[Bevezetés]
[Irodalmi áttekintés]
[Anyag és módszer]
[Eredmények és értékelésük]
[Következtetések, javaslatok]
[Összefoglalás]
[Irodalomjegyzék]
[Melléklet]
[Tézisek]
[Theses]
THESES OF DOCTORAL (PhD) DISSERTATION FACULTY
OF AGRICULTURAL AND FOOD SCIENCES MOSONMAGYARÓVÁR Institute of Agricultural, Food
and Environmental Engineering
Program
supervisor PROF.
DR. JÁNOS SCHMIDT, DSc corresponding
member of the Program
leader and supervisor PROF.
DR. MIKLÓS NEMÉNYI, DSc doctor
of the FOOD
PHYSICS AND MICROBIOLOGIC ASPESTS OF ULTRASOND IRRADIATION OF BIOGICAL
MATERIALS USED AS FOODSTUFF Author: ATTILA LŐRINCZ
MOSONMAGYARÓVÁR 2004 1. INTRODUCTION,
BACKGROUND OF THE RESEARCH WORK Research work aimed at exploring the cell biology and physical
interactions of active ultrasound with the material placed in the ultrasound
field was started because we wished to interfere in the life activity, e.g., in
the survival dynamics of the cell biology systems, and in the physical systems
in such a way that no contamination of material type (chemical or biological
contamination) can take place. No comprehensive summary of this topic based on
system approach was found either in the Hungarian or in the international
literature, only research results of specific sections of this area were found.
2. GOALS OF THE RESEARCH WORK Our main
goal was to study the cell biology effects of the mechanic ultrasound waves,
the assumed selective cell biology effects of ultrasound, and the most
important factors initiating or affecting these effects. Other goals were to
achieve the purposeful control of the cell biological effects through the
physical parameters, in order to manipulate the life activity of the cells and
to study the changes in the parameters of ultrasound that occur in the sound
field. The term „selection” means changing the vitality of one or more selected
types of cell. During this vitality change the number of the living cells of
the selected cell type changes to the required extent as a result of the
treatment. Showing the selective effect of ultrasound and exploring the factors
affecting this effect can open up new prospects to affect cell numbers in the
food processing industry and in the human therapy either as a separate process
or combined with other treatments. The possible options for achieving
selectivity are separation, deactivation or stimulation of reproduction. During
our work we studied the cell deactivation and reproduction stimulation effects
initiated by the ultrasound treatment and besides we investigated the most
important physical factors affecting the survival dynamics. 3. MATERIALS AND METHODS During the
experimental work we applied different model materials. The most important ones
were a yeast strain, Saccharomyces cerevisiae, finely ground dolomite
particle size of which was identical with the cell size of the yeast, and a
conditional pathogen bacterium strain, Pseudomonas aeruginosa
HNCMB170001. The experiments were carried out in a frequency range around
1.1MHz and in the ultrasound output range of 0-12W/cm2, under
identical treatment conditions. Our research covered altogether eight different
aspects of the task; several series of experiments were carried out for each
area. Three different ultrasound systems were designed and built for the
experiments equipped with analogous and digital cell analytic methods and
liquid flow systems. For detecting the acoustic phenomena, namely acoustic
streaming, standing wave and cavitation, analogous and visual systems and
methods were developed. Heat effect of ultrasound was studied separately with
infra thermometers and thermocouples. Before the experiments we assumed that
one of the effects of ultrasound that may initiate biological effects is the
generated heat. Microbiological formulas and equations were applied and
reformulated, and physical calculation methods were applied for evaluating the
experimental results and for determining the hardly measurable parameters. We
worked out a method for determining the cavitation threshold concentration and
the time period needed for the formation of the cavitation for several model
materials at different ultrasound output levels. In the experiments carried out
at an ultrasound output of 9W/cm2, we studied the dynamics of the
acoustic phenomena formed in the ultrasound field and the effects of these
acoustic phenomena on the survival dynamics of the yeast at multiple levels of
the cavitation threshold concentrations. Finally, we compared the results
obtained under identical conditions for the yeast and the bacterium and draw
conclusions for the possible selectivity criteria in relation to the
experiments. 4. RESULTS 4.1. Final results of
the research In the ultrasound systems of flowing
liquid type, at ultrasound radiation output levels of 7.5, 9.6, 10.5, and
12W/cm2 the outputs that were actually entered in the treatment cuvette were 7.37, 9.43, 10.32 and 11.79W/cm2, respectively. When 50 ml Saccharomyces cerevisiae
