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African Journal of Basic & Applied Sciences 1 (5-6): 96-104, 2009
ISSN 2079-2034
© IDOSI Publications, 2009
Correspoding Author: Abhijit Mitra, Department of Marine Science, University of Calcutta, 35 Ballygunge Circular Road,
Kolkata-700 019, India
96
Biochemical Composition of Marine Macroalgae
from Gangetic Delta at the Apex of Bay of Bengal
Kakoli Banerjee, Rajrupa Ghosh, Sumit Homechaudhuri and Abhijit Mitra1 1 2 1
Department of Marine Science, University of Calcutta, 35 Ballygunge Circular Road, Kolkata-700 019, India1
Department of Zoology, University of Calcutta, 35 Ballygunge Circular Road, Kolkata- 700 019, India2
Abstract: Variations in protein, lipid, carbohydrate and astaxanthin content of Enteromorpha intestinalis,
Ulva lactuca and Catenella repens were documented over a 10 months period from September 2007 to June
2008. The macroalgal species were collected from six sampling stations of Indian Sundarbans, a Gangetic delta
at the apex of Bay of Bengal. On dry weight basis, the protein content varied from 4.15±0.02% (in Catenella
repens) at Lothian to 14.19±0.09% (in Catenella repens) at Frasergaunge. The lipid content was low and varied
from 0.07±0.02% (in Enteromorpha intestinalis) at Lothian to 1.06± 0.12% (in Ulva lactuca) at Gosaba. The level
of carbohydrate was very high compared to that of lipid and protein and varied from 21.65± 0.76% (in Catenella
repens) at Gosaba to 57.03± 1.63% (in Enteromorpha intestinalis) at Lothian. Astaxanthin values ranged from
97.73± 0.32 ppm (in Catenella repens) at Gosaba to 186.11± 2.72 ppm (in Enteromorpha intestinalis) at
Frasergaunge. The values varied over a narrow range in the remaining stations. The results of biochemical
composition of macroalgae seem to be strongly influenced by ambient hydrological parameters (surface water
salinity, temperature and nitrate content) in the present geographical locale.
Key words: Marine macroalgae % Biochemical composition % Indian Sundarbans
INTRODUCTION Far East, where they are used in the food industry [7].
Macroalgal resources of the oceans and estuaries are variety of essential amino acids has been recorded in
found attached to the rocks, corals and other submerged Enteromorpha intestinalis. It also has a good capacity for
strata in the intertidal and shallow subtidal zones. They fermentation, which is shown by methanisation tests [17].
are clearly sighted during low tide condition on the Moreira-da-Silva et al., [18] studied the possibility of
pneumatophores and trunks of mangroves. In marine using marine macrophytes as a substrate for biogas
ecosystems, macroalgae are ecologically and biologically generation. Special research attention has been given to
important and provide nutrition and an accommodating Enteromorpha intestinalis and Ulva lactuca as a source
environment for other living organisms [1-6]. Because of of methane generation through anaerobic digestion, the
these properties, macroalgae are considered as one of the time involved in gas production and the possibility of
most important biotic components maintaining the using the depleted biomass as a fertilizer for
ecosystem’s stability [7]. phytoplankton cultures. Finally, the possibility of using
The industrial applications of macroalgae are also algae for other energetic options has been analyzed and
varied. Their polysaccharides are used in food, cosmetics, their potential was compared with that of the water
paint, crop, textile, paper, rubber and building industries. hyacinth Eichornia crassipes [19]. The dominancy of
In addition, they are used in medicine and in Enteromorpha spp. in areas of high sewage pollution
pharmacology for their antimicrobial, antiviral, antitumor, speaks in favour of utilizing this macroalgae as agent of
anticoagulant and brinolytic properties [8-10, 1, 11-16]. bioremediation.
According to FAO, the annual global aquaculture Macroalgae are unique sources of protein although
production of marine algae is 6.5 × 10 tonnes [1]. the content varies with the types. Protein content of6
Macroalgae have been harvested since long period in the brown seaweeds are generally small (average: 5-15% of
Regarding the economic importance of macroalgae, a wide
African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009
97
dry weight), whereas, higher protein content are recorded MATERIALS AND METHODS
in green and red seaweeds (average: 10-30% of dry
weight). The protein levels of Ulva and Enteromorpha Macroalgal Collection: Each species of the macroalgae
spp. generally range between 5-20% of dry weight. (Enteromorpha intestinalis, Ulva lactuca and Catenella
Because of their high protein content, protein repens) distributed throughout the entire stretch of Indian
concentrates (PCs) of seaweeds have become more Sundarbans (within the latitude 21°30N to 22°30N and
important for the food industry, especially in developed longitude 87°25E to 89°10E) were collected at monthly
countries [20]. The recent utilization of macroalgae as a intervals during September 2007 to June 2008, from six
fish feed is also gaining momentum. different sampling sites namely Stn. 1, Gosaba
Lipids represent only 1-5% of algal dry matter and (22°08'53.66''N; 88°56'34.20''E), Stn.2, Chotomollakhali
exhibit an interesting polyunsaturated fatty acid (22°10'21.74''N;88°53'55.18''E),Stn.3,Bali(22°04'35.17''N;
composition particularly omega 3 and omega 6 acids 88°44'55.70''E), Stn.4, Bony Camp (21°54'34.56''N;
which play an important role in the prevention of cardio 88°35'42.13''E), Stn.5, Lothian (21°42'45.73''N;
vascular diseases, osteoarthritis and diabetes. The red 88°18'12.82''E) and Stn.6, Frasergaunge (21°36'55.72''N;
and brown algae are rich in fatty acids with 20 carbon 88°12'33.15''E) (Figure 1). The algal samples on block
atoms: cicosapentanoic acid (EPA, T3 C 20:5) and jetties and hard substrata (like boulder, mangrove trunk
arachidonic acid (AA, T6 C 20:4). etc) were hand-picked from shallow littoral water; washed
Astaxanthin is a naturally occurring carotenoid in the field with ambient seawater to remove epiphytes,
pigment with unique antioxidant property, which is sediments and organic matter; rinsed with distilled water,
present in both micro and macroalgae. It is an important dried with tissue paper and brought to the laboratory to
feed ingredient both in pisciculture and animal husbandry store at -20°C.
sector owing to its wide application as an antioxidant.
