1. Introduction
The red deer (
Cervus elaphus) is one of the most widespread and ecologically adaptable cervids in Europe, holding both ecological and cultural importance [
1,
2]. Its remarkable plasticity enables survival in highly diverse habitats, from dense forests to open grasslands [
3,
4,
5]. Nevertheless, population dynamics are uneven across the continent: while some Central European populations experience genetic erosion and demographic decline due to habitat fragmentation and anthropogenic pressures, Romanian populations remain relatively stable, with more than 35,000 individuals distributed mainly in the Carpathian Mountains [
6,
7,
8]. This regional heterogeneity emphasizes the importance of conducting population-specific physiological studies to strengthen conservation and management efforts.
Hematological parameters represent a cornerstone of wildlife health assessment, as they provide insights into oxygen transport, immune status, and the physiological impact of seasonal or reproductive strain. Red blood cell indices such as RBC, HGB, and HCT reflect oxygen-carrying capacity and aerobic performance, which may vary according to season, reproductive status, and body condition [
9,
10,
11]. For example, post-rut males often display reduced erythrocyte indices due to the catabolic costs of reproduction, whereas females tend to maintain more stable values [
12]. Leukocyte counts (WBC) provide information about immunocompetence, parasite burden, or exposure to pathogens [
13,
14], while platelets (PLTs), beyond their primary hemostatic role, have also been linked to inflammation and acute stress responses [
15,
16]. Such hematological data are therefore essential for understanding both immediate and long-term physiological adjustments in wild deer populations.
Biochemical parameters complement hematology by indicating metabolic balance, nutritional intake, and organ function. Serum urea and total protein are markers of protein turnover and nitrogen metabolism [
17], glucose reflects short-term energy regulation and the metabolic costs of physical activity or reproduction [
18], while cholesterol and triglycerides mirror lipid reserves and mobilization of fat stores, especially relevant during energetically demanding periods such as the rut [
19,
20]. In cervids, seasonal variation in these metabolites has been associated with feeding ecology, reproductive effort, and body condition [
21,
22]. For instance, studies have shown that nutritional condition and seasonal feeding strategies strongly influence circulating lipid and protein levels [
22,
23,
24,
25,
26,
27,
28].
Hormonal and stress-related markers such as cortisol, testosterone, and progesterone provide additional context, as they capture physiological trade-offs between reproduction, metabolism, and stress [
23,
24]. Cortisol, in particular, is a widely used indicator of hypothalamic–pituitary–adrenal (HPA) axis activity in wildlife research [
25,
26]. Elevated cortisol has been reported in red deer during hunting or capture [
27], as well as in other cervids and ungulates exposed to environmental or management stressors [
29,
30]. Progesterone has also been linked to reproductive status and oxidative balance in ruminants [
25]. Although such endocrine markers were not measured in the present study, their mention provides a broader context, underlining the potential interactions between hormonal, hematological, and biochemical pathways in wild populations.
Despite their recognized importance, reference values for hematological and biochemical parameters remain scarce for free-ranging red deer in Eastern Europe. Most available data originate from farmed or captive individuals, or from populations in Western and Northern Europe, where ecological conditions and management differ substantially [
26,
28]. Furthermore, values from domestic ruminants such as sheep, goats, or cattle are often extrapolated to wild cervids, despite clear interspecific physiological differences that limit comparability [
27]. In Eastern European contexts, research has historically emphasized disease surveillance rather than establishing baseline physiological parameters, leaving significant gaps in knowledge about natural variability across sex and season [
21,
28].
The present study was therefore designed to address these gaps. We investigated hematological and biochemical parameters in free-ranging red deer harvested during the legal hunting season in the Eastern Carpathians of Romania. We hypothesized that post-rut males would exhibit markers indicative of reproductive strain and metabolic stress, whereas females would maintain comparatively stable values across autumn and early winter. Additionally, correlation analysis was performed to highlight interdependencies among markers, providing an integrated perspective on red deer physiology under natural ecological conditions.
2. Materials and Methods
2.1. Study Area Description
The study was conducted within the FV 20 Lepșa hunting ground, located in the mountainous area of the Curvature Carpathians, Vrancea County, Romania.
