3. Discussion
This study investigated sickness behavior and the microglial response as indicators of the inflammatory response to toxoplasmosis in two mouse strains: BALB/c and Swiss albino. The findings reveal differences in microglial response and disease progression between these strains, suggesting that BALB/c and Swiss albino mice regulate the inflammatory response to infection in distinct ways. This differential regulation may account for the observed variations in the tolerance and resistance of each strain to the parasite.
The host immune system mounts a coordinated response to infections by pathogens, with the primary goal of restoring homeostasis and safeguarding the individual from tissue damage. To counteract the pathogen, the host employs two main strategies: resistance and tolerance [
6,
7,
72]. The specific nature of these responses can differ across species and even among individuals within the same species. Resistance encompasses both innate and adaptive immune responses designed to curb pathogen replication. In contrast, disease tolerance involves the immune system permitting the coexistence of the pathogen within the host, often with minimal or no clinical symptoms, while still allowing sufficient pathogen replication for transmission.
The behavioral observations in this study indicate that during the acute phase of infection, Swiss albino mice exhibited a dysregulated immune response, leading to the death of five mice by 11 dpi. The mice that survived exhibited reduced aversion to feline odors at 12 dpi, spent more time at the periphery of the open field, but did not demonstrate a significant increase in periods of immobility. In contrast, all infected BALB/c mice survived the initial phase of the infection. By 22 dpi, these mice showed decreased avoidance of feline odors, longer durations of immobility, and increased time spent at the open field’s edges. By day 43 dpi, BALB/c mice continued to spend more time in areas with feline odors, suggesting that the behavioral alterations noted at 22 dpi may have become enduring. The immune response of infected Swiss albino mice is similar to that observed in C57Bl6 infected mice [
73,
74], and previous reports comparing BALB/c and C57Bl6 lineages have also reported an increase in macrophage numbers during the late stages (56 dpi) of the disease in BALB/c mice compared to C57Bl6 infected mice. Additionally, activation pathways associated with neuropathology and neuroinflammation in BALB/c mice are downregulated compared to their counterparts in C57BL/6 mice [
73,
74,
75]. Such studies highlight how alterations in the host immune response influence pathogenicity to
T. gondii infection.
Between 22- and 43-days post-infection, BALB/c mice displayed behavioral changes that correlated with increased microglial activity. The microglia showed expanded trees and greater morphological complexity. By 43 dpi, however, the microglial response had decreased, and cysts were observed in the retina and cerebral cortex. Although the three microglia morphotypes identified at 22 and 43 dpi persisted, they exhibited morphometric features similar to those of control mice, as shown in
Figure S2. Further analysis of microglial arbor volume and shape showed that BALB/c mice had more complex and voluminous microglia, while Swiss albino mice displayed shrunken and rounded microglia similar to macrophages. These observations suggest different phases of the microglial inflammatory response between the strains, with differing functions. In Swiss albino mice, a surge in microglial activity at 12 dpi coincided with severe sickness behavior and fatalities at 11 dpi. Conversely, BALB/c mice exhibited behavioral and microglial changes peaking at 22 dpi, which returned to baseline with brain cyst presence at 43 dpi. It might be speculated that the delayed increased microglia number might have protected BALB/c mice from toxoplasmic encephalitis. In contrast, the Swiss albino mice exhibited a doubling in microglia number with macrophage-like morphologies at 12 days, indicating a potentially dysregulated inflammatory response that led to the more severe outcomes in this strain and the downstream failure to develop the odor response. Here, myeloid cell recruitment from the bloodstream into the
T. gondii-infected brain may have contributed to the fatal toxoplasmic encephalitis in albino Swiss as previously described in C57Bl/6J [see [
76]]. T-cells, particularly CD8+ T cells, also exhibit a marked increase in number in infected C57Bl/6J mice, concomitant with heightened levels of macrophages and activated microglia up to 28 dpi, after which they stabilized. Nonetheless, the virulence and persistence of the parasite in mice are tied to the host’s genetic background.
