• No results found

Classical conditioning of the Aplysia siphon-withdrawal reflex exhibits response specificity

N/A
N/A
Protected

Academic year: 2021

Share "Classical conditioning of the Aplysia siphon-withdrawal reflex exhibits response specificity"

Copied!
5
0
0
Show more ( Page)

Full text

(1)

Neurobiology

Classical conditioning of the Aplysia siphon-withdrawal reflex exhibits response specificity

(conditioned response/beta conditioning/activity-dependent facilitation)

R. D. HAWKINS*t, N. LALEVIC*, G. A. CLARK*t§, AND E. R. KANDEL*tt

*Center for Neurobiology and Behavior, College of Physicians and Surgeons of Columbia University, tNew York State Psychiatric Institute, and tHoward Hughes Medical Institute, 722 West 168th Street, New York, NY 10032

Contributed by E. R. Kandel, June 26, 1989

ABSTRACT The gill- and siphon-withdrawal reflex of Aplysia undergoes classical conditioning of its amplitude and duration when siphon stimulation (the conditioned stimulus, CS) is paired with tail or mantle shock (the unconditioned stimulus, US). This conditioning of a preexisting response exhibits both temporal and stimulus specificities, which can be accounted for by activity-dependent enhancement of presyn- aptic facilitation of the siphon sensory neurons. To test whether conditioning of the reflex also exhibits response specificity (development of a new type of response to the CS that often resembles the response to the US), we measured the direction of siphon withdrawal in response to siphon stimulation (the CS) with tail or mantle shock as the US. The unlearned response to siphon stimulation is straight contraction, the response to tail shock is backward bending, and the response to mantle shock is forward bending. In the first experiment, we trained differ- ent animals with the tail or mantle US paired or unpaired with the CS; in a second experiment, we trained each animal with two CSs, one of which was paired with the US; in a third experiment, we varied US intensity; and in a fourth experi- ment, we trained each animal with two USs, one of which was paired with the CS. There was a significant, pairing-specific tendency for the direction of the response to the CS to resemble the response to the US after training in each experiment, demonstrating response specificity in conditioning of the with- drawal reflex. This feature of conditioning could in principle be accounted for by an elaboration of activity-dependent facilita- tion.

In classical conditioning, the response to the conditioned stimulus (CS) changes as a result of temporal pairing and correlation with the unconditioned stimulus (US). Fre- quently, the response to the CS comes to resemble the response to the US (1-5). This observation has led to pro- tracted and still unresolved debates about what determines the learned response and also about what the animal actually learns to associate in conditioning (for review, see ref. 6). For example, does the animal learn to associate the CS with the US, with the response to the US, or with a central motiva- tional state produced by the US? One way to gain insights into these behavioral questions is by examining the under- lying neural mechanisms. Such a cellular analysis of asso- ciative learning has begun to be possible in several inverte- brate preparations, including locust, Drosophila, Pleuro- branchaea, Hermissenda, and Aplysia (for reviews, see refs.

7-9). Previous experiments have shown that the gill- and siphon-withdrawal reflex of Aplysia undergoes classical con- ditioning of its amplitude and duration when siphon stimu- lation (the CS) is paired with tail or mantle shock (the US) (10, 11). This conditioning exhibits both stimulus and temporal specificities (12, 13), which can be accounted for by a known

neural mechanism, activity-dependent enhancement of pre- synaptic facilitation of the siphon sensory neurons (14-16).

The recent observation that different types of stimuli produce different types of siphon responses (17) provided the oppor- tunity to test whether conditioning of the siphon withdrawal reflex also exhibits response specificity-that is, whether the animal learns to make a new type of response to the CS that resembles its response to the US. We find that conditioning of this simple reflex can exhibit response specificity. Thus, Aplysia learn not only to strengthen the magnitude of a previously existing reflex response (alpha conditioning), they also can learn to develop a new type of response to the CS (beta conditioning).

MATERIALS AND METHODS

Aplysia californica (150-300 g) were obtained from Sea Life Supply (Sand City, CA) or Marinus (Long Beach, CA).

