Abstract
The effect of low pH on the tactile sense of Macrobrachium rosenbergii postlarvae was determined in the laboratory by means of two behavioural assays: shelter (netting) occupancy and jumping response to touch stimuli (taps) by a glass micropipette. The postlarvae were acclimated to pH 4, pH 5, pH 6 and pH 7.5 (control) in 45 L aquaria 5–7 d before the experiments. Shelter occupancy decreased with pH and was significantly lower at pH 4 and pH 5 than at pH 6 and in the control. The jumping response instantly followed a tap 93–98% of the time in the control, pH 6 and pH 5 treatments. However, the postlarvae showed significantly lower jumping response (65%) at pH 4, indicating an impaired tactile sense. Low pH 4–5 probably degrades the chitin of the sensory setae and inhibits the surface mechanoreceptors of the prawn postlarvae.
Keywords: Mechanoreceptor, Touch Stimulus, Escape Jumping, Shadow Photography
Abstract
Kesan pH rendah terhadap deria sentuhan pasca larva Macrobrachium rosenbergii telah ditentukan dalam makmal melalui dua ujian tingkah laku: penghunian pada substrat (jala) dan respon melompat terhadap sentuhan oleh mikropipet kaca. Pasca larva telah diaklimitasi kepada pH 4, pH 5, pH 6 dan pH 7.5 (kawalan) dalam akuaria 45 L selama 5–7 hari sebelum eksperimen. Bilangan pasca larva yang menghuni pada substrat berkurangan bersama pH dan adalah lebih rendah secara ketara pada pH 4 dan pH 5 berbanding pH 6 dan kawalan. Respon melompat yang segera terhadap 93–98% daripada jumlah sentuhan telah diperhatikan pada pasca larva dalam kumpulan kawalan, pH 6 and pH 5. Namun, pasca larva dalam kumpulan pH 4 menunjukkan jumlah bilangan respon melompat yang lebih rendah secara ketara (65%), menunjukkan penjejasan dalam deria sentuhan mereka. pH yang rendah (dalam pH 4–pH 5) mungkin menjejaskan kitin dalam seta deria dan menghalang permukaan reseptor mekanikal pasca larva udang.
INTRODUCTION
Mechanoreceptors in crustaceans detect hydrodynamic signals that carry important abiotic and biotic information such as the presence and movements of prey, predators, aggressors, and potential mates (Douglass & Wilkins 1998; Herberholz & Schmitz 1998; Arnott et al. 1999; Prakash & Kumar 2013). The mechanoreceptors of crustaceans are cuticular hair-like projections (Garm 2004) found all over the body surface intermingled with chemoreceptors (Breithaupt & Tautz 1990). Spectrophotometry study demonstrated that the shell quality of the giant freshwater prawn Macrobrachium rosenbergii postlarvae and early juveniles was significantly affected by low pH especially at pH 4 (Kawamura et al. 2015). It is highly likely that the mechanoreceptors would be negatively affected by low pH water. Inhibition of chemosensitivity by reduced pH is well documented in crustaceans (Allison et al. 1992; de la Haye et al. 2011; Newman & Dubuque 2013), but no studies have been done on mechanoreception.
M. rosenbergii can be found in many freshwater resources, including lakes, ponds, rivers and estuaries in the south and southeast Asia, northern Oceania, and western Pacific islands. The berried females migrate downstream to estuaries to release eggs, and the larvae hatch as zoea. After the zoea grow and reach to the postlarval stage, they migrate into rivers and lakes (Ismael & New 2000). However, the occurrence of acid rain results in acidification of river and lake waters (Sin & Agrawal 2008), and it is now recognized as a serious threat to aquatic ecosystems (Alston & Sampaio 2000). In fact, the low pond water pH due to acid rain was reported to affect the aquaculture of M. rosenbergii in Taiwan (Chen & Chen 2003).