The severity of Toxoplasma infection in mice is determined by the ability of the parasite to counteract the host resistance to infection that appears to be targeted at interferon-gamma (IFN-γ) through its parasite-kinase [
77]. During the acute infection stage, there is an increase in neuronal cell death, activation and infiltration of microglia, expression of both inflammatory and anti-inflammatory cytokines, Stat1 phosphorylation, as well as enhanced microglia reactivity and associated gene transcripts [
78]. This suggests that the failure to evade the activation of innate and cellular inflammatory responses, accompanied by downstream neurodegeneration, might be responsible for an excessive inflammatory response [
78]. Microglia and macrophages are known to produce IFN-γ in the brain following infection with
T. gondii, which is responsible for controlling the behavior of tachyzoites through chemokine and MHC antigen expression [
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79]. This mechanism may stop parasite proliferation in the early stages of the disease in BALB/c mice but not in the Swiss albino [
12]. It has also been shown that the host’s tolerance mechanisms require the parasite’s engagement of the scavenger receptor CD36. This engagement is critical for the re-establishment of tissue homeostasis and survival following the acute phase of infection [
77].
It was demonstrated that the behavior of rodents infected with
T. gondii is affected by the parasite strain and the immune response of mouse model lineage [
80,
81]. Variations among the three primary strains of
T. gondii and their specific interactions within the infected host significantly influence the severity of infection [
82]. The acute virulence of the type I genotype, which was used in this study, is consistent with elevated tissue burdens compared to the non-virulent type II and Type III lineages [
83]. In a study using BALB/c mice, researchers investigated the impact of using different strains - ME-49 (type II) and VEG (type III) - of
T. gondii on outcome [
80]. The investigation encompassed assessments of learning and memory capabilities, locomotor activity, and aversion to feline odor. Additionally, the study measured the humoral immune response, the levels of total IgG anti-Toxoplasma, and the parasite load within the CNS. The findings revealed that mice infected with the VEG strain exhibited several notable differences compared to those infected with the ME-49 strain. These included increased levels of total IgG anti-Toxoplasma, a higher parasite burden in the CNS, impaired long-term memory, reduced mobility, and a diminished aversion to feline odor. This suggests that the genetic variation between the
T. gondii strains significantly influences the infection’s impact on the host, affecting both the immune response and behavioral outcomes [
84].
Comprehensive transcriptional profiling of mice during both the acute and chronic phases revealed that a distinct subset of host genes are induced in the immune response, and some are notably more pronounced during the chronic stage [
85]. Such finding indicates an enduring interplay between the pathogen and host that remains evident in the late stages when brain cysts are detected in the parenchyma [
85]. In the early stages of a systemic infection caused by
T. gondii, the parasite must express a different set of surface antigens inside a modified parasitophorous vacuole to encyst [
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86]. According to studies conducted on C57BL/6 mice, by 28 dpi, a chronic infection was established, with a late-stage bradyzoite phenotype dominating the infection. Transcriptomic analysis of C57BL/6 and BALB/c mice during progressive chronic
T. gondii infection showed significant changes in host genes [
75]. It is of interest to note that during
T. gondii infection, human neutrophil-like cells have been found to demonstrate antimicrobial responses to the chronic cyst, suggesting their participation in clearing the parasite [
87,
88].
- Technical limitations
Comparative studies often yield conflicting results, influenced by factors such as divergent animal lineages, variations in histological techniques, and inconsistencies in defining specific objects and areas for stereological estimates and three-dimensional (3D) reconstructions. To mitigate these sources of non-biological variation, we standardized tissue processing across all samples. It’s important to note that stereological estimates and 3D reconstructions are sensitive to mechanical factors, with severe shrinkage along the z-axis potentially manifesting as curled branches. To counteract this, we took samples from the central portion of the z-axis. Additionally, we adjusted all microglial reconstructions for z-axis shrinkage, adhering to guidelines recommended by Carlo and Stevens [
89]To ensure the reliability of our observations, different researchers independently reconstructed microglia within the same regions, allowing us to identify and consider any variations in our data.
4. Materials and Methods
Female albino Swiss mice were housed in compliance with the National Institutes of Health guidelines for laboratory animal care. Ethical approval for the experimental protocol was obtained from both the Ethics Committee on Experimental Animal Research at the Institute of Biological Sciences, Federal University of Pará, Brazil (CEUA nº 7961160818), and the Ethics Committee of the Evandro Chagas Institute (Protocol No.09/2021). All parasite handling procedures adhered strictly to the standards and criteria mandated by the International Biosafety Committee.
4.1. Animal Handling, Anesthesia, and the Instillation of T. gondii into the Eye
Thirty-four-month-old albino Swiss adult female mice from the animal services unit of Instituto Evandro Chagas were used in this study. They were housed in standard laboratory cages, provided ad libitum access to water and food, and maintained in a temperature-controlled environment (23±2°C) with a 12-hour light-dark cycle. Tachyzoites of the T. gondii R.H. strain (Genotype I) was acquired from the Toxoplasmosis Laboratory of Instituto Evandro Chagas.