Animals had their parapodia surgically removed to permit visualization of the entire siphon 1 or more days after arrival and were housed in individual perforated circular pans in a 200-gallon aquarium for 2 or more days before an experiment was begun (for details, see ref. 10). The CS was a light tactile stimulus applied to the inner surface of the left side of the siphon with a nylon bristle, and the US was an electric shock (60 Hz ac, 1.0 sec duration) delivered through bipolar capil- lary electrodes pressed against the tail or mantle shelf. During paired training, the CS onset preceded the US onset by -0.5 sec; during unpaired training, the interval was 2.5 min. The intertrial interval was 5 min. Both the CS and US were delivered by hand, with the timing of the stimuli guided by electronically controlled audio signals.

Animals were assigned to training conditions in such a way as to balance their pretest scores in each replication, and the results of several replications were pooled. The pretest score was subtracted from each of the subsequent scores for that animal to provide a measure of change in responding. The normalized data were analyzed by analysis of variance with a within-animal factor (test). If there was a significant main effect or interaction involving pairing, planned comparisons were made at each individual test trial to assess the time course of the paired effect (18).

RESULTS

To examine response specificity, we measured the direction of siphon withdrawal in response to siphon stimulation (the CS) with tail or mantle shock as the US. The unlearned response to siphon stimulation is straight contraction of the siphon, the response to tail shock includes backward bending

Abbreviations: CS, conditioned stimulus; US, unconditioned stim- ulus.

§Present address: Department of Psychology, Princeton University, Princeton, NJ 08544.

7620 The publication costs of this article were defrayed in part by page charge payment. This article must therefore be hereby marked "advertisement"

in accordance with 18 U.S.C. §1734 solely to indicate this fact.

(2)

Natl. Acad.

of the siphon, and the response to mantle shock includes forward bending (Fig. 1A). In experiment 1, we trained four different groups of animals with either tail shock (50 mA) or mantle shock (25 or 35 mA) as the US, either paired or unpaired with the CS. Training consisted of two blocks of 10 trials each, with -45 min between blocks. The direction of the response to the CS (backward bending, neutral, or forward bending) was scored blind before training (pretest), 30 min after each block of trials, and again 24 hr after the end of training. The response to the CS was neutral for 90% of the animals before training. During and after training, there was a significant tendency for the direction of the response to the CS to resemble the response to the US with which it was trained (n = 15 per group; F1,56 = 47.78; P < 0.01 for the main effect of US) (Fig. 1B). The response to the CS became more tail-like than it had been before training in animals that were trained with the tail US (F1,56 = 12.08; P < 0.01) and became more mantle-like in animals that were trained with the mantle US (F1,56 = 4.77; P < 0.05). There was no evidence for an

associative effect during training but there was when the response was retested 24 hr later. That is, there was a significantly greater tendency for the direction of the re- sponse to the CS to resemble the response to the US 24 hr after paired than after unpaired training. The associative effect was indicated by a significant US x pairing x test interaction (F2,112 = 4.14; P < 0.05), which planned compar- isons showed was due in part to a difference between paired and unpaired training 24 hr after training. This associative

A SIPHON (CS)

L1 A TAIL (US)

MANTLE (US) -I '

I

B

-J 0 II-

3:

0.

z0

LuJ c5

effect was larger with the tail US (F1,112 = 13.99; P < 0.01) but was also marginally significant with the mantle US (F1,112

= 2.83; P < 0.05, one tail). These results indicate associative response specificity in classical conditioning of the siphon withdrawal reflex.

