Background
Fragile X syndrome (FXS) is typically the result of a hypermethlyated cytosine-guanine-guanine (CGG) trinucleotide repeat expansion in the 5’ UTR of the Fragile X mental retardation 1 gene (
FMR1), leading to its silencing and subsequent loss of its protein product, fragile X mental retardation protein (FMRP). FXS is the most prevalent, known single gene cause of developmental disability and autism spectrum disorder (ASD), occurring in 1:4000 males and 1:4000–6,000 females [
1,
2]. FXS has a broad range of interfering phenotypic features including attention-deficit/hyperactivity disorder (ADHD) symptoms, aggression, self-injurious behavior, obsessive compulsive disorder-like behavior, hyperarousal to sensory stimuli, perseverative language, sleep issues, increased anxiety, increased risk for seizures, social and communication difficulties, and impaired cognition [
3‐
5]. It is believed that these symptoms can largely be attributed to an altered balance in excitatory and inhibitory (E/I) neurotransmission in the FXS brain due to FMRP’s roles in synaptic plasticity and activity-dependent protein translation.
The E/I imbalance associated with FXS is driven, in part, by an increase in glutamatergic signaling events through group I metabotropic glutamate receptors (mGluRs), specifically mGluR5 [
6‐
10]. Along with increased excitatory signaling, FXS is also characterized by reductions in γ-aminobutyric acid (GABA) signaling. Deficits in GABAergic signaling including reduced expression of GABA(A) receptor subunits, changes in the expression of the GABA synthesizing enzymes, and impaired tonic and phasic inhibition have been found in various brain regions including hippocampus, striatum, amygdala, and cortex in the
Fmr1
-/y
(knock out; KO) mouse model of FXS [
11‐
15]. FXS-associated alterations in the density and maturity of dendritic spines may also contribute to the E/I imbalance since these cellular components contain the post-synaptic elements of most glutamatergic synapses. Early reports in post-mortem, FXS human, Golgi-Cox stained tissue demonstrated an increased spine density and an abundance of immature appearing spines [
16‐
18]. These results were also observed in subsequent studies of Golgi-Cox stained tissue from
Fmr1 KO mice [
9,
19‐
23].
Fmr1 KO mice also exhibit an increased duration of persistent cortical activity, or UP states, and decreased synchrony of inhibitory activity in response to thalamic stimulation, in line with elevated excitation and reduced inhibition [
24]. It has also been shown that the increased UP state duration can be reversed through the genetic reduction of mGluR5 expression in
Fmr1 KO mice [
25]. Juvenile
Fmr1 KO mice are also more susceptible than wild-type (WT) mice to audiogenic seizures, further supporting dysregulation in E/I balance in these mice [
26].
Increased glutamatergic signaling and glutamate binding at mGluRs, which is observed in FXS, can modulate synaptic plasticity and gene transcription through activation of the extracellular signal-regulated kinase 1 and 2 (ERK1/2) pathway and lead to altered behavior [
27]. ERK1/2 are central elements of intracellular signaling governing neuronal development [
28,
29], synaptic plasticity [
30], and memory formation [
31], which are all processes altered in FXS. The isoforms, ERK1, and ERK2, exhibit significant functional redundancy and are thought to have resulted from single gene duplication at the onset of vertebrate evolution [
32]. Both exhibit a similar three dimensional structure and are ubiquitously expressed in mammals with similar specific activity [
33,
34]. ERK1/2 are activated by phosphorylation at threonine and tyrosine residues within their activation loop by upstream mitogen-activate protein kinase kinases, MEK1, and MEK2, leading to ERK1/2-facilitated transduction of extracellular signals [
35]. ERK1/2 activation has been shown to be elevated in
Fmr1 KO mouse brain tissue, mouse blood lymphocytes, and can be attenuated by treatment with mGluR5 antagonists in mice [
7,
36,
37]. Furthermore, brain ERK1/2 activation levels have been shown to be elevated in humans with FXS (post-mortem), and human blood lymphocyte activation kinetics are responsive to lithium therapy, suggesting that ERK1/2 alterations in FXS may be amenable to pharmacological treatment [
38,
39]. Open-label acamprosate treatment in persons with FXS has been shown to modulate amyloid precursor protein (APP) and brain-derived neurotrophic factor (BDNF), both upstream regulators of ERK1/2 signaling [
40‐
44]. ERK1/2 activation has been implicated in various seizure models and is also thought to play a role in
Fmr1 KO mouse audiogenic seizure susceptibility, further linking this signaling pathway with E/I imbalance and suggesting a central role in the pathophysiology of FXS [
39,
45,
46].