For the experimental procedure, animals were anesthetized using avertin (0.08mg/5g of body weight). They had the conjunctival sac of their left eye instilled with either 5 µL of an infected suspension containing 48.5 x 106 parasites/mL (infected group) or an equal volume of saline solution (control group). Five subjects from both the infected and control groups were sacrificed at 12 days post-infection (dpi).
4.2. Behavioral Testing: Open Field and Olfactory Discrimination
For each mouse, we used the contrast index to assess the relative occupation of the three compartments in the olfactory test and the periphery vs central areas in the open field task [
49,
50]. This index provides a valuable method for normalizing the data. It scales the data to a standard range, typically between 0 and 1, making it easier to compare and analyze. This normalization technique also ensures that the data lies within a specific range, helping to reduce the impact of outliers and making the data more interpretable. We also measured immobility during the open field task.
- Open Field Test
The open-field test is a method used to observe the behavior of animals in a new environment. Typically, the animals tend to stay close to the walls of the arena, which is held to be anxiety behavior, although this is a controversial topic [
51]. This behavior is thought to be a defense mechanism that helps to reduce potential threats, such as predation [
52].
The open-field test comprised a gray polyvinyl chloride box (30 cm × 30 cm × 40 cm) that was divided digitally into equal central and peripheral regions. Each animal was placed individually in the center of the arena, and their exploratory activity was video recorded for three minutes. The ANY-maze (Stoelting Inc.) software was used to determine the distance traveled, immobility, and time spent in each region. The contrast between the time spent in the periphery and the center (C = (Tp – Tc) / (Tp + Tc), where C = contrast, Tp = time spent in the periphery, Tc = time spent in the center) was calculated. The apparatus was sanitized with 70% alcohol after each test to eliminate residual odors. Weekly open field tests were conducted in infected and control groups to monitor behavioral changes during disease progression.
- Olfactory Discrimination Test
Following the previous protocol, the olfactory discrimination (O.D.) test was conducted within a three-compartmental box [
49]. The experiment involved placing mice in a test apparatus consisting of three interconnected compartments. The mice were allowed to navigate through the compartments via polyvinyl tubes. Before the experiment, the mice were acclimated to clean compartments for five minutes, and the apparatus was cleaned with 70% alcohol.
During the olfactory test, the central compartment contained clean bedding, while the lateral compartments contained spoiled bedding from mice under examination and a mix of clean straw with feline feces. Each mouse was individually placed in the central compartment facing the wall, and their behavior was recorded for three minutes. We kept track of the amount of time spent in each compartment during the olfactory test and compared it to the total test duration. The contrast index was calculated using the formula C = (Tt – Tf) / (Tt + Tf), where Tt represents the total time and Tf represents the time spent in the compartment containing feline feces. As the contrast index decreased, indicating a greater preference for the compartment with feline feces, the amount of time spent in that specific compartment increased.
4.3. Histological and Immunohistochemical Procedures
Upon reaching the designated survival time, final behavioral tests were conducted before mice underwent weighing, anesthesia via intraperitoneal administration of 2,2,2-tribromoethanol (0.15 ml/g of body weight), and subsequent transcardial perfusion. The perfusion sequence involved heparinized saline followed by 4% paraformaldehyde in 0.1M phosphate buffer (pH 7.2–7.4). As the disease proved fatal for five Swiss albino mice at the 11th dpi, all mice of this lineage were euthanized at 12 dpi. In contrast, all BALB/c mice recovered from the acute stage of the disease and were euthanized at two different time points: 22 or 43 dpi. The five dead albino Swiss mice were not included in the analysis.
Serial anatomical sections (80-µm thick) were obtained using a Vibratome (MICROM, model HM 650 MK, Microm International GmbH, Walldorf, Germany) and subjected to immunolabeling using polyclonal antibodies. Brain sections underwent initial antigen retrieval in 0.2M boric acid (pH 8.0) at 70°C for 60 minutes and subsequent washing in 0.1M saline tris buffer solution (pH 7.2–7.4). Sections were then treated with 10% Casein for 60 minutes and incubated with the primary antibody (Anti-IBA-1 polyclonal antibody, Rabbit/Wako, code 01127991, Wako Pure Chemical Industries Ltd., Osaka, Japan) diluted in tris buffer saline (pH 7.0) at 1:500 concentration for 72 hours.
