/?~whia/r.\, Rcwurc~h.28. 47-6 I 47 Elsevier Observed Behavior Sleep Deprivation A.L. Bouhuys, Domien as a Predictor of the in Depressed Patients G.M. Beersma, and Rutger Received February 5. 1988; revised version received 22. 1988. November Response to H. van den Hoofdakker 7. 1988; accepted Decrmhrr Abstract. Total sleep deprivation (TSD) in depressive patients is known to produce sudden changes in mood, but the factors involved in these mood changes are poorly understood. In this study the role of psychomotor activation was investigated by examining the relationships between baseline measures of activation and subsequent clinical response to TSD. Two methods were used to assess the degree of activation: global judgment (clinical ratings) and direct observation and registration of behavior (ethological methods). Behavioral and global assessments took place I day before TSD during a medication-free psychiatric interview. The amount of looking displayed during the interview was negatively correlated with the subsequent clinical response to TSD. while bodyand object-touching hand movements showed a positive correlation. During switches from speaking turn and at the start of the patients’ speaking turn, responders to TSD showed more hand movements than nonresponders. No relation was found between clinical ratings of the degree of psychomotor activation and the TSD response. Our data suggest that the clinical response to TSD may be predicted and therefore possibly mediated by dimensions of activation. For the detection of these dimensions, behavioral observation appears to be more suitable than global clinical judgment. Key Words. Depression, sleep deprivation, psychomotor activation. observed behavior. About 50 percent of endogenously depressed patients improve after I night of total sleep deprivation (TSD) (Gerner et al., 1979; Elsenga and van den Hoofdakker, 1987). Unfortunately subsequent sleep at the habitual clocktime can be followed by 1983, substantial relapse (Gerner et al., 1979; Elsenga and van den Hoofdakker, 1987). Although the clinical effect of sleep deprivation is usually short-lasting, the factors involved in sudden mood changes are of considerable interest. A first approach in tracing the factors involved in sudden mood changes after sleep deprivation is studying characteristics of patients who react to sleep deprivation and those who do not. One of the characteristics already noted in the literature is that endogenous depressive patients react better to sleep deprivation than patients with 1981). Perhaps the other types of depression (Rudolf et al., 1977; Fghndrich, A.L. Bouhuys, Ph.D., is Senior Human Ethologist; Domien G.M. Beersma. Ph.D., is Senior Physicist; and Rutger H. van den Hoofdakker, M.D., Ph.D., is Professor of Psychiatry, Department of Biological Psychiatry, University Psychiatric Clinic, Groningen, The Netherlands. (Reprint requests to Dr. A.L. University Psychiatric Clinic, Oostersingel 59, 9713 EZ Bouhuys, Dept. of Biological Psychiatry, Groningen, The Netherlands.) 0165-178 I j89jSO3.50 @ 1989 Elsevier Scientific Publishers Ireland Ltd. 48 biological factors involved in endogenous depression trigger the better sleep deprivation response. On the level of symptoms, biological factors seem to have predictive value too. Vital symptoms are reportedly associated with clinical improvement: the occurrence of diurnal variation in depression (van Scheyen, 1977; Rudolf and TolIe, 1978; Fahndrich, 1981; Roy-Byrne et al., 1984; Elsenga and van den Hoofdakker, 1987) sleep disturbances (Roy-Byrne et al., 1984) and early awakening (Bhanji et al., 1978) have been found to be significantly related to TSD response. The relationship between the severity of depression and the response to TSD is unclear. Some investigators have found positive relationships (Pflug and TolIe, 1971; Bhanji et al., 1978; Kvist and Kirkegaard, 1980) whereas others have found no relationship at all (Rudolf and Tiille, 1978; Duncan et al., 1980). Obviously, the presence or absence of sleep is related to the course of arousal (Horne, 1978). The relationship between primary dimensions of emotion and dimensions of arousal such as activation, stress, and anxiety is widely recognized (Thayer, 1978; Purcell, 1982; Tellegen, 1985). Consequently, the above-mentioned relationships between mood, sleep, and wakefulness might be explained by the interaction of sleep and wakefulness with primary dimensions of arousal. Such explanations can be pursued in various ways. One approach is studying covariation of mood