Rat Body Temperature: Norms and Deviations

Rat Body Temperature: Norms and Deviations
Rat Body Temperature: Norms and Deviations

Understanding Rat Body Temperature

Importance of Body Temperature in Rats

Body temperature in rats serves as a primary indicator of physiological status. Precise thermoregulation enables optimal enzymatic reactions, maintains cellular integrity, and supports circulatory function. Deviations from the normal range reflect metabolic disturbances, infection, or environmental stress.

Key aspects of temperature relevance include:

  • Regulation of basal metabolic rate, which influences energy consumption and nutrient requirements.
  • Modulation of cardiovascular output, affecting heart rate and blood pressure stability.
  • Control of neuroendocrine signaling, impacting hormone release and stress responses.
  • Sensitivity to pharmacological agents, providing a measurable endpoint for drug efficacy and toxicity studies.

In experimental settings, temperature monitoring ensures data reliability. Consistent thermal conditions reduce variability among subjects, thereby enhancing reproducibility of findings across laboratories. Moreover, rapid detection of hypothermia or hyperthermia allows timely intervention, improving animal welfare and preventing confounding influences on study outcomes.

Overall, maintaining and accurately measuring rat body temperature underpins both scientific validity and ethical standards in research involving this species.

Factors Influencing Normal Temperature

Circadian Rhythms

Circadian rhythms constitute an internal time‑keeping system that synchronises physiological processes with the 24‑hour day‑night cycle. In rodents, this oscillator drives predictable fluctuations in core temperature, aligning metabolic demand with periods of activity and rest.

During the active phase, typically the dark period for nocturnal species, body temperature rises by 1–2 °C above the basal level, reaching a peak of approximately 38.5 °C. The rest phase, coinciding with daylight, is characterised by a gradual decline to a nadir near 36.5 °C. These values represent the normal thermal envelope for adult laboratory rats under standard housing conditions.

Deviations from the expected pattern arise under several circumstances:

  • Altered light‑dark schedules (e.g., constant light or shifted photoperiods) flatten the amplitude of temperature oscillations.
  • Acute stressors, such as handling or exposure to novel environments, produce transient hyperthermia.
  • Pathological states, including infection or metabolic disorders, shift the entire rhythm upward or downward and may attenuate the cyclicity.
  • Genetic manipulations affecting clock genes (e.g., Bmal1, Clock) disrupt the phase relationship between activity and temperature peaks.

Accurate assessment of thermal rhythms requires continuous telemetry or repeated rectal measurements at defined Zeitgeber times. Data interpretation must consider the influence of environmental variables, age, and sex, as these factors modulate baseline temperature and circadian amplitude. Consistent reporting of both the magnitude and timing of temperature changes enhances reproducibility across studies investigating thermoregulatory physiology in rats.

Environmental Temperature

Environmental temperature defines the thermal conditions surrounding a laboratory rat and directly influences the animal’s internal temperature regulation. Ambient values that fall within the thermoneutral zone (approximately 28 °C–30 °C for adult rats) allow maintenance of core temperature with minimal metabolic effort. Temperatures below this range increase metabolic heat production, while higher values trigger heat‑dissipating mechanisms.

Key physiological responses to deviations in ambient temperature include:

  • Cold exposure – elevated shivering, brown‑fat activation, and increased oxygen consumption to sustain core temperature.
  • Heat exposure – peripheral vasodilation, enhanced respiratory rate, and activation of sweat‑like glands to promote heat loss.
  • Rapid fluctuations – stress‑induced alterations in hypothalamic set‑point, potentially leading to transient hypothermia or hyperthermia.

Experimental protocols must control ambient temperature to ensure that recorded body‑temperature data reflect intrinsic physiological states rather than external thermal stress. Housing systems should maintain a stable environment within the species‑specific thermoneutral range, and monitoring equipment must be calibrated for the expected temperature spectrum. Failure to regulate environmental temperature compromises the validity of findings related to normal and abnormal rat core temperatures.

«Thermoregulation in rodents is highly sensitive to ambient conditions».