The area is naturally delimited by major geographical and hydrographic features: to the north, the boundary follows OS Mănăstirea Cașin–Oituz–Sboina–Coasa Peak; to the east, it extends along the Socilor stream and then the Deju stream, up to national road DN 2D; the southern limit is defined by DN 2D road toward the village of Lepșa, continuing along the Putna and Lepșa streams; and, to the west, the boundary follows the Lepșa Ridge up to the Piatra Scrisă area (see schematic map of FV 20 Lepșa).
This region is characterized by a complex mosaic of forest and subalpine ecosystems, providing optimal conditions for the development of free-ranging red deer populations.
2.2. Subjects of Study
This study was conducted on a total of 40 red deer individuals, harvested from free-ranging populations inhabiting the natural environment of the FV 20 Lepșa hunting ground, Vrancea County, Romania. The biological sample was rigorously structured based on sex, season of collection, and age of the individuals in order to reduce unspecific biological variability.
The sample included the following:
A total of 20 males: 10 collected during the autumn season (September–November), and 10 during the winter season (December–February);
A total of 20 females: 10 collected in autumn, and 10 in winter.
The age and sex distribution of all sampled red deer is presented in
Table 1. Individuals were aged between 3 and 6 years, determined primarily by dentition analysis. Age estimation was based on the eruption pattern and degree of wear of incisors, premolars, and molars: three-year-old animals show fully erupted but only slightly worn permanent teeth, whereas four- to five-year-olds exhibit moderate wear with visible changes in cusp shape and enamel grooves. By six years, molars present rounded cusps and more pronounced dentin exposure on the occlusal surface. For males, antler development was also considered, with younger adults (3–4 years) having thinner beams and fewer tines, while older individuals (5–6 years) displayed thicker antlers with more ramification. Additional criteria included overall body size and muscular condition, allowing a clear distinction between mature adults and younger subadults or senescent individuals.
Harvesting was performed exclusively during the legal hunting season, using authorized game management methods and in accordance with national legislation on sustainable wildlife management (Hunting and Game Fund Protection Law no. 407/2006, with subsequent amendments and completions).
All animals were harvested by certified personnel under conditions aimed at minimizing stress and suffering, in compliance with ethical principles for the use of animals in research. The study protocol was reviewed and approved by the Bioethics Committee of the Faculty of Food and Animal Sciences, Iași University of Life Sciences, Romania (Approval Code: 73/01.17.2024; Approval Date: 17 January 2024).
According to the provisions of Directive 2010/63/EU on the protection of animals used for scientific purposes, this study did not involve experimental procedures on live animals, as biological material was collected post-mortem from legally harvested individuals. Therefore, the present work complies with both EU regulations and national ethical requirements.
All animals included in the study were judged to be clinically healthy based on post-mortem veterinary inspection. Inclusion criteria comprised good body condition, absence of external injuries or ectoparasite infestation, and lack of gross pathological lesions in major organs. No abnormalities were reported by hunters or wardens before harvest.
2.3. Sample Collection
Blood samples were collected strictly post-mortem, within a maximum of 30 min after the animals had been legally harvested, in order to minimize degradation of hematological and biochemical parameters. Depending on carcass accessibility, blood was obtained either by transthoracic cardiac puncture (without full opening of the thoracic cavity) or from the jugular vein. Sampling was performed using sterile disposable needles and Vacutainer tubes under clean field conditions; no trichotomy was applied, as surgical asepsis was not required for the type of analyses conducted.
For hematological examinations, blood was collected into EDTA-K3 anticoagulant vacutainers, which were gently inverted to ensure proper mixing and then placed into insulated containers with cold packs to maintain ~4 °C during transport. These samples were transported under controlled temperature conditions to the laboratory and analyzed on the same day of arrival.
For biochemical analyses, blood was collected into plain Vacutainers (without anticoagulant). These tubes were maintained at 4 °C during transport and, upon arrival at the laboratory, were allowed to clot at room temperature (20–22 °C) for 30–45 min before centrifugation at 3000 rpm for 10 min. The resulting serum was transferred to sterile Eppendorf tubes, stored at 4 °C, and analyzed within 2 h.
The 30 min interval refers exclusively to the maximum time allowed between animal death and blood collection in the field. The maximum transport time from field to laboratory never exceeded 12 h, and all analyses (hematological and biochemical) were completed on the same day of collection.
