Behavioural characterization in rats using the elevated alley Suok test
|
|
|
- Iris Craig
- 9 years ago
- Views:
Transcription
1 Behavioural Brain Research 165 (2005) Research report Behavioural characterization in rats using the elevated alley Suok test Allan V. Kalueff a,b,, Anna Minasyan a,b, Pentti Tuohimaa a,b a Department of Anatomy, Medical School, University of Tampere, Tampere 33014, Finland b Department of Clinical Chemistry, University Hospital, Tampere, Finland Received 23 April 2005; received in revised form 19 June 2005; accepted 20 June 2005 Available online 6 September 2005 Abstract Exploration of the long elevated alley (the rat Suok test) enables behavioural characterisation of anxiety, activity and neurological phenotypes in rats. Here we show that this new test is sensitive to different types of anxiety in rats, including drugs (pentylenetetrazole)-induced, lightinduced and socially induced (encounter with an unfamiliar male) anxiety, as assessed by reduced Suok test horizontal, vertical, directed exploration and stops. High anxiety also leads to higher motor incoordination (as assessed by the number of falls and hind-paw slips), suggesting that this test may be used for combined profiling of anxiety, motor-vestibular anomalies and anxiety-induced motor incoordination in rats. This new behavioural paradigm may be widely used in neurobehavioural stress research, including modelling of stress-evoked states and pharmacological screening of psychotropic drugs Elsevier B.V. All rights reserved. Keywords: Anxiety; Exploration; Rats; Suok test; Elevated alley; Stress; Motor incoordination 1. Introduction Analysis of spontaneous locomotion and exploration in rodents is an important part of neurobehavioural research [6,16,35,38]. Anxiety and/or fear have long been known to be induced by novelty, and therefore can be studied by assessing rodent behaviour in an unknown environment [9,10,13,41]. Based on the balance between two natural motivations: the tendency to explore and the initial tendency to avoid the unfamiliar, many popular behavioural anxiety tests subject rodents to different novel arenas and various sources of potentially threatening stimuli [2 4,8,34,36,37,44]. Although it is commonly thought that rat behaviour could be easily generalized to mice, recent data do not support this contention, indicating that mice ethologically are not little rats [12,14,19,46]. For example, mice are more exploratory and active than rats [14]. In contrast, rats are more social, display complex agonistic repertoire, including sophisticated sexual and social behaviours [45,46], superior spatial navi- Corresponding author. Tel.: ; fax: address: [email protected] (A.V. Kalueff). gation and learning, sophisticated manipulatory movements and self-grooming [5,19,25], also demonstrating more complex and flexible behavioural responses to novelty situations [46]. Collectively, this allows to speculate that rats may be superior than mice, and differ behaviourally in novelty-based behavioural tests. Recently, we developed a new rodent model of anxiety based on the elevated novel horizontal rod the murine ropewalking Suok test [26], named after a ropewalker in Olesha s novel The three fat men (1928). Evoking two obvious threats (the fear of height and novelty), this test enables ethological analysis of animal behaviour, profiling both anxiety and anxiety-induced motor incoordination [26]. Here we report the rat Suok test (ST) based on ethological analysis of the animal s exploration in the elevated novel alley, and conceptually close to the mouse ropewalking test (Fig. 1). In the present study, we first assessed anxiety induced in rats by a conventional anxiogenic drug pentylenetetrazole [33,43], in order to show that the ST is able to detect chemically-induced anxiety. We then applied the ST to anxious (light-exposed) and non-anxious (dark-exposed) rats, to demonstrate that our test is able to discriminate between /$ see front matter 2005 Elsevier B.V. All rights reserved. doi: /j.bbr
2 A.V. Kalueff et al. / Behavioural Brain Research 165 (2005) Fig. 1. The mouse (left) and the rat Suok test (right). Arrows indicate the placement point (snout facing either end). different levels of evoked anxiety. In the third experiment, we used the ST to assess social anxiety in rats following an encounter with an unfamiliar male rat, showing that the test is able to discriminate between socially stressed and nonstressed rats. 2. Materials and methods Subjects were 48 male Wistar rats (3 months old, g, University of Tampere, Finland; n = 8 in each group) maintained in a virus/parasite-free facility under conditions of controlled temperature (22 ± 2 C), humidity (60%), and a 12:12 h light dark cycle (lights on at 7:00 h). The animals were housed in pairs in standard laboratory cages, with water and food available ad libitum. Rats were only occasionally handled during change of bedding. Animal care procedures were conducted in accordance with guidelines set by the European Community Council Directives. Behavioural testing was always conducted between and h. On the day of experiments, the rats were transported from their holding room to the experimental room and left undisturbed for 1 h prior to testing. In Experiment 1, the rats were injected saline (control group) or pentylenetetrazole (Sigma, Finland, 15 mg/kg i.p.) and returned to their home cages until the ST testing. Pentyleneterazole was chosen as a reference drug with a known mechanism of anxiogenic action (blockage of the chloride ionophore at the gamma amino-butyric acid GABA-A receptors) without any non-specific motor defects at the relatively mild dose given [7,11,22,23]. The pre-treatment time for our experiments (30 min) has been chosen based on numerous data showing, in different models, that pentylenetetrazole is able to exert its anxiogenic effects in rats min after i.p. administration [7,11,22,23]. In Experiment 2, we induced different levels of stress using the light (high stress) or dark (low stress) exposure in the light dark paradigm [13], validated for rats and widely used in behavioural neuroscience [35,41]. The light dark test was a Plexiglas box consisting of two compartments (30 cm 30 cm 30 cm each) the transparent (light) and the black (dark) box. The light box was brightly lit with a 75 W lamp fixed 40 cm above the floor, and connected to the dark box by a sliding door (this door was not used in the present study). In