Age and Sex

Age exerts a measurable influence on the thermal profile of laboratory rats. Neonatal individuals maintain a core temperature approximately 1–2 °C lower than adult counterparts, reflecting immature thermoregulatory mechanisms and higher surface‑area‑to‑mass ratios. Juvenile rats exhibit a rapid increase in basal temperature during the first three weeks, stabilizing at the adult range of 37.5–38.5 °C. In aged specimens, a gradual decline of 0.2–0.5 °C is documented, accompanied by reduced vasomotor responsiveness and diminished brown‑adipose tissue activity. These age‑related shifts necessitate age‑matched control groups when assessing temperature deviations.

Sex differences manifest as modest yet consistent variations. Male rats typically present core temperatures 0.2–0.3 °C higher than females under identical housing conditions. The disparity aligns with hormonal modulation: testosterone enhances metabolic rate, whereas estrogen promotes peripheral vasodilation, facilitating heat loss. Estrous cycle phases introduce transient fluctuations of up to 0.1 °C in females, with peak temperatures occurring during proestrus. Experimental designs must therefore account for both sex and reproductive status to avoid confounding thermal measurements.

Key considerations for researchers:

  • Stratify subjects by age groups (neonate, juvenile, adult, aged) to capture normative temperature ranges.
  • Record sex and, for females, estrous stage at the time of measurement.
  • Apply consistent ambient temperature and bedding material to minimize external thermal influences.
  • Use calibrated thermometers with precision of ±0.1 °C to detect subtle deviations.

Understanding the interplay of age and sex enhances the reliability of thermal data, supports accurate interpretation of physiological stress, and improves the translational relevance of rodent studies.

Normal Body Temperature Ranges in Rats

Baseline Temperature Values

Baseline temperature values for laboratory rats represent the core body temperature under controlled, unstressed conditions. Measurements are typically obtained via rectal probes, telemetry implants, or infrared thermography, with rectal readings considered the standard reference. Ambient temperature, cage ventilation, and circadian phase influence reported values, so experimental protocols must maintain consistent environmental parameters.

Typical core temperatures for adult Sprague‑Dawley and Wistar rats fall within the following intervals:

  • 37.0 °C to 38.5 °C during the active (dark) phase
  • 36.5 °C to 37.5 °C during the rest (light) phase

Neonatal pups exhibit lower values, generally ranging from 35.5 °C to 36.8 °C, reflecting immature thermoregulatory mechanisms. Aged rats (≥ 24 months) may present a slight decline, with averages between 36.2 °C and 37.0 °C.

Strain‑specific variations are modest but documented:

  • Long‑Evans: 37.2 °C ± 0.4 °C
  • Fischer 344: 37.0 °C ± 0.3 °C

Sex differences are minimal; male and female rats of the same age and strain typically differ by less than 0.2 °C.

Baseline values serve as reference points for detecting hyperthermia, hypothermia, and febrile responses in experimental models. Consistent reporting of ambient conditions, measurement technique, and animal characteristics ensures comparability across studies.

Measurement Methods

Rectal Temperature

Rectal temperature measurement offers the most direct assessment of core body heat in laboratory rats. Probe insertion into the distal colon yields values that reflect internal thermal status with minimal peripheral influence.

Normal rectal readings for adult laboratory rats typically fall between 37.5 °C and 38.5 °C. Values below this interval indicate hypothermia, while readings above suggest hyperthermia. Deviations often correlate with environmental stress, anesthetic administration, or pathological conditions such as infection or metabolic disorders.

Key considerations for accurate rectal measurement:

  • Use a lubricated, calibrated thermistor probe of appropriate length for the animal’s size.
  • Insert the probe gently to a depth of 2–3 cm, ensuring contact with the mucosal surface.
  • Record temperature after a stabilization period of 30–60 seconds to avoid transient fluctuations.
  • Maintain consistent ambient temperature and avoid drafts during data collection.

Factors influencing rectal temperature include:

  • Ambient temperature shifts greater than ±2 °C.
  • Administration of injectable anesthetics, which can depress thermoregulatory responses.
  • Acute illness, where fever or chills modify core heat production.
  • Age and body mass, with juveniles displaying slightly lower baseline values.

Interpretation of rectal data should integrate the animal’s physiological context and experimental conditions. Consistent methodology enhances reproducibility and supports reliable identification of thermal norm deviations in rodent research. «Rectal temperature provides the most accurate core measurement», reinforcing its status as the reference standard for thermoregulatory studies.