Over the past 10 years, significant effort in FXS treatment development has focused on attenuating this E/I imbalance in the FXS brain. Recently in FXS clinical study, novel drugs specifically targeting a single receptor system involved in maintaining E/I balance, namely mGluR5, α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid receptor (AMPA), or GABA(B) receptors, have been unsuccessful in clinical trial development [
47]. Large-scale placebo-controlled trials have not demonstrated robust clinical improvement at the chosen doses, in the ages tested, and with the primary outcome measures utilized [
48‐
50]. Acamprosate, an FDA-approved drug for the maintenance of alcohol abstinence, has pleotropic effects at multiple receptors and molecular signaling cascades that are disrupted in FXS, and has a good safety profile. Data within the alcoholism literature suggest that this drug could attenuate or reverse multiple points of glutamatergic dysfunction, potentially leading to improved E/I balance and ultimately improved behavior in FXS individuals [
51,
52]. Although the exact mechanisms of acamprosate are unknown, and despite claims that the activity of acamprosate is due to calcium rather than N-acetylhomotaurinate [
53], it is suspected to have pleotropic effects via mGlur5, GABA, and NMDA receptors to reduce neuronal hyperexcitability. Acamprosate has been demonstrated to bind at a spermidine-sensitive site at the N-methyl-D-aspartate (NMDA) glutamate receptor, have properties consistent with mGluR5 antagonism and GABA(A) agonism, and modulate dopamine release via glycine and nicotinic acetylcholine receptors [
54‐
59].
Acamprosate has been assessed in several small open-label trials in FXS with benefits in the Clinical Global Impressions–Improvement (CGI–I) scale, as well as in other scales and checklists indicating improvements in social behavior and reductions in inattention/hyperactivity [
41,
60]. Acamprosate is currently being investigated in a placebo-controlled trial in FXS (clinicaltrials.gov, NCT01911455). The current mouse studies were undertaken to identify electrophysiological, cellular, molecular, and functional changes associated with acamprosate treatment in the context of FXS and the E/I imbalance in the
Fmr1 KO mouse. Uncertainty regarding the calcium moiety of the acamprosate molecule and its effects on the drug’s neuroactivity is a critical question for future acamprosate drug development in FXS, and has come under debate in the chronic alcohol exposure field [
53,
61‐
63]. Therefore, the contribution of the calcium moiety using CaCl
2 treatment, controlling for the same number of Ca
2+ ions as in the acamprosate dose, was also investigated in
Fmr1 KO and WT mice to determine the presence of any potential contribution to behavioral outcomes and ERK activation following chronic treatment.