suspension was applied in a concentration of 2-3*107/ml at a
temperature of 20ºC, the obtained „D” values were 209.36, 108.42, 59.34 and 53.65. The „D” values were reciprocally
proportional to the applied output level. In flowing liquid type systems, the output change that was needed to
change the „D”
decimation interval by one order of magnitude was 11.89 W/cm2. When the
initial cell concentration was 0,4-2*107/ml and the volume of the solution was 50 ml, the ultrasound initiated cell destruction carried out at variable
temperature and at ultrasound output levels of 2.07 W/cm2 and 2.7 W/cm2 resulted in „D” values of 100.1, 158.1, 133.7 91
minutes, and 34.9,
30.64, 35.33, 52.2 minutes, respectively. Due to the
self-absorption of the thermocouple, the experiments aimed at studying the
effects of ultrasound were carried out by using an infra thermometer. If cells were present in the ultrasound
field, the cavitation activity and heat generation decreased but cell
destruction was observed at the applied concentration levels. When
studying the acoustic phenomena, we observed a series of interconnected
physical phenomena that consisted of the following elements: still liquid,
fountain phenomenon, cavitation, acoustic streaming consisting of bubbles and
particles, acoustic streaming that sweeps along particles, standing wave, and
acoustic streaming consisting of bubbles and particles. In the applied ultrasound output range of
3-12W/cm2, the cavitation threshold concentration is increasing
consistently. Cavitation threshold concentration ranges for lyophilized yeast,
pressed yeast and finely ground dolomite are 2-4.2 g/l, 9.12-11.08 g/l,
0.88-5.12 g/l, respectively. The time periods required for the formation of the
cavitation for ground dolomite having an average particle size of 12μm and
for lyophilized yeast were 750 seconds and 45 seconds, respectively. At an ultrasound output of 9W/cm2, under the
conditions of acoustic streaming, standing waves and cavitation, the decimation
periods were 160 – 130 seconds, 1500 – 800 seconds and 39 – 150 seconds,
respectively. In the ranges of the acoustic streaming and standing waves, the
decimation periods were reciprocally proportional to the initial cell concentration of
1.72*107-5.37*107/ml, while in the cavitation range this period was
directly proportional to the initial cell
concentration. „D” values
for Pseudomonas aeruginosa at ultrasound outputs 9W/cm2 and 6W/cm2 were in the ranges of 10056-1205 seconds and 2656-1968 seconds,
respectively and the length of this period was reciprocally proportional to the
initial cell concentration. In these experiments the applied ultrasound
frequency was 1117 kHz and the initial number of germs was in the range of
5.5*107-1.24*107. 4.2. NEW SCIENTIFIC FINDINGS
4.2.1. I established that in isotherm
ultrasound systems of flowing liquid type and in variable temperature
ultrasound systems of loading – unloading type the „D” values of Saccharomyces
cerevisiae are reciprocally proportional to the applied ultrasound output, and in
the variable temperature ultrasound systems these “D” values are directly and
reciprocally proportional to the initial cell concentrations at ultrasound
outputs in the lower and higher output ranges, respectively. 4.2.2. I established that the ultrasound-generated
cavitation is responsible for the increased heat generation in water but the
biological effects of ultrasound are caused by other factors as well besides
heat. 4.2.3. I established that the cavitation
threshold concentration changes linearly in the output range of 3-12W/cm2
for each model material and in the knowledge of the threshold concentration and
of the time period needed for the formation of the cavitation, the quality of
the material could be determined. 4.2.4. I established that the length of
the time period needed for the formation of the cavitation changes linearly
with the applied particle concentration but it does not change with the output
if the cavitation threshold concentration is changed in the same increments. 4.2.5. I established that at an ultrasound output of 9W/cm2, under the
conditions of acoustic streaming and standing waves, the “D” values of Saccharomyces cerevisiae were reciprocally proportional to the
initial cell concentration, while in the cavitation range they are directly
proportional to this cell concentration in the concentration range of 1.72*107-5.37*107/ml. 4.2.6. I proved that under the same
conditions the survival dynamics of the Saccharomyces cerevisiae can be
monitored more quickly and in a simpler way by the applied analogous cell
analytic system than by the manual method. 4.2.7. I established that the „D” values for Pseudomonas
aeruginosa at ultrasound outputs of 9W/cm2 and 6W/cm2 and in an initial cell
concentration range of 5.5*107-1.24*107 were reciprocally proportional to the
initial cell concentration. 4.2.8. It
can be established that the contrasting survival dynamics showed the bacterium
