Reference Gene Optimization for Ganglia of the Sympathetic Nervous System in Male and Female Mice after Exposure to Cold Stress
Bibliographic record
Abstract
Abstract The sympathetic branch of the autonomic nervous system (ANS) regulates the body’s response to psychogenic and systemic stress. In response to stress, endocrine pathways are activated to rebalance physiological changes and restore homeostasis. Gene expression analysis through quantitative real-time PCR (qPCR) is a key method to assess differential gene expression in tissue and cell samples, with high sensitivity and specificity. To assess differential gene expression between samples, qPCR data must be normalized to two or more reference genes to account for technical variation in nucleic acid loading between samples, ensuring data represents target gene expression due to experimental treatments (1). Reference genes must be selected and tested for each experimental paradigm, showing stability of expression between samples and treatments. Reference genes are usually constitutively expressed genes required for cellular maintenance, such as well known “housekeeping” genes or genes encoding ribosomal RNAs. Ganglia of the sympathetic nervous system (SNS) are small in size, and thus total yields of RNA for qPCR experiments are limited. Our group has established a protocol for the isolation of adrenal glands, superior cervical, celiac, and stellate ganglia using a dissecting scope and anatomical landmarks in mice. Here we present optimization data assessing five commonly used reference genes for normalization of qPCR data in three ganglia of the SNS (superior cervical, stellate, and celiac) and adrenal glands. We have evaluated their suitability as reference genes in these tissues after acclimation to cold (4°C) stress compared to the same tissues from animals housed at thermoneutrality (30°C). Through qPCR reaction optimization and subsequent calculations of geNorm stability-measure M, we present optimized primer sequences and reaction conditions, and provide recommendations for combinations of three or more reference genes to use for normalization in gene expression analysis experiments in adrenal gland, superior cervical, stellate or celiac ganglia from male and female mice exposed to thermoneutrality or cold. This research will be valuable to groups interested in SNS physiology and facilitate a streamlined approach to gene expression analysis given the low RNA availability from these minute tissue samples, saving valuable sample, costs and time in carrying out qPCR experiments. Reference: (1) Bustin et al., Clin Chem. 2009 Jan 27;55(4):611-622.
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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 | 0.000 | 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 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".