Neocortical slice preparation and UP state recordings
Spontaneous UP states were recorded from layer IV of acute neocortical slices prepared from male WT and
Fmr1 KO mice (P18-P25) on a C57BL/6J background as described previously [
25,
64]. We [
25] and others [
65] have shown that UP state activity in layers IV and V is highly correlated. This is because UP states reflect the synchronous activity of populations of neurons and circuits in the cortex, so the layer IV and V neurons are firing relatively synchronously. In
Fmr1 KO slices, UP state duration is longer in both layers IV and V and are also highly correlated. We chose to measure layer IV UP states in this study because spontaneous, brief or non-UP state activity is greater in layer V and this contributes to a higher baseline “noise” which makes detection of UP state activity more difficult in layer V. In layer IV recordings, there is less inter-UP state activity and thus UP states are more accurately detected and measured. In the current experiment, 4 WT mice and 10
Fmr1 KO mice were anesthetized with ketamine (125 mg/kg)/xylazine (25 mg/kg) and decapitated. The brain was transferred into ice-cold dissection buffer containing the following (in mM): 87 NaCl, 3 KCl, 1.25 NaH
2PO
4, 26 NaHCO
3, 7 MgCl
2, 0.5 CaCl
2, 20 D-glucose, 75 sucrose, 1.3 ascorbic acid, and 1.5 Kinurenic acid aerating with 95% O
2–5% CO
2. Thalamocortical slices (400 μm) were made on an angled block [
66] using a vibratome (Leica VT 1200 Plus). Thalamocortical slices were immediately transferred to an interface recording chamber (Harvard Instruments) and allowed to recover for 1 h in ACSF at 32 °C containing the following (in mM): 126 NaCl, 3 KCl, 1.25 NaH
2PO
4, 26 NaHCO
3, 2 MgCl
2, 2 CaCl
2, and 25 D-glucose. The original observation of these maintained states was used with thalamocortical slices and using thalamically evoked UP states [
24]. Even though thalamic connections to cortex are not required to observe UP states or to observe prolonged UP states in
Fmr1 KO mice, as determined in Hays et al. 2011, this is a common slice preparation.
For UP state recordings, 60 min before the beginning of a recording session, slices in the interface chamber were perfused with an ACSF that mimics physiological ionic concentrations in vivo [
24,
65] and contained the following for vehicle (VEH)-treated slices (in mM): 126 NaCl, 5 KCl, 1.25 NaH
2PO
4, 26 NaHCO
3, 1 MgCl
2, 1 CaCl
2, and 25 D-glucose. For the acamprosate-treated slices, the previous buffer was used to dilute acamprosate (N-acetylhomotaurinate; 3-(Acetylamino)-1-propanesulfonic acid hemicalcium salt; IND Swift Laboratories; USP) to a 200 μM concentration. Following the 60-min incubation with VEH or acamprosate buffer, spontaneously generated UP states were recorded using 0.5 MΩ tungsten microelectrodes (FHC) placed in layer IV of the somatosensory cortex (WT + VEH,
n = 16; WT + Acamp,
n = 14; KO + VEH,
n = 27; WT + Acamp,
n = 25 slices). 5 min of spontaneous activity was collected from each slice. Recordings were amplified 10,000× and filtered online between 500 and 3 kHz. All measurements were analyzed off-line using custom Labview software. For visualization and analysis of UP states, traces were offset to zero, rectified, and low-pass filtered with a 0.2 Hz cutoff frequency. The threshold for detection was set at 5× the root mean square noise. An event was defined as an UP state when its amplitude remained above the threshold for at least 200 ms. The end of the UP state was determined when the amplitude decreased below threshold for >600 ms. Two events occurring within 600 ms of one another were grouped as a single UP state. UP state amplitude was defined based on the filtered/rectified traces and was unit-less because it was normalized to the detection threshold. This amplitude may be considered a coarse indicator of the underlying firing rates of neuronal populations. UP state duration, amplitude, and number of events were analyzed by two-way ANOVA with gene (KO, WT) and drug (VEH, 200-μM acamprosate (+Acamp)) as factors. Pairwise comparisons were performed and corrected with FDR (two-tailed).