In the first experiment, different animals received paired and unpaired training. As another test of associative response specificity, we performed a second experiment using a with- in-animal comparison. That is, each animal received training with two different CSs, one of which was paired with the tail shock US. This design controls for a possible source of bias in experiment 1, inadvertent differences in effective US intensity during paired and unpaired training, since any variation in US intensity should affect the responses to the paired and unpaired CSs approximately equally when they

are tested in the same animal. The two CSs were tactile stimulation of the siphon and a weak electric shock (5 mA, 60 Hz ac, 0.5 sec duration) applied to the mantle shelf with bipolar capillary electrodes. During training, one CS (CS')

was presented paired with the US and the other CS (CS-) was presented specifically unpaired (2.5 min after the US). The siphon stimulus was the CS' for half of the animals and the mantle stimulus was the CS' for the other half. During testing, the direction of siphon withdrawal was scored first in response to the siphon CS and then in response to the mantle CS. Like siphon stimulation, weak mantle stimulation ini- tially produced a straight siphon contraction in most animals.

As in experiment 1, the direction of the response to the CS

TAIL US MANTLE US

IUP

~p

2 CSs (24 HRS)

PRE POST PRE POST

CS- CS+

D WEAKER TAIL US E 2USs

.75

~TA IL US

.50- PAIRED

MANTLE US

P.2

~ ~ ~~~-

PAIRED

.25- |

PRE 10 20

48 PRE 10

20 24 TRIALS HRS SHOCKS HRS

FIG. 1. Response specificity in conditioning of the siphon withdrawal reflex. (A) In naive animals, siphon stimulation causes straight contraction of the siphon, tail stimulation causes backward bending, and mantle stimulation causes forward bending. During testing, straight contraction

was

scored as 0, backward bending was scored as + 1, and forward bending was scored as -1. (B) Experiment 1. Different animals received training with siphon stimulation as the CS either paired (P) or unpaired (UP) with tail or mantle shock as the US. The data points indicate the mean direction of siphon withdrawal in response to the CS at each test, and the error bars indicate the SEM. The horizontal dashed line shows the average direction of responding in the pretest (PRE). Significant differences between paired and unpaired training are indicated by

*

(P < 0.05) or t (P < 0.05, one tailed). (C) Experiment 2. Each animal received training with two CSs (siphon and mantle stimulation), one

of which (CS') was paired with the tail US. (D) Experiment 3. Different animals received training with the siphon CS either paired or unpaired with a weaker tail US. (E) Experiment 4. Each animal received training with two USs (tail and mantle shock), one of which was paired with the siphon CS.

C

0

3:

I

z0 I

a-

z

0

a:

S

(3)

changed to resemble the response to the US after training, and this effect was significantly greater for the CS' than for the CS- when tested 24 hr after training (Fig. 1C). This associative effect was indicated by a significant pairing x test interaction (n = 12 per group; F2,46 = 4.48; P < 0.05), which planned comparisons showed was due in part to a difference between the responses to the paired and unpaired CSs 24 hr after training (F1,46 = 11.24; P < 0.01). These results thus replicated the results of experiment 1 with a within-animal design.

In both experiments 1 and 2, we observed an associative effect 24 hr after training but not during training. One possible explanation of this result is that the US produced a strong nonassociative effect that masked the expression of the associative effect during training. To test this possibility, we carried out a third experiment in which we varied the US intensity and also tested more frequently. We trained four different groups of animals with either a 40- or 60-mA tail shock as the US, either paired or unpaired with the siphon CS, and tested 15 min after 5, 10, 15, and 20 trials, and again 24 and 48 hr after training. There were different patterns of results with the two US intensities, as indicated by significant US intensity x pairing (n = 16 per group; F1,60 = 6.16; P <

0.05) and US intensity x pairing x test (F5,300 = 2.25; P <

0.05) interactions. With the stronger US, the pattern was similar to that seen in experiments 1 and 2, with a significant difference between paired and unpaired training only 48 hr after training (F1,300 = 5.15; P < 0.05) (data not shown). With the weaker US, there were significant differences between paired and unpaired training after 10 trials, 15 trials, and 20 trials, and 24 hr but not 48 hr after training (P < 0.05 in each case) (Fig. 1D). These results suggest that the failures to observe an associative effect during training in experiments 1 and 2 (and with the stronger US in experiment 3) were due to masking by the nonassociative effect.