Enteromorpha intestinalis, Ulva lactuca and Analytical Methods: The collected species were subjected
Catenella repens are the dominant macroalgae found in to biochemical analysis as per the standard protocol.
Indian Sundarbans (a World Heritage Site and a For each species, triplicate analyses were averaged for
Biosphere Reserve), which is a Gangetic delta in the north each of the samples for soluble carbohydrate, total
east coast of Indian Sub-continent. In the intertidal zone protein, total lipid and astaxanthin. The total carbohydrate
of this mangrove dominated ecosystem, a distinct content was assayed by the phenol-sulphuric acid
zonation is often visualized with respect to distribution method [22] after extraction with 2.5N HCl. The results
pattern of seaweeds. The members of Chlorophyceae were calculated from a glucose standard curve. Total lipid
(Enteromorpha intestinalis and Ulva lactuca) occupy was determined by Soxhlet method as described by
higher level in comparison to Catenella repens Folch et al., [23]. The total protein content was
(belonging to Rhodophyceae) when the section of vertical determined with Folin reagent with bovine albumin
zonation on a substratum is considered. Despite the serving as standard [24]. Astaxanthin was analyzed by
abundance of macroalgae in the mangrove dominated standard spectrophotometric method after organic solvent
Gangetic delta, literature on this community is meager. extraction with appropriate dilution and expressed in ppm
Very few studies have been undertaken to document the unit [25]. Lipid, protein and carbohydrate contents were
role of Enteromorpha spp. and Ulva lactuca as primary expressed as the percentage dry weight. The results are
producers in Sundarbans ecosystem [21], but no study given as a mean with standard deviation (±SD) as quality
has yet been undertaken on the ecology and biochemical assurance to the data.
characteristics of macroalgae in this part of Indian sub- Surface water were collected simultaneously from all
continent. the six sampling sites to monitor salinity, temperature and
The main objective of the present study was to nitrate of the ambient water as per the method of
determine the nutritional value of Enteromorpha Strickland and Parsons [26] to pinpoint the hydrological
intestinalis, Ulva lactuca and Catenella repens by parameters to which the vegetation are exposed in natural
analyzing their biochemical composition (protein, lipid, condition.
carbohydrate and astaxanthin). Another aim of the
study was to determine the spatial variation of the Statistical analysis: Mean values of each biochemical
biochemical components of these three commonly component was subjected to one-way ANOVA followed
available macroalgae with respect to relevant hydrological by Duncan’s multiple range test at p<0.05 [27] to detect
parameters. significant differences among groups (selected species).
' '
' '
African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009
98
Fig. 1: The Gangetic Delta and The Indian Sundarbans (map showing sampling stations)
RESULTS AND DISCUSSION The major biochemical component in the selected
The average lipid, protein, carbohydrate and carbohydrate in rhodophytes, Catenella repens (overall
astaxanthin values of Enteromorpha intestinalis, Ulva mean 27.16%±4.06% of dry weight; range 21.65± 0.76 to
lactuca and Catenella repens are presented in Tables 1, 33.67± 0.87% of dry weight) (Table 3) was lower than the
2 and 3. chlorophytes (mean 45.32± 8.30% of dry weight;
seaweeds was carbohydrate. The percentage of soluble
African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009
99
Table 1: The mean (±SD) contents of lipid, protein, carbohydrate and astaxanthin in Enteromorpha intestinalis from Indian Sundarbans during September
'07 – June '08
Stations Protein (% of dry weight) Lipid (% of dry weight) Carbohydrate (% of dry weight) Astaxanthin (ppm of dry weight)
Frasergaunge 13.84±0.17 0.09±0.02 52.09±0.84 186.11±2.72a cd b a
Lothian 5.18±0.52 0.07±0.02 57.03±1.63 185.40±1.83f d a a
Bony Camp 9.57±0.61 0.24±0.02 42.36±1.22 135.81±1.85d b d c
Gosaba 12.79±0.03 0.30±0.01 33.53±0.03 112.72±0.83b a f e
Bali 7.48±0.03 0.11±0.01 48.40±0.45 145.60±1.17e c c b
Chotomollakhali 11.37±0.03 0.22±0.01 38.51±0.62 131.78±1.53c b e d
means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test).*
Table 2: The mean (±SD) contents of lipid, protein, carbohydrate and astaxanthin in Ulva lactuca from Indian Sundarbans during September '07 – June '08*
Stations Protein (% of dry weight) Lipid (% of dry weight) Carbohydrate (% of dry weight) Astaxanthin (ppm of dry weight)
Frasergaunge 11.64±0.22 0.38±0.15 45.83±1.61 142.65±3.0a cd b b
Lothian 6.92±0.04 0.28±0.03 48.34±1.00 150.68±2.12f d a a
Bony Camp 8.30±0.32 0.74±0.06 43.83±1.96 125.46±2.08d b c d
Gosaba 10.98±0.04 1.06±0.12 24.33±0.08 102.40±0.35b a e f
Bali 7.88±0.01 0.49±0.01 42.04±0.15 130.18±0.90e c c c
Chotomollakhali 9.78±0.02 0.68±0.03 38.67±0.17 115.67±0.12c b d e
*means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test)
Table 3: The mean (±SD) contents of lipid, protein, carbohydrate and astaxanthin in Catenella repens from Indian Sundarbans during September '07 – June
'08
Stations Protein (% of dry weight) Lipid (% of dry weight) Carbohydrate (% of dry weight) Astaxanthin ( ppm of dry weight)
Frasergaunge 14.19±0.09 0.14±0.02 33.67±0.87 181.99±3.54a c a a
Lothian 4.15±0.02 0.17±0.02 26.43±0.88 105.29±0.07e bc c d
Bony Camp 10.25±0.15 0.25±0.02 28.60±0.18 135.49±2.12d a b b
Gosaba 12.18±0.24 0.20±0.02 21.65±0.76 97.73±0.32b b e e
Bali 4.58±0.03 0.19±0.02 29.04±0.13 180.44±1.09e b b a
Chotomollakhali 11.47±0.59 0.21±0.04 23.55±0.54 128.65±0.78c ab d c
*means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test)
Table 4: Physico-chemical variables of aquatic environment of six selected stations during September '07 – June '08
Stations Salinity (°/ ) Temperature (°C) Nitrate (µgat/l)00
Frasergaunge 25.0 34.0 23.84a a a
Lothian 22.3 35.0 13.84a a f
Bony Camp 21.3 32.0 16.84a a d
Gosaba 16.3 31.3 21.69a a b
Bali 19.7 33.0 15.02a a e
Chotomollakhali 17.0 32.7 19.53a a c
*means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test).