2.4. Hematological Analysis
Hematological parameters were measured using the URIT-300 Vet Plus hematology analyzer (URIT Medical Electronic Co., Ltd., Guilin, China). The analyzer was operated in the species-specific ‘bovine’ mode, recommended by the manufacturer for cervids. Internal quality control (IQC) was performed during the analytical session using the URIT Veterinary Hematology Control (three-level commercial control material supplied by the manufacturer), covering low, normal, and high ranges for red and white blood cell counts, hemoglobin, and platelets. Control results were plotted on Levey–Jennings charts and evaluated according to Westgard rules to detect analytical shifts or trends. Calibration of the device was carried out according to the manufacturer’s recommendations, and all measurements were accepted only when the internal quality controls fell within the established reference ranges provided by the control material.
The parameters analyzed were as follows:
- ○
WBC (×103/mm3): total white blood cell count;
- ○
RBC (×106/mm3): total red blood cell count;
- ○
HGB (g/dL): hemoglobin concentration;
- ○
HCT (%): hematocrit;
- ○
PLT (×103/mm3): total platelet count.
2.5. Biochemical Analysis
The biochemical determinations were conducted using the Cormay Accent 200 S automated clinical chemistry analyzer (PZ Cormay S.A., Lomianki, Poland), a multispecies-compatible device designed for use in both human and veterinary laboratories. The analyzer operates on photometric and enzymatic-kinetic principles, with each biochemical parameter measured at its specific absorbance wavelength to ensure optimal sensitivity and accuracy.
The following serum biochemical markers were quantified:
- ○
Glucose (mg/dL)—indicator of short-term energy metabolism and stress response;
- ○
Urea (mg/dL)—reflective of protein catabolism and renal function;
- ○
Total cholesterol (mg/dL)—related to lipid metabolism and general nutritional status;
- ○
Triglycerides (mg/dL)—additional marker of lipid metabolism;
- ○
Total protein (g/dL)—composite indicator of nutritional state, liver function, and immune status.
To ensure analytical precision and reproducibility, internal quality control procedures were implemented during the analytical session. Standardized control sera with certified analyte concentrations (provided by the manufacturer or laboratory-validated) were analyzed prior to and throughout the run, and any deviations outside the accepted ranges would have triggered recalibration or reanalysis. The use of a multispecies-compatible analyzer together with standardized quality assurance protocols ensured accurate and consistent quantification of serum biochemical parameters, providing a reliable basis for interpreting the physiological and metabolic status of free-ranging red deer under varying seasonal and ecological conditions.
2.6. Statistical Analysis
Statistical analysis was performed using IBM SPSS Statistics for Windows, Version 26.0 (IBM Corp., Armonk, NY, USA). All data were first tested for normality using the Shapiro–Wilk test and for homogeneity of variances using Levene’s test. Variables with a normal distribution are presented as mean ± standard deviation (SD), and group comparisons (male vs. female; autumn vs. winter) were performed using the independent samples t-test. For variables that did not follow a normal distribution, data are expressed as median and interquartile range (IQR, 25th–75th percentile), and comparisons were performed using the Mann–Whitney U test. Pearson’s correlation analysis was applied to normally distributed variables to assess associations between hematological and biochemical parameters. A p-value < 0.05 was considered statistically significant.
4. Discussion
Total white blood cell (WBC) counts did not differ significantly between sexes, with mean values of 6.01 ± 1.49 ×10
3/mm
3 in males and 6.66 ± 1.76 ×10
3/mm
3 in females (
p = 0.2815). Although females showed slightly higher averages, the wide overlap in ranges (3.13–8.36 in males; 3.19–9.76 in females) indicates stable immunological homeostasis across sexes. This pattern suggests that the studied animals were in good physiological condition, without evidence of infection or capture-related stress. Similar findings have been reported in free-ranging cervids, where WBC variability was more closely associated with acute stressors, parasitic load, or disease outbreaks than with sex or season [
16,
17,
18,
19]. The absence of seasonal differences in our study further supports the idea that leukocyte counts are relatively insensitive to rut-related metabolic strain or moderate hormonal changes, confirming their value as a conservative marker of immune stability in red deer populations.
