology
- Health, Toxicology and Mutagenesis
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