and arousal variables before, during, and after sleep deprivation. We will report on this issue elsewhere (van den Hoofdakker et al., 1988). Another approach-the focus of the study reported here-is to study the predictive relationship of arousal variables observed under baseline conditions with the effects of subsequent sleep deprivation on depressive mood. There are many ways of assessing activational states. It is very common for investigators to rely on self-reports of subjective activation or external global judgments (Dermer and Berscheid, 1972; Hoddes, 1972; Thayer, 1978). Another approach is the direct observation and measurement of all kinds of patient behaviors (Maser, 1984; Ulrich and Harms, 1985; Bouhuys, 1985; Bouhuys et al. 1988). Both approaches are used in the present study. Several authors have suggested that ethological methods could be usefully applied in psychiatry (cf. Hutt, 1970; Ekman and Friesen, 1974; McGuire and Fairbanks, 1977; Kramer and McKinney, 1979). For instance, ethological theories on the biological function of behavior (McGuire and Essock-Vitale, 1981) territorial and agonistic behavior (Singh et al., 1981a, 19816) and attachment behavior (Bowlby, 1969) are applied in psychiatry. Moreover, the nonobtrusive observation of various types of behavior in naturalistic situations has been a useful tool in the clinical evaluation of depressed patients (Polsky and McGuire, 1979, 1980; Rosen et al., 1980; Fisch, 1983; Fossi et al., 1984; Lyons and Rosen, 1985; Ulrich and Harms, 1985; Ellgring, 1986); in the differentiation between various diagnostic and nonpsychiatric groups (Hinchliffe et al., 1975; Rutter and Stephenson, 1972; Jones and Pasna, 1979); and in the search for predictors of improvement in depressed patients (Ranelli and Miller, 1981; Bouhuys et al., 1987a, 19876, 1988). In the ethological procedure used in the present study, a group of behaviors is defined, and the durations of these behaviors are then scored from videotape for an objective quantification. The video recordings are made during a conversation between the patient and the psychiatrist, an interaction in which they influence each 49 other’s behavior (Matarazzo and Wiens, 1967; Natale, 1976; Scherer and Rogers, 1980). Thus, the patient’s behaviors are studied in relation to the psychiatrist’s behaviors. The categories of behavior observed are mainly chosen on the basis of earlier reported relationships with activation in depressive and nondepressive groups. For instance, the frequency of body touching is positively related to anxiety or agitation (Ekman and Friesen, 1974; Ulrich and Harms, 1979, 1985); speaking time is negatively related and pausing time is positively related to retardation, i.e., the slowing down of cognitive processes and motoric behavior (Greden et al., 1981; Bouhuys and Mulder-Hajonides, 1984); the frequency of gesticulation is negatively related to retardation (Ulrich and Harms, 1985); the duration of looking is negatively correlated both to arousal (Gale et al., 1975, 1978; Kleinke and Pohlen, 1986) and retardation (Bouhuys, 1985). Because of the emphasis placed on motoric aspects in concepts like agitation and retardation, we studied all kinds of movements, including head movements and leg movements. The resulting objective assessments of behaviors, probably representing activational states, are compared to global clinical judgments of the response to TSD. Methods Subjects and Design. Seventeen endogenously depressed hospitalized patients were observed during interviews with the same male psychiatrist in which the severity of the depression was assessed using the 21-item Hamilton Rating Scale for Depression (HRSD) (Hamilton, 1967). The average baseline HRSD score was 31.7 (SD = 6.5; range = 23.7-46.7). The group consisted of I5 females and 2 males with a mean age of 49.1 (SD = 14.6) years. They were drug free for at least 3 days before the start of these interviews. Patients were included if they were diagnosed by an experienced psychiatrist as suffering from a major depressive disorder according to DSM-III criteria (Spitter and Williams, 1982) and had an HRSD score 3 16. During the interviews, which were all conducted between 9 and I I a.m., the HRSD score was assessed by two independent raters (the mean was taken in this study). Interrater reliability was 0.97 (Kendall concordance coefficient; n = 29) (Siegel, 1956). The patients were deprived of sleep during the night following the interview. They took part in a study designed to determine whether clomipramine