Red blood cell (RBC) counts tended to be higher in males (7.17 ± 1.22 ×10
6/mm
3) than in females (6.40 ± 1.05 ×10
6/mm
3), although this difference did not reach statistical significance (
p = 0.0745). Hemoglobin (HGB) concentrations showed a similar pattern, averaging 14.08 ± 2.08 g/dL in males versus 12.70 ± 1.80 g/dL in females (
p = 0.0625). Taken together, these trends suggest a sex-specific erythropoietic response in males, consistent with the increased metabolic demands of the rut, when locomotor activity, reproductive competition, and territorial behavior intensify oxygen requirements. Previous studies in red deer and other cervids have reported comparable associations between erythrocyte indices, antler growth, and reproductive effort, often mediated by photoperiod-driven testosterone secretion and sustained physical stress [
17,
18,
19]. Elevated hemoglobin has also been associated with dominance and reproductive success, underlining its role not only as a health indicator but also as a marker of ecological fitness [
17]. By contrast, the relative stability of female values reflects the absence of intense reproductive strain during this period.
In December, clear sex-related differences were detected for hemoglobin (13.88 ± 2.11 g/dL in males vs. 12.04 ± 1.59 g/dL in females) and platelet counts (297.8 ± 59.9 ×10
3/mm
3 vs. 253.1 ± 50.9 ×10
3/mm
3,
p < 0.05 for both). Hematocrit values also remained higher in males (38.2 ± 2.9% vs. 34.7 ± 3.1%), reflecting a consistent male-biased erythrocyte profile. These differences are likely driven by testosterone-induced erythropoiesis and hemoconcentration associated with reduced water and food intake during the rut, as documented in ecophysiological studies of red deer [
18,
19]. While such adjustments enhance short-term aerobic performance and reproductive competitiveness, persistently elevated HGB and HCT may also signal post-rut exhaustion or dehydration, with potential survival costs.
Platelet counts followed a similar trajectory, being only marginally higher in males in September but reaching statistical significance in December. Beyond their hemostatic function, platelets are increasingly recognized as markers of inflammation and stress. Elevated values in males likely reflect cumulative physical effort, microtrauma, and metabolic strain, while stress-induced splenic release of platelets has been described in cervids and mouflons under cold or high-activity conditions [
16,
17]. Together with erythrocyte indices, higher PLT in males may therefore represent an additional biomarker of reproductive effort and post-rut physiological strain, warranting further investigation in relation to overwintering survival.
Leukocyte (WBC) values remained stable between sexes (6.14 ± 1.70 ×10
3/mm
3 in males; 6.59 ± 1.91 ×10
3/mm
3 in females;
p = 0.4523), confirming the maintenance of immunological homeostasis during moderate winter stress. Previous studies indicate that leukocyte counts are relatively insensitive to seasonal variation, except under infection or systemic stress [
16,
19]. Slightly higher values in females may reflect mild immunological activation linked to hormonal changes and cold adaptation, as reported by other authors [
17].
Red blood cell (RBC) counts were comparable (6.63 ± 1.11 ×10
6/mm
3 in males; 6.29 ± 1.21 ×10
6/mm
3 in females;
p = 0.4711). This convergence is consistent with the post-rut recovery phase, when males reduce locomotor activity and metabolic rate. Both sexes adopt energy-saving strategies, leading to reduced oxygen demand. Gaspar-López et al. (2011) reported similar trends, with gradual declines in RBC after reproduction, paralleling reduced testosterone and muscular activity [
18].
Hemoglobin (HGB) concentrations were significantly higher in males (13.88 ± 2.11 g/dL) compared to females (12.04 ± 1.59 g/dL;
p = 0.0115). This persistence of elevated male values suggests a delayed effect of autumnal erythropoiesis, a form of “hematological inertia.” Dziki-Michalska et al. (2024) proposed that high hemoglobin supports males facing thermal stress and limited resources during winter [
17]. In contrast, female HGB remained stable, reflecting a more conservative physiological strategy.
Hematocrit (HCT) values also remained significantly higher in males (38.21 ± 2.94%) than in females (34.68 ± 3.11%;
p = 0.0057). This may reflect prolonged testosterone-driven erythropoiesis, reduced water intake, or hemoconcentration due to metabolic stress. Gaspar-López et al. (2011) similarly observed persistently elevated HCT in dominant males until early winter [
18]. Subclinical dehydration and metabolic strain may further contribute to this pattern.