order to induce high or low levels of stress, we exposed the rats for 5 min to the light or dark box, respectively, essentially as described previously [25]. Immediately after the exposure, each rat was tested in the ST. In Experiment 3, the rats were exposed to social stress (encounter with an unfamiliar male rat) in a plastic box (30 cm 30 cm 30 cm) for 5 min. To minimize the effect of novel environment, the exposure was performed in a familiar plastic exposure box (three 10 min daily exposures prior to the day of experiments). To reduce inter-male aggression, able to be a confounding factor in our study, we used relatively young, month-old naïve non-aggressive rats as opponents. No fighting or biting behaviours were recorded in our experiments between the animals (in addition, the exposure box was novel to the opponent rats, also reducing the probability of aggression). Control rats were exposed to the same empty familiar box for 5 min prior to the ST. The ST was a white aluminium alley (240 cm 5cm 1 cm), separated into 16 sectors (15 cm) by line drawings and elevated to a height of 20 cm from the cushioned floor by two vertical stands (Fig. 1). The experimental room was dimly lit during all tests. In all ST experiments, the rats were placed individually in the middle part of the test (snout facing either end) and their behaviours were observed for 5 min by an experienced observer (intra-rater reliability >0.9), scoring the number (frequency) of anxiety and motor-related behaviours, as summarized in Table 1 (also see Fig. 2 for details). During observations, the experimenter always sat at the same place, in front of and 2 m away from the apparatus. In addition, in all experiments, the latency (s) to leave the center of the ST was measured, reckoned as total 5 min observation time (300 s) in the rats (5 10%) not leaving the central zone. The lighting in the experimental room was similar to that in the holding room during these procedures. Between subjects, each apparatus used in the present study (light dark box, ST, plastic observation box) was thoroughly cleaned (wet and dry cloths). To remove olfactory stimuli, each apparatus was also cleaned with a 10% ethanol solution and dried with paper towelling. The procedures used in this study were in strict accordance with the European legislation and the guidelines of the National Institutes of Health on the use and care of laboratory animals. All animal experiments reported here were approved by the Ethical Committee of the University of Tampere. All results are expressed as mean ± S.E.M. Data were analysed by the Mann Whitney U-test for comparisons between the experimental groups. A probability of less than 0.05 was considered statistically significant. 3. Results Table 2 shows that more anxious pentyleneterazole-treated rats displayed reduced horizontal and vertical exploration, lower stopping activity, increased displacement grooming and higher levels of stress-evoked motor incoordination (falls and missteps). In addition, the inter-stop distance was significantly lower in this group, clearly demonstrating increased anxiety in these rats, compared to the saline-treated controls. In contrast, directed exploration, latency to leave the center as well as defecation/urination scores were unaltered in this experiment. The light dark exposure used in Experiment 2, in line with traditional interpretation of the light dark paradigm, has been reported to induce two different levels of stress in rats [25,35].
3 54 A.V. Kalueff et al. / Behavioural Brain Research 165 (2005) Table 1 Summary of key behavioural parameters measured in the rat Suok test Measures and behavioural domains Description I. Exploration (reduced by anxiety) HA Horizontal activity Number of sectors visited (4-paw criterion, Fig. 2A) VA Vertical activity a Number of vertical rears a SA Stopping activity Number of stops (complete cessation of movement (>2 s) except breathing) HD Head dips b Down-directed exploration, number of exploratory looks down (Fig. 2C) OR Orientation b Side-directed exploration (visual and olfactory scanning of environment and whisking, Fig. 2A) DE Directed exploration Number of orientation and head dips (DE = HD + OR) LL Latency to leave c Latency (s) to leave a 30-cm virtual central zone around the placement point (4-paw criterion) ID Inter-stop distance Average distance between two stops (the number of sectors visited divided by the number of stops: ID = HA/SA) II. Displacement (increased by anxiety) DA Displacement a Usually short bouts of forepaw and nose grooming. Measures include frequency and duration (s) of grooming III. Vegetative behaviours (increased by anxiety) DB Defecation Number of defecation boli deposited LD Latency to defecate b Latency (s) to the first defecation boli UR Urination b Number of urination episodes III. Motor coordination (reduced by anxiety) NF Falls b Number of falls from the rod LF Latency to fall b Latency (s) to the first fall from the rod MS Missteps b Number of hindpaw slips (Fig. 2D) ML Misstep latency b Latency (s) to the first misstep (hindpaw slip, Fig. 2D) MI Motor incoordination index Integral index, reflecting the number of falls and missteps (MI = NF + MS) a Relatively rare behaviours in this test, but may be more frequent in some rat strains. b Optional parameters (not assessed here). c Latency to leave the center may be highly variable in this test, thus sometimes showing limited validity. As expected, more anxious light-exposed rats demonstrated significantly lower directed exploration and more falls and missteps (motor incoordination index) in the ST compared to the dark-exposed control group. However, despite a general tendency to more anxiety behaviour in the light-exposed group (Table 2), horizontal and vertical exploration, stops, displacement grooming, latency to leave the center, inter-stop distance and defecation/urination measures did not differ significantly in both groups. As can be seen in Table 2, social anxiety evoked in Experiment 3, significantly inhibited directed exploration and stops, also resulting in higher displacement grooming and poorer motor coordination (more falls and missteps). Additionally, there was a trend to less horizontal and vertical ST Fig. 2. Specific behaviours in rats tested in the Suok test: (A) horizontal locomotion, (B) side-directed exploration, (C) look down (also note defecation bolus deposited), (D) motor incoordination episode (hindpaw slip).
