Histological, physiological and transcriptomic analysis in hepatopancreas of Procambarus clarkii under heat stress
Bibliographic record
Abstract
In the context of global warming, heat stress poses a threat to aquatic organisms. In the present study, a comprehensive analysis in hepatopancreas from Procambarus clarkii was conducted to examine the histology, physiological changes, and transcriptome alterations after exposed at 32 and 37 ℃ for 24 and 72 h, respectively, with 26 ℃ as the control group. The results demonstrated that the survival rate of P. clarkii decreased significantly with the stress time and the temperature increased, with a corresponding damage to its hepatopancreas. Significant fluctuations were observed in the malondialdehyde (MDA) content, reactive oxygen species (ROS) production, total antioxidant capacity (T-AOC), and activities of pyruvate kinase (PK), hexokinase (HK), alkaline phosphatase (ALP), lysozyme (LYS), acid phosphatase (ACP), fatty acid synthase (FAS), as well as lipoprotein lipase (LPL) in response to different stress conditions ( P < 0.05). Heat stress notably altered the expression of genes related to glucose, lipid, and protein metabolism, as well as oxidative phosphorylation pathways. The expression of genes related to protein processing and degradation pathways in the endoplasmic reticulum was up-regulation. On the contrary, the expression of genes related to ER autophagy was suppressed. Simultaneously, the differentially expressed genes (DEGs) were significantly enriched in lysosomal and phagosomal pathways. In summary, heat stress induced oxidative damage, disrupted metabolic pathways, impacted protein processing, and compromised immune defense mechanisms, ultimately resulting in decreased survival rates of P. clarkii . These findings contribute to a deeper understanding of aquatic organisms respond to heat stress. • Heat stress triggers oxidative damage in the hepatopancreas of Procambarus clarkii, leading to a decrease in survival rate. • Heat stress disrupts glucose metabolism, lipid metabolism, and oxidative phosphorylation processes in P. clarkii . • Genes assisting in protein processing are upregulated, while protein degradation related processes are impeded. • Heat stress activates multiple immune pathways in P. clarkii .
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".