In females, lower hematocrit values reflect both the absence of intense metabolic activity in previous months and more effective hydration or conservative plasma volume regulation. These sex-based differences are physiologically and ecologically relevant, highlighting distinct adaptive strategies during seasonal transition.
Platelet (PLT) counts were slightly higher in males (268.91 ± 51.28 ×10
3/mm
3) than in females (243.09 ± 48.07 ×10
3/mm
3), although not significant (
p = 0.1414). This pattern mirrors September values, suggesting increased platelet mobilization in males, potentially linked to post-rut stress. In cervids, mild thrombocytosis is often interpreted as a nonspecific response to chronic stress, low-grade inflammation, or hemoconcentration [
17,
19]. In females, lower and more stable PLT values are consistent with the absence of reproductive strain, while the reduced sex difference in winter indicates convergence toward a common hematological profile driven by energy conservation.
In males, WBC counts (6.14 ± 1.70 ×10
3/mm
3; range 3.98–8.92) remained within physiological limits, confirming immunological homeostasis during moderate winter stress [
16,
19]. RBC averaged 6.63 ± 1.11 ×10
6/mm
3 (range 4.91–8.47), lower than in September, reflecting adaptation to reduced metabolic demands. Gaspar-López et al. (2011) similarly reported a post-rut decline in RBC, associated with lower testosterone and energy expenditure [
18]. Hemoglobin concentrations remained high (13.88 ± 2.11 g/dL; range 10.78–16.44;
p = 0.0115 vs. females), likely due to delayed erythropoietic stimulation or suboptimal hydration. Dziki-Michalska et al. (2024) suggested that males maintain elevated HGB post-rut as an adaptive strategy against thermal stress and energy depletion [
17]. Hematocrit values were also significantly higher (38.21 ± 2.94%; range 33.74–43.40;
p = 0.0057), supporting the hypothesis of gradual physiological recovery, with persistent hemoconcentration and residual hormone influence [
18].
In females, white blood cell (WBC) counts averaged 6.59 ± 1.91 ×10
3/mm
3, slightly higher at the upper limit than in males, which may indicate mild immune activation in response to environmental stressors [
17]. Red blood cell (RBC) values (6.29 ± 1.21 ×10
6/mm
3) and hematocrit (34.7 ± 3.1%) remained within physiological limits, reflecting stable hematopoietic activity and effective conservation strategies during early winter. Hemoglobin concentrations were significantly lower in females (12.04 ± 1.59 g/dL) compared to males, consistent with reduced oxygen demand and a more conservative metabolic profile [
19].
Overall, the December hematological profile underscores divergent seasonal strategies between sexes: males show persistently elevated erythrocyte parameters, likely reflecting residual post-rut erythropoiesis and individual variability in rut intensity, whereas females display a more stable profile with limited fluctuations, highlighting their capacity to maintain immunological and metabolic homeostasis outside reproduction.
In females, platelet counts averaged 243.09 ± 48.07 ×103/mm3 (range 170.36–329.71), slightly lower than in males but with wide variability, possibly related to reproductive status, microtrauma, or oxidative stress. Overall, females display a conservative hematological profile adapted to winter survival, with minimal inter-individual variation, reflecting an ecological strategy focused on resource conservation outside the reproductive season.
Cholesterol levels were slightly higher in males (119.69 ± 17.55 mg/dL) than in females (112.20 ± 17.00 mg/dL), though not significant (
p = 0.2901). This difference may reflect residual lipid mobilization and hepatic steroid synthesis in males recovering from the rut, while lower female values suggest stable metabolism in the absence of major endocrine fluctuations [
18]. Seasonal variation in cholesterol has also been linked to food availability and oxidative stress in cervids [
19].
Serum urea concentrations were comparable (30.42 ± 7.18 mg/dL in males; 28.87 ± 6.49 mg/dL in females;
p = 0.5431), indicating moderate protein catabolism during reduced winter food intake. Values fall within reported physiological ranges for wild cervids [
17,
20]. The slight male increase may be associated with muscle recovery post-rut but lacks pathological significance.
