Immunocompetence and alterations in hepatic gene expression in rainbow trout exposed to CdS/CdTe quantum dots
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Cadmium (Cd) tellurium quantum dots (QDs) are long-lived fluorescent nanocrystals that have the ability to produce potentially toxic reactive oxygen species at the surface of the nanoparticle and release toxic cadmium ions. The purpose of this study was to examine the sublethal effects of CdS/CdTe QDs and dissolved Cd on the immune system of rainbow trout. Changes in hepatic gene expression were also monitored to provide insight on the mode of action of both forms of cadmium. Oncorhynchus mykiss fish were exposed to increasing concentrations of CdS/CdTe or dissolved Cd (CdSO(4)) for 48 h at 15 degrees C. The anterior head kidney was analyzed for leukocyte count, viability and phagocytic activity. The livers were harvested and prepared for gene expression analysis using a DNA microarray comprised of 207 stress-related genes. An analysis of total Cd in the aquarium water revealed that the nominal concentrations corresponded well to the actual concentrations and that a small proportion (0.4%) of Cd in the QDs was found in the dissolved fraction. Exposure to QDs led to significant reductions in leukocyte counts, viability and both resting and active phagocytic activity. On a mass concentration basis, QDs were more potent than dissolved Cd in suppressing immunocompetence in rainbow trout. The analysis revealed that both forms of Cd were strong inducers of metallothionein and CP2K1 gene expressions, which are respectively involved in metal detoxification processes and xenobiotic transformation/inflammation conditions. The analysis revealed different modes of action for each form of Cd. For QDs, 25 genes specific to QDs and related to the immune endpoints were found. The genes were involved in inflammation, xenobiotic biotransformation and endocrine system (including the induction of vitellogenin and its receptor). The effect for dissolved Cd was narrower than for QDs, with 9 genes specific to dissolved Cd being strongly correlated with the observed effects on immunocompetence. The involved genes were binding and transport of various solutes (urea, sodium, potassium) and the complement system. The present study revealed that each form of Cd produced a different pattern of gene expression and lowered fish immunocompetence.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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 it