range 33.53± 0.03 to 57.03± 1.63% of dry weight in weight, range 6.92± 0.04 to 11.64± 0.22% of dry weight)
Enteromorpha intestinalis and mean 40.51± 8.12% of dry (Tables 2 and 3).
weight; range 24.33± 0.08 to 48.34± 1.00% of dry weight in The lipid content was highest in Ulva lactuca
Ulva lactuca) (Tables 1 and 2). (mean 0.61± 0.27% of dry weight; range 0.28± 0.03 to
The highest percentage of protein was recorded in 1.06± 0.12% of dry weight) (Table 2), followed by
Enteromorpha intestinalis (mean 10.04± 3.10% of dry Enteromorpha intestinalis (mean 0.17± 0.09% of dry
weight; range 5.18± 0.52 to 13.84± 0.17% of dry weight) weight; range 0.07± 0.02 to 0.30± 0.01% of dry weight)
(Table 1) followed by Catenella repens (mean 9.47± 3.91% (Table 1) and Catenella repens (mean 0.19± 0.04% of dry
of dry weight; range 4.15± 0.02 to 14.19± 0.09% of dry weight; range 0.14± 0.02 to 0.25± 0.02% of dry weight)
weight) and Ulva lactuca (mean 9.25± 1.75% of dry (Table 3).
African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009
100
Astaxanthin value was highest in Enteromorpha p<0.01] statistically confirm our observation. The direct
intestinalis (mean 149.57± 28.21 ppm of dry weight; range relationship of protein percentage in seaweeds with
112.72± 0.83 to 186.11± 2.72 ppm of dry weight) (Table 1). nitrate of the ambient water was reported by several
The next position was occupied by Catenella repens workers [30, 31]. Frasergaunge being a sewage
(mean 138.27± 33.96 ppm of dry weight; range 97.73± 0.32 contaminated zone (due to presence of fish landing
to 181.99± 3.54 ppm of dry weight) (Table 3) followed by station and tourism units) showed maximum nitrate level
Ulva lactuca (mean 127.84± 16.59 ppm of dry weight; in the water and subsequently highest percentage of
range 102.40± 0.35 to 150.68± 2.12 ppm of dry weight) protein in the macroalgae.
(Table 2). Significant variations in carbohydrate content in the
The average surface water salinity of the sampling seaweeds at the different sampling stations were
stations varied as per the order Frasergaunge (25.0 °/ ) > observed throughout the study period. Carbohydrate is00
Lothian (22.3°/ ) > Bony Camp (21.3°/ ) > Bali (19.7°/ ) the most important component for metabolism as it00 00 00
> Chotomollakhali (17.0°/ ) > Gosaba (16.3°/ ). The supplies the energy needed for respiration and other00 00
surface water temperature ranged from 31.3°C to 35.0°C metabolic processes. Maximum carbohydrate values were
and nitrate content varied from13.84 µgat/l to 23.84 µgat/l observed in stations with high salinity and located in the
(Table 4). The spatial variation of nitrate was significant vicinity of Bay of Bengal. The study area at the apex of
(p<0.05), which may be attributed to the distance of these Bay of Bengal enjoys bright sunshine and high tropical
stations from Bay of Bengal in the south or proximity of temperature almost through the year. This may be a
these stations to the highly urbanized and industrialized reason behind higher carbohydrate value in the seaweeds.
city of Kolkata in the North. The local activities like fish The significant positive relationships between ambient
landing, shrimp culture etc. also cause substantial water temperature and carbohydrate content of the
difference between the stations in terms of nitrate load. seaweeds [r = 0.937, p<0.01; r
Data of protein content in macroalgae from the = 0.795, p<0.01; r
= 0.489, p<0.05] confirm the view of synthesis of
show lower concentrations [28, 29]. This is because of organic carbon (through photosynthesis) under optimum
predominantly oligotrophic marine environment with low solar radiation and temperature.
availability of nitrogen as visualized in case of Brazilian In comparison to protein and carbohydrate, lipid
marine environment [30, 31]. In the present study, our data exhibited very low proportion in Enteromorpha
of protein concentration in macroalgae are in accordance intestinalis, Ulva lactuca and Catenella repens.
with the information available in the literature [32-35, 17, Significant variation in lipid percentage was observed
36, 37]. In Enteromorpha intestinalis minimum protein between the stations (Table 1, 2 and 3). The mangrove
was found at Lothian (5.18± 0.52% of dry weight) and the dominated Gangetic delta enjoys a tropical climate and
maximum at Frasergaunge (13.84± 0.17% of dry weight). therefore temperature plays a major role in the variation of
Same trend was also observed for Ulva lactuca (minimum the lipid content in macroalgae. Significant negative
at Lothian i.e. 6.92± 0.04% of dry weight and maximum at correlation between lipid content and water temperature
Frasergaunge i.e. 11.64± 0.22% of dry weight) and has also been observed in our study for all the three
Catenella repens (minimum at Lothian i.e. 4.15± 02% of selected macroalgae [r = - 0.929,
dryweight and maximum at Frasergaunge i.e. 14.19± 0.09% p<0.01; r = - 0.952, p<0.01; r
= - 0.693, p<0.01]. This observation is in
different species of macroalgae with respect to stations alignment with the works of Jones and Harwood [38] who
are given in Figures 2 and 3. The significant spatial concluded that temperature increases the level of
variation in the protein level of the selected species was unsaturation of acyl chains that slows down both
confirmed by Duncan multiple range test at 5% level of metabolism and transport of lipid.
significance, which may be attributed to the difference in Astaxanthin is a powerful antioxidant. A lot of
nutrient level (preferably nitrate) of the ambient aquatic studies demonstrated the antioxidant properties of algal
phase (Table 4). The significant positive correlation carotenoids and the role they play in preventing many
between nitrate level and protein content of three selected diseases linked to oxidative stress [39, 40]. The synthesis
macroalgae [r = 0.976, p<0.01; r of astaxanthin enhances with the increase innitrate x protein (Enteromorpha sp.) nitrate x
= 0.995, p<0.01; r = 0.941, environmental stresses as revealed through a study inprotein (Ulva sp.) nitrate x protein (Catenella sp.)
temperature x carbohydrate (Enteromorpha sp.)
temperature x carbohydrate (Ulva sp.) temperature x carbohydrate
tropical and subtropical coastal environment frequently (Catenella sp.)
temperature x lipid (Enteromorpha sp.)
temperature x lipid (Ulva sp.) temperature x lipid
of dry weight). Differences in the protein level of the three (Catenella sp.)