As a more demanding test of response specificity, we performed a fourth experiment in which we trained each animal with two different USs (50-mA tail shock and 25- or 35-mA mantle shock), one of which was paired with the siphon CS. We maintained the same total number of shocks (n = 20) and intershock interval (5 min) so that each animal received 10 pairings of the CS with one US, alternating with 10 presentations of the other US alone. The animals were tested after 10 shocks, 20 shocks, and overnight. The re- sponse to the siphon CS became more tail-like in animals that were trained with the tail US paired and did not change in animals that were trained with the mantle US paired (Fig.

1E). This difference is indicated by a significant paired US x test interaction (n = 30 per group; F2,116 = 3.12; P < 0.05), which planned comparisons showed was due in part to a significant difference between training with the tail US paired and training with the mantle US paired after 20 shocks (F1,116

= 6.89; P < 0.01). These results show that an animal trained with more than one US can develop a response to the CS that is appropriate to the US with which it is paired.

DISCUSSION

Hull (19) distinguished between alpha conditioning, in which there is an increase in the amplitude of a preexisting response to the CS, and beta conditioning, in which an animal learns to make a new type of response to the CS that frequently resembles its response to the US. Previous studies of con- ditioning of the Aplysia siphon-withdrawal reflex have dem- onstrated alpha conditioning (10-13). We have now shown that the withdrawal reflex also undergoes beta conditioning.

Like alpha conditioning, beta conditioning of the withdrawal reflex has a nonassociative component ("sensitization" in the case of alpha conditioning and "pseudoconditioning" in the case of beta conditioning) and an associative component

that depends on temporal pairing of the CS and US during training. Walters and Erickson have independently obtained similar results on both nonassociative (21) and associative (22) changes in the type of siphon response with different training and testing procedures, suggesting that the results may have wider generality.

These results extend the range of similarities that have been observed between conditioning of the Aplysia gill- and siphon-withdrawal reflex and conditioning in vertebrates.

These similarities include acquisition, retention, extinction, spontaneous recovery, differential conditioning, and effects of interstimulus interval, contingency, and context (10-13).

An advantage of studying the Aplysia withdrawal reflex is that it is relatively amenable to cellular analysis. The circuit for the reflex includes a monosynaptic component, with identified siphon sensory neurons directly exciting identified gill and siphon motor neurons (23-25). Frost et al. (26) have recently found two types of motor neurons that cause for- ward and backward bending of the siphon. In addition, some

interneurons mediating the polysynaptic component of the reflex have also been identified (27-29).

Previous studies have described a neuronal mechanism, activity-dependent enhancement of presynaptic facilitation, which contributes to classical conditioning of the withdrawal reflex (14-16). Briefly, the US causes presynaptic facilitation of all of the sensory neurons, but the facilitation is enhanced in those neurons in the CS pathway that are active just before the US is delivered. This mechanism can account for aspects of the stimulus and temporal specificities of conditioning and in principle can also account for many of the parametric and higher-order features of conditioning (30, 31). However, it cannot account for the response specificity of conditioning if the facilitation is assumed to be "cell-wide"; that is, if all of the synapses from an individual sensory neuron are facili- tated equally (Fig. 2A).

Several types of neuronal mechanisms could in principle contribute to response specificity in conditioning of the withdrawal reflex. First, response specificity could be a consequence of Hebb-type synaptic plasticity (32), which depends on conjoint activity of pre- and postsynaptic neurons

(Fig. 2B). However, Hebb-type plasticity has been tested at the synapses from sensory neurons to motor neurons in the circuit for the reflex and does not occur there (33). Second,

selective increases in the excitability of motor neurons might contribute to a nonassociative tendency for the response to the CS to resemble the response to the US. Frost et al. (26) have found that the siphon motor neurons undergo a long- lasting heterosynaptic increase in excitability after tail shock,

and they have suggested that this effect could contribute to response specificity if it were restricted to specific motor neurons. Such a restriction could arise either from special-

ized facilitator neurons (not illustrated) or from activity- dependent enhancement of the increase in motor neuron