Dendritic spine and ERK1/2 quantification
Male Fmr1 KO and WT littermates (6–7 months old) received once daily treatment (10 ml/kg volume) with 300 mg/kg acamprosate (expressed as the free base; IND-Swift Laboratories; USP) or USP saline vehicle (SAL) for 26 days and were sacrificed 1 h following their last dose (6 mice per group). These mice were used to pilot behavior studies in Fmr1 KO mice with acamprosate treatment, but were not included in the adult behavior analysis due to modified behavior protocols used in the adult behavior battery described below and the small number of mice tested in this group. Mice for ERK1/2 and spine analyses were not handled for 3–5 days prior to sacrifice with the exception of the continued once daily IP treatment injection. Particular care was taken to minimize stress on the final day of treatment and mice were removed from their cage, which was kept in their permanent housing room and transferred directly to necropsy one at a time. Decapitation occurred within 30 sec from removal of the mice from the housing room. Brains were removed and maintained on ice. For ERK1/2 determinations, the hippocampus and a 1-mm-thick section of striatum were removed from one hemisphere and rapidly frozen onto a stainless steel plate over dry ice. Once frozen, brain tissue was transferred to a microfuge tube and stored at −80 °C until assayed. The remaining hemisphere was rinsed with Milli-Q water and immersed in the impregnation solution to begin the Golgi staining process (see below).
Dendritic spine quantification
One hemisphere per animal (5 animals per treatment group) was processed for Golgi staining using FD Rapid GolgiStain™ Kit (FD NeuroTechnologies Inc.) according to manufacturer instructions. Golgi-Cox stained brains were sectioned at 150 μm thickness onto gelatin-coated slides using a cryostat, processed according to manufacturer’s directions, and coverslipped in DPX mounting medium. Five layer V pyramidal neurons from the somatosensory cortex with intact apical dendrites extending at least 150 μm from the soma were selected from each animal (n = 25 cells per treatment group). Due to the nature of staining and method of cell counting, cells with isolated dendrites (not overlapping with other cell processes) were preferentially chosen so that overlapping areas did not impede spine counting. Z stacks containing the apical dendrite were obtained using an upright bright-field microscope (Zeiss Axioplan 2; Axiovision software 4.8) equipped with a 40× oil immersion objective, with a Z step of 0.15 μm, which typically generated 250 optical sections for each cell. Each apical dendrite was subdivided into six 25-μm-long segments, and dendritic spines were counted manually using Neurolucida (MBF Bioscience) tracing software while scrolling through the Z stacks. Data were analyzed by three-way mixed factor ANOVA with gene and drug as between factors and segment as a within factor. Slice effects and pairwise comparisons with FDR adjustment were performed.
ELISA quantification of ERK1/2 activation
For total protein determination, the hippocampus and striatum were homogenized in ice-cold RIPA buffer (500 and 100 μl, respectively) with the fresh addition of HALT phosphatase inhibitor cocktail (ThermoScientific) and protease inhibitor cocktail (Sigma) and assayed using the Pierce BCA Protein Assay Kit (ThermoScientific) according to manufacturer’s instructions. Samples were diluted to 50 μg/ml for phosphorylated ERK1/2 (pERK1/2) and 2.5 μg/ml for ERK1/2 total prior to analysis. pERK1/2 and ERK1/2 total were analyzed by semiquantitative SimpleStep ELISAs (enzyme-linked immunosorbent assay; ABCAM; phosphoERK1/2 pT202/Y204, ab176640 and ERK1/2 total, ab176641) according to manufacturer’s instructions. Briefly, supplied concentrated capture and detector antibody was diluted in supplied antibody dilution buffer. Standards were prepared as directed and 50 μl of samples and standards were added to each well and assayed in duplicate. The optical density (OD) was read at 450 nm. Data were verified to fall within the linear range of the standard curve. These ELISAs are semiquantitative with standards supplied at an unknown concentration of phosphorylated recombinant ERK protein and do not allow for the exact concentration of pERK1/2 or ERK1/2 total. Therefore, mean OD of duplicate samples was used for calculations. ERK1/2 total and the ratio of pERK1/2 over ERK1/2 total normalized to WT + SAL were analyzed by two-way ANOVA with genotype (WT or Fmr1 KO) and drug (SAL, 300 mg/kg acamprosate) as factors. For pERK/ERK total, a priori comparisons between the WT + SAL and KO + SAL groups, and the KO + SAL and KO + Acamp groups were performed with predictions of increased pERK/ERK total ratio in the KO + SAL group compared to the WT + SAL control, and decreased ratio in the treated KO mice compared to SAL-treated KO group in both the striatum and hippocampus. All pair-wise comparisons were corrected using FDR.