In Malaysia, acidification of river and lake waters also has been reported in several places, including in Chini Lake, Pahang (Shuhaimi-Othman et al. 2008), the remote Danum Valley in Sabah (Sumari et al. 2009), and the Wildlife Sanctuary Sibuti Mangrove Forest in Miri, Sarawak (Gandaseca et al. 2011). Although the aquaculture of M. rosenbergii now is depending on the hatchery-produced postlarvae and juveniles, the wild populations of M. rosenbergii can be affected by the acidification (Alston & Sampaio 2000).
This study assessed the effects of low pH rearing water (at pH 6, pH 5, and pH 4; against the control pH at 7.5) on the tactile behaviour of M. rosenbergii postlarvae in terms of shelter occupancy and escape jumping in response to touch stimuli. The tactile sense discriminates stimuli impinging on the mechanoreceptors on the external surface of the animal; the proprioceptors within the animal’s musculature are not involved. Such knowledge can contribute to the ecological understanding and to improve management in the M. rosenbergii hatchery.
MATERIALS AND METHODS
Animal for Experiment
M. rosenbergii zoeae were reared to postlarvae PL5 with a commercial diet (CP Aquaculture Limited, Thailand) at water pH 7.4–8.9; salinity 8–12 ppt; and temperature 25.7–27.4ºC at the Shrimp Hatchery of the Borneo Marine Research Institute, Universiti Malaysia Sabah. The postlarvae were gradually acclimated to fresh water (salinity 0) over 7 days in the hatchery before the pH experiment was conducted in wet laboratory. All experimental animals were cared and handled following the guidelines by the World Health Organization (WHO, Geneva, Switzerland); the Malaysian Code of Practice For The Care And Use of Animals For Scientific Purposes; and the Committee for the Update of the Guide for the Care and Use of Laboratory Animals, Institute of Laboratory Animal Research (Committee for the Update of the Guide for the Care and Use of Laboratory Animals, Institute to Laboratory Animal Research 2011).
pH Treatments
In total, four glass aquaria (60 cm long × 30 cm wide × 30 cm high) were randomly arranged and each of them was filled with deionised tap water to a depth of 25 cm. In every 2 d, the aquaria were randomly rearranged (by means of the table of random numbers) in order to expose the postlarvae in the aquaria to all possible ambient conditions, and to avoid nuisance factors. Each aquarium was introduced with a cubic three-layer polyethylene green netting (34 cm × 24 cm, 12 cm high, 7 mm mesh size) and an air-lift water filtration unit. One of the aquaria was maintained at the ambient water pH 7.5 (control), while the others were adjusted to pH 6, pH 5, and pH 4 by adding in 11.5 mM hydrochloric acid (HCl) so that pH 7.5 was reduced at the rate of 1 pH unit d−1. For the pH 4 aquarium, the adjustment took 7 d because after reaching pH 5, HCl was added even more slower in order to reduce pH at the rate of 0.2 pH unit d−1 until pH 4. Water in the aquaria was changed twice daily (10% of the volume in morning and 90% in afternoon) with new water of the respective pH (pH-adjusted before addition). Water pH, temperature, salinity, and dissolved oxygen were measured with a pH/ORD/EC/DO tester (Hanna Instruments, HI 9828) at about 30 min after the water replacement. Water temperature ranged 25.4–29.0ºC, dissolved oxygen 5.4–7.0 ppm, and salinity 0.06–0.14 ppt in all aquaria. Each pH aquarium with netting was stocked with 250 postlarvae (initial stage PL5; 5 d post-metamorphosis). The postlarvae were fed the same pelleted diet throughout.
Shelter Occupancy
Shrimp and prawn postlarvae are positively thigmotactic (Kingsford et al. 2002) and are known to cling to twigs, leaf litter, and artificial shelters used as passive fry collecting gear (Kawamura & Bagarinao 1980). Thigmotactic behaviour is driven by the tactile sense. The postlarvae of M. rosenbergii crawl at the bottom or cling to submerged objects. In the hatchery, such submerged objects, called shelters, are used to increase the surface area and maximise the stocking density. Occupancy of shelter is a normal behaviour mediated by vision and tactile sense. In our preliminary experiment, postlarvae with normal vision swam or crawled straight to the shelter and occupied it. Blinded postlarvae (whose eyes were painted with white nail polish) swam in random directions after release into the aquaria and collided with the walls and clung to the shelter only after random contact.