excitability (Fig. 2C). The molecular mechanism of the increase in excitability appears to be similar to that of presynaptic facilitation of the sensory neurons, and it might therefore also be activity dependent. Activity-dependent

enhancement could lead to a greater increase in excitability

in those motor neurons that are fired by the US, which would tend to make the response to the CS resemble the response to the US in a nonassociative fashion. Activity-dependent

increases in the excitability of neurons in cat motor cortex

(34) may similarly contribute to the response specificity of eye-blink conditioning in that preparation (35). If this mech- anism were combined with activity-dependent facilitation of the sensory neurons (which acts to amplify the magnitude of the response to the CS if it is paired with the US), these mechanisms together could account for the associative re-

sults we obtained in experiments 1-3, in which each animal

was trained with one US. However, they could not easily

(4)

Acad.

A ACTIVITY - DEPENDENT FACILITATION

CS

USi

->

FAAn

US2 SN4

C MOTOR NEURON PLASTICrTY

CS >S

USi

->

RN

UV2 SN2

US2- >( a

B HEBB - TYPE PLASTICITY

CS >

USi >iSN

US2

D BRANCH - SPECIFIC FACILITATION

CS ->aS

USI SN

US2 R2-- R

FIG. 2. Neural mechanisms that might contribute to response specificity. SN, sensory neuron; FAC, facilitator neuron; MN, motor neuron;

R, response. Shading indicates neurons in which temporally paired spike activity is critical; plasticity occurs at loci where the two shaded neurons meet. (A) Cell-wide activity-dependent facilitation. Paired spike activity in the CS sensory neuron and the facilitator neuron (which is excited by either US) produces enhanced presynaptic facilitation at all of the synapses of the sensory neuron. (B) Hebb-type plasticity. Paired spike activity in the CS sensory neuron and motor neuron 1 (which is excited by US1) produces facilitation at the synapse between them. (C) Motor neuron plasticity. Paired spike activity in the facilitator neuron and motor neuron 1 produces enhanced excitability of that motor neuron. (D) Branch-specific activity-dependent facilitation. Paired spike activity in the CS sensory neuron and facilitator 1 (which is excited by US1) produces enhanced presynaptic facilitation at the synapse between the sensory neuron and motor neuron 1.

account for the results of experiment 4, in which each animal was trained with two USs, because (i) the nonassociative effects of the 2 USs would tend to cancel out, and (ii) the CS was paired with a US for all animals in that experiment.

Clark and colleagues (36, 37) have suggested that a third neuronal mechanism, branch-specific facilitation, might con- tribute to response specificity in conditioning of the with- drawal reflex (Fig. 2D). It has generally been assumed that all of the synapses of a given sensory neuron are facilitated equally ("cell wide" facilitation; Fig. 2A). However, Clark and Kandel (36) have found that central and peripheral synapses of the same sensory neuron can be facilitated differentially, and this might also occur for different central synapses. This mechanism would require specialized facili- tator neurons for the different responses that can be learned.

Several facilitators for the gill- and siphon-withdrawal reflex have now been identified, and they show some degree of topographical specialization (20, 38). An activity-dependent form of branch-specific facilitation could account for all of our results, including those from experiment 4. Finally, plasticity in interneurons in the polysynaptic component of the reflex might also contribute to response specificity (26).

Interneuronal effects could include either Hebb-type plastic- ity (which has not been tested at interneuron synapses) or cell-wide activity-dependent facilitation of specialized inter- neurons.

These several hypotheses should be testable at the cellular level. Such tests may provide further insights into general psychological issues such as what determines the conditioned response and what the animal learns to associate in condi- tioning. The psychological issues may in turn suggest cellular experiments that reveal specific properties of neurons in the circuit for the withdrawal reflex that underlie the psycholog- ical phenomena.

We thank T. Carew, L. Eliot, P. Holland, and S. Small for their comments; K. Hilten and S. Mack for preparing the figures; and H.

Ayers and A. Krawetz for typing the manuscript. This work was supported by a grant from the National Institutes of Health (MH26212), an Office of Naval Research Contract (N00014- 87-K-0526), and the Howard Hughes Medical Institute.