Subcutaneous Implants

Subcutaneous implants provide continuous, high‑resolution monitoring of thermal parameters in laboratory rodents. Devices are positioned beneath the skin, directly adjacent to the dermal layer, enabling accurate capture of core‑body temperature fluctuations without periodic handling.

Implant designs typically incorporate miniature thermistors or thermocouples linked to telemetry transmitters. The telemetry unit converts temperature signals into radiofrequency emissions that are received by external data acquisition systems. This configuration eliminates the latency associated with rectal probes and reduces stress‑induced hyperthermia.

Key characteristics of subcutaneous temperature sensors include:

  • Direct contact with subdermal tissue, yielding measurements within 0.1 °C of core values.
  • Wireless data transmission, supporting real‑time tracking over periods ranging from hours to months.
  • Biocompatible encapsulation, minimizing inflammatory responses and preserving physiological baseline.

Potential limitations are:

  • Surgical insertion requiring anesthesia, which may transiently alter thermoregulatory set points.
  • Implant migration or encapsulation over long‑term studies, potentially affecting signal fidelity.
  • Battery life constraints that necessitate periodic replacement or external recharging.

Calibration procedures involve comparing implant output with a reference thermometer placed in the abdominal cavity or via a calibrated rectal probe during the initial post‑operative week. Calibration curves are stored in the telemetry software to correct systematic offsets.

When assessing temperature norms and deviations in rats, subcutaneous implants allow detection of subtle hypothermic or hyperthermic episodes that would be missed by intermittent measurements. Data collected through these devices support statistical modeling of thermoregulatory patterns, facilitating identification of pharmacological effects, disease states, or environmental stressors.

Overall, subcutaneous telemetry provides a reliable, minimally invasive method for continuous temperature surveillance, aligning measurement precision with ethical standards for animal research.

Infrared Thermography

Infrared thermography captures emitted radiation from the animal’s surface and converts it into temperature maps without physical contact. Sensors operating in the 7–14 µm wavelength range detect variations in thermal emissivity, enabling spatial resolution of a few hundred micrometers when equipped with high‑resolution lenses.

Application to rodent thermoregulation provides rapid assessment of skin temperature distribution, which correlates with core temperature under controlled conditions. Normal surface values for adult laboratory rats typically fall within «38 °C–40 °C», while deviations above 42 °C indicate hyperthermia and values below 35 °C suggest hypothermic risk.

Practical implementation requires:

  • Calibration against a black‑body reference at known temperatures.
  • Adjustment of emissivity settings to account for fur coat (≈0.95) or shaved skin (≈0.98).
  • Stabilization of ambient temperature and airflow to reduce background noise.
  • Use of anesthetic protocols that minimize thermoregulatory suppression when repeated measurements are necessary.

Advantages include non‑invasiveness, real‑time visualization, and the ability to detect localized thermal anomalies such as inflammation or tumor‑induced hyperemia. Limitations involve reliance on surface readings, potential artifacts from fur insulation, and the necessity of precise environmental control to avoid systematic error.

Interpretation of thermographic data follows quantitative comparison of region‑of‑interest temperatures against established baselines. Patterns of uneven heating may reveal peripheral vasodilation, while uniform cooling often signals systemic hypothermia. Statistical analysis should incorporate repeated measures and account for inter‑individual variability to ensure robust conclusions about temperature regulation in experimental settings.

Deviations from Normal Body Temperature

Hypothermia in Rats

Causes of Hypothermia

Hypothermia in rats denotes a core temperature falling below the physiological range required for metabolic stability. Persistent exposure to temperatures under the lower thermoneutral point disrupts enzymatic activity, reduces cardiac output, and impairs neural function.

Common precipitators of this condition include:

  • Prolonged confinement in environments with ambient temperature below 15 °C.
  • Insufficient bedding or nesting material that limits heat conservation.
  • Anesthesia or sedation that depresses thermoregulatory reflexes.
  • Severe blood loss or shock, which diminish heat production.
  • Metabolic disorders such as hypothyroidism that lower basal metabolic rate.
  • Exposure to drafts or moisture that increase conductive heat loss.

When hypothermia develops, physiological responses shift toward conserving heat: peripheral vasoconstriction intensifies, shivering may commence, and metabolic substrates are mobilized. Early identification of the underlying cause enables targeted interventions to restore normothermia and prevent secondary complications.