Starting at 1 d after the acclimation to each pH treatment, shelter occupancy by M. rosenbergii postlarvae in the pH treatments was determined by counting every day at 14:00–15:00 h the number of postlarvae clinging to or resting on the netting. Such counts were made daily for 7 d (i.e., 7 trials). Shelter occupancy was given as the ratio of the number of postlarvae on the shelter to the total number of postlarvae in the aquarium, the latter of which decreased due to mortality over time and by pH treatments. In spite of high mortality in pH 4, the remaining larvae showed no reduction in feeding activity.
Jumping Response
Another experiment was conducted in which the tactile sense was reckoned as detection of mechanical stimuli by surface epidermal receptor systems. Postlarvae that had been acclimated to different pH for 7 d were assessed for the jumping response. The tests were done in a 500 ml round glass bowl (22.5 cm diameter, 10 cm high) filled 2 cm deep with water of a given pH treatment. The test procedure and the behaviour of postlarvae were recorded with a shadow photography unit that consisted of an overhead projector with a Fresnel lens (APOLLO 8205, ACCO Brands Corporation, USA), a white screen, and a video camera (Olympus digital camera, Tokyo, Japan). The Fresnel lens was covered with a grey plastic sheet (50% transmittance) to reduce the light intensity and inactivate the postlarvae and the test bowl was placed on the plastic sheet. In each test, three random postlarvae were moved from the treatment aquarium into the test bowl with the same water pH. After 20 min rest, the antennae, antennules, or abdomen were tapped with a glass micropipette (heat-pulled glass capillary with a 3 μm tip) at random time intervals >2 s. This procedure was repeated for 3 groups, 35 taps for the first and second groups and 30 taps for the third group, a total 100 taps for each treatment. When a postlarva jumped after a tap, a score of 1 was given and when the postlarva did not jump, a 0 was recorded. Video recording was done for 3–5 min for each group, and the videos were later played back for analysis.
Statistical Analysis
Since binary data was collected from the shelter occupancy experiment, the binomial theorem was applied to the statistical analysis of shelter occupancy ratio, and the binomial 95% confidence intervals were calculated (Clopper & Pearson 1934; Soper 2014). The Cochran Q test (Siegel & Castellan 1988) was applied to the jumping response data which were dichotomized ordinal observations.
RESULTS AND DISCUSSION
The shelter occupancy ratio was significantly lower at pH 5 and pH 4 than in the control and pH 6 (P < 0.05) (Table 1). The postlarvae that occupied the shelter were stationary, clinging to the netting, clearly thigmotactic, whereas those out of the shelter crawled around on the bottom and often swam up to the water surface.
Table 1.
Shelter occupancy by postlarvae of Macrobrachium rosenbergii in seven daily trials after 1 d acclimation to each pH. Each aquarium was initially stocked with 250 postlarvae.
| Treatment | Number of postlarvae in the aquria during daily trials | Number of postlarvae occupying the netting shelter during daily trials | Median shelter occupancy ratio (%)* | Binomial 95% confidence interval | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| ||||||||||||||||
| Trial | Trial | |||||||||||||||
|
| ||||||||||||||||
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | |||
| Control | 250 | 250 | 249 | 249 | 249 | 249 | 249 | 193 | 135 | 136 | 78 | 90 | 78 | 87 | 36.1a | 30.2–42.5 |
| pH 6 | 249 | 249 | 249 | 249 | 249 | 249 | 249 | 74 | 105 | 99 | 99 | 111 | 108 | 109 | 42.2a | 36.2–48.4 |
| pH 5 | 243 | 243 | 243 | 243 | 243 | 242 | 242 | 56 | 62 | 71 | 58 | 79 | 53 | 46 | 23.9b | 18.7–29.7 |
| pH 4 | 235 | 202 | 201 | 198 | 184 | 137 | 130 | 38 | 41 | 47 | 44 | 39 | 16 | 14 | 20.3b | 15.0–26.5 |
Different letters indicate significant differences at α = 0.05
The sequence of the jumping response of the postlarvae in each pH treatment is shown in Fig. 1. In the control and pH 6 and pH 5 treatments, the jumping response almost always followed a tap, 93–98% of the time (only 2–7% no response), with no evident habituation. However, in the pH 4 treatment, the jumping response of the postlarvae was irregular and of much lower occurrence (65%). The frequency of the jumping response was significantly lower in the pH 4 treatment (Cochran Q test, Q = 71.714, P < 0.001) but not significantly different among control, pH 6 and pH 5 (Q = 5.545, 0.10 < P < 0.20).