4 A.V. Kalueff et al. / Behavioural Brain Research 165 (2005) Table 2 Behavioural performance of rats subjected to the Suok test for 5 min (n = 8 in each group) Experiments and measures Non-anxious (control) group Anxious group P< Saline-treated PTZ-treated Experiment 1: Pentylenetetrazole (PTZ)-induced anxiety Horizontal activity 49 ± 8 18 ± Vertical activity 2.3 ± ± Stopping activity 14 ± ± Directed exploration 18 ± 2 19 ± 2 NS Latency to leave center (s) 91 ± ± 32 NS Displacement grooming 0.1 ± ± Defecation boli 0.4 ± ± 0.1 NS Urination 0.3 ± ± 0.1 NS Average inter-stop distance 3.5 ± ± Falls and missteps 2.0 ± ± Experiments and measures Non-anxious (control) group Anxious group P< Dark-exposed Light-exposed Experiment 2: Light-induced anxiety Horizontal activity 81 ± 9 71 ± 7 NS Vertical activity 0.3 ± NS Stopping activity 19 ± 2 19 ± 2 NS Directed exploration 25 ± 3 15 ± Latency to leave center (s) 18 ± 8 27± 9 NS Displacement grooming 0 0 NS Defecation boli 0.6 ± ± 0.3 NS Urination 0.3 ± ± 0.2 NS Average inter-stop distance 4.3 ± ± 0.4 NS Falls and missteps 2.6 ± ± Experiments and measures Non-anxious (control) group Anxious group P< Unexposed Exposed Experiment 3: Socially-induced anxiety Horizontal activity 74 ± 4 62± 7 NS a Vertical activity 1.7 ± ± 0.3 NS a Stopping activity 22 ± 2 17 ± Directed exploration 20 ± 1 12 ± Latency to leave center (s) 28 ± ± 14 NS a Displacement grooming ± Defecation boli 0 0 NS Urination 0.2 ± ± 0.2 NS Average inter-stop distance 3.4 ± ± 0.4 NS Falls and missteps 2.4 ± ± Data are expressed as mean ± S.E.M. P: difference between groups (U-test). NS: non-significant difference (P > 0.05). a Robust trend: P = exploration and a longer latency to leave the center in the stressed rats, indicating their anxious behavioural profile. Urination/defecation scores and the average inter-stop distance were unaltered in both groups (Table 2). 4. Discussion Ethological analysis of mouse and rat exploratory behaviours provides an avenue for studying the neural basis of stress-related brain disorders [18,20,21,39]. Since recent data suggest that that rat behaviour is characterized by high level of complexity (relative to the mouse) and ability to alter behavioural strategies [45,46], it was interesting to assess in detail the rat ST performance. Is this paradigm able to detect anxiety in rats tested in different stress situations? As can be seen in Table 2, there was a general pattern of ST behaviour demonstrated by anxious rats including lower horizontal, vertical and directed exploration, and shorter inter-stop distance. In addition, anxious rats tended to display more displacement grooming and motor-vestibular deficits (as assessed by increased falls and hindleg slips in this test, Table 2), consistent with similar results in the mouse ST [26] and some other models (see [30 32,42] for details). Notably, the rat ST performance differed from that reported previously in mice [26] in a number of ways. For example, while urination was equally ineffective index in both species, the ST defecation was a sensitive measure of anxiety in mice [26] but not in rats (Table 2). The latency to leave the ST central zone was also a robust behaviour in
5 56 A.V. Kalueff et al. / Behavioural Brain Research 165 (2005) mice, but a weak index in rats. Inter-stop distance was a good ST index of anxiety in mice, showing only slight sensitivity to anxiety induced in rats in the present study (Table 2). In contrast, vertical exploration (occurring only occasionally in mice and failing to detect anxiety [26]) was reduced in all our experiments in rats (P < 0.05: Experiment 1; trend: Experiments 2 and 3), generally consistent with increased anxiety in rodents [17,36,41]. Overall, mice produced more stops and directed exploration in the ST, confirming recent similar findings in the open field and the elevated plus maze [16,39]. However, relative to the rats, the mice subjected to the ST displayed less directed exploration compared to their respective non-stressed controls. In addition, although self-grooming behaviour may be a behavioural marker of stress in rodents [15,24,25], there have been only few ST grooming bouts in mice, but a robust displacement grooming activity in rats (Experiments 1 and 3; Table 2). Collectively, these data support the idea that the ST performance is more locomotory in mice, and more exploratory in rats [14]. In contrast to anxiety measures, motor incoordination index (falls + missteps) demonstrated consistent and nonspecific increase in all anxious rat groups. Although strong relationship between anxiety and motor-vestibular disturbances has long been known in humans (see review in [40,42]), anxiety-evoked motor incoordination has only recently been reported in mice [30 32]. Our study is the first report demonstrating similar phenomenon in rats (Fig. 2). Indeed, Table 2 clearly shows that anxious rats consistently tend to display more falls and missteps then do their less anxious controls, indicating the ST potential utility to assess anxiety-induced motor-sensory defects in rodents. Other potential applications of this test may be ethological analysis of the age-related motor and emotional behavioural alterations in rats, as well as behavioural phenotyping of various mutant or selectively bred rat strains, especially those displaying abnormal emotional and/or motor behaviours (e.g., [1,17,29]). Moreover, given high sensitivity of the rat exploration to various pharmacological manipulations [3,15,23,36,37], the ethologically-oriented analysis of their ST performance may be used in psychopharmacology research, including screening of novel anti-stress drugs. Our preliminary results using anxiolytic drugs diazepam and ethanol in the rat and mouse ST [27,28] suggest that this may indeed be likely. Finally, the ST may assist to explore cognitive and motoric structure of rat behaviours and motor-sensory integration (for example, assessing firing patterns of neurons responsible for exploration and navigation). In conclusion, the present novel behavioural paradigm enables combined profiling of anxiety, activity and motor anomalies in rats. It is a one-trial test based on animal spontaneous behaviour, using natural stimuli and not requiring prior training or food/water deprivation. Finally, the ST examines a wide range of behaviours from exploration to displacement and vegetative behaviours, and may therefore be a useful tool for neuroscience research, enabling high-throughput experimental modelling of various stress disorders in rats. Acknowledgements This research was supported by grants from the University of Tampere, the Medical Research Council of Tampere University Hospital (EVO) and the Academy of Finland. References [1] Aguilar R, Gil L, Gray JA, Driscoll P, Flint J, Dawson GR, et al. Fearfulness and sex in F2 Roman rats: males display more fear though both sexes share the same fearfulness traits. Physiol Behav 2003;78: [2] Augustsson H, Meyerson BJ. Exploration and risk assessment: a comparative study of male house mice (Mus musculus musculus) and two laboratory strains. Physiol Behav 2004;81: [3] Belzung C. Measuring rodent exploratory behavior. In: Cruzio WE, Gerlai RT, editors. Handbook of molecular genetics for brain and behavior research. New York: Elsevier; p [4] Belzung C. The genetic basis of the pharmacological effects of anxiolytics: a review based on rodent models. Behav Pharmacol 2001;12: [5] Berridge KC. Comparative fine structure of action: rules of form and sequence in the grooming patterns of six rodent species. Behavior 1990;113: [6] Brudzynski SM, Krol S. Analysis of locomotor activity in the rat: parallelism index, a new measure of locomotor exploratory pattern. Physiol Behav 1997;62: [7] Buczek Y, Le AD, Sellers EM, Tomkins DM. Effects of pentylenetetrazole on ethanol intake, ethanol kinetics, and social behavior in male Wistar rats. Alcohol Clin Exp Res 1998;22: [8] Calatayud F, Belzung C, Aubert A. Ethological validation and the assessment of anxiety-like behaviours: methodological comparison of classical analyses and structural approaches. Behav Processes 2004;67: [9] Clement Y, Calatayud F, Belzung C. Genetic basis of anxiety-like behaviour: a critical review. Brain Res Bull 2002;57: [10] Choleris E, Thomas AW, Kavaliers M, Prato FS. A detailed ethological analysis of the mouse open field test: effects of diazepam, chlordiazepoxide and an extremely low frequency pulsed magnetic field. Neurosci Biobehav Rev 2001;25: [11] Cole BJ, Hillmann M, Seidelmann D, Klewer M, Jones GH. Effects of benzodiazepine receptor partial inverse agonists in the elevated plus maze test of anxiety in the rat. Phychopharmacology 1995;121: [12] Crawley JN, Belknap JK, Collins A, Crabbe JC, Frankel W, Henderson N, et al. Behavioural phenotypes of inbred mouse strains: implications and recommendations for molecular studies. Psychopharmacology 1997;132: [13] Crawley JN. Behavioural phenotyping of transgenic and knockout mice: experimental design and evaluation of general health, sensory functions, motor abilities, and specific behavioural tests. Brain Res 1999;835: [14] Crawley JN, Paylor R. A proposed test battery and constellations of specific behavioral paradigms to investigate the behavioral phenotypes of transgenic and knockout mice. Horm Behav 1997;31: [15] D Aquila PS, Peana AT, Carboni V, Serra G. Exploratory behaviour and grooming after repeated restraint and chronic mild stress: effect of desipramine. Eur J Pharm 2000;399:43 57.