and the yeast under cavitation conditions can prove the opportunity for
selective ultrasound treatments that are specific to different species. 4.2.9. New equipment and new tools are the
liquid flow type ultrasound system, the variable temperature ultrasound system,
the ultrasound generation and detection systems developed for studying the heat
effect of ultrasound, analogous cavitation detection and the analogous and
digital cell analytic systems. 4.2.10. New scientific methods are the
sono-thermograms and the differential sono-thermograms, the basic and auxiliary
methods for determining the cavitation threshold concentration, the methods for
determining the moment when the cavitation occurs, the methods used for the
simultaneous study of the acoustic phenomena and the biological effects, cell
and the analytic methods for the investigation of the survival dynamics of Saccharomyces
cerevisiae in the ultrasound field. 5. Conclusions, recommnendations 5.1. Ultrasound tests in
liquid flow and variable temperature systems In the studied ultrasound systems of
flowing liquid type, at ultrasound radiation output levels of 7.5, 9.6, 10.5,
and 12W/cm2 while the outputs that were actually entered in the
treatment flow-through cuvette were 7.37, 9.43, 10.32
and 11.79W/cm2, respectively. This decrease in the ultrasound intensity was caused
by reflection. We suggest that during any type of ultrasound treatment, the
main physical parameters are worth stabilizing at steady levels or, if this is
not possible, the ultrasound field modifying effects of the most important
physical parameters shall be known and shall be taken into consideration when
interpreting the results of the experiments. Both in isotherm ultrasound systems of
flowing liquid type and in variable temperature ultrasound systems of loading –
unloading type, the „D” values of Saccharomyces cerevisiae are reciprocally proportional to the
applied ultrasound output, which is caused by the higher biophysical fracturing
effect of the higher intensity ultrasound. 5.2. Heat effect of ultrasound Compared to the clear
suspending media, the intensity of both the acoustic cavitation and the
temperatures were lower. It can be seen from the results that the
ultrasound-generated cavitation is responsible for the heat generation in
liquids. Temperature that seems to be independent of the changes of the
acoustic phenomena can be observed only in the final phases of the experiments;
however, in this zone there was no measurable difference between temperature
difference values in the suspension samples of different concentrations and the
clear suspending agent either. We suggest that
the dynamics of the acoustic phenomena shall be studied for every acoustic
system to be treated that is for every material to be examined, because this is
essential for all work that is related to active and passive ultrasound. 5.3. Investigation of the acoustic
phenomena At the applied ultrasound
output range of 3-12 W/cm2 the cavitation threshold concentrations
for the lyophilized yeast and for pressed yeast were 2-4.2g/l, and
9.12-11.08g/l, respectively. When recalculating the results obtained for the
two different forms of yeast to the dry matter content on a wet material basis,
very similar cavitation threshold concentrations are obtained for each output
levels. From this fact we draw the conclusion that the cavitation threshold
concentrations is basically depends on the dry matter content of the individual
materials. The moments when cavitation is formed in
the cases of ground dolomite and lyophilized yeast are about 750 seconds and 45 seconds, respectively. The difference may be
caused by the different inertia of the particles having different density and
movement. As a consequence, it can be stated that the materials can be
characterized qualitatively and quantitatively in a repeatable manner with
their respective cavitation threshold concentrations and with the exact points in time
when the cavitation occurs. We suggest that
the conditions and physical criteria of the presence of the different acoustic
phenomenon in the ultrasonic field shall be taken into consideration and we
also suggest using the above methods as particle analytic methods or quick
methods for determining the dry matter content of the different materials. 5.4. Evaluation of the survival dynamics
of the yeast Saccharomyces cerevisiae by considering the acoustic
phenomena In case of suspensions with higher initial
concentrations of Saccharomyces cerevisiae, formation of the standing
wave after the acoustic streaming and the cavitation after the standing wave
occurs later as a result of the lower acoustic pressure due to the higher
absorption and reflection of ultrasound by the particles. In the ranges of
acoustic streaming and standing wave, and in the cavitation range, the
decimation periods are reciprocally proportional
and directly proportional to the
initial cell concentration, respectively.
