Profiling of Up-Regulated Genes Response to Acute Hypo-Osmotic Stress in Hepatopancreas and Gill of the Pacific White Shrimps (Litopenaeus vannamei)
Bibliographic record
Abstract
Suppression subtractive hybridization (SSH) was applied to screen responsively up-regulation genes in hepatopancreas and gill of Litopenaeus vannamei induced by acute hypo-osmotic stress. In the hepatopancreas, 196 clones were randomly selected and sequenced. 131 non-redundant transcripts, corresponding to 41 genes, were found with elevated expressions. They were functionally clustered into eight biological processes which were protein synthesis and processing, carbohydrate metabolism and energy production, transport, cell growth, apoptosis, cytoskeletal component, cell defense and homeostasis, signal transduction, accounting for 26.2%, 14.3%, 16.7%, 4.7%, 4.7%, 2.3%, 11.9% and 7.1%, respectively. When confirmed by real time qRT-PCR, the gene expression levels of MnSOD, glutathione and glutamine synthetase showed significant increases (2.64-folds, 3.44-folds and 2.16-folds, respectively) in hepatopancreas (P<0.05). Totally 81 expressed sequence tags (ESTs) were obtained by random sequencing from the gill SSH cDNA library, and 52 unigenes, including 15 contigs and 37 singlets, after CP3 online matching were gained by clustering and assembling. The sequence alignment results revealed that 30 of them had significant homology to previously identified Genbank database sequences, while 22 unigenes did not match any sequence in the datebase and presumably represented unidentified cDNAs. Functionally, the unigenes were classified into six clusters, including ion channels and transport proteins (1); protein synthesis, translation and transcription factor (2); stress resistance and antioxidant factors (3); energy metabolism (4); signal receptor and transduction (5); cell fibrin and cytoskeletal proteins (6) with proportion of 23.3%, 20.0%, 20.0%, 16.7%, 10.0% and 10.0% respectively. Real time qRT-PCR confirmation revealed significant elevation of Arginine kinase, Carbonic anhydrase and NaK-ATPase-α-subunit expressions (3.73-folds, 2.55-folds and 5.83-folds, respectively) in the gill after acute low-osmotic stress (P < 0.05). These results provided insight into critical physiology processes and pathways constituting the hypo-osmotic stress adaption program in hepatopancreas and gill of L. vannamei.
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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".