6 A.V. Kalueff et al. / Behavioural Brain Research 165 (2005) [16] Drai D, Kafkafi N, Benjamini Y, Elmer G, Golani I. Rats and mice share common ethologically relevant parameters of exploratory behavior. Behav Brain Res 2001;125: [17] Escorihuela RM, Fernandez-Teruel A, Gil L, Aguilar R, Tobena A, Driscoll P. Inbred Roman high- and low-avoidance rats: differences in anxiety, novelty-seeking, and shuttlebox behaviors. Physiol Behav 1999;67: [18] Espejo EF. Structure of the mouse behaviour on the elevated plusmaze test of anxiety. Behav Brain Res 1997;86: [19] Frick KM, Stillner ET, Berger-Sweeney J. Mice are not little rats: species differences in a one-day water maze task. Neuroreport 2000;11: [20] Gharbawie OA, Whishaw PA, Whishaw IQ. The topography of three-dimensional exploration: a new quantification of vertical and horizontal exploration, postural support, and exploratory bouts in the cylinder test. Behav Brain Res 2004;151: [21] Golani I, Benjamini Y, Eilam D. Stopping behavior: constraints on exploration in rats (Rattus norvegicus). Behav Brain Res 1993;53: [22] Jones N, Duxon MS, King SM. Ethopharmacological analysis of the unstable elevated exposed plus maze, a novel model of extreme anxiety: predictive validity and sensitivity to anxiogenic drugs. Psychopharmacology 2002;161: [23] Kalueff AV. Psychotropic effects of benzylpenicillin and related compounds in a battery of experimental models of stress in rats. Published Doctoral dissertation, Avix, Kiv. [24] Kalueff AV, Tuohimaa P. Grooming analysis algorithm for neurobehavioural stress research. Brain Res Protocols 2004;13: [25] Kalueff AV, Tuohimaa P. The grooming analysis algorithm discriminates between different levels of anxiety in rats: potential utility for neurobehavioural stress. J Neurosci Methods 2005;143: [26] Kalueff AV, Tuohimaa P. The Suok (ropewalking) murine test of anxiety. Brain Res Protocols 2005;14: [27] Kalueff AV, Tuohimaa P. Pharmacological validation of the mouse elevated horizontal rod (the Suok test) as a novel experimental model of anxiety: sensitivity to diazepam and pentylenetetrazole. Eur Neuropsychopharmacol 2005;15:S40 1. [28] Kalueff AV, Tuohimaa P. Pharmacological validation of a new model of anxiety in mice and rats the Suok (ropewalking) test: sensitivity to diazepam and pentylenetetrazole. Eur Neuropsychopharmacol 2005;15:S148. [29] Kobayashi S, Ohta M, Miyasaka K, Funakoshi A. Decrease in exploratory behavior in naturally occurring cholecystokinin (CCK)-A receptor gene knockout rats. Neurosci Lett 1996;214:61 4. [30] Lepicard EM, Venault P, Perez-Diaz F, Joubert C, Berthoz A, Chapouthier G. Balance control and posture differences in the anxious BALB/cByJ mice compared to the non anxious C57BL/6J mice. Behav Brain Res 2000;117: [31] Lepicard EM, Joubert C, Hagneau I, Perez-Diaz F, Chapouthier G. Differences in anxiety-related behavior and response to diazepam in BALB/cByJ and C57BL/6J strains of mice. Pharmacol Biochem Behav 2000;67: [32] Lepicard EM, Venault P, Negroni J, Perez-Diaz F, Joubert C, Nosten- Bertrand N, et al. Posture and balance responses to a sensory challenge are related to anxiety in mice. Psychiatr Res 2003;118: [33] Martin P. Animal models sensitive to anti-anxiety agents. Acta Psychiatr Scand Suppl 1998;393: [34] Montgomery KC, Monkman AJ. The relation between fear and exploratory behavior. J Comp Physiol Psychol 1995;48: [35] Nasello AG, Machado C, Bastos JF, Felicio LF. Sudden darkness induces a high activity low anxiety state in male and female rats. Physiol Behav 1998;63: [36] Ohl F, Toschi N, Wigger A, Henniger MS, Landgraf R. Dimensions of emotionality in a rat model of innate anxiety. Behav Neurosci 2001;115: [37] Ohl F. Testing for anxiety. Clin Neurosci Res 2003;3: [38] Powell SB, Geyer MA, Gallagher D, Paulus MP. The balance between approach and avoidance behaviors in a novel object exploration paradigm in mice. Behav Brain Res 2004;152: [39] Rodgers RJ, Haller J, Holmes A, Halasz J, Walton TJ, Brain PF. Corticosterone response to the plus-maze: high correlation with risk assessment in rats and mice. Physiol Behav 1999;68: [40] Rudrauf D, Venault P, Cohen-Salmon C, Berthoz A, Jouvent R, Chapouthier G. A new method for the assessment of spatial orientation and spatial anxiety in mice. Brain Res Protocols 2004;13: [41] Salome N, Viltart O, Darnaudery M, Salchner P, Singewald N, Landgraf R, et al. Reliability of high and low anxiety-related behaviour: influence of laboratory environment and multifactorial analysis. Behav Brain Res 2002;136: [42] Venault