1. Pavlov, I. P. (1927) Conditioned Reflexes (Oxford Univ. Press, London).

2. Guthrie, E. R. (1935) The Psychology of Learning (Harper, New York).

3. Hull, C. L. (1943) Principles of Behavior (Appleton Century Crofts, New York).

4. Rescorla, R. A. & Solomon, R. L. (1967) Psychol. Rev. 74, 151-182.

5. Jenkins, H. M. & Moore, B. R. (1973) J. Exp. Anal. Behav. 20, 163-181.

6. Mackintosh, N. J. (1974) The Psychology of Animal Learning (Academic, London).

7. Hawkins, R. D., Clark, G. A. & Kandel, E. R. (1987) in

---.< //7A

Rl

(5)

Handbook of Physiology, Section 1: The Nervous System, Vol.

V: Higher Functions of the Brain, ed. Plum, F. (Am. Physiol.

Soc., Bethesda, MD), pp. 25-83.

8. Byrne, J. (1987) Physiol. Rev. 67, 329-439.

9. Carew, T. J. & Sahley, C. L. (1986) Annu. Rev. Neurosci. 9, 435-487.

10. Carew, T. J., Walters, E. T. & Kandel, E. R. (1981) J. Neu- rosci. 1, 1426-1437.

11. Colwill, R. M., Absher, R.A. & Roberts, M. L. (1988) J.

Neurosci. 8, 4434-4439.

12. Carew, T. J., Hawkins, R. D. & Kandel, E. R. (1983) Science 219, 397-400.

13. Hawkins, R. D., Carew, T. J. & Kandel, E. R. (1986) J.

Neurosci. 6, 1695-1701.

14. Hawkins, R. D., Abrams, T. W., Carew, T. J. & Kandel, E. R.

(1983) Science 219, 400-405.

15. Walters, E. T. & Byrne, J. H. (1983) Science 219, 405-408.

16. Clark, G. A. (1984) Soc. Neurosci. Abstr. 10, 268.

17. Walters, E. T. & Erickson, M. T. (1986) J. Comp. Physiol. A 159, 339-351.

18. Hays, W. L. (1963) Statistics (Holt, Rinehart, & Winston, New York).

19. Hull, C. L. (1934) in A Handbook of General Experimental Psychology, ed. Murchison, C. (Clark Univ. Press, Worcester, MA), pp. 382-455.

20. Hawkins, R. D. & Schacher, S. (1989) J. Neurosci., in press.

21. Erickson, M. T. & Walters, E. T. (1988) J. Neurosci. 8, 3000- 3010.

22. Walters, E. T. (1989) Proc. NatI. Acad. Sci. USA 86, 7616- 7619.

23. Byrne, J., Castellucci, V. & Kandel, E. R. (1974) J. Neuro- physiol. 37, 1041-1064.

24. Kupfermann, I., Carew, T. J. & Kandel, E. R. (1974) J. Neu- rophysiol. 37, 996-1019.

25. Perlman, A. J. (1979) J. Neurophysiol. 42, 510-529.

26. Frost, W. N., Clark, G. A. & Kandel, E. R. (1988) J. Neuro- biol. 19, 297-334.

27. Hawkins, R. D., Castellucci, V. F. & Kandel, E. R. (1981) J.

Neurophysiol. 45, 304-314.

28. Byrne, J. H. (1981) J. Neurophysiol. 45, 98-106.

29. Frost, W. N. (1987) Dissertation (Columbia Univ., New York).

30. Hawkins, R. D. & Kandel, E. R. (1984) Psychol. Rev. 91, 375-391.

31. Hawkins, R. D. (1989) Psychol. Learn. Motiv. 23, in press.

32. Hebb, D. 0. (1949) The Organization of Behavior: A Neuro- psychological Theory (Wiley, New York).

33. Carew, T. J., Hawkins, R.D., Abrams, T. W. & Kandel, E. R.

(1984) J. Neurosci. 4, 1217-1224.