There is an interaction between the suspension concentration in the
ultrasound field and the formation of the acoustic phenomena and consequently,
between the survival dynamics of the cells in the suspension and the suspension
concentration. We suggest that the acoustic phenomena that determine the
survival dynamics shall be influenced through the physical parameters of the
ultrasound field. By this way the acoustic phenomena determining the survival
dynamics can be influenced through the physical parameters of the ultrasound
field. In this way the survival dynamics can be
controlled by the cell concentration itself through a feedback loop. 5.5. Application
of the cell analytics methods By
using the applied analogous cell analytic method, the survival dynamics of the Saccharomyces
cerevisiae could be monitored more
quickly and in a simpler way than by applying the manual vital dyeing method.
We recommend the use of the applied analogous cell analytic method in
determining the ultrasound resistance of the cells. By using this method
indirect information can be obtained on the distribution of a cell population,
on the species composition of a system and, in the area of environmental
analytics, on the toxicity or mutagen effects of a given system. 5.6. Ultrasound treatment of pseudomonas aeruginosa bacterium „D” values of the Pseudomonas
aeruginosa bacterium were reciprocally proportional to the initial cell concentrations at both 6 and 9W/cm2 ultrasound output.
Consequently, in the applied concentration range the system could not achieve
its peak capacity that is the cavitation threshold concentration, as at higher
concentrations the collapse of a cavitation bubble may destroy more than one
cells in the vicinity of the bubble. Lower intensity ultrasound, if applied for
a short period of time, stimulated the reproduction of the bacteria. We
recommend operating the system near the cavitation threshold concentration, but
below this concentration level if the goal is to destroy the examined bacteria
or all the microorganisms. In this case the operation is done below the safe
upper limiting value of an acoustic phenomenon at the stable peak capacity. The
cavitation threshold concentration can be determined by an experiment. For stimulating
the reproduction, low intensity ultrasound shall be applied for short time
intervals. 5.7. criteria for the selective ultrasound effect In case of the Saccharomyces cerevisiae
in the cavitation range the decimation interval is directly proportional to the
initial suspension concentration, while in case of the Pseudomonas
aeruginosa bacterium these two parameters reciprocally proportional to each other. If the initial number of germs is 9.22*107/ml, for both of the microorganisms, then theoretically
the decimation interval for each of them is the same, 737 seconds, and when
subjected to ultrasound treatment, they are destroyed at the same rate. If the
initial cell concentration is lower than the aforementioned concentration, the
yeast can be eliminated from the suspension containing both of them. In the
reverse case the bacteria can be exterminated while the yeast remains.
Selectivity of the output is practically unidirectional as the „D” value of the
yeast is approximately one tenth of the „D” value of the bacterium. This means
that the reverse case can only exist if the concentration of the yeast is
higher by at least ten orders of magnitude that the concentration of the other
organism. If the subject bacteria shall be exterminated while the yeast shall
be retained in a case where its initial number of germs , or its „D” value is
lower, the reproduction stimulation effect at an ultrasound output of 6W/cm2
shall be applied (if needed, in more than one phases) for multiplication of
the bacteria so that its „D” value shall
be lower than the yeast and in such a way it can be eliminated from the yeast
containing solution. Consequently, ultrasound is suitable for the selective
control of the number of cells, so we recommend its use for selective cell biology
treatments even in case of other species. 6. PUBLICATIONS 6.1. Scrutinized
articles 1.
Neményi, M. – Lőrincz, A. (2002): Ultrahang
akusztikai jelenségeinek koncentrációfüggése és ennek hatása a sejtroncsolásra.
Élelmiszerfizikai közlemények. (accepted) 2.
Neményi, M. – Lőrincz, A. (2002): Ultrahang
akusztikai jelenségeinek koncentrációfüggése és ennek hatása a sejtroncsolásra.
Élelmiszerfizikai közlemények. (accepted) 3.
Lőrincz, A. – Neményi, M. (2002): Akusztikai
kavitáció kialakulásának koncentrációfüggése szuszpenziókban. Élelmiszerfizikai
közlemények. (accepted) 4.