P, Rudrauf D, Lepicard EM, Berthoz A, Jouvent R, Chapouthier G. Balance control and posture in anxious mice improved by SSRI treatment. Neuroreport 2001;12: [43] Wada T, Fukuda N. Effects of DN-2327, a new anxiolytic, diazepam and buspirone on exploratory activity of the rat in the elevated plusmaze. Psychopharmacology 1991;104: [44] Wall PC, Messier C. Methodological and conceptual issues in the use of the elevated plus-maze as a psychological measurement instrument of animal anxiety-like behavior. Neurosci Biobehav Rev 2001;25: [45] Whishaw IQ, Tomie JA. Of mice and mazes: similarities between mice and rats on dry land but not water mazes. Physiol Behav 1996;60: [46] Whishaw IQ, Metz GA, Kolb B, Pellis SM. Accelerated nervous system development contributes to behavioral efficiency in the laboratory mouse: a behavioral review and theoretical proposal. Dev Psychobiol 2001;39:
The small open field can also serve as a hole board and as a test chamber for the novel
1 The Open Field Test Revised 9 July 2004 The open field can be of different sizes; small (38 x 38 cm), or large (72 x 72 cm). The small open field can also serve as a hole board and as a test chamber
26th IBRO/AFRICA school on Advanced Behavioral Neuroscience, ICIPE, Nairobi Kenya 17 th December 2010
26th IBRO/AFRICA school on Advanced Behavioral Neuroscience, ICIPE, Nairobi Kenya 17 th December 2010 Dominic Ochwang'i (Kenya), Moto Fleur (Cameroon), Duncan Matheka (Kenya), Denver Ncube (Zimbabwe),
Assessing the Maximum Predictive Validity for Neuropharmacological Anxiety Screening Assays Using Zebrafish
Chapter 15 Assessing the Maximum Predictive Validity for Neuropharmacological Anxiety Screening Assays Using Zebrafish Amanda Linker, Adam Stewart, Siddharth Gaikwad, Jonathan M. Cachat, Marco F. Elegante,
Mouse Open-Space Behavior
Mouse Open-Space Behavior I. Introduction to animal behavior Ethology is the field of biology that studies animal behavior. You are probably already familiar with many animal behaviors. For example, the
Animal Models of Human Behavioral and Social Processes: What is a Good Animal Model? Dario Maestripieri
Animal Models of Human Behavioral and Social Processes: What is a Good Animal Model? Dario Maestripieri Criteria for assessing the validity of animal models of human behavioral research Face validity:
PS3021, PS3022, PS4040
School of Psychology Important Degree Information: B.Sc./M.A. Honours The general requirements are 480 credits over a period of normally 4 years (and not more than 5 years) or part-time equivalent; the
INCREASE OVER TIME IN THE STIMULUS GENERALIZATION OF ACQUIRED FEAR *
Journal of Experimental Psychology 1963, Vol. 65, No. 6, 576-582 INCREASE OVER TIME IN THE STIMULUS GENERALIZATION OF ACQUIRED FEAR * WALLACE R. MCALLISTER AND DOROTHY E. MCALLISTER Syracuse University
LIST OF FIGURES. Figure 1: Diagrammatic representation of electromagnetic wave. Figure 2: A representation of the electromagnetic spectrum.
LIST OF FIGURES Figure 1: Diagrammatic representation of electromagnetic wave. Figure 2: A representation of the electromagnetic spectrum. Figure 3: Picture depicting the internal circuit of mobile phone
Virtual Child Written Project Assignment. Four-Assignment Version of Reflective Questions
Virtual Child Written Project Assignment Four-Assignment Version of Reflective Questions Virtual Child Report (Assignment) 1: Infants and Toddlers (20 points) Choose 7 or 8 questions whose total point
Video-Based Eye Tracking
Video-Based Eye Tracking Our Experience with Advanced Stimuli Design for Eye Tracking Software A. RUFA, a G.L. MARIOTTINI, b D. PRATTICHIZZO, b D. ALESSANDRINI, b A. VICINO, b AND A. FEDERICO a a Department
Effects of Two Proprietary Compounds in Multiple Sclerosis DATE
Effects of Two Proprietary Compounds in a Model of Multiple Sclerosis DATE Authentication This study was conducted under the terms of a Services Agreement between Inc. and CLIENT dated DATE. Sponsor XXX
Grade 12 Psychology (40S) Outcomes Unedited Draft 1
Grade 12 Psychology (40S) Outcomes Unedited Draft 1 Theme 1: Introduction and Research Methods Topic 1: Introduction 1.1.1 Define psychology, and list and explain its goals. 1.1.2 Describe and compare
Donald Stephen Leitner
Donald Stephen Leitner Department of Psychology Office: (610)660-1802 Saint Joseph s University Fax: (610)660-1819 5600 City Avenue e-mail: [email protected] Philadelphia, PA 19131-1395 Laboratory: Post
Dr V. J. Brown. Neuroscience (see Biomedical Sciences) History, Philosophy, Social Anthropology, Theological Studies.