Selective immunolabeling for T. gondii antigens utilized polyclonal antibodies from the Laboratory of Toxoplasmosis at Instituto Evandro Chagas. These antibodies were generated via oral inoculation of BALB/c mice with 25 µL of a suspension containing ten tissue cysts of T. gondii cystogenic strains (VEG) diluted in 0.9% saline. At 40-45 dpi, blood was collected, and the separated serum samples underwent modified agglutination tests for anti-T. gondii total antibody detection.
The same T. gondii antigen detection procedures were adapted for retinas and brain sections. Brain sections underwent antigen recovery in 0.2M boric acid solution pH 9.0 at 70°C for an hour, followed by permeabilization with 5% Triton X-100 in 0.1M saline phosphate buffer for 5 minutes. A 10% casein solution in 0.1M saline phosphate buffer was employed to minimize nonspecific labeling.
Retinas underwent collagenase treatment (0.01% in 0.1M PBS) for 10 minutes at room temperature to facilitate antibody penetration. Subsequently, they were washed and immersed in a solution of 10% methanol + 3% hydrogen peroxide in 0.1M PBS for 15 minutes, followed by immersion in 0.1M PBS Triton 5% twice for 5 minutes each.
Brain sections and retinas underwent the Mouse-on-Mouse (M.O.M.) protocol (M.O.M. kit, Vector Laboratories, Burlingame, CA, U.S.A.) with M.O.M. IgG blocking for 1 hour, primary antibody incubation for 72 hours, and subsequent incubation with secondary antibodies (Biotinylated, Anti-Mouse IgG, Anti-Rabbit IgG, Vector, code ZB0924, BA-1400).
To reveal horseradish peroxidase (HRP) activity, the glucose-oxidase-DAB-nickel method [
53] was employed. Following appropriate agitation, retinas were mounted between two glass slides, while brain sections were mounted on gelatinized slides and left to dry at room temperature. After drying, the retinas and brain sections were counterstained with Giemsa and cresyl violet, respectively, followed by dehydration, and were cleared in alcohol and xylene. Coverslips were added with an embedding medium (Entellan).
The specificity of the immunohistochemical patterns was assessed by omitting the primary antibody [
54].
4.4. Stereological Counting Procedures
- Microscopy and Optical fractionator
In brief, we delineated at all levels in the histological sections the region and layers of the dentate gyrus, digitizing directly from sections using low power 4.0x objective on an Optiphot-2 microscope (Nikon, Japan) equipped with a motorized stage (MAC200). This system was coupled to a computer running Stereo Investigator software (MicroBrightField) used to store and analyze the x, y, and z coordinates of digitized points to detect and count unambiguously the objects of interest in the dissector probe, low power objective was replaced by a 100x oil immersion plan apochromatic objective (NIKON, NA 1.4) to count microglia.
- Area and objects of interest
The frontiers of the molecular layer of the dentate gyrus are conspicuous; the border between the polymorphic layer and the CA3 region was arbitrarily defined in horizontal sections with a straight line that connected the tip of the pyramidal cell layer of the CA3 with the two tips of the granular cell layer. CA3 pyramidal and dentate gyrus granular layers appeared as distinct bands easily distinguished from the polymorphic layer. A straight line was used to distinguish the microglia of the CA3 from the microglia of the polymorphic layer. All other layers of the dentate gyrus can be distinguished from each other owing to their distinct appearance, and individual microglia were identified on the sections that had been immunoreacted for IBA-1 (See
Figure S1).
After selectively immunolabeling the microglia, we quantified the IBA-1 immunolabeled cells in both control and infected mice using the optical fractionator method [
55]. This technique is resistant to histological changes, including tissue shrinkage and damage-induced tissue expansion [
56].
For each counting box placed at the molecular layer of the dentate gyrus, the section thickness was meticulously determined using the high-power objective, identifying the upper and lower bounds of the section. Microglial cell bodies that came into focus within the counting box were systematically counted and included in the overall marker sample. This ensures containment within the counting box or at the crossing of the acceptance lines, excluding contact with the rejection line [
57].
Total cell numbers were estimated using the number-weighted section thickness to account for uneven cell thickness and distribution at each counting site. The arrangement of counting boxes within a grid was systematically and randomly conducted to achieve an acceptable methodological error coefficient (C.E. < 0.05), utilizing the coefficient of Scheaffer, a previously validated and tested parameter [
58].