Figure 1.

The effect of water pH on the jumping response of Macrobrachium rosenbergii postlarvae (3 per group) tapped by a glass micropipette on the antennae, antennules, and abdomen. When a postlarva jumped upon contact, the score given was 1 (solid circles); if not, the score was 0 (open circles)
Sudden lowering of the pH causes shock and affects survival and growth of shrimps (Almut & Bamber 2013; Lemonnier et al. 2004; Tucker & D’Abrano 2008). In the present study, M. rosenbergii postlarvae were gradually acclimated to lower pH and found to have poorer behavioural response to tactile stimuli at pH 4. Arthropod cuticle, including setae, is largely composed of chitin (Wainwright et al. 1976), an acid-sensitive material soluble in dilute acids and degraded by several pathways leading to physical property modifications (Percot et al. 2003). The low pH water probably physically affects the structure of the setae and inhibits their function. Kawamura et al. (2015) reported a thinner carapace in M. rosenbergii postlarvae and early juveniles exposed to pH 4. Such decalcification probably impairs mechanoreception. A lower cuticle thickness and reduced cuticle calcium concentration at low pH have been observed in the crayfish Orconectes virilis and Austropotamobius pallipes (Malley 1980; France 1987; Reese 1963). Among the hermit crabs Pagurus bernhardus, a significantly higher ratio (45.7%) failed to exchange shells after exposure to reduced pH, compared to 10.7% at ambient pH (de la Haye et al. 2011). The chelar setae of the hermit crab Pagurus hirsutiusculus function as mechano- and chemoreceptors sensitive to calcium ions; contact enables it to select an optimal shell size and calcium reception allows it to distinguish shells from pebbles and other objects (Reese 1963; Mesce 1993).
Air pollutions are emitted into the atmosphere from anthropogenic sources and travel across national boundaries. Water is a solvent and natural waters are never pure. Normal pure rainwater usually has a pH of about 6.0 or above (Tucker & D’Abramo 2008). Extreme acidic water in rivers and lakes has been reported: pH 3.2–6.3 in Tasik Chini’s Feeder River in Pahang (Gasim et al. 2006); pH 3.2–6.7 at 17 sampling sites in Langat River flowing through oil palm and rubber plantations in Selangor (Juahir et al. 2009); pH 3.8–5.4 at Nilai Industrial Park, Negeri Sembilan (Norela et al. 2009). Exposure of M. rosenbergii postlarvae to lower than pH 5 increases vulnerability to predation. An impaired tactile sense weakens escape jumping in response to touch stimuli conveyed by predators. Inability to cling to hiding or resting places leads to wandering and increased exposure to predators. Bottom substrates provide refuge to crustaceans and mitigate predation (Main 1987; Alberstadt et al. 1995). The shelter-seeking behaviour is driven by thigmotaxis (Alberstadt et al. 1995). In unstructured shelter the predation rates can be very high, more than 80% among postlarvae and early juveniles of the shore crab Carcinus maenas (Moksness et al. 1998). Thus, low pH must be avoided in aquaculture systems for M. rosenbergii and must be mitigated in natural freshwater systems to prevent adverse effects on wild prawns and other species.
CONCLUSION
The effect of low pH on the tactile sense of Macrobrachium rosenbergii postlarvae was determined in the laboratory by means of two behavioural assays: shelter occupancy and jumping response to touch stimuli by a micropipette. The postlarvae were acclimated to pH 4, pH 5, pH 6 and pH 7.5 (control) in 45 L aquaria before the experiments. Shelter occupancy decreased with pH and was significantly lower at pH