34. Woody, C. D., Swartz, B. E. & Gruen, E. (1978) Brain Res.

158, 373-395.

35. Engel, J., Jr., & Woody, C. D. (1972) J. Neurophysiol. 35, 230-241.

36. Clark, G. A. & Kandel, E. R. (1984) Proc. Natl. Acad. Sci.

USA 81, 2577-2581.

37. Clark, G. A. & Hawkins, R. D. (1988) in Brain Structure, Learning, and Memory, eds. Davis, J. L., Newburgh, R. W. &

Wegman, E. J. (Westview, Boulder, CO), pp. 1-31.

38. Mackey, S. L., Kandel, E. R. & Hawkins, R. D. (1989) J.

Neurosci., in press.

References

Related documents

In Northumberland, a Persistent Scatterers Interferometry (PSI) analysis, an alternative DInSAR technique, was conducted on ERS and ENVISAT data covering the Northumberland and

The results support a role for protein kinase C in the stimulation of colonic epithelial proliferative activity and reactive oxygen production induced by bile acids, TPA and OAG..

1: (a) number of Chronic Myeloid Leukaemia patients seen by Adult Haematologist 1 at Sarawak General Hospital according to.. gender and age at diagnosis 2 ,

parameters for PID controllers obtained from the Cohen Coon step response method are. shown in

ALTE 1010 Introduction to Energy Resources LL GEOL OK GEN ED Scientific Understanding (Lab) ALTE 1800 Solar Energy Systems LL GEOL OK GEN ED Scientific Understanding (Lab) ALTE

chaukhambha orientalia, Varanasi kustha roga chikista chapter no.6 page no.161,

Economic development in Africa has had a cyclical path with three distinct phases: P1 from 1950 (where data start) till 1972 was a period of satisfactory growth; P2 from 1973 to

-Viewing/ walk-by (optional) -Benediction 3:00-3:15 Funeral Recessional -Honourary Pallbearers -Minister -Pallbearers/Casket -Family -Department Members -Other Guests

350 As a complement to the barge retrieval and anchor provisions, TSAC recom- mended that the Coast Guard provide guidance on the issue of voyage planning by developing

Among the Member States (Graph 6), there are divergent movements in the index of industrial production: in the Federal Republi c of Germany the trend has turned upwards

The pre-processing block is designed, to remove unwanted effects from the image and to adjust the image as necessary for further processing The microscopic

This research investigates whether students commencing undergraduate nursing and paramedicine degrees ener training with existing demographic and personality differences and, if

Clinical, Cosmetic and Investigational Dentistry downloaded from https://www.dovepress.com/ by 118.70.13.36 on 21-Aug-2020. For personal

First, the decline in the long-term exchange rate pass-through to import prices excluding primary commodities is largely attributable to the declines in the long-term pass- through

To achieve this goal the image segmented to many parts after converting color image to binary image based on Y component from the YCbCr color space.. Color factors determined

In the present study, an effort was made to assess the possible effects of various soil amendments on myxogastrids, which exemplify the role of soil protozoans while

The main problems of this study were to identify the incidence of anemia in the preschool children who attended a well child conference and to ascertain the

On one side, adopting a perlocutionary approach to hate speech, together with a distinction between speech and action and a liberal model of freedom, human rights and harm,

Revisions on Housing Requisition Project Compensation Plan, Block 158-161, Hongkou District Government Dec 2,

- 60 to 75 students, lecture and discussion tracing the developmental history of Japanese art  Seattle University (SU) - Fine Art 120 - Experiencing the Arts (introduction to

• CLASSICAL CONDITIONING is a procedure during which an animal or person learns to associate a reflex response with a new stimulus.. • CLASSICAL CONDITIONING SCHEDULE is the steps in

She first travelled to the Soviet Union for a three-week study trip in the spring of 1966, then returned in September for a longer stay as a foreign exchange student at Moscow

Italy has also committed to the implementation of other internationally agreed tools such as the United Nations Convention on the Elimination of All Forms of