The estimation of total cell numbers via the optical fractionator involved multiplying the total counted markers within each counting box by three sampling fractions representing the section sampling fraction (ssf), area sampling fraction (asf), and thickness sampling fraction (tsf) after histological procedures. The equation used for estimating the total number of cells is given by:
N=ΣQ∗1/ssf∗1/asf∗1/tsf
where N represents the total number of cells, and ΣQ denotes the number of counted objects (markers) (55, 56, 59).
Table 1 provides detailed stereological parameters.
Figure S1 is a composition of screen captures and photomicrographs, a low-power image capturing the molecular layer of the dentate gyrus (shaded green area) - A, along with a grid utilized for cell counting (B), delineating acceptance (green) and rejection (red) lines within counting boxes (C). Additionally, (D) presents high-power photomicrography focusing on the IBA-1 immunolabeled microglia, the object of interest. It is important to note that the counting probes are systematically placed at fixed intervals across the molecular layer of each section, ensuring uniform sampling probability across all regions.
The stereological outcomes from various experimental groups were subjected to parametric statistical analyses utilizing two-tailed t-tests. Differences between groups were deemed significant at a 95% confidence level (p < 0.05).
In the present study, the acceptable level of errors in the cell number estimations was determined by considering the ratio between the intrinsic error introduced by the methodology and the coefficient of variation. To express the accuracy of the estimates, the coefficient of error (CE) was used, and a value of CE ≤ 0 was considered appropriate. This is because the variance introduced by the estimation procedure contributes very little to the observed group variance [
58,
59,
60]. The experimental parameters for IBA-1 cell marker and region were established in pilot experiments and applied consistently across all animals and regions of interest (
Table 2).
4.5. Three-Dimensional Reconstructions
When an organism experiences a perturbation to brain homeostasis, microglia morphology often changes in an attempt restore homeostasis and prevent tissue damage [
61,
62]. It is believed that form and function are interconnected, and the morphology of microglia can be examined to determine its contribution to homeostasis and imbalance. Multiple reactive microglial states are selected by the discrimination of discrete perturbations within the brain parenchyma in both physiological and pathological conditions [
63]. This substantial variability is reflected in the dispersion profiles in morphometric analyses of hundreds of cells reconstructed in each experimental group in the present work, requiring multivariate analysis for their morphological classification.
Microscopic three-dimensional reconstruction techniques, coupled with hierarchical cluster analysis of morphometric features, have been pivotal in classifying microglia across diverse species, elucidating their states under both homeostatic and non-homeostatic conditions (37, 50, 64, 65). This methodology provides an objective framework to characterize and quantify the observed morphological changes, offering insights into microglial alterations during normal homeostasis and neuropathological states [
66,
67,
68].
4.6. Stereological Sampling Approach and Hierarchical Cluster Analysis to Classify Microglia
Here, we used hierarchical cluster and discriminant analyses to classify microglial morphology. Microglia in the molecular layer of the dentate gyrus were carefully examined using a 100× oil immersion plan fluoride objective at high resolution (Nikon, numerical aperture - NA 1.3, depth of field - DF = 0.19 µm).
We captured and processed images using Neurolucida Neuron Tracing Software (Neurolucida Explorer 11.03; M.B.F. Bioscience, Williston, VT, U.S.A.). To create three-dimensional (3D) reconstructions, images were acquired with a high-resolution video camera and displayed on H.D. monitors. The morphological intricacies of microglia were carefully digitized point by point using Neurolucida and 3D reconstructions exclusively performed on cells displaying unequivocally intact arbors, with exclusion criteria applied to cells possessing artificially damaged branches (either at the surface or base of the sections) or incomplete immunolabeling. Terminal branches, usually finer in structure, were systematically confirmed before cell selection for 3D reconstruction. Microglia were selectively labeled with the IBA-1 antibody, and the photomicrographs depicted various magnifications of microglia from the 6-month-old mice in the molecular layer of the dentate gyrus (Mol-DG). To address z-axis shrinkage, as detailed in prior work, we applied a correction factor of 75% based on established evidence (Carlo and Stevens 2011).
We used systematic random sampling to ensure equal probability of selecting all dentate gyrus regions in the sample. Random and systematic horizontal section samples were taken from sections covering the entire hippocampal formation. The Mol-DG boxed areas were marked to indicate the location of individual microglia that were selected for 3-D reconstruction.