could potentiate the antidepressant effect of TSD (Elsenga and van den Hoofdakker, 19836). Before TSD (but after the interviews), they received either 50 mg clomipramine or placebo at 6 p.m. in a randomized order. On the day following TSD, 50 mg clomipramine was given at 8 a.m and 6 p.m. The day before and after TSD self-ratings of depression (Befindlichkeitsskala [Bf-s]; von Zerssen, 1976) were obtained at 9 a.m. and 5 p.m. The response to TSD was defined as the difference between the averaged depression scores before and after TSD. It ranged from 25 to -8 in the present study. A difference score of at least 6 points on the Bf-s was considered a positive response to TSD. Nonresponders had a difference score < 6. Nine patients responded to TSD with a mean change of depression of 12.2 (SD = 5.7; range = 7-25). Eight patients were nonresponders and showed an average difference in depression of 0.0 (SD = 4.5; range = -8 to 5). For more details of the design of this study, see Elsenga and van den Hoofdakker (1983h). Clinical Activation Measures. Retardation and agitation (items 8 and 9 on the HRSD) were taken as a quantitative clinical estimate of the patients’ activational state. The interrater reliabilities of these items were 0.79 and 0.90, respectively (Kendall concordance coefficient). The means obtained by the two raters for the baseline scores are I .2 (SD = 0.9) for retardation and I .3 (SD = I. I) for agitation 50 Observational Measures. The interviews were recorded on videotape together with a time code. Two cameras were placed so that both persons could be viewed frontally, using a split screen technique. The patient and the psychiatrist were seated under an angle of I35 degrees and with a distance from head to head of about I .20 m. Various behavioral categories were scored from videotape. Each behavior (e.g., looking) corresponded to a button of an eventrecording system. When the patient started looking (toward the psychiatrist), the observer pushed the corresponding button and when looking stopped, the observer released that button. These moments of change in behavior were digitally coded to a precision of 0.2 set and stored for computer analysis. All behaviors were scored continuously during the first I.5 min of the interviews. Registration from the videotape was carried out in different runs with preservation of temporal relationships. The following categories of behaviors were recorded. I Sound production: speech. 2. Looking: looking in the direction of the head of the partner in the conversation. 3. Head movements: (a) Yes-nodding; assessed on the basis of the content of the conversation and a relatively high frequency of nodding per time unit. (b) No-shaking. (c) Head movements: all movements not described under (a) and (b). 4. Baclcc+~annc~/ behaviors: emitted to encourage the partner or to show him or her one is listening; encouragement could be vocal (“hm hm . . . yes, yes”) and/or nonvocal (yes-nodding). 5. Hand movements: (a) Body-touching hod movements. Movements by which the subject touches parts of the body, such as touching or rubbing the hair or the face, manipulating the fingers, etc. (b) O&ec,t-touching handmovements. Movements by which any object within reach is manipulated (e.g., plucking or rubbing a handbag, the chair, or an adornment). (c) Gestures. Movements intimately linked to the rhythm and/or the content of the speech. 6. f~;r movement.s: all movements of the legs. The mean = 0.7 I-0.99). interrater reliability (kappa) 1968) for all scores (Cohen, was 0.89 (range Data Analysis. Two methods were used in the analysis of the organization of behavior. Method 1. This method was developed to study behavior in relation to the core elements of the interview: the vocalizations and the intermediate pauses (see Bouhuys and Alberts, 1984). Logically, four types of pauses can be distinguished. There are pauses within the speech of either partner (speech pauses) and pauses that are followed by switches in speaking turn (switching pauses). The procedure is visualized in Fig. la. Fig. 1. Illustration of methods a) SPEECH SPEECH PAUSE PAT-PAT PATIENT d----ym PSYCHIATRIST SWITCHING PAUSE PAT-PSYCH r-----7 I --I L-J PAUSE PSYCH-PSYCH C‘___,’ SWITCHING PAUSE PSYCH-PAT b) SPEECH SPEECH PATIENT PSYCHIATRIST I - I j L_________d A I I I I I + :___..