AJBAS
101
0
5
10
15
20
25
30
35
40
protein lipid carbohydrate
% of dry weight
Enteromorpha intestinalis
Ulva lactuca
Catenella repens
(a)
0
5
10
15
20
25
30
35
40
45
protein lipid carbohydrate
% of dry weight
Enteromorpha intestinalis
Ulva lactuca
Catenella repens
(b)
0
10
20
30
40
50
60
protein lipid carbohydrate
% of dry weight
Enteromorpha intestinalis
Ulva lactuca
Catenella repens
(c)
0
5
10
15
20
25
30
35
40
45
50
protein lipid carbohydrate
% of dry weight
Enteromorpha intestinalis
Ulva lactuca
Catenella repens
(d)
AJBAS
102
0
20
40
60
80
100
120
140
160
180
200
Frasergaunge
Lothian
BonyCam
p
Gosaba
Bali
Chhotom
ollakhali
ppm of dry weight
Enteromorpha intestinalis
Ulva lactuca
Catenella repens
0
10
20
30
40
50
60
protein lipid carbohydrate
% of dry weight
Enteromorpha intestinalis
Ulva lactuca
Catenella repens
(e)
0
10
20
30
40
50
60
protein lipid carbohydrate
% of dry weight
Enteromorpha intestinalis
Ulva lactuca
Catenella repens
(f)
Fig. 2: Variation in protein, lipid and carbohydrate contents (% of dry weight) at (a) Gosaba (b) Chotomollakhali
(c) Bali (d) Bony Camp (e) Lothian (f) Frasergaunge
Fig. 3: Variation in astaxanthin contents (ppm of dry weight) in six stations
African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009
103
mangroves by Mitra et al., [41]. In the present study, the 5. Wahbeh, M.I., 1997. Amino acid and fatty acid
astaxanthin load showed significant spatial variation profiles of four species of macroalgae from Aqaba
(p<0.05) with respect to all the three macroalgae (Tables and their suitability for use in fish diets. Aquaculture,
1, 2, 3 and Figure 3), which may be due to variation in 159: 101-09.
salinity amongst the selected stations. The significant 6. Wilson, S., 2002. Nutritional value of detritus and
positive correlation between salinity and astaxanthin level algae in blenny territories on the Great Barrier Reef. J.
in the selected macroalgal species [r Exp. Mar. Biol. Ecol., 271: 155-69.salinity x astaxanthin (Enteromorpha
= 0.886, p<0.01; r = 0.874, p<0.01; 7. Dere, S., N. Dalkiran, D. Karacaoglu, G. Yildiz and E.sp.) salinity x astaxanthin (Ulva sp.)
r = 0.513, p<0.05] speaks in favour of Dere, 2003. The determination of total protein, totalsalinity x astaxanthin (Catenella sp.)
astaxanthin synthesis under stressful condition, posed by soluble carbohydrate and pigment contents of some
high aquatic salinity. macroalgae collected from Gemlik-Karacaali (Bursa)
CONCLUSION Turkey. Oceanologia, 45(3): 453-461.
The study revealed the members of chlorophyceae as Biochem Biotechnol., 26(1): 85-05.
the most nutritionally rich species in terms of 9. Chengkui, Z., C.K. Tseng, Z. Junfu and C.F. Chang,
carbohydrate, protein, lipid and astaxanthin content. 1984. Chinese seaweeds in herbal medicine.
The Gangetic delta is unique in terms of hydrological Hydrobiologia, 116/117: 152-55.
parameters and several categories of anthropogenic 10. Fenical, W. and V.J. Paul, 1984. Antimicrobial and
activities that often influence the water quality. The cytotoxic terpenoids from tropical green algae of the
physico-chemical variables of ambient aquatic phase have family Udoteaceae. Hydrobiologia, 116/117: 135-40.
profound influence on biochemical constituents of the 11. Fleurence, J., E. Chenard and M. Lucon, 1999.
macroalgae. Determination of the nutritional value of proteins
ACKNOWLEDGEMENTS 11: 231-39.
This research was supported financially by Anticoagulant, fibrinolitic and antiaggregant
Department of Science and Technology, WOS-B scheme, activity of carrageenans and alginic acid. Bot. Mar.,
Government of India and infrastructural facilities by 34: 429-32.