Figure S1D provides a detailed, high-powered view of IBA-1 immunolabeled microglia.
To assess the morphological features in uninfected (control) and
T. gondii-infected mice, we employed multivariate hierarchical cluster analysis, a methodology previously applied to classify neuronal types in the nucleus of the solitary tract [
69] astrocytes in the dentate gyrus [
70], and microglia in the hypoglossal nucleus [
68]. We used morphometric features with multimodality indices (M.M.I.) above 0.55 and applied Ward’s hierarchical clustering method, as Schweitzer and Renehan (1997) suggested. We estimated the MMI based on the skewness and kurtosis of our sample for each morphometric variable as MMI = [M32 +1] / [M4 + 3 (n - 1)2 / (n – 2) (n – 3)], where M3 is skewness, M4 is kurtosis, and n is the sample size [
69,
70,
71].
Some morphological features showed multimodality indices (M.M.I.) greater than 0.55. This indicates that their distributions were potentially multimodal or at least bimodal. The morphological classification was explained using a dendrogram and Ward’s method with standardized variables. Discriminant function analysis was then performed to determine the primary variables contributing to cluster formation. This analysis aimed to determine whether the clusters of cell morphologies significantly differed in the mean value of a particular variable. Based on that variable, group membership could be predicted.
We used multivariate F-tests to compare matrices of total variances and covariances to identify any significant differences between groups of variables with M.M.I.s exceeding 0.55. This procedure helped us to identify the morphometric variables that best differentiated the suggested microglia classes identified by cluster analysis. We also computed arithmetic means and standard deviations for the selected variables that proved to be the most reliable predictors for the microglia groups.
We conducted t-tests and two-way ANOVA to find microglia cluster differences within groups. We aimed to detect morphological variances in microglia morphometric features from the dentate gyrus of control and infected mice. We selected a representative cell for each group from three dentate gyrus cell types in control and infected mice. We used a distance matrix to identify the cell closest to all others, indicating its representativeness. This involved calculating a weighted scalar Euclidean distance between all cell pairs within a group, using the STATISTICA data analysis software, version 12, StatSoft, Inc. (2014), for the Euclidean distance matrices and sum of distances.
For behavior changes, we used ANY-maze, Biostat 5.4, and GraphPad Prism 9 for statistical analysis, removing outliers based on standard deviation. t-tests for two related samples on open-field test results and two-way ANOVA assessed interactions between experimental conditions and disease progression over time, were used.
Figure 1.
Comparative behavioral changes (A-C) and stereological estimation of total microglial numbers in the molecular layer of the dentate gyrus (D) in infected (green columns) and control (red columns) mice. Olfactory findings in infected mice (A) revealed a significant increase (BALB/c) and reduction (Swiss albino) in time spent in compartments with feline odorants compared to controls. In the open field arena, infected BALB/c mice displayed a significant increase in immobility compared to controls, while Swiss albino mice maintained their mobility levels (B); both strains showed consistent distribution patterns between the center and periphery of the open field (C). Notably, infected mice from both strains exhibited a significant increase in the total number of microglia (D).
Figure 1.
Comparative behavioral changes (A-C) and stereological estimation of total microglial numbers in the molecular layer of the dentate gyrus (D) in infected (green columns) and control (red columns) mice. Olfactory findings in infected mice (A) revealed a significant increase (BALB/c) and reduction (Swiss albino) in time spent in compartments with feline odorants compared to controls. In the open field arena, infected BALB/c mice displayed a significant increase in immobility compared to controls, while Swiss albino mice maintained their mobility levels (B); both strains showed consistent distribution patterns between the center and periphery of the open field (C). Notably, infected mice from both strains exhibited a significant increase in the total number of microglia (D).
Figure 2.
Dendrogram resulting from hierarchical cluster analysis applied to multimodal variables extracted from 3D reconstructions of microglia in the molecular layer of the dentate gyrus of control animals (top) and T. gondii infected (down) Swiss albino mice. Observe three distinct morphological families in both control and infected groups, with notable shifts in the percentage values of the morphotype III following infection.
Figure 2.
Dendrogram resulting from hierarchical cluster analysis applied to multimodal variables extracted from 3D reconstructions of microglia in the molecular layer of the dentate gyrus of control animals (top) and T. gondii infected (down) Swiss albino mice. Observe three distinct morphological families in both control and infected groups, with notable shifts in the percentage values of the morphotype III following infection.