____-J B ! I , I t I I I____--: A 51 The analysis focuses on these four types of pauses. The last half of a vocalization. the following pause, and the first half of a vocalization following that pause are defined as the unit of analysis. Such a sequence is also called an episode. Fig. I h shows the four types of episodes (A, B, C, and D). The analysis is designed to describe the temporal distribution of other behaviors relative to the temporal structure of the episodes. Because episodes may be very different in their temporal structure, a method was used to normalize the various durations of the various parts of the episodes. Fig. 2 demonstrates this normalization procedure. Step “a” in Fig. 2 shows four episodes of the same type with different lengths. For these four episodes, the mean duration oj’cwh.~ugmenr of the episode was calculated (i.e., of the two speech fragments and of the pause). Thts was done for each type of episode for the total group of patients. Step “b” calculated how many 0.2 set epochs (0.2 is the resolution of the analysis) are represented by that mean. In the example in Fig. 2 the number of 0.2 set epochs amounts to N I = 3, N2 = 3, and N3 = 2. In this way, a new time axis (step “c”) was calculated consisting of eight (i.e., 3 + 3 + 2) 0.2 set epochs. Step “d” adjusted each episode to this new time axis (i.e., each episode fragment was divided into N I, N2, and N3 epochs, respectively). The fragments of an episode were thus expanded or contracted. Fig. 2. Four episodes of different durations (each composed of consecutive speech-pause-speech fragments) illustrating the normalization procedure SpWCtl pZ3U-3~ speech step d steta b i 8 i Nl ; 0 1 N2 :N3! I ; i: u 0.2 sec. *top c The distribution of other behavior was then studied with respect to this newly calculated time axis. For each epoch (now with an averaged duration of 0.2 set), the number of times this other behavior occurred was calculated for each patient and expressed as a percentage of the total number of episodes per patient. Fig. 3 shows the framework of the presentation of these distributions. The abscissa represents the time course of the four types of episodes. The hatched columns refer to the speech of the partners in the dialogue. Which partner is speaking is indicated above each of the columns. The widths of the columns correspond to the number of 0.2 set epochs, calculated according to the normalization method described above. The widths of the intervals between the columns (within an episode) represent the pauses and again correspond to the number of 0.2 set epochs. Only episodes with a speech duration between 0.4 52 and IO set and a pause duration between I and 3 set are considered. The occurrence of other behavior (in this example, looking) during the given episodes is indicated along the ordinate in terms of the relative number of episodes during which this behavior occurred. Data from patients with fewer than IO episodes of a specific type were excluded from further analysis. This method has been applied to relatively frequently occurring behaviors (i.e., looking, head movements, object and body touching, and gestures). Method 2. In contrast to method I, method 2 does not concern time relationships between behaviors. Instead, the total durations of all behaviors, their frequencies, and their mean durations were analyzed. Statistics. Spearman rank correlations were calculated between the observational and the clinical variables. Thus, no arbitrary cutting points had to be chosen in the continuum of the distribution of a variable. However, some behaviors occurred in a relatively low number of patients. In these cases, comparisons between groups (the responders and the nonresponders) were made using the Mann-Whitney U test (Siegel, 1956). The occasions are indicated in the text. In all instances, two-tailed tests are applied. Results Speech-Pause Analysis. The following patient behaviors were analyzed: looking, head movements, object and body touching, and gestures. For each 0.2 set point of the distribution of these behaviors, rank correlations were calculated between the amount of the behaviors and the clinical response to TSD. Results are only presented for those behaviors that show significant relationships to clinical change at some moments in the speech-pause sequences. Looking. Fig. 3 shows the distribution of looking over the various speech-pause fragments in responders and nonresponders to TSD. Because the level of looking by the psychiatrist is very high (about 90%) in this particular interview situation, looking by the patients in the direction of the psychiatrist may be interpreted as looking to each other. Significant correlations are indicated by asterisks. During the day preceding TSD, patients who later