pERK/NeuN immunostaining
60 min following a final treatment dose (2 days following the completion of the adult behavior battery), the animals were deeply anesthetized with pentobarbital and transcardially perfused with 5-mL ice-cold 1× PBS followed by 4% PFA. Whole brains were sectioned coronally using a Leica SM2000R freezing, sliding microtome at 35 μm. Tissue sections were bleached in 3% H2O2 for 30 min. Sections were then blocked in 10% normal donkey serum (NDS) for 1 h. Sections were incubated in 1:400 rabbit, anti-pERK1/2 primary antibody (#4370; Cell Signaling) for 48 h followed by incubation in 1:200 swine, anti-rabbit, biotinylated secondary antibody (E0353; Dako) solution for 3 h. Following secondary, tissue was incubated for 1 h in ABC solution (VECTASTAIN Elite ABC HRP Kit; Vector) which was prepared 30 min prior to use. Tissue was then incubated in tyramide biotin solution prepared in 0.1-M Borate buffer, pH 8.0 with 0.003% H2O2 for 10 min. Tissue was then incubated with 1:200 Alexa 488 conjugated streptavidin (Jackson ImmunoResearch) for 2 h. Sections were then placed in 1:500 mouse, anti-NeuN primary antibody (MAB377; Milllipore) solution overnight. Sections were then incubated in 1:200 donkey anti-mouse Alexa 594 conjugated secondary antibody (Jackson ImmunoResearch) for 2 h. All steps were performed at room temperature. Sections were washed between incubations 3 times in 1× KPBS with 0.2% Triton X-100 for 10 min per wash. All antibody solutions were prepared in 1× KPBS with 0.2% Triton X-100 and 2% NDS. Images were acquired using a Nikon A1 inverted, single photon, confocal microscope, using a 4× objective with pixel size minimized to the Niquist limit. Images were taken from sections at −2.5 mm from Bregma, and pERK1/2 positive cells were identified using the General Analysis functionality in NIS-Elements. ROIs were then manually applied and pERK1/2 positive nuclei were automatically counted using NIS-Elements. Neuronal identity of cells was assessed by colocalization of pERK1/2 with NeuN.
Adult behavior battery
Drug treatment
For the groups of mice that were assessed in the adult behavior battery (and subsequent pERK1/2 immunostaining), male WT and Fmr1 KO littermates (5–7 months old) were randomly assigned to a treatment group and treated once daily with 0 (SAL vehicle), 300 mg/kg of acamprosate calcium (expressed as the free base), or 122.2 mg/kg calcium chloride USP (CaCl2 × 2H2O; Sigma-Aldrich) in a volume of 10 ml/kg via IP injection. Note that calcium salt and acamprosate calcium contained equivalent amounts of Ca2+ ions (0.8 mmol/kg/day). Dosing commenced 10 days prior to, and continued throughout behavior testing. Drug treatment occurred between 0900 and 1100 h with an interval of 60 min between drug treatment and the start of behavior assessment each day. Mice were treated for a total of 21 days (9–13 mice per treatment group were tested). Adult behavior analysis was completed in two separate cohorts with genotype and drug group combinations balanced across cohorts. Data are shown as single treatment groups since no differences between cohorts were apparent.