Figure 3.
Dendrogram resulting from hierarchical cluster analysis applied to the multimodal variables found in the 3D reconstructions of microglia in the molecular layer of the dentate gyrus of control animals (above) and infected (below) BALB/c mice. The relative percentage shifts in morphological types exhibit subtle alterations after ocular infection by T. gondii in the BALB/c lineage.
Figure 3.
Dendrogram resulting from hierarchical cluster analysis applied to the multimodal variables found in the 3D reconstructions of microglia in the molecular layer of the dentate gyrus of control animals (above) and infected (below) BALB/c mice. The relative percentage shifts in morphological types exhibit subtle alterations after ocular infection by T. gondii in the BALB/c lineage.
Figure 4.
Graphic representations of discriminant analysis and corresponding tables displaying the relative contributions of morphometric variables influencing cluster formation in control (A) and infected (B) groups within the Swiss albino lineage. Note the distinctive shift in the relative proportion of type III microglia (depicted as blue dots), along with the proportional decrease in types I (black dots) and II (red dots) among the infected subjects.
Figure 4.
Graphic representations of discriminant analysis and corresponding tables displaying the relative contributions of morphometric variables influencing cluster formation in control (A) and infected (B) groups within the Swiss albino lineage. Note the distinctive shift in the relative proportion of type III microglia (depicted as blue dots), along with the proportional decrease in types I (black dots) and II (red dots) among the infected subjects.
Figure 5.
Graphic representations of discriminant analysis and corresponding tables displaying the relative contributions of morphometric variables influencing cluster formation in control (A) and infected (B) groups within the Swiss albino lineage. Note the distinctive shift in the relative proportion of type III microglia (depicted as blue dots), along with the proportional decrease in types I (black dots) and II (red dots) among the infected subjects.
Figure 5.
Graphic representations of discriminant analysis and corresponding tables displaying the relative contributions of morphometric variables influencing cluster formation in control (A) and infected (B) groups within the Swiss albino lineage. Note the distinctive shift in the relative proportion of type III microglia (depicted as blue dots), along with the proportional decrease in types I (black dots) and II (red dots) among the infected subjects.
Figure 6.
Microglial morphological alterations induced by T. gondii ocular infection in the molecular layer of the dentate gyrus of BALB/c and Swiss albino mice. Each row exhibits cells representing the average of Type I, II, and III categories, illustrating a spectrum of progressive morphological complexity. These categories denote variations in morphological features, particularly greater convex hull volume and morphological complexity, which were identified as key contributing variables for cluster formation within each experimental group. Notably, both strains displayed significant yet opposed microglial morphological changes: BALB/c mice exhibited extended microglial branches by 22 dpi, whereas Swiss albino counterparts showed shortened branches by 12 dpi. Horizontal and vertical scale bars: 25µm.
Figure 6.
Microglial morphological alterations induced by T. gondii ocular infection in the molecular layer of the dentate gyrus of BALB/c and Swiss albino mice. Each row exhibits cells representing the average of Type I, II, and III categories, illustrating a spectrum of progressive morphological complexity. These categories denote variations in morphological features, particularly greater convex hull volume and morphological complexity, which were identified as key contributing variables for cluster formation within each experimental group. Notably, both strains displayed significant yet opposed microglial morphological changes: BALB/c mice exhibited extended microglial branches by 22 dpi, whereas Swiss albino counterparts showed shortened branches by 12 dpi. Horizontal and vertical scale bars: 25µm.
Figure 7.
Graphic representation of mean values and standard errors of the morphometric features of microglia of the molecular layer of dentate gyrus that most contributed to cluster formation. Notice that the three distinct morphotypes were affected differentially by T. gondii infection in BALB/c.
Figure 7.
Graphic representation of mean values and standard errors of the morphometric features of microglia of the molecular layer of dentate gyrus that most contributed to cluster formation. Notice that the three distinct morphotypes were affected differentially by T. gondii infection in BALB/c.
Figure 8.
Mean values and standard errors of morphometric features of microglia within the molecular layer, significantly contributing to cluster formation. Notably, the differential impact of T. gondii infection on the three distinct morphotypes is also evident within the Swiss albino strain.
Figure 8.
Mean values and standard errors of morphometric features of microglia within the molecular layer, significantly contributing to cluster formation. Notably, the differential impact of T. gondii infection on the three distinct morphotypes is also evident within the Swiss albino strain.
Figure 9.