Blood glucose levels were nearly identical (96.93 ± 12.53 mg/dL in males; 97.63 ± 13.14 mg/dL in females;
p = 0.8707). This stability reflects decreased locomotor activity, uniform feeding, and reliance on internal energy reserves in winter. Similar glycemic stability has been reported in both sexes as part of a seasonal overwintering strategy [
17,
20].
Creatinine levels were consistent across sexes (1.40 ± 0.24 mg/dL in males vs. 1.43 ± 0.21 mg/dL in females;
p = 0.7709), confirming preserved muscle condition and normal renal function. Similar stability has been reported in cervids under non-stressful conditions, with little sex- or season-related variation [
16,
19]. This pattern suggests that both sexes reach a metabolic equilibrium in winter, characterized by reduced protein turnover and lower physical activity.
Total protein concentrations were slightly higher in males (6.91 ± 0.55 g/dL) than in females (6.67 ± 0.67 g/dL;
p = 0.2946), possibly reflecting residual tissue regeneration after the rut or subtle differences in dietary intake. These values fall within physiological limits reported for European red deer [
17,
18]. In females, comparatively lower values may indicate more efficient protein utilization or reduced dietary input.
Albumin levels were similar between sexes (3.77 ± 0.43 g/dL in males vs. 3.72 ± 0.45 g/dL in females; p = 0.7763), as were A/G ratios (1.20 ± 0.21 vs. 1.23 ± 0.19; p = 0.6651). Given their sensitivity to hepatic function, chronic inflammation, and hydration status, the stability of these parameters reinforces the conclusion that both sexes maintained good clinical and metabolic conditions during early winter.
Albumin levels were slightly higher in males (3.77 ± 0.43 g/dL) than in females (3.72 ± 0.45 g/dL), while the albumin/globulin (A/G) ratio was similar (1.20 ± 0.21 vs. 1.23 ± 0.19;
p = 0.7763 and
p = 0.6651). According to Hunchak (2024), albumin fluctuations generally indicate pathological states (e.g., chronic infections, protein loss, liver disease), whereas the A/G ratio remains stable in healthy animals [
19]. In this study, both parameters confirm the absence of inflammatory or hepatic dysfunction, supporting ecological and welfare assessments in red deer populations.
Serum glucose levels were nearly identical between sexes (96.93 ± 12.53 mg/dL in males; 97.63 ± 13.14 mg/dL in females;
p = 0.8707). This uniformity reflects metabolic stabilization, as winter is characterized by reduced locomotor activity, conservative behaviors, and reliance on stored carbohydrates [
17]. Stable glucose values thus confirm effective adaptation to cold conditions and the absence of metabolic stress.
Cholesterol levels were slightly higher in males (119.7 ± 17.6 mg/dL) than in females (112.2 ± 17.0 mg/dL;
p = 0.2901), a trend also evident in September. This likely reflects persistent lipid mobilization during post-rut recovery, with ongoing energy replenishment and hepatic steroid synthesis [
18]. In females, more stable cholesterol values indicate balanced lipid metabolism and consistent hepatic function. Seasonal variation in cervids has been linked to forage composition, oxidative stress, and reproductive effort [
19], but in this population, lipid homeostasis appeared well maintained across sexes.
Mean urea concentrations were comparable between sexes (30.4 ± 7.2 mg/dL in males vs. 28.9 ± 6.5 mg/dL in females;
p = 0.5431), suggesting moderate protein catabolism and efficient renal clearance. These results align with previous studies showing that urea levels in cervids during winter depend primarily on dietary protein availability rather than sex [
19]. The slight male increase may reflect muscle recovery following the rut, but has no pathological significance.
Creatinine levels were consistent between sexes (1.40 ± 0.24 mg/dL in males; 1.43 ± 0.21 mg/dL in females;
p = 0.7709), suggesting stable muscle mass and preserved renal function. This is typical of the biological resting phase (post-rut in males, anestrus in females), when diet and activity are reduced. Similar findings were reported by Ilie & Enescu (2018) and Rafaj et al. (2011) in cervids from temperate ecosystems [
16,
20].
Total protein concentrations were slightly higher in males (6.91 ± 0.55 g/dL) than in females (6.67 ± 0.67 g/dL;
p = 0.2946), reflecting nutritional balance and normal hepatic function. The marginal increase in males may be linked to tissue repair after rut, while female values confirm stable adaptation and the absence of inflammatory responses [
17,
18].