responded to this intervention showed a lower level of looking than patients who did not respond, especially during the turn switch in speaking from patient to psychiatrist. Hand movements. Fig. 4 shows the distribution of body touching over the various speech-pause fragments in responders and nonresponders to TSD. Patients who responded to TSD displayed a higher level of body touching than patients who did not respond. Differences between responders and nonresponders most markedly occurred during switches of speaking turns. Fig. 5 shows the distribution of object-touching hand movements. Responders displayed higher amounts of this behavior while talking to the nonresponders did, while differences vanished at other time points Total Durations, psychiatrist than in the analysis. Mean Durations, and Frequencies. Total durations, mean durations, and frequencies of behaviors, when analyzed irrespective of the timing of these behaviors in relation to speaking and pausing, are shown in Table 1. The averaged values of the observed baseline behaviors are shown for TSD responders and nonresponders. The rank correlations between the observed baseline parameters and the subsequent clinical response are also depicted. The frequencies of body touching and object touching were significantly and positively correlated with the clinical response to TSD (both r = 0.492, n = 17, p < 0.05). 53 Fig. 3. Amount of looking of patients in relation to speech-pause-speech sequences during baseline interviews 1 day before total sleep deprivation 96 looking -. responders O----• nonresponders l patients to TSD to TSD pe.05 psych 80 Pay 8 a* 80 PI TIME .1 Hatched columns: speech of patients (pat) or psychiatrist (psych). Area between hatched columns: pauses. Responders to total sleep deprivation (TSD): n = 9; nonresponders to TSD: n = 13.*: Significant correlation between baseline behavior and subsequent clinical response to TSD. Clinical Activation Measures in Relation to Clinical Change. No significant correlations were found between the degree of retardation or agitation, as measured the day before TSD, and the later change of severity of depression in response to TSD (r = -0.050 and r = 0.334, respectively). In addition, the baseline severity of depression (i.e., the baseline HRSD score and the 9 a.m. Bf-s score) was not significantly related to TSD response (baseline HRSD: r = -0.313; 9 a.m. Bf-s score: r = -0.215). The degree of retardation was negatively correlated with the degree of agitation (r = -0.678, n = 17, p < 0.01). Outcome Predicting Behavior in Relation to Retardation and Agitation. Hand movements are thought to be associated with activational states. In the current patient group, we studied this association only for the variables predicting outcome. In 63% of the moments at which positive correlations between body touching and response to TSD were found (see Fig. 4), body touching was also significantly related to the degree of retardation (i.e., a negative correlation). At 37.3% of the rest of the moments shown in Fig. 4, the percentage of body touching was correlated with the degree of retardation and not with the response to TSD. In 100% of the moments at which object touching was positively correlated with the TSD response, this 54 Fig. 4. Amount of body touching of patients in relation speech sequences during baseline interview %bodytouching patients to speech-pauseto .-a responders O----• norresponders I TSD lo TSD PC.05 60 *: Significant correlation; responders: n = 9; nonresponders: n = 6. behavior was also related to the degree of agitation (Fig. 5). At 0.7% of the rest of the moments, body touching was also positively correlated with agitation. Moreover, the total frequency of object-touching hand movements over the 15 min of the interview, which was positively correlated with TSD response, was also positively correlated with the degree of agitation (I = 0.579, n = 17, p < 0.05). Looking variables were related neither to the degree of retardation nor to the degree of agitation. Effect of Clomipramine on TSD Response. The psychometric and ethological data were collected under drug-free conditions. TSD response was measured when patients were receiving either placebo or clomipramine. Treatment condition did not significantly affect the clinical response to TSD: the mean change as measured in Bf-s units for the eight patients in the placebo group was 5.5 (SD = 6.6) while that for the nine patients in the clomipramine group was 7.6 (SD = 9.4) (Mann-Whitney U test, p > 0.45). Discussion Quantitative