Photomicrographs with low-, medium- and high-power objectives of microglia in the molecular layer of the dentate gyrus of control (A - D) and T. gondii infected (E – H)) with correspondent heat maps of the immobile time (I – L). Although counterintuitive, infected animals show reactive microglial morphology, immobility showed no significant increase after T. gondii infection. Scale bar: A and E: 200µm, B and F: 50µm, C and G: 20µm, and D and H: 10µm.
Figure 9.
Photomicrographs with low-, medium- and high-power objectives of microglia in the molecular layer of the dentate gyrus of control (A - D) and T. gondii infected (E – H)) with correspondent heat maps of the immobile time (I – L). Although counterintuitive, infected animals show reactive microglial morphology, immobility showed no significant increase after T. gondii infection. Scale bar: A and E: 200µm, B and F: 50µm, C and G: 20µm, and D and H: 10µm.
Table 1.
Stereological estimates of microglia total number in the molecular layer of the dentate gyrus of control and T. gondii infected Swiss albino female mice.
Table 1.
Stereological estimates of microglia total number in the molecular layer of the dentate gyrus of control and T. gondii infected Swiss albino female mice.
Animal |
Total Number |
Thickness (µm) |
CE Scheaffer |
Control |
Animal 6 |
4448 |
41.20 |
0.042 |
Animal 7 |
4243 |
40.50 |
0.043 |
Animal 12M |
6018 |
34.80 |
0.046 |
Animal 6M |
5688 |
35.20 |
0.048 |
Animal 7M |
3913 |
22.50 |
0.043 |
Mean |
4862 |
34.84 |
0.043 |
SD |
931.9 |
7.498 |
0.044 |
CV |
0.191 |
0.215 |
|
CV² |
0.036 |
0.046 |
|
CE2
|
0.001 |
0.001 |
|
CE² / CV² |
0.027 |
0.021 |
|
CV² - CE² |
0.035 |
0.045 |
|
CVB² (%) |
97.22 |
97.82 |
|
12 DPI |
Animal 18 |
6392 |
34.80 |
0.032 |
Animal 22 |
7355 |
41.00 |
0.033 |
Animal 37 |
8793 |
51.50 |
0.033 |
Animal 41 |
8640 |
37.40 |
0.029 |
Animal 42 |
8347 |
38.10 |
0.029 |
Animal 43 |
8229 |
51.00 |
0.037 |
Mean |
7959 |
42.30 |
0.032 |
SD |
916.8 |
|
|
CV |
0.115 |
0.170 |
|
CV² |
0.013 |
0.020 |
|
CE2
|
0.001 |
0.001 |
|
CE² / CV² |
0.076 |
0.050 |
|
CV² - CE² |
0.012 |
0.019 |
|
CVB² (%) |
92.30 |
95.00 |
|
Table 2.
Stereological parameters for microglia counting in the molecular layer of the dentate gyrus of Swiss albino female mice.
Table 2.
Stereological parameters for microglia counting in the molecular layer of the dentate gyrus of Swiss albino female mice.
Animal |
Thickness (µm) |
No. of Sections |
No. of Probes |
Probe (µm) |
Grid (µm) |
Dissector height (µm) |
Interval |
Control |
Animal 6 |
41.2 |
6 |
721 |
50x50 |
70x70 |
15 |
1/3 |
Animal 7 |
40.5 |
6 |
706 |
50x50 |
70x70 |
15 |
1/3 |
Animal 12M |
34.8 |
5 |
492 |
50x50 |
70x70 |
15 |
1/5 |
Animal 6M |
35.2 |
5 |
438 |
50x50 |
70x70 |
15 |
1/5 |
Animal 7M |
22.5 |
5 |
420 |
50x50 |
70x70 |
15 |
1/5 |
12 DPI |
Animal 18 |
34.8 |
5 |
638 |
50x50 |
70x70 |
15 |
1/3 |
Animal 22 |
41.0 |
6 |
810 |
50x50 |
70x70 |
15 |
1/3 |
Animal 37 |
51.5 |
6 |
797 |
50x50 |
70x70 |
15 |
1/3 |
Animal 41 |
37.4 |
6 |
907 |
50x50 |
70x70 |
15 |
1/3 |
Animal 42 |
38.1 |
5 |
808 |
50x50 |
70x70 |
15 |
1/3 |
Animal 43 |
51.0 |
6 |
661 |
50x50 |
70x70 |
15 |
1/3 |