Department of Marine Science and Department of 13. Honya, M., T. Kinoshita, K. Tashima, K. Nisizawa
Zoology, University of Calcutta. and H. Noda, 1994. Modification of the M/G ratio of
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SEAWEED INFO

  • 1. African Journal of Basic & Applied Sciences 1 (5-6): 96-104, 2009 ISSN 2079-2034 © IDOSI Publications, 2009 Correspoding Author: Abhijit Mitra, Department of Marine Science, University of Calcutta, 35 Ballygunge Circular Road, Kolkata-700 019, India 96 Biochemical Composition of Marine Macroalgae from Gangetic Delta at the Apex of Bay of Bengal Kakoli Banerjee, Rajrupa Ghosh, Sumit Homechaudhuri and Abhijit Mitra1 1 2 1 Department of Marine Science, University of Calcutta, 35 Ballygunge Circular Road, Kolkata-700 019, India1 Department of Zoology, University of Calcutta, 35 Ballygunge Circular Road, Kolkata- 700 019, India2 Abstract: Variations in protein, lipid, carbohydrate and astaxanthin content of Enteromorpha intestinalis, Ulva lactuca and Catenella repens were documented over a 10 months period from September 2007 to June 2008. The macroalgal species were collected from six sampling stations of Indian Sundarbans, a Gangetic delta at the apex of Bay of Bengal. On dry weight basis, the protein content varied from 4.15±0.02% (in Catenella repens) at Lothian to 14.19±0.09% (in Catenella repens) at Frasergaunge. The lipid content was low and varied from 0.07±0.02% (in Enteromorpha intestinalis) at Lothian to 1.06± 0.12% (in Ulva lactuca) at Gosaba. The level of carbohydrate was very high compared to that of lipid and protein and varied from 21.65± 0.76% (in Catenella repens) at Gosaba to 57.03± 1.63% (in Enteromorpha intestinalis) at Lothian. Astaxanthin values ranged from 97.73± 0.32 ppm (in Catenella repens) at Gosaba to 186.11± 2.72 ppm (in Enteromorpha intestinalis) at Frasergaunge. The values varied over a narrow range in the remaining stations. The results of biochemical composition of macroalgae seem to be strongly influenced by ambient hydrological parameters (surface water salinity, temperature and nitrate content) in the present geographical locale. Key words: Marine macroalgae % Biochemical composition % Indian Sundarbans INTRODUCTION Far East, where they are used in the food industry [7]. Macroalgal resources of the oceans and estuaries are variety of essential amino acids has been recorded in found attached to the rocks, corals and other submerged Enteromorpha intestinalis. It also has a good capacity for strata in the intertidal and shallow subtidal zones. They fermentation, which is shown by methanisation tests [17]. are clearly sighted during low tide condition on the Moreira-da-Silva et al., [18] studied the possibility of pneumatophores and trunks of mangroves. In marine using marine macrophytes as a substrate for biogas ecosystems, macroalgae are ecologically and biologically generation. Special research attention has been given to important and provide nutrition and an accommodating Enteromorpha intestinalis and Ulva lactuca as a source environment for other living organisms [1-6]. Because of of methane generation through anaerobic digestion, the these properties, macroalgae are considered as one of the time involved in gas production and the possibility of most important biotic components maintaining the using the depleted biomass as a fertilizer for ecosystem’s stability [7]. phytoplankton cultures. Finally, the possibility of using The industrial applications of macroalgae are also algae for other energetic options has been analyzed and varied. Their polysaccharides are used in food, cosmetics, their potential was compared with that of the water paint, crop, textile, paper, rubber and building industries. hyacinth Eichornia crassipes [19]. The dominancy of In addition, they are used in medicine and in Enteromorpha spp. in areas of high sewage pollution pharmacology for their antimicrobial, antiviral, antitumor, speaks in favour of utilizing this macroalgae as agent of anticoagulant and brinolytic properties [8-10, 1, 11-16]. bioremediation. According to FAO, the annual global aquaculture Macroalgae are unique sources of protein although production of marine algae is 6.5 × 10 tonnes [1]. the content varies with the types. Protein content of6 Macroalgae have been harvested since long period in the brown seaweeds are generally small (average: 5-15% of Regarding the economic importance of macroalgae, a wide
  • 2. African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009 97 dry weight), whereas, higher protein content are recorded MATERIALS AND METHODS in green and red seaweeds (average: 10-30% of dry weight). The protein levels of Ulva and Enteromorpha Macroalgal Collection: Each species of the macroalgae spp. generally range between 5-20% of dry weight. (Enteromorpha intestinalis, Ulva lactuca and Catenella Because of their high protein content, protein repens) distributed throughout the entire stretch of Indian concentrates (PCs) of seaweeds have become more Sundarbans (within the latitude 21°30N to 22°30N and important for the food industry, especially in developed longitude 87°25E to 89°10E) were collected at monthly countries [20]. The recent utilization of macroalgae as a intervals during September 2007 to June 2008, from six fish feed is also gaining momentum. different sampling sites namely Stn. 1, Gosaba Lipids represent only 1-5% of algal dry matter and (22°08'53.66''N; 88°56'34.20''E), Stn.2, Chotomollakhali exhibit an interesting polyunsaturated fatty acid (22°10'21.74''N;88°53'55.18''E),Stn.3,Bali(22°04'35.17''N; composition particularly omega 3 and omega 6 acids 88°44'55.70''E), Stn.4, Bony Camp (21°54'34.56''N; which play an important role in the prevention of cardio 88°35'42.13''E), Stn.5, Lothian (21°42'45.73''N; vascular diseases, osteoarthritis and diabetes. The red 88°18'12.82''E) and Stn.6, Frasergaunge (21°36'55.72''N; and brown algae are rich in fatty acids with 20 carbon 88°12'33.15''E) (Figure 1). The algal samples on block atoms: cicosapentanoic acid (EPA, T3 C 20:5) and jetties and hard substrata (like boulder, mangrove trunk arachidonic acid (AA, T6 C 20:4). etc) were hand-picked from shallow littoral water; washed Astaxanthin is a naturally occurring carotenoid in the field with ambient seawater to remove epiphytes, pigment with unique antioxidant property, which is sediments and organic matter; rinsed with distilled water, present in both micro and macroalgae. It is an important dried with tissue paper and brought to the laboratory to feed ingredient both in pisciculture and animal husbandry store at -20°C. sector owing to its wide application as an antioxidant. Enteromorpha intestinalis, Ulva lactuca and Analytical Methods: The collected species were subjected Catenella repens are the dominant macroalgae found in to biochemical analysis as per the standard protocol. Indian Sundarbans (a World Heritage Site and a For