Dose selection
The dose used in the current study was based on previously published reports in rodents which demonstrated that > 100 mg/kg was needed to reduce alcohol craving and nicotine-seeking behavior, and 200 mg/kg was required to improve transient hemispheric ischemia-induced neurological deficits [
69,
70]. The therapeutic dose of acamprosate for alcohol withdrawal and the current adult FXS treatment dose is ~2 g/day for an average 70 kg human subject (equivalent to 28.5 mg/kg). Using the human equivalent dose based on body surface area calculation for inter-species dose scaling, the daily mouse adult behavior battery dose (300 mg/kg; free base) is equivalent to 1.9 g/day in a 70 kg human ((333 mg/kg × 3/37 (mouse to human ratio) = 27) × 70 kg adult = 1.9 g dose).
Behavior analysis
Behavior was assessed during the light portion of the light/dark cycle, and food and water were available ad libitum except during behavior testing. Mice began testing on day 11 of treatment. To minimize the impact of stress during behavioral testing, mice were transported across the hallway to the Rodent Behavior Core and dosed with SAL, CaCl2, or acamprosate and allowed at least 60 min in the testing room to acclimate before behavior assessment daily. Elevated zero maze was the only exception in which mice were brought into the testing room one at a time just prior to being placed on the maze in order to get an accurate anxiety assessment. Animals were tested in only one paradigm per day and were given at least 1 day of rest in between each test (drug treatment continued even on resting days). Behavior was evaluated in the following order so that tests easily influenced by stress were completed early during the behavior battery: elevated zero maze, locomotor activity, novel object recognition, acoustic startle habituation, and prepulse inhibition. Apparatus surfaces were cleaned with Process NPD (Steris) before and between animals.
Elevated zero maze (EZM)
The EZM was used to assess anxiety-like behavior as previously described with modification of the maze size [
71]. Briefly, mice were transported from the housing room to the testing room individually and placed on the apparatus. The experimenter exited the room immediately after placing the mouse in one of the closed quadrants of the apparatus. A camera mounted above the maze connected to a computer located outside the room was used to observed and score, in real-time, time in open quadrants, number of head dips, number of open arm entries, and latency to first enter an open quadrant during a single 5 min trial (ODLog, Macropod Software). The test room was dimly lit (30 lux (lx)) to encourage exploration of the test environment. Two mice were removed from the EZM analysis after falling from the maze.
Locomotor activity
Activity analysis in an open field, an overall indication of an animal’s activity level, is sensitive to sedative drugs or those inducing stereotypy or catatonia, and is especially useful in better interpreting other tasks that depend on the overall activity of the animal. Locomotor activity was measured in infrared photocell activity chambers (41 × 41 cm; PAS Open Field, San Diego Instruments, San Diego, CA) for 1 h. Number of beam breaks was recorded during 5 min intervals for a total of 12 intervals and analyzed by three-way ANOVA with repeated measures. Room lights were at full level (1200 lx).
Novel object recognition (NOR)
A solid black enclosure with dimensions 19.5 cm L×40 cm W×35 cm H was used to assess NOR. During the familiarization phase, mice were presented with two identical objects for a total of 5 min. Mice were returned to their cage and left undisturbed for 30 min. Next, mice were placed back in the enclosure with a novel object and one identical copy of the familiarization phase objects. Pilot mice were previously shown to have no inherent preference for familiar or novel objects used in this test (data not shown). The amount of time each mouse spent paying attention to the familiar and novel objects during the familiarization and test phases was recorded using OD Log (Macropod Software) for the 5 min duration of each phase. Time spent paying attention was recorded when the mouse was oriented toward the object with snout within 1 cm of the object or when forepaws were up against the object. Mice in these cohorts did not climb on top of the objects used for this test. The discrimination index (DI; novel object time—familiar object time/novel object time + familiar object time) was used to determine the degree of object memory. Dim lighting conditions (20 lx) were used to reduce anxiety and encourage object exploration during both phases. Six mice were removed from the NOR analyses due to accumulating less than 6 s of total time paying attention to the objects during the test phase. Total exploration time and DI during the test phase were analyzed separately by two-way ANOVA.