Symptoms of Hypothermia

Hypothermia in rats manifests through a predictable set of clinical signs that reflect a drop in core temperature below the physiological range. Early indicators include reduced locomotor activity and diminished responsiveness to external stimuli. As thermal loss progresses, rats display shivering cessation, a marked decline in respiratory rate, and irregular heart rhythms. Severe cases are characterized by cyanosis of the extremities, loss of righting reflex, and eventual coma.

Key symptoms can be organized as follows:

  • Decreased movement and lethargy
  • Diminished startle response
  • Absence of shivering
  • Slow, shallow breathing
  • Bradycardia or arrhythmia
  • Peripheral cyanosis
  • Impaired righting reflex
  • Unconsciousness

Recognition of these signs enables timely intervention to restore normothermic conditions and prevent irreversible organ damage.

Health Consequences of Hypothermia

Hypothermia in rats occurs when core body temperature falls below the species‑specific normal range, typically under 35 °C. The condition triggers rapid physiological deterioration.

  • Cardiovascular function declines; heart rate slows and arrhythmic episodes become common.
  • Metabolic processes decelerate, leading to reduced oxygen consumption and accumulation of lactate.
  • Thermoregulatory mechanisms fail, causing peripheral vasoconstriction and impaired heat production.

Neurological impact includes decreased neuronal excitability, loss of reflexes, and potential cerebral edema. Renal function suffers from diminished glomerular filtration, increasing the risk of acute kidney injury. Immune competence drops, rendering the animal more vulnerable to opportunistic infections.

Prolonged exposure elevates mortality risk. Survivors often exhibit delayed recovery of normal thermoregulation, persistent organ dysfunction, and heightened sensitivity to subsequent stressors. Early detection and prompt rewarming are essential to mitigate these adverse outcomes.

Hyperthermia in Rats

Causes of Hyperthermia

Hyperthermia in rats arises when internal temperature exceeds the physiological set‑point, disrupting metabolic homeostasis. Elevated heat load can result from environmental, physiological, and pathological factors.

  • Exposure to ambient temperatures above the thermoneutral zone (≈30 °C for laboratory rats) without adequate ventilation or cooling.
  • High humidity levels that impair evaporative heat loss, especially when combined with elevated ambient temperature.
  • Excessive physical activity or forced exercise in warm environments, which generates metabolic heat faster than dissipation mechanisms can compensate.
  • Administration of thermogenic agents such as norepinephrine, thyroid hormones, or certain anesthetics that increase basal metabolic rate.
  • Infections or inflammatory processes that raise core temperature through cytokine‑mediated fever pathways.
  • Neurological damage affecting hypothalamic thermoregulatory centers, leading to loss of temperature control.
  • Toxic exposure to substances like amphetamines, cocaine, or certain pesticides that stimulate hypermetabolism and vasoconstriction.

Recognition of these contributors enables targeted interventions to maintain temperature within normal limits and prevent the adverse effects associated with excessive heat in rodent models.

Symptoms of Hyperthermia

Hyperthermia in rats occurs when core temperature exceeds the physiological range, typically above 40 °C. Elevated temperature disrupts enzymatic activity and metabolic homeostasis, leading to observable clinical signs.

• Rapid, shallow breathing (panting)
• Reduced activity or lethargy
• Tremors or muscle rigidity
• Bright red or flushed skin, especially on the ears and tail
• Excessive salivation or drooling
• Loss of coordination, stumbling, or inability to maintain balance
• Decreased appetite and reduced water intake
• Elevated heart rate detectable by palpation of the femoral pulse

Progression from mild to severe hyperthermia may result in convulsions, organ failure, and death if untreated. Immediate environmental cooling and supportive care are essential to restore normothermia and prevent irreversible damage.

Health Consequences of Hyperthermia

Hyperthermia in rats triggers rapid physiological breakdown. Elevated core temperature overwhelms thermoregulatory mechanisms, leading to cellular injury and systemic failure.

Key health consequences include:

  • Disruption of enzymatic activity, causing metabolic acidosis and impaired ATP production.
  • Protein denaturation in cardiac muscle, resulting in arrhythmias and reduced contractility.
  • Cerebral edema and neuronal apoptosis, manifested as seizures or loss of motor coordination.
  • Gastrointestinal barrier compromise, increasing bacterial translocation and septic risk.
  • Renal tubular necrosis, leading to oliguria and electrolyte imbalance.
  • Accelerated coagulation cascade, promoting disseminated intravascular coagulation and hemorrhagic events.