each species, triplicate analyses were averaged for Biosphere Reserve), which is a Gangetic delta in the north each of the samples for soluble carbohydrate, total east coast of Indian Sub-continent. In the intertidal zone protein, total lipid and astaxanthin. The total carbohydrate of this mangrove dominated ecosystem, a distinct content was assayed by the phenol-sulphuric acid zonation is often visualized with respect to distribution method [22] after extraction with 2.5N HCl. The results pattern of seaweeds. The members of Chlorophyceae were calculated from a glucose standard curve. Total lipid (Enteromorpha intestinalis and Ulva lactuca) occupy was determined by Soxhlet method as described by higher level in comparison to Catenella repens Folch et al., [23]. The total protein content was (belonging to Rhodophyceae) when the section of vertical determined with Folin reagent with bovine albumin zonation on a substratum is considered. Despite the serving as standard [24]. Astaxanthin was analyzed by abundance of macroalgae in the mangrove dominated standard spectrophotometric method after organic solvent Gangetic delta, literature on this community is meager. extraction with appropriate dilution and expressed in ppm Very few studies have been undertaken to document the unit [25]. Lipid, protein and carbohydrate contents were role of Enteromorpha spp. and Ulva lactuca as primary expressed as the percentage dry weight. The results are producers in Sundarbans ecosystem [21], but no study given as a mean with standard deviation (±SD) as quality has yet been undertaken on the ecology and biochemical assurance to the data. characteristics of macroalgae in this part of Indian sub- Surface water were collected simultaneously from all continent. the six sampling sites to monitor salinity, temperature and The main objective of the present study was to nitrate of the ambient water as per the method of determine the nutritional value of Enteromorpha Strickland and Parsons [26] to pinpoint the hydrological intestinalis, Ulva lactuca and Catenella repens by parameters to which the vegetation are exposed in natural analyzing their biochemical composition (protein, lipid, condition. carbohydrate and astaxanthin). Another aim of the study was to determine the spatial variation of the Statistical analysis: Mean values of each biochemical biochemical components of these three commonly component was subjected to one-way ANOVA followed available macroalgae with respect to relevant hydrological by Duncan’s multiple range test at p<0.05 [27] to detect parameters. significant differences among groups (selected species). ' ' ' '
  • 3. African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009 98 Fig. 1: The Gangetic Delta and The Indian Sundarbans (map showing sampling stations) RESULTS AND DISCUSSION The major biochemical component in the selected The average lipid, protein, carbohydrate and carbohydrate in rhodophytes, Catenella repens (overall astaxanthin values of Enteromorpha intestinalis, Ulva mean 27.16%±4.06% of dry weight; range 21.65± 0.76 to lactuca and Catenella repens are presented in Tables 1, 33.67± 0.87% of dry weight) (Table 3) was lower than the 2 and 3. chlorophytes (mean 45.32± 8.30% of dry weight; seaweeds was carbohydrate. The percentage of soluble
  • 4. African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009 99 Table 1: The mean (±SD) contents of lipid, protein, carbohydrate and astaxanthin in Enteromorpha intestinalis from Indian Sundarbans during September '07 – June '08 Stations Protein (% of dry weight) Lipid (% of dry weight) Carbohydrate (% of dry weight) Astaxanthin (ppm of dry weight) Frasergaunge 13.84±0.17 0.09±0.02 52.09±0.84 186.11±2.72a cd b a Lothian 5.18±0.52 0.07±0.02 57.03±1.63 185.40±1.83f d a a Bony Camp 9.57±0.61 0.24±0.02 42.36±1.22 135.81±1.85d b d c Gosaba 12.79±0.03 0.30±0.01 33.53±0.03 112.72±0.83b a f e Bali 7.48±0.03 0.11±0.01 48.40±0.45 145.60±1.17e c c b Chotomollakhali 11.37±0.03 0.22±0.01 38.51±0.62 131.78±1.53c b e d means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test).* Table 2: The mean (±SD) contents of lipid, protein, carbohydrate and astaxanthin in Ulva lactuca from Indian Sundarbans during September '07 – June '08* Stations Protein (% of dry weight) Lipid (% of dry weight) Carbohydrate (% of dry weight) Astaxanthin (ppm of dry weight) Frasergaunge 11.64±0.22 0.38±0.15 45.83±1.61 142.65±3.0a cd b b Lothian 6.92±0.04 0.28±0.03 48.34±1.00 150.68±2.12f d a a Bony Camp 8.30±0.32 0.74±0.06 43.83±1.96 125.46±2.08d b c d Gosaba 10.98±0.04 1.06±0.12 24.33±0.08 102.40±0.35b a e f Bali 7.88±0.01 0.49±0.01 42.04±0.15 130.18±0.90e c c c Chotomollakhali 9.78±0.02 0.68±0.03 38.67±0.17 115.67±0.12c b d e *means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test) Table 3: The mean (±SD) contents of lipid, protein, carbohydrate and astaxanthin in Catenella repens from Indian Sundarbans during September '07 – June '08 Stations Protein (% of dry weight) Lipid (% of dry weight) Carbohydrate (% of dry weight) Astaxanthin ( ppm of dry weight) Frasergaunge 14.19±0.09 0.14±0.02 33.67±0.87 181.99±3.54a c a a Lothian 4.15±0.02 0.17±0.02 26.43±0.88 105.29±0.07e bc c d Bony Camp 10.25±0.15 0.25±0.02 28.60±0.18 135.49±2.12d a b b Gosaba 12.18±0.24 0.20±0.02 21.65±0.76 97.73±0.32b b e e Bali 4.58±0.03 0.19±0.02 29.04±0.13 180.44±1.09e b b a Chotomollakhali 11.47±0.59 0.21±0.04 23.55±0.54 128.65±0.78c ab d c *means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test) Table 4: Physico-chemical variables of aquatic environment of six selected stations during September '07 – June '08 Stations Salinity (°/ ) Temperature (°C) Nitrate (µgat/l)00 Frasergaunge 25.0 34.0 23.84a a a Lothian 22.3 35.0 13.84a a f Bony Camp 21.3 32.0 16.84a a d Gosaba 16.3 31.3 21.69a a b Bali 19.7 33.0 15.02a a e Chotomollakhali 17.0 32.7 19.53a a c *means in a whole column with different superscripts (a-f) are significantly different (p<0.05, Duncan multiple range test). range 33.53± 0.03 to 57.03± 1.63% of dry weight in weight, range 6.92± 0.04 to 11.64± 0.22% of dry weight) Enteromorpha intestinalis and mean 40.51± 8.12% of dry (Tables 2 and 3). weight; range 24.33± 0.08 to 48.34± 1.00% of dry weight in The lipid content was highest in Ulva lactuca Ulva lactuca) (Tables 1 and 2). (mean 0.61± 0.27% of dry weight; range 0.28± 0.03 to The highest percentage of protein was recorded in 1.06± 0.12% of dry weight) (Table 2), followed by Enteromorpha intestinalis (mean 10.04± 3.10% of dry Enteromorpha intestinalis (mean 0.17± 0.09% of dry weight; range 5.18± 0.52 to 13.84± 0.17% of dry weight) weight; range 0.07± 0.02 to 0.30± 0.01% of dry weight) (Table 1) followed by Catenella repens (mean 9.47± 3.91% (Table 1) and Catenella repens (mean 0.19± 0.04% of dry of dry weight; range 4.15± 0.02 to 14.19± 0.09% of dry weight; range 0.14± 0.02 to 0.25± 0.02% of dry weight) weight) and Ulva lactuca (mean 9.25± 1.75% of dry (Table 3).