Acoustic startle habituation and prepulse inhibition (PPI)
Acoustic startle habituation and PPI were assessed in a sound-attenuating test chamber (SR-LAB apparatus; San Diego Instruments, San Diego, CA) as previously described with modifications [
72]. Mice were placed in an acrylic cylindrical holder that was mounted on a platform with a piezoelectric force transducer attached to the underside of the platform. For both habituation and PPI, a 5 min acclimation period preceded test trials. For habituation, each animal received 50 repeated 20 ms 120 dB SPL mixed frequency sound bursts (1.5 ms rise time). Maximum velocity for each trial (V
max; measured in arbitrary units; a.u.) was analyzed by repeated measures three-way ANOVA. For PPI, each animal received a 5×5 Latin square sequence of trials that were of five types: startle stimulus (SS) with no prepulse (PPI0), no SS with no prepulse, 73 dB prepulse + SS, 77 dB prepulse + SS, or 82 dB prepulse + SS. The startle signal was a 20 ms 120 dB SPL mixed frequency sound burst (1.5 ms rise time). Prepulses preceded the startle-eliciting stimulus by 70 ms (onset to onset). The startle recording window was 100 ms. Background noise level was 70 dB. Each set of 25 trials was repeated 4 times for a total of 100 trials. The inter-trial interval averaged 14 s and varied randomly from 8–20 s. Percent PPI was calculated as (100*(V
max at PPIxx/max velocity PPI0) for the PPI trials. Percent PPI at each prepulse level was analyzed by three-way mixed factor ANOVA with gene and drug as between factors and PPI Trial Type as a within factor (Table
1). Two mice were removed from the startle habituation analysis and one removed from the PPI analysis due to equipment errors in data recording (i.e., no data recorded by software).
Table 1
Summary of baseline control-treated KO and WT effects and KO acamprosate treatment effects
Increased UP state duration*
| Decreased UP state duration*
|
Increased seizure severity score*
| No treatment effect on seizure severity score |
Increased pERK/ERK total ratio HIP*, STR* lysate | Decreased pERK/ERK total ratio HIP*, STR* lysate |
Increased pERK1/2+ cell counts†
| Decreased pERK1/2+ cell counts*
|
Increased EZM time in open*
| Increased EZM time in open*
|
Increased locomotor activity*
| Decreased locomotor activity*
|
Statistics
All data were analyzed using mixed linear factorial analysis of variance (ANOVA; Proc Mixed) with the exception of seizure severity score in which the Exact Wilcoxon Rank sum for non-parametric data was used (SAS v9.2, SAS Institute, Cary, NC). Significant main effects and interactions were followed-up with pairwise group comparisons using the false discovery rate (FDR) method to control for multiple comparisons [
73]. Specific details relating to between and within factors, preplanned tests, and repeated measures were briefly described above with specifics detailed in the Results. All behavioral coding, slice analyses, spine counting, and molecular assays were performed by experimenters blind to genotype and treatment group. Data are shown as least squares (LS) mean ± standard error of the mean (SEM) for model consistency with the exception of seizure severity, in which ordinary means and SEM are shown. A
p value of less than 0.05 was considered significant and trends are reported at
p < 0.1.
For the adult behavior battery and subsequent pERK1/2 immunostaining, an initial analysis was performed for each measure to determine if there were differences between the SAL- and CaCl
2-treated control groups (F ratios listed in table format (Additional file
1: Tables S1 (two-way ANOVAs) and S2 (three-way ANOVAs)). No differences in any behavior or immunostaining measure were detected with SAL and CaCl
2 treatment (Additional file
1: Figure S1) and therefore these groups were combined for the final analyses with significant and trending main effects and interaction statistics shown in the text with ‘control combined’ F ratios listed in table format (Additional file
1: Tables S3 (two-way ANOVAs) and S4 (three-way ANOVAs)).
Acknowledgements
The authors thank the CCHMC Animal Behavior Core for supplying and maintaining the rodent behavior equipment used in these studies. The authors also thank the Confocal Imaging Core at CCHMC for assistance with dendritic spine imaging.