Psychology - pathways & 1000 Level modules School of Psychology Head of School Degree Programmes Single Honours Degree: Joint Honours Degrees: Dr V. J. Brown Psychology Neuroscience (see Biomedical Sciences)
3D Interactive Information Visualization: Guidelines from experience and analysis of applications
3D Interactive Information Visualization: Guidelines from experience and analysis of applications Richard Brath Visible Decisions Inc., 200 Front St. W. #2203, Toronto, Canada, [email protected] 1. EXPERT
Chapter 7 COGNITION PRACTICE 240-end Intelligence/heredity/creativity Name Period Date
Chapter 7 COGNITION PRACTICE 240-end Intelligence/heredity/creativity Name Period Date MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. 1) Creativity
Separation of Amino Acids by Paper Chromatography
Separation of Amino Acids by Paper Chromatography Chromatography is a common technique for separating chemical substances. The prefix chroma, which suggests color, comes from the fact that some of the
College of Arts and Sciences. Psychology
100 INTRODUCTION TO CHOLOGY. (4) An introduction to the study of behavior covering theories, methods and findings of research in major areas of psychology. Topics covered will include the biological foundations
Repelling effect on mice and rats
Ultrasound and Extremely Low Frequency Magnetic Field on mice and rats -.U/ELMF-_M www.silverline.se Pest Control gardensystem The complete indoor guard system Poison Free Pest Control Repelling system
AP Biology 2015 Free-Response Questions
AP Biology 2015 Free-Response Questions College Board, Advanced Placement Program, AP, AP Central, and the acorn logo are registered trademarks of the College Board. AP Central is the official online home
Alcohol Withdrawal Syndrome & CIWA Assessment
Alcohol Withdrawal Syndrome & CIWA Assessment Alcohol Withdrawal Syndrome is a set of symptoms that can occur when an individual reduces or stops alcoholic consumption after long periods of use. Prolonged
Agent Simulation of Hull s Drive Theory
Agent Simulation of Hull s Drive Theory Nick Schmansky Department of Cognitive and Neural Systems Boston University March 7, 4 Abstract A computer simulation was conducted of an agent attempting to survive
Use of pen test (balance beam) to assess motor balance and coordination in mice
Please quote this SOP in your Methods. Use of pen test (balance beam) to assess motor balance and coordination in mice SOP (ID) Number SMA_M.2.1.001 Version 1 Issued September 8 th, 2010 Last reviewed
Sample Paper for Research Methods. Daren H. Kaiser. Indiana University Purdue University Fort Wayne
Running head: RESEARCH METHODS PAPER 1 Sample Paper for Research Methods Daren H. Kaiser Indiana University Purdue University Fort Wayne Running head: RESEARCH METHODS PAPER 2 Abstract First notice that
A note on the influence of visual conspecific contact on the behaviour of sheltered dogs
Ž. Applied Animal Behaviour Science 60 1998 83 88 Short communication A note on the influence of visual conspecific contact on the behaviour of sheltered dogs Deborah L. Wells ), Peter G. Hepper Canine
Theories of Violence and Aggression. By Jason Ittel
Theories of Violence and Aggression By Jason Ittel Questions:! What does Judith Harris say parents can do to increase the probability of their children not becoming delinquent?! What areas of the brain
Brain Development: Conception to Age 3
Brain Development: Conception to Age 3 Decades of research show that the environment of a child s earliest years can have effects that last a lifetime. Thanks to recent advances in technology, we have
Diseases of the Nervous System. Neal G. Simon, Ph.D. Professor, Dept of Biological Sciences Lehigh University
Diseases of the Nervous System Neal G. Simon, Ph.D. Professor, Dept of Biological Sciences Lehigh University Outline A. Stress-related Disorders 1. Emotional Circuitry: Key Components 2. The Hypothalamic
PSYC PSYCHOLOGY. 2011-2012 Calendar Proof
PSYC PSYCHOLOGY PSYC1003 is a prerequisite for PSYC1004 and PSYC1004 is a prerequisite for all remaining Psychology courses. Note: See beginning of Section F for abbreviations, course numbers and coding.
PSYCHOLOGY FACULTY: Amber Garcia, Chair Michael Casey Susan Clayton Gary Gillund Grit Herzmann Brian Karazsia (on leave Fall 2015) John Neuhoff Amy
PSYCHOLOGY FACULTY: Amber Garcia, Chair Michael Casey Susan Clayton Gary Gillund Grit Herzmann Brian Karazsia (on leave Fall 2015) John Neuhoff Amy Jo Stavnezer Barbara Thelamour Claudia Thompson Psychology
APA National Standards for High School Psychology Curricula
APA National Standards for High School Psychology Curricula http://www.apa.org/ed/natlstandards.html I. METHODS DOMAIN Standard Area IA: Introduction and Research Methods CONTENT STANDARD IA-1: Contemporary
Eye color predicts alcohol use in two archival samples
Personality and Individual Differences 31 (2001) 535±539 www.elsevier.com/locate/paid Eye color predicts alcohol use in two archival samples Jonathan F. Bassett, James M. Dabbs Jr. * Department of Psychology,
Psychology. Academic Requirements. Academic Requirements. Career Opportunities. Minor. Major. Mount Mercy University 1
Mount Mercy University 1 Psychology The psychology major presents a scientific approach to the study of individual behavior and experience. The goal of the major is to provide an empirical and theoretical
PARKINSON S DISEASE INTRODUCTION. Parkinson s disease is defined as a disease of the nervous system that affects voluntary movement.
PARKINSON S DISEASE INTRODUCTION Parkinson s disease is a disorder of the brain and the nervous system. It is one of the more common neurological diseases in people over the age of 60, and it is more common
WHAT IS A JOURNAL CLUB?
WHAT IS A JOURNAL CLUB? With its September 2002 issue, the American Journal of Critical Care debuts a new feature, the AJCC Journal Club. Each issue of the journal will now feature an AJCC Journal Club
Sophisticated Life Science Research Instrumentation. Vogel Test System. Anxiety Monitoring System
Sophisticated Life Science Research Instrumentation Vogel Test System Anxiety Monitoring System www.tse-systems.com [email protected] Specifications subject to change without notice TSE Vogel Test System
M.S., Psychology, 2005 Thesis title: Effects of neonatal novelty exposure on competitive ability and taskdirected
KATHERINE GOOLD AKERS Hospital for Sick Children Neurosciences and Mental Health 555 University Avenue Toronto, ON M5G 1X8 416-813-6898 [email protected] CURRENT POSITION Hospital for Sick Children
The Effects of Colour and Light on Space Perception
173 The Effects of Colour and Light on Space Perception Banu MANAV * E-mail: [email protected], Rana Güvenkaya KUTLU* E-mail: [email protected] Mehmet Şener KÜÇÜKDOĞU** E-mail: [email protected]
Scanning Acoustic Microscopy Training
Scanning Acoustic Microscopy Training This presentation and images are copyrighted by Sonix, Inc. They may not be copied, reproduced, modified, published, uploaded, posted, transmitted, or distributed
Chapter Fourteen. Emotion, Reward, Aggression, and Stress
Chapter Fourteen Emotion, Reward, Aggression, and Stress EMOTIONS! Emotions generally include a Physical component, and a Subjective component or quality, and a Valence Emotions a product of Evolution?