Prolonged exposure above the thermoneutral range markedly raises mortality risk, with lethal outcomes observed when core temperature exceeds 41 °C for extended periods. Early detection of hyperthermic episodes and immediate cooling are essential to mitigate irreversible organ damage.

Pathological Conditions Affecting Temperature

Infections and Inflammation

In rodents, basal core temperature typically ranges from 36.5 °C to 38.0 °C under thermoneutral conditions. Any deviation from this interval signals a physiological disturbance that warrants immediate assessment.

«Infection» triggers pyrogenic pathways that elevate hypothalamic set‑point temperature. Cytokines such as interleukin‑1β, tumor necrosis factor‑α, and interleukin‑6 stimulate prostaglandin E₂ synthesis, resulting in fever. In rats, febrile responses appear within 30 minutes of bacterial challenge and can raise core temperature by 1–2 °C, depending on pathogen load and virulence.

«Inflammation» without systemic infection may produce localized hyperthermia or, conversely, hypothermia when severe tissue damage disrupts peripheral vasomotor control. Acute inflammatory edema often leads to increased heat loss through the skin, causing a transient drop of up to 0.5 °C in core temperature.

Key considerations for interpreting temperature data in experimental models:

  • Baseline measurements recorded at thermoneutral ambient temperature (≈30 °C) to avoid confounding cold stress.
  • Continuous telemetry preferred over intermittent rectal probes to capture rapid thermic shifts.
  • Correlation of temperature changes with plasma cytokine concentrations improves diagnostic specificity.
  • Distinguish between fever (set‑point increase) and hyperthermia (environmental heat gain) by monitoring behavioral thermoregulatory responses.

Prolonged fever may impair cognitive performance and alter drug metabolism, while sustained hypothermia can depress metabolic rate and exacerbate organ dysfunction. Accurate temperature monitoring thus provides essential insight into the severity and progression of both infectious and inflammatory processes in rat studies.

Stress and Anxiety

Stress and anxiety trigger autonomic responses that shift the thermal set‑point in rodents. Acute stressors raise core temperature by activating sympathetic pathways, resulting in peripheral vasoconstriction and increased metabolic heat production. Chronic anxiety conditions often produce a blunted thermogenic response, reflected by lower baseline temperatures and reduced fluctuation range.

Key physiological mechanisms:

  • Activation of the hypothalamic‑pituitary‑adrenal axis elevates cortisol, which modulates brown adipose tissue activity and heat generation.
  • Sympathetic nervous system stimulation increases norepinephrine release, driving vasoconstriction and tachycardia, both contributors to hyperthermia.
  • Persistent anxiety depresses thyroid hormone secretion, diminishing basal metabolic rate and promoting hypothermic trends.

Experimental observations in laboratory rats demonstrate:

  1. Short‑term restraint stress raises rectal temperature by 0.5–1.2 °C within minutes, returning to baseline after 30–60 minutes.
  2. Chronic unpredictable stress exposure lowers average daily temperature by 0.3–0.7 °C and narrows the diurnal variation.
  3. Pharmacological blockade of β‑adrenergic receptors attenuates stress‑induced hyperthermia, confirming sympathetic involvement.

Interpretation of thermal data requires accounting for anxiety‑related behavioral states. Elevated temperature may indicate heightened arousal, whereas sustained low temperature suggests maladaptive stress coping. Accurate assessment of temperature deviations thus provides a non‑invasive metric for evaluating the physiological impact of stress and anxiety in rodent models.

Neurological Disorders

Neurological disorders in laboratory rodents often manifest through alterations in thermoregulatory patterns. Precise measurement of core temperature provides a non‑invasive indicator of central nervous system integrity.

Common neurological conditions that affect thermal homeostasis include:

  • Traumatic brain injury, which disrupts hypothalamic set‑points and produces hyperthermia or hypothermia depending on lesion location.
  • Neurodegenerative diseases such as Parkinsonian models, where dopaminergic loss impairs autonomic regulation, leading to reduced basal temperature and diminished circadian fluctuation.
  • Seizure disorders, particularly status epilepticus, generate rapid, transient spikes in body temperature due to increased metabolic demand and sympathetic activation.