Lőrincz, A. – Neményi, M. (2003): Examination of the concentration dependence of acoustical
phenomenon in water based suspensions. Acta Agronomica Ovariensis. Vol. 45. No.
1. pp. 85-96. 5.
Lőrincz, A. (2003): Effectiveness of ultrasonic
cell disruption as a function of the suspension concentration. Acta
Alimentaria. in print: Vol. 33. No. 2., 2004. June 6.
Lőrincz, A. (2003): Ultrasonic Cellular Disruption of Yeast
in Water Based Suspensions. Biosystems Engineering (accepted) 6.2.
Popularized articles 7.
Lőrincz, A. – Neményi, M. (2002): Az in vitro
sejtfeltárás hatékonyságát befolyásoló fizikai tényezők (1. rész). Laboratóriumi Információs Magazin, Heading of Biophysics. Vol. XI. No.
2. pp. 36-38. 8.
Lőrincz, A. – Neményi, M. (2002): Az in vitro
sejtfeltárás hatékonyságát befolyásoló fizikai tényezők (1. rész). Laboratóriumi Információs Magazin, Heading of Biophysics. Vol. XI. No.
2. pp. 36-38. 9.
Lakatos, E. – Lőrincz, A. – Neményi, M. (2002):
Az ultrahangos sejtroncsolás fizikai kritériumainak meghatározás a folyékony
élelmiszerek csíraszám csökkentésével kapcsolatban. Élelmezési Ipar. Vol. LVI.
No. 7. pp. 203-206. 10. Lőrincz, A. (2003): Az
aktív ultrahang alkalmazása napjainkban (1. rész). Laboratóriumi
Információs Magazin, Heading of Biophysics. Vol. XII. No. 5. pp. 45-49. 11.
Lőrincz, A. (2003): Az aktív ultrahang alkalmazása
napjainkban (2. rész). Laboratóriumi Információs Magazin,
Heading of Biophysics. Vol. XII. No. 6. pp. 28-33. 12. Lőrincz, A. (2003): Az
aktív ultrahang alkalmazása napjainkban (3. rész). Laboratóriumi
Információs Magazin, Heading of Biophysics. in print: Vol. XIII. No. 1. 13.
Lőrincz, A. (2003): Az aktív ultrahang alkalmazása
napjainkban (4. rész). Laboratóriumi Információs Magazin,
Heading of Biophysics. . in print: Vol. XIII. No. 2. 14.
Lőrincz, A. (2003): Az aktív ultrahang alkalmazása
napjainkban (5. rész). Laboratóriumi Információs Magazin,
Heading of Biophysics. in print: Vol. XIII. No. 3. 15. Lőrincz, A.
(2003): Az aktív ultrahang alkalmazása napjainkban (6. rész). Laboratóriumi Információs Magazin, Heading of Biophysics. in
print: Vol. XIII. No. 4. 16. Lőrincz, A. (2003): Az aktív ultrahang alkalmazása napjainkban (7. rész). Laboratóriumi Információs Magazin, Heading of Biophysics. in
print: Vol. XIII.
No. 5. 6.3.