Overall, biochemical markers indicate a shared winter metabolic equilibrium across sexes, characterized by reduced energetic demands, preserved protein metabolism, and stable hepatic and renal function. No signs of systemic stress or pathology were detected.
To further explore functional relationships among these parameters, Pearson correlation coefficients were calculated.
The correlation analysis revealed significant relationships among several hematological parameters, supporting interdependent mechanisms in erythrocyte and platelet homeostasis. The strongest association was observed between hemoglobin (HGB) and hematocrit (HCT) (r = 0.899), confirming their co-dependence in oxygen transport capacity [
18,
19]. Red blood cells (RBCs) were also positively correlated with both HGB (r = 0.738) and HCT (r = 0.732), consistent with the coordinated regulation of erythropoiesis. Similar patterns were reported by Barić Rafaj et al. (2011) in cervids under field conditions [
16].
By contrast, white blood cell (WBC) and platelet (PLT) counts showed no significant correlations with other hematological indices, suggesting functional independence of leukocyte and thrombocyte compartments. This likely reflects their regulation by distinct physiological pathways and higher individual variability.
Among biochemical parameters, total protein (TP) and albumin (ALB) were strongly correlated (r = 0.777), as albumin represents a major serum protein fraction and both are jointly regulated by hepatic function [
17,
19]. A positive correlation was also found between urea and creatinine (r = 0.588), indicating coordinated nitrogen metabolism and renal excretory function [
20]. Glucose and cholesterol showed no significant associations, suggesting that glycemia and lipid metabolism are influenced by independent regulatory and nutritional factors during the winter resting phase.
Sex- and season-specific correlation analyses provided additional insight into physiological regulation. In males during September, erythrocyte indices showed strong internal consistency (HGB–HCT, r = 0.897; RBC–HGB, r = 0.738; RBC–HCT, r = 0.732), pointing to synchronized erythropoiesis in response to the high energetic and oxygen demands associated with post-rut activity. In the same period, a positive correlation between glucose and albumin (r = 0.686, p = 0.0428) suggests an adaptive link between energy availability and hepatic protein synthesis as males prepared for the transition into winter.
In females during September, erythrocyte correlations were also evident (HGB–HCT, r = 0.782), confirming the robustness of this hematological module. However, a significant negative association between total protein and hemoglobin (r = –0.606, p = 0.0166) may indicate a redistribution of protein fractions toward globulins, potentially reflecting reproductive status, immune modulation, or seasonal shifts in dietary quality. Such patterns highlight the importance of considering sex-specific strategies when interpreting hematological and biochemical interrelationships in free-ranging cervids.
In December males, the erythrocyte compartment again showed strong internal coherence (HGB–HCT, r = 0.889; RBC–HGB, r = 0.783; RBC–HCT, r = 0.810), confirming synchronized regulation of oxygen transport capacity during the post-rut recovery phase [
18]. Additional significant associations between total protein and albumin (r = 0.777,
p = 0.0076) and between urea and creatinine (r = 0.588,
p = 0.0437) reflected stable hepatic protein synthesis and renal excretory function, suggesting that males had reached a metabolic equilibrium despite residual reproductive strain [
16,
17,
19].
In December females, the HGB–HCT correlation remained strong (r = 0.799,
p = 0.0050), indicating consistency in erythrocyte regulation. However, a significant negative association between hemoglobin and platelet counts (r = –0.627,
p = 0.0175) points to differential regulation of oxygen transport and thrombocyte activity during reproductive rest. In addition, the positive correlation between albumin and urea (r = 0.637,
p = 0.0156) highlights coordinated pathways of hepatic protein synthesis and nitrogen metabolism, possibly reflecting adaptations to limited dietary input during winter [
17,
19].
Taken together, these correlation patterns underline the robustness of the erythrocyte module across sexes and seasons, ensuring stable oxygen-carrying capacity [
18]. By contrast, biochemical variables revealed sex- and season-dependent adjustments, pointing to subtle metabolic adaptations and ecological strategies [
17,
19]. The presence of inverse or sex-specific associations emphasizes the influence of independent regulatory pathways and external factors such as climate, nutrition, and behavior [
29]. These findings provide a basis for refining future monitoring of health, welfare, and ecological adaptability in free-ranging red deer of the Carpathians.