Experimental protocols that monitor temperature deviations must consider:

  1. Baseline range for healthy adult rats, typically 36.5 °C – 38.0 °C, with minimal diurnal variation.
  2. Thresholds for pathological change: sustained temperatures above 39.0 °C or below 35.5 °C correlate with heightened risk of neuronal injury.
  3. Methodology consistency, including probe placement (rectal versus telemetry) and ambient conditions, to avoid confounding influences on thermoregulatory readouts.

Pharmacological interventions targeting neurological dysfunction frequently modify thermal responses. For example, antiepileptic agents that enhance GABAergic transmission often normalize post‑seizure hyperthermia, while dopamine agonists can restore hypothermic trends in parkinsonian models.

Interpretation of temperature data should integrate additional biomarkers—electroencephalography, motor assessments, and histopathology—to confirm neurological impairment. Multimodal analysis strengthens diagnostic accuracy and supports the development of therapeutic strategies aimed at restoring both neural function and thermoregulatory stability.

Implications for Research and Animal Welfare

Monitoring Temperature in Laboratory Settings

Accurate temperature monitoring is essential for maintaining physiological stability in laboratory rodents. Continuous or periodic measurement provides data for assessing health, experimental validity, and welfare compliance.

Key parameters for effective monitoring include:

  • Ambient temperature control within the housing unit, typically maintained between 20 °C and 26 °C.
  • Core body temperature recording using rectal probes, telemetry implants, or infrared thermography, with calibration against reference standards.
  • Frequency of measurements aligned with experimental protocols; acute studies often require real‑time telemetry, while chronic studies may rely on daily rectal checks.
  • Data logging systems that ensure timestamped records, redundancy, and secure storage for audit trails.

Best practices:

  • Validate equipment before each use; verify sensor accuracy within ±0.2 °C.
  • Minimize handling stress by employing habituation procedures and using anesthetic agents only when required for invasive measurements.
  • Synchronize temperature data with other physiological variables (e.g., heart rate, activity) to detect correlated deviations.
  • Implement alarm thresholds (e.g., core temperature below 35 °C or above 39 °C) linked to automatic notifications for immediate intervention.

Typical deviations and interpretation:

  • Hypothermia often signals inadequate bedding, drafts, or metabolic disturbances; corrective actions involve adjusting ambient temperature and providing supplemental heating.
  • Hyperthermia may indicate environmental overheating, infection, or excessive metabolic demand; response includes cooling measures and clinical assessment.
  • Fluctuations beyond normal circadian patterns can reflect stressors, pharmacological effects, or equipment malfunction; systematic investigation is required to isolate the cause.

Consistent application of these procedures supports reproducible research outcomes and aligns with institutional animal care guidelines.

Therapeutic Interventions for Temperature Dysregulation

Therapeutic strategies for correcting abnormal thermal regulation in laboratory rodents focus on pharmacological, environmental, and supportive measures that restore homeostatic balance.

Pharmacological options include agents that modify hypothalamic set‑point, such as antipyretics (e.g., acetaminophen) that inhibit prostaglandin‑E2 synthesis, and adrenergic agonists or antagonists that adjust peripheral vasomotor tone. In cases of hypothermia, sympathomimetic drugs (e.g., ephedrine) enhance heat production through increased metabolic rate and vasoconstriction. Dose regimens must consider species‑specific pharmacokinetics and the risk of interfering with experimental endpoints.

Environmental interventions involve precise control of ambient temperature, humidity, and airflow within animal housing. Adjustable heating pads, infrared lamps, and insulated nesting material provide localized warmth, while forced‑air cooling systems and chilled water bottles deliver rapid cooling when needed. Continuous monitoring with telemetry devices enables real‑time adjustment of environmental parameters.

Supportive care addresses metabolic demands and circulatory stability. Intravenous or subcutaneous administration of warmed isotonic fluids counteracts hypovolemia and supports thermogenesis. Nutritional supplementation with high‑calorie diets or glucose solutions supplies substrates for endogenous heat production. In severe cases, external warming blankets or forced‑air warming blankets maintain core temperature during anesthesia or surgical procedures.

Effective management requires integration of these modalities, guided by frequent assessment of rectal or telemetry‑derived core temperature, heart rate, and metabolic markers. Protocols should be documented, reproducible, and aligned with ethical standards for animal welfare.