DRAFT TJ PROGRAM OF STUDIES: AP PSYCHOLOGY
DRAFT TJ PROGRAM OF STUDIES: AP PSYCHOLOGY COURSE DESCRIPTION AP Psychology engages students in a rigorous appraisal of many facets of our current understanding of psychology. The course is based on the
Protective Effects of Ferulic Acid in Alcohol Withdrawal Induced Anxiety and Depression in Mice
Volume 2. No 3/2015. ISSN 2313-0008 (Print); ISSN 2313-0016 (Online); Prefix I0.18034 Research Article Malays. j. med. biol. res. Protective Effects of Ferulic Acid in Alcohol Withdrawal Induced Anxiety
Specific learning outcomes (Course: Introduction to experimental research)
IB Psychology: course 1 (i3psh1, i3pss1) Standard and higher level: Introduction to experimental research The first course focuses on setting the ground for studying IB psychology; we will begin by looking
Chemistry 112 Laboratory Experiment 6: The Reaction of Aluminum and Zinc with Hydrochloric Acid
Chemistry 112 Laboratory Experiment 6: The Reaction of Aluminum and Zinc with Hydrochloric Acid Introduction Many metals react with acids to form hydrogen gas. In this experiment, you will use the reactions
1: Motor neurone disease (MND)
1: Motor neurone disease (MND) This section provides basic facts about motor neurone disease (MND) and its diagnosis. The following information is an extracted section from our full guide Living with motor
Computer Related Symptoms: A Major Problem for College Students
1 Peper, E., & Gibney, K, H. (1999). Computer related symptoms: A major problem for college students. Proceedings of the Thirteenth Annual Meeting of the Association for Applied Psychophysiology and Biofeedback.
Skill acquisition. Skill acquisition: Closed loop theory Feedback guides learning a motor skill. Problems. Motor learning practice
Motor learning theories closed loop theory schema theory hierarchical theory Skill acquisition Motor learning practice Fitt s three stages motor imagery physical changes Skill acquisition: Closed loop
The Psychology Foundation of Australia (Incorporated in NSW) www.psychologyfoundation.org.au. 26 February 2007
The Psychology Foundation of Australia (Incorporated in NSW) www.psychologyfoundation.org.au President: Prof David Badcock School of Psychology The University of Western Australia 08 6488 3243 [email protected]
Dried Blood Spot Specimens for Serological Testing of Rodents
IDEXX BioResearch l Laboratory Animal Diagnostics Dried Blood Spot Specimens for Serological Testing of Rodents Mathew H. Myles, Earl K. Steffen, Cynthia L. Besch-Williford, Beth A. Bauer, Robert S. Livingston,
FUNCTIONAL EEG ANALYZE IN AUTISM. Dr. Plamen Dimitrov
FUNCTIONAL EEG ANALYZE IN AUTISM Dr. Plamen Dimitrov Preamble Autism or Autistic Spectrum Disorders (ASD) is a mental developmental disorder, manifested in the early childhood and is characterized by qualitative
Seminar/Talk Calendar
Seminar/Talk Calendar Tuesday, February 3rd Dr. John Neumaier, Professor of Psychiatry and Pharmacology, University of Washington DREADDing Addiction Dr. Neumaier s laboratory is studying stress and addiction
Does Cross-Fostering Modify the Prenatal Effect of Methamphetamine on Learning of Adult Male Rats?
Prague Medical Report / Vol. 11 (29) No. 3, p. 191 2 191) Does Cross-Fostering Modify the Prenatal Effect of Methamphetamine on Learning of Adult Male Rats? Hrubá L., Schutová B., Pometlová M., Šlamberová
Professor Gerlinde Metz. Transgenerational Epigenetic Programing of the Brain
AEN Profile: Professor Gerlinde Metz. Transgenerational Epigenetic Programing of the Brain Biography: Dr. Gerlinde Metz is a Professor of Neuroscience and AHFMR Senior Scholar at the Canadian Centre for
Tinnitus: a brief overview
: a brief overview sufferers experience sound in the absence of an external source. Sounds heard in tinnitus tend to be buzzing, hissing or ringing rather than fully-formed sounds such as speech or music.
Self Organizing Maps: Fundamentals
Self Organizing Maps: Fundamentals Introduction to Neural Networks : Lecture 16 John A. Bullinaria, 2004 1. What is a Self Organizing Map? 2. Topographic Maps 3. Setting up a Self Organizing Map 4. Kohonen
ANIMAL BEHAVIOR LAB Sampling Methods, Data Collection, & Ethograms
Background ANIMAL BEHAVIOR LAB Sampling Methods, Data Collection, & Ethograms A) Sampling Methods It is usually neither feasible nor necessary to record all behaviors of all animals of interest all the
12/30/2012. Research Design. Quantitative Research: Types (Campbell & Stanley, 1963; Crowl, 1993)
Quantitative Prepared by: Amanda J. Rockinson-Szapkiw Liberty University A research design is a plan that guides the decision as to: when and how often to collect data what data to gather and from whom
Assessment and Solutions for Hole Wall Pull Away in High Tg and High Technology Laminate Materials
Assessment and Solutions for Hole Wall Pull Away in High Tg and High Technology Laminate Materials Neil Patton Atotech Deutschland GmbH Erasmusstrasse 20 10553 Berlin Germany ABSTRACT Today the use of
Introduction to Tolerance, Physical Dependence and Withdrawal
Introduction to Tolerance, Physical Dependence and Withdrawal Carrie G Markgraf, MD, PhD Safety Assessment Merck Research Laboratories 1 Overview Definitions Addiction, psychological dependence, physical
Fact sheet: UK 2-18 years Growth Chart
Fact sheet: UK 2-18 years Growth Chart This chart will most commonly be used for the assessment of individual children, rather than for population growth monitoring purposes and includes a number of new
Chapter 1 Assignment Part 1
Chapter 1 Assignment Part 1 Careers in Psychology 1. Which of the following psychological professionals must always have a medical degree? a. psychologist b. psychiatric social worker c. psychiatrist d.
T U R B I N E G A S M E T E R
TURBINE GAS METER TURBINE GAS METER CGT 1 2 3 4 5 6 7 Design and function page 2 General technical data page 3 Measurement outputs page 4 Dimensions and weights page 5 Performance page 7 Pressure loss
Influence of positive allosteric modulation of the mglu2-receptor on the behavioral responses in animal models of depression
Influence of positive allosteric modulation of the mglu2-receptor on the behavioral responses in animal models of depression Neuroscience Discovery Janssen Research and Development, a Division of Janssen
Investigating the genetic basis for intelligence
Investigating the genetic basis for intelligence Steve Hsu University of Oregon and BGI www.cog-genomics.org Outline: a multidisciplinary subject 1. What is intelligence? Psychometrics 2. g and GWAS: a
Studying the contextual cues associated with fear of crime through eye tracking techniques
Studying the contextual cues associated with fear of crime through eye tracking techniques Inês Guedes 1, Pedro Fernandes 2 & Carla Cardoso 1 1 School of Criminology, Faculty of Law, University of Porto
Psychology. 42 Credits Complete the requirements shown in the General Education Requirements section of this catalog. Include this specific course.