  • 5. African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009 100 Astaxanthin value was highest in Enteromorpha p<0.01] statistically confirm our observation. The direct intestinalis (mean 149.57± 28.21 ppm of dry weight; range relationship of protein percentage in seaweeds with 112.72± 0.83 to 186.11± 2.72 ppm of dry weight) (Table 1). nitrate of the ambient water was reported by several The next position was occupied by Catenella repens workers [30, 31]. Frasergaunge being a sewage (mean 138.27± 33.96 ppm of dry weight; range 97.73± 0.32 contaminated zone (due to presence of fish landing to 181.99± 3.54 ppm of dry weight) (Table 3) followed by station and tourism units) showed maximum nitrate level Ulva lactuca (mean 127.84± 16.59 ppm of dry weight; in the water and subsequently highest percentage of range 102.40± 0.35 to 150.68± 2.12 ppm of dry weight) protein in the macroalgae. (Table 2). Significant variations in carbohydrate content in the The average surface water salinity of the sampling seaweeds at the different sampling stations were stations varied as per the order Frasergaunge (25.0 °/ ) > observed throughout the study period. Carbohydrate is00 Lothian (22.3°/ ) > Bony Camp (21.3°/ ) > Bali (19.7°/ ) the most important component for metabolism as it00 00 00 > Chotomollakhali (17.0°/ ) > Gosaba (16.3°/ ). The supplies the energy needed for respiration and other00 00 surface water temperature ranged from 31.3°C to 35.0°C metabolic processes. Maximum carbohydrate values were and nitrate content varied from13.84 µgat/l to 23.84 µgat/l observed in stations with high salinity and located in the (Table 4). The spatial variation of nitrate was significant vicinity of Bay of Bengal. The study area at the apex of (p<0.05), which may be attributed to the distance of these Bay of Bengal enjoys bright sunshine and high tropical stations from Bay of Bengal in the south or proximity of temperature almost through the year. This may be a these stations to the highly urbanized and industrialized reason behind higher carbohydrate value in the seaweeds. city of Kolkata in the North. The local activities like fish The significant positive relationships between ambient landing, shrimp culture etc. also cause substantial water temperature and carbohydrate content of the difference between the stations in terms of nitrate load. seaweeds [r = 0.937, p<0.01; r Data of protein content in macroalgae from the = 0.795, p<0.01; r = 0.489, p<0.05] confirm the view of synthesis of show lower concentrations [28, 29]. This is because of organic carbon (through photosynthesis) under optimum predominantly oligotrophic marine environment with low solar radiation and temperature. availability of nitrogen as visualized in case of Brazilian In comparison to protein and carbohydrate, lipid marine environment [30, 31]. In the present study, our data exhibited very low proportion in Enteromorpha of protein concentration in macroalgae are in accordance intestinalis, Ulva lactuca and Catenella repens. with the information available in the literature [32-35, 17, Significant variation in lipid percentage was observed 36, 37]. In Enteromorpha intestinalis minimum protein between the stations (Table 1, 2 and 3). The mangrove was found at Lothian (5.18± 0.52% of dry weight) and the dominated Gangetic delta enjoys a tropical climate and maximum at Frasergaunge (13.84± 0.17% of dry weight). therefore temperature plays a major role in the variation of Same trend was also observed for Ulva lactuca (minimum the lipid content in macroalgae. Significant negative at Lothian i.e. 6.92± 0.04% of dry weight and maximum at correlation between lipid content and water temperature Frasergaunge i.e. 11.64± 0.22% of dry weight) and has also been observed in our study for all the three Catenella repens (minimum at Lothian i.e. 4.15± 02% of selected macroalgae [r = - 0.929, dryweight and maximum at Frasergaunge i.e. 14.19± 0.09% p<0.01; r = - 0.952, p<0.01; r = - 0.693, p<0.01]. This observation is in different species of macroalgae with respect to stations alignment with the works of Jones and Harwood [38] who are given in Figures 2 and 3. The significant spatial concluded that temperature increases the level of variation in the protein level of the selected species was unsaturation of acyl chains that slows down both confirmed by Duncan multiple range test at 5% level of metabolism and transport of lipid. significance, which may be attributed to the difference in Astaxanthin is a powerful antioxidant. A lot of nutrient level (preferably nitrate) of the ambient aquatic studies demonstrated the antioxidant properties of algal phase (Table 4). The significant positive correlation carotenoids and the role they play in preventing many between nitrate level and protein content of three selected diseases linked to oxidative stress [39, 40]. The synthesis macroalgae [r = 0.976, p<0.01; r of astaxanthin enhances with the increase innitrate x protein (Enteromorpha sp.) nitrate x = 0.995, p<0.01; r = 0.941, environmental stresses as revealed through a study inprotein (Ulva sp.) nitrate x protein (Catenella sp.) temperature x carbohydrate (Enteromorpha sp.) temperature x carbohydrate (Ulva sp.) temperature x carbohydrate tropical and subtropical coastal environment frequently (Catenella sp.) temperature x lipid (Enteromorpha sp.) temperature x lipid (Ulva sp.) temperature x lipid of dry weight). Differences in the protein level of the three (Catenella sp.)