aspects of behaviors observed during medication-free related to subsequent clinical response to total sleep deprivation interviews (TSD). are The 55 frequency and duration of body touching (Table I and Fig. 4), respectively, and the frequency of object touching (Table I) were positively related to TSD response, whereas the duration of looking (Fig. 3) was negatively related to this response. Globally judged (psychomotor) activation was not predictive of TSD response. The relatively large number of correlations calculated in the current study will have produced type 1 statistical errors. Although our results cannot be compared with other studies examining relationships between response to TSD and observations of behavior at baseline, they are, as far as relationships between activational concepts and observable behaviors are concerned, to a large extent in agreement with findings reported by others (see below). Patients treated with TSD in combination with clomipramine did not differ in their response to TSD from patients treated with TSD and placebo. Thus, the response to TSD does not appear to be significantly confounded by treatment effects. Different investigators have different theoretical orientations toward the concept of arousal or activation. Some assume that the experience of activation is unidimensional and parallels the physiological arousal continuum postulated by Lindsley (cf. Dermer and Berscheid, 1972). Others question the unidimensionality of activation (Thayer, 1967, 1970; Bohlin and Kjellberg, 1973). Recent research has examined different dimensions of arousal in relation to information-processing Fig. 5. Amount of object touching of patients in relation to speech-pausespeech sequences during baseline interviews 4 responders to TSD %object touching l a--- -0 patients nonesponders t pat psych psych to TSD p<.05 pat 12 8 a *: Significant difference between responders (n = 9) and nonresponders (n = 8) (Mann-Whitney U test) pat 56 theory (Sanders, 1977; Knott and Lapierre, 1987) or the theories of emotion (Russell, 1980; Purcell, 1982). In psychiatry, concepts of activational states are global and nonspecific. Retardation, for example, refers to cognitive processes as well as to observable behavior. These different aspects do not necessarily relate to one particular dimension of activation. Moreover, the weights given to the constituent aspects of the concept of retardation tend to be unclear and not explicit. Greden and Carroll (198 I) emphasized the need for objective instrumentation and monitoring procedures in experimental paradigms capable of isolating and quantifying the contribution of individual components of retardation. We think that studying observable behavior may be one answer to this need. It may reveal novel dimensions of activation and may be more sensitive to therapeutic outcome than the global concepts of activation common in psychiatry (i.e., retardation and agitation). The results of the current study support this presumption: observable behaviors were related to treatment response, whereas global judgments of psychomotor activation were not. What role do the types of behavior that predicted improvement after TSDnamely, looking and hand movements-play in an interaction, and with what concepts are they related? In normal individuals, looking provides information, regulates interaction, expresses intimacy, and exercises social control (Kendon, 1967; Kleinke, 1986). An additional interesting feature of gaze behavior is its relation to arousal. Under some conditions, gaze can result in heightened physiological responses. Electroencephalographic (EEG) arousal was found to be higher for direct than for averted gaze (Gale et al., 1975, 1978) and Kleinke and Pohlen (1971) reported that heart rate was significantly higher for subjects in the gaze condition than for subjects in the no-gaze condition (see Kleinke [1986] for a review). One of the difficulties in this type of research is the discrimination between behavior expressing an underlying state and behavior serving the regulation of that state. Being looked at, for instance, may increase the level of arousal, and in this case looking may be interpreted as an expression of arousal; but simultaneously or subsequently looking away may lower this arousal level, and in that case looking may be considered a tool in the regulation of arousal. The second possibility finds support in studies on the relationships between embarrassment and looking: embarrassed (and consequently activated) people look away from the