Psychology Psychology is the science of behavior and mental processes. Behavior is anything an organism does that we can observe and record; examples include smiling, talking, yelling, and marking a questionnaire.
Data Mining: Exploring Data. Lecture Notes for Chapter 3. Introduction to Data Mining
Data Mining: Exploring Data Lecture Notes for Chapter 3 Introduction to Data Mining by Tan, Steinbach, Kumar What is data exploration? A preliminary exploration of the data to better understand its characteristics.
MOUSE ANXIETY MODELS AND AN EXAMPLE OF AN EXPERIMENTAL SETUP USING UNCONDITIONED AVOIDANCE IN AN AUTOMATED SYSTEM - INTELLICAGE
Cogniţie, Creier, Comportament / Cognition, Brain, Behavior Copyright 2006 Romanian Association for Cognitive Science. All rights reserved. ISSN: 1224-8398 Volume X, No. 4 (December), 475-488 MOUSE ANXIETY
Child & Adolescent Anxiety: Psychopathology and Neuroscience
bbrfoundation.org Child & Adolescent Anxiety: Psychopathology and Neuroscience Daniel S. Pine, M.D. Chief, Child & Adolescent Research Mood & Anxiety Disorders Program National Institute of Mental Health
Affective Instability in Borderline Personality Disorder. Brad Reich, MD McLean Hospital
Affective Instability in Borderline Personality Disorder Brad Reich, MD McLean Hospital Characteristics of Affective Instability Rapidly shifting between different emotional states, usually involving a
Improvement of Visual Attention and Working Memory through a Web-based Cognitive Training Program
. Improvement of Visual Attention and Working Memory through a Web-based Cognitive Training Program Michael Scanlon David Drescher Kunal Sarkar Context: Prior work has revealed that cognitive ability is
Tobacco/Marijuana. Tobacco. Short-term effects of smoking
Tobacco/Marijuana Tobacco Nicotine, one of the more than 4,000 chemicals found in the smoke from tobacco products such as cigarettes, cigars, and pipes, is the primary component in tobacco that acts on
Effects of Caffeine on Cardiac and Skeletal Muscle Stimulation: A Noninvasive Study Based on a Single Dose of Caffeine
Effects of Caffeine on Cardiac and Skeletal Muscle Stimulation: A Noninvasive Study Based on a Single Dose of Caffeine Physiology 435: Lab 601 Group 3 Dr. Lokuta Kira Arno, Logan Schlosser, Chris Boyd,
VITAMIN C AND INFECTIOUS DISEASE: A REVIEW OF THE LITERATURE AND THE RESULTS OF A RANDOMIZED, DOUBLE-BLIND, PROSPECTIVE STUDY OVER 8 YEARS
39 Chapter 3 VITAMIN C AND INFECTIOUS DISEASE: A REVIEW OF THE LITERATURE AND THE RESULTS OF A RANDOMIZED, DOUBLE-BLIND, PROSPECTIVE STUDY OVER 8 YEARS Maxine Briggs TABLE OF CONTENTS I. Review of the
Patients with dementia and other types of structural brain injury are predisposed to delirium (i.e., abrupt onset, temporary confusion caused by
Dementia is the permanent loss of multiple intellectual functions resulting from neuronal death. Dementia afflicts 10% of individuals over the age of 65 and these patients survive approximately seven years
Post Traumatic Stress Disorder (PTSD) Karen Elmore MD Robert K. Schneider MD Revised 5-11-2001 by Robert K. Schneider MD
Post Traumatic Stress Disorder (PTSD) Karen Elmore MD Robert K. Schneider MD Revised 5-11-2001 by Robert K. Schneider MD Definition and Criteria PTSD is unlike any other anxiety disorder. It requires that
Psychology. Administered by the Department of Psychology within the College of Arts and Sciences.
Psychology Dr. Spencer Thompson, Professor, is the Chair of Psychology and Coordinator of Child and Family Studies. After receiving his Ph.D. in Developmental Psychology at the University of California,
When it s time to apply for Social Security Disability Insurance: Making a stressful and complicated process easier for you and your family!
When it s time to apply for Social Security Disability Insurance: Making a stressful and complicated process easier for you and your family! Presenter Disclosures Art Spencer The following personal financial
Trasposable elements: P elements
Trasposable elements: P elements In 1938 Marcus Rhodes provided the first genetic description of an unstable mutation, an allele of a gene required for the production of pigment in maize. This instability
Proposed Treatment for Vestibular Dysfunction in Dogs By Margaret Kraeling, DPT, CCRT
Proposed Treatment for Vestibular Dysfunction in Dogs By Margaret Kraeling, DPT, CCRT Vestibular dysfunction in the dog can be a disturbing condition for owners, as well as somewhat confounding for the
The Continuous Performance Test (CPT) as an Assessment of. Voluntary Attention in Preschool Children at High Risk for Learning.
ISCRAT Congress Amsterdam 2002 Symposium June 18, 2002 The Continuous Performance Test (CPT) as an Assessment of Voluntary Attention in Preschool Children at High Risk for Learning Disabilities Akira Midorikawa
National Quali cations SPECIMEN ONLY
H National Qualications SPECIMEN ONLY SQ39/H/01 Psychology Date Not applicable Duration 2 hours Total s 60 SECTION 1 RESEARCH 20 s Attempt ALL parts of ALL questions. SECTION 2 INDIVIDUAL BEHAVIOUR 20
READINESS AND ATTITUDE TOWARDS ONLINE LEARNING AMONG VIRTUAL STUDENTS*
READINESS AND ATTITUDE TOWARDS ONLINE LEARNING AMONG VIRTUAL STUDENTS* BY Daing Zaidah Ibrahim [email protected] Abu Daud Silong, PhD [email protected] Center for Graduate Studies UNITAR,
Clinical Practice Guidelines: Attention Deficit/Hyperactivity Disorder
Clinical Practice Guidelines: Attention Deficit/Hyperactivity Disorder AACAP Official Action: OUTLINE OF PRACTICE PARAMETERS FOR THE ASSESSMENT AND TREATMENT OF CHILDREN, ADOLESCENTS, AND ADULTS WITH ADHD
DEALING WITH THE DATA An important assumption underlying statistical quality control is that their interpretation is based on normal distribution of t
APPLICATION OF UNIVARIATE AND MULTIVARIATE PROCESS CONTROL PROCEDURES IN INDUSTRY Mali Abdollahian * H. Abachi + and S. Nahavandi ++ * Department of Statistics and Operations Research RMIT University,