  • 6. AJBAS 101 0 5 10 15 20 25 30 35 40 protein lipid carbohydrate % of dry weight Enteromorpha intestinalis Ulva lactuca Catenella repens (a) 0 5 10 15 20 25 30 35 40 45 protein lipid carbohydrate % of dry weight Enteromorpha intestinalis Ulva lactuca Catenella repens (b) 0 10 20 30 40 50 60 protein lipid carbohydrate % of dry weight Enteromorpha intestinalis Ulva lactuca Catenella repens (c) 0 5 10 15 20 25 30 35 40 45 50 protein lipid carbohydrate % of dry weight Enteromorpha intestinalis Ulva lactuca Catenella repens (d)
  • 7. AJBAS 102 0 20 40 60 80 100 120 140 160 180 200 Frasergaunge Lothian BonyCam p Gosaba Bali Chhotom ollakhali ppm of dry weight Enteromorpha intestinalis Ulva lactuca Catenella repens 0 10 20 30 40 50 60 protein lipid carbohydrate % of dry weight Enteromorpha intestinalis Ulva lactuca Catenella repens (e) 0 10 20 30 40 50 60 protein lipid carbohydrate % of dry weight Enteromorpha intestinalis Ulva lactuca Catenella repens (f) Fig. 2: Variation in protein, lipid and carbohydrate contents (% of dry weight) at (a) Gosaba (b) Chotomollakhali (c) Bali (d) Bony Camp (e) Lothian (f) Frasergaunge Fig. 3: Variation in astaxanthin contents (ppm of dry weight) in six stations
  • 8. African J. of Basic & Appl. Sci., 1 (5-6): 96-104, 2009 103 mangroves by Mitra et al., [41]. In the present study, the 5. Wahbeh, M.I., 1997. Amino acid and fatty acid astaxanthin load showed significant spatial variation profiles of four species of macroalgae from Aqaba (p<0.05) with respect to all the three macroalgae (Tables and their suitability for use in fish diets. Aquaculture, 1, 2, 3 and Figure 3), which may be due to variation in 159: 101-09. salinity amongst the selected stations. The significant 6. Wilson, S., 2002. Nutritional value of detritus and positive correlation between salinity and astaxanthin level algae in blenny territories on the Great Barrier Reef. J. in the selected macroalgal species [r Exp. Mar. Biol. Ecol., 271: 155-69.salinity x astaxanthin (Enteromorpha = 0.886, p<0.01; r = 0.874, p<0.01; 7. Dere, S., N. Dalkiran, D. Karacaoglu, G. Yildiz and E.sp.) salinity x astaxanthin (Ulva sp.) r = 0.513, p<0.05] speaks in favour of Dere, 2003. The determination of total protein, totalsalinity x astaxanthin (Catenella sp.) astaxanthin synthesis under stressful condition, posed by soluble carbohydrate and pigment contents of some high aquatic salinity. macroalgae collected from Gemlik-Karacaali (Bursa) CONCLUSION Turkey. Oceanologia, 45(3): 453-461. The study revealed the members of chlorophyceae as Biochem Biotechnol., 26(1): 85-05. the most nutritionally rich species in terms of 9. Chengkui, Z., C.K. Tseng, Z. Junfu and C.F. Chang, carbohydrate, protein, lipid and astaxanthin content. 1984. Chinese seaweeds in herbal medicine. The Gangetic delta is unique in terms of hydrological Hydrobiologia, 116/117: 152-55. parameters and several categories of anthropogenic 10. Fenical, W. and V.J. Paul, 1984. Antimicrobial and activities that often influence the water quality. The cytotoxic terpenoids from tropical green algae of the physico-chemical variables of ambient aquatic phase have family Udoteaceae. Hydrobiologia, 116/117: 135-40. profound influence on biochemical constituents of the 11. Fleurence, J., E. Chenard and M. Lucon, 1999. macroalgae. Determination of the nutritional value of proteins ACKNOWLEDGEMENTS 11: 231-39. This research was supported financially by Anticoagulant, fibrinolitic and antiaggregant Department of Science and Technology, WOS-B scheme, activity of carrageenans and alginic acid. Bot. Mar., Government of India and infrastructural facilities by 34: 429-32. Department of Marine Science and Department of 13. Honya, M., T. Kinoshita, K. Tashima, K. Nisizawa Zoology, University of Calcutta. and H. Noda, 1994. Modification of the M/G ratio of REFERENCES cultured in deep seawater. Bot. Mar., 37: 463-66. 1. Fleurence, J., 1999. Seaweed proteins: biochemical, relationships to characterise gelling carrageenans. nutritional and potential uses. Trends Food Sci. Hydrobiologia, 260/261: 583-88. Technol., 10: 25-28. 15. Round, F.E., 1973. The biology of the algae, 2. Foster, G.G. and A.N. Hodgson, 1998. Consumption (2nd edn.). Edry weightard Arnold Ltd., London. and apparent dry matter digestibility of six pp: 278. intertidal macroalgae by Turbo sarmaticus 16. Vreeland, V., E. Zablackis, B. Doboszewski and (Mollusca: Vetigastropoda: Turbinidae). W. Laetsch, 1987. Molecular markers for marine algal Aquaculture, 167: 211-27. polysaccharides. Hydrobiologia, 151/152: 155-60. 3. Lindsey Zemke-White, W. and K.D. Clements, 1999. 17. Sauze, F., 1981. Chemical and energetic potential of Chlorophyte and Rhodophyte starches as factors in aquatic biomass. Tech. Eau. Assain., 413: 7-23. diet choice by marine herbivorous fish. J. Exp. Marine 18. Moreira-Da-Silva, P.C., D. Bastos-Netto, A. Costa- Biol. Ecol., 240: 137-49. Muniz and Y. Nobre-Barros, 1982. Algae: Energetic 4. Mcclanahan, T.R., B.A. Cokos and E. Sala, 2002. utilization in Brazil. Pub. Inst. Pesqi. Mar., 146: 8-17. Algal growth and species composition under 19. Haroon, A.M., A. Szaniawska, M. Normant and experimental control of herbivory, phosphorus and U. Janas, 2000. The biochemical composition of coral abundance in Glovers Reef, Belize. Marine Poll Enteromorpha spp. from the Gulf of Gdañsk coast on Bull., 44: 441-51. the southern Baltic Sea. Oceanologia, 42(1): 19-28. and Erdek-Ormanli (Balikesir) in the Sea of Marmara 8. Cannell, R.J.P., 1990. Algal biotechnology. Appl obtained from Ulva armoricana. J. Appl Phycol., 12. Guven, K.C., Y. Ozsoy and O.N. Ulutin, 1991. alginic acid from Laminaria japonica areschong 14. Parker, A., 1993. Using elasticity/temperature
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