person who provokes their embarrassment (Kleinke, 1986). Accordingly, it is very difficult to decide on the basis of amounts of looking how looking should be interpreted in relation to arousal. The process character of these phenomena must be taken into account. Hence, apart from serving functions in the interaction, looking may serve the regulation of or be an expression of the arousal state of an individual. Our data are not conclusive in this respect. Hand movements have also been associated with activational states during an interaction. When assessed in a normal population, this relation is more unequivocal than the relation between arousal and looking. Body touching can express the degree of anxiety or arousal in normal subjects (Mahl, 1968; Barroso et al., 1978; Harrigan, 1985) or the degree of uncertainty encountered in communication (Sousa-Posa and Rohrberg, 1977; Harrigan, 1985). Monti et al. (1984) found in both psychiatric patients and healthy controls positive correlations between amounts of self- SD 53.6 16.6 Object touching Gesturing 1. p < 0.05. 387.9 ments Body touching 186.2 38.7 47.2 45.4 18.6 288.5 120.6 24.2 22.2 71.3 82.5 185.1 50.1 20.2 20.1 229.8 -147 250 381 155 -101 -282 -375 190 501.7 r 226.2 102.1 Mean SD Nonresponders 148.8 151.6 21.4 21.3 No-shaking Headmove- 22.6 246.5 113.7 16.5 307.6 258.6 Yes-nodding Nonlooking Looking Nonspeaking Speaking Responders Total duration (set) 20.1 51.0 82.7 130.4 24.4 17.8 65.7 25.8 25.8 25.3 57.9 22.2 112.1 27.0 24.1 21.6 79.5 39.4 20.7 20.6 51.3 492' -175 34.0 492' -019 -084 -306 -282 21.8 25.6 35.2 16.0 12.5 34.0 r 042 48.4 183.0 Mean SD 56.5 SD 191.7 Mean Nonresponders Responders Frequency 1.7 1.0 4.9 1.4 0.8 0.7 36.2 4.1 3.9 1.3 Mean 2.1 0.9 2.0 0.9 0.2 0.2 46.6 2.0 2.5 0.5 SD Responders 1.0 1.4 5.0 1.1 0.9 0.9 6.1 7.3 4.1 1.2 Mean 0.7 1.1 3.5 0.3 0.3 0.4 4.7 5.1 1.7 0.4 SD Nonresponders r 172 075 -120 169 184 (n=16) -342 (n=l6) -188 (n =16) 310 -220 -111 Mean duration (set) Table 1. Baseline means and standard deviations of behavioral parameters in responders and nonresponders to total sleep deprivation (TSD): Spearman rank correlations between observed behavior and subsequent clinical response to TSD 5x manipulation and measures of arousal (i.e., heart rate) in a situation provoking high social anxiety. Some findings in depressed populations support these observations. Ekman and Friesen (1974) found a positive correlation between anxiety and the duration of self-adaptors (i.e., the categories body touching plus object touching of the current study). Ulrich and Harms (1979, 1985) found comparable relationships in depressed patients for parameters equivalent to body touching (e.g., mutual manipulation of both hands, manipulation of the face or head). They consistently found that the frequency of body-focused movements (with a duration > 3 set) was positively correlated with agitation, whereas the frequency of gesticulation was negatively correlated with retardation. Such a negative correlation was also found for the duration of gesticulation (Bouhuys. 1985). Thus, the main findings in depressed populations are that body-focused movements are positively related to agitation (Ulrich and Harms, 1979, 1985) and anxiety (Ekman and Friesen, 1974), and that gesticulation is negatively correlated with retardation (Ulrich and Harms, 1979, 1985; Bouhuys, 1985). Our findings on gesticulation are in line with these earlier studies. The frequency of object touching in our subjects was positively correlated with agitation and accords with the results of Ekman and Friesen (1974). The amount of body touching (Fig. 4, speech pause analysis) was negatively correlated with retardation and not with agitation, as one would expect from earlier findings. Retardation and agitation are, according to Hamilton (1967), not mutually exclusive categories. On the other hand, considering the descriptions given by Hamilton of agitation and retardation, one would expect negative correlations between retardation and agitation. Indeed, in the current study retardation and agitation were negatively correlated, indicating that they have much variance in common. This negative correlation may account for our finding that the duration of body touching was significantly related to retardation and not to agitation. In conclusion, behaviors predictive of improvement appear to be related to concepts of activation. Consequently, the mood change occurring during and after TSD may be mediated by dimensions of arousal. 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