Gene Expression and Enzyme Activity of Mitochondrial Proteins in Irradiated Rainbow Trout (Oncorhynchus Mykiss, Walbaum) Tissues<i>In Vitro</i>
Bibliographic record
Abstract
In recent years ethical, legislative and economic pressures have created a renewed interest in the development of alternatives to in vivo animal experiments. In vitro studies, particularly those using cell cultures, have been used increasingly as tools to assess the degree of toxicity associated with or present in particular environments. While cell cultures are useful to give relative toxicity values, genotypic and phenotypic integrity may be compromised in the continuous artificial environment they experience. In addition, cell cultures lack the complexity of functional organs and thus do not truly represent the effects that toxins exert on organ and organism functionality. In this study, ex vivo tissue cultures of rainbow trout gill, skin and spleen samples were analyzed for variation of expression in genes associated with oxidative phosphorylation after exposure to ionizing radiation. Significant radiation-induced changes in gene expression and enzyme activity associated with the mitochondrial oxidative phosphorylation process were identified. The tissues examined in this study demonstrated an exposure threshold at which radiation dose stimulates an alteration in the regulatory activity of mitochondrial-associated genes. Spleen tissues exposed to low levels of radiation (0.1 Gy) appeared most sensitive whereas skin tissues proved least sensitive, reacting only to higher doses (>1 Gy). We propose this investigative approach as an innovative alternative to in vivo studies because it identifies toxic exposure in vitro and could significantly reduce the number of live-animal toxicity tests required.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".