Conference presentations 17. Lőrincz A. –
Neményi M. (2001): Az ultrahang hatása folyadékban szuszpendált pékélesztő
csíraszámának változására. MTA-AMB Kutatási-Fejlesztési Tanácskozás, Gödöllő,
2001. January 23-24. No. 25. p. 14. (oral presentation + poster) 18. Lőrincz, A. -
Neményi, M. (2001): Cell decrease by ultrasonic effect on yeast (Saccharomyces
cerevisiae) suspension and the limit concentration of cavitation. 19. Neményi, M. –
Lőrincz, A. (2001): Cell concentration decreasing with ultrasonic effect of
yeast (Saccharomyces cerevisiae) suspension. Műszaki Kémiai Napok,
Veszprém, 20. Neményi, M. –
Lőrincz, A. (2001): Cell (Saccharomyces
cerevisiae) disruption with ultrasound treatment. In: Institute of agricultural,
food and environmental engineering. Conference für Leben und
Überleben, Internationaler Kongress, Wien, Universitat für Bodenkultur,
November 18-21, 2001. p. 192. (poster) 21. Neményi, M. – Lőrincz, A. (2002): Komplex ultrahangrendszer értékelése a besugárzás miatt kialakult mikroorganizmus-csíraszám csökkentő hatás alapján. MTA-AMB Kutatási-Fejlesztési Tanácskozás, Gödöllő, January 20-21, 2002. Vol. 2. pp. 145-149.(poster) 22. Lőrincz, A. –
Neményi, M. (2002): Ultrahangtér fizikai minőségének befolyása a besugárzás
miatt kialakult mechanikai hullámjelenségekre folyadékokban, valamint az ebből
következő biológiai és fizikai hatások értékelése. MTA-AMB Kutatási-Fejlesztési
Tanácskozás, Gödöllő, 23. Neményi, M. –
Lőrincz, A. (2002): Különböző típusú szuszpendált szemcsék tulajdonságainak
hatása az ultrahangos kavitációra. Műszaki Kémiai Napok, Veszprém, 24. Neményi, M. –
Lőrincz, A. (2002): Az ultrahang sejtbiológiai hatásinak elemzése a hangtér
fizikai paramétereinek függvényében. XXXII. Membrán-Transzport Konferencia. A
Romhányi György Alapítvány, A Magyar Élettani Társaság Membránbiológiai
Szakosztály és a Magyar Biofizikai Társaság közös rendezvénye. Sümeg, 25. Neményi, M. –
Kacz, K. – Kovács, A. J. – Stépán, Zs. – Lőrincz, A. (2002): Agro- és
élelmiszerfizikai kutatások a Nyugat-Magyarországi Egyetem Agrárműszaki,
Élelmiszeripari és Környezettechnikai Intézetében. EU Konform mezőgazdaság és
élelmiszerbiztonság. Tudományos Tanácskozás, 26. Neményi, M. –
Lőrincz, A. (2002): Ultrahangtérben kialakuló sejtroncsoló hatás értékelése a
szelektív biológiai hatások tükrében. XXIX. Óvári Tudományos Napok, Mosonmagyaróvár,
27. Lőrincz, A. –
Neményi, M. (2002): A sejtkoncentráció-akusztikus jelenség - sejtéletképesség
változás kölcsönhatásának vizsgálata ultrahangtérben. V. Nemzetközi
Élelmiszertudományi Konferencia. A Szegedi Tudományegyetem Szegedi
Élelmiszeripari Főiskolai Kara és az MTA Szegedi Területi Bizottsága,
Agrárműszaki Szakbizottsága rendezésében. 28.
Lőrincz, A. – Neményi, M. (2002): Assesement of
the effectiveness of ultrasonic cell disruption by acoustic phenomena as a
function of the suspension concentration. 32’nd Annual Ultrasonic Industry
Association Symposium. 29.
Neményi, M. – Lőrincz, A. – Lakatos, E. (2003):
Az ultrahangsugár fizikai paramétereinek változása a besugárzott anyagban.
MTA-AMB Kutatási - Fejlesztési Tanácskozás, Gödöllő, 30. Lőrincz, A. – Neményi, M.
– Lakatos, E. (2003): A magas intenzitású ultrahang sejtroncsoló hatásának
alakulása a besugárzott anygtól függő akusztikai jelenségek mellett. MTA-AMB
Kutatási-Fejlesztési Tanácskozás, Gödöllő, 31. Lőrincz, A.– Neményi, M. –
Lakatos, E. (2003): A szelektív sejtbiológiai kezelések ultrahangos
megvalósítása (The selective cellbiologycal treatments by ultrasound) Műszaki
Kémiai Napok, Veszprém, 32.
Lőrincz, A. (2004): Mesterséges látás sejtanalitikai
alkalmazása. MTA-AMB Kutatási-Fejlesztési Tanácskozás, Gödöllő, 2004. január
20-21. No. 28. p. 14. ISBN 963 611 406 4 (oral presentation + poster) 33.
Lőrincz, A. (2004): Application of the Ultrasound
Hyperthermia Model for a Multi-layered Tissue System. Advanced Metrology for
Ultrasound in Medicine, 27-28 April 2004, 34. Lőrincz, A. (2004): Opportunities
for Applying Digital and Analogous Machine Vision in Cell Analytical Methods
Used for Analyzing Cell Disruption Effect of Ultrasound. XXII International Congress of the
International Society for Analytical Cytology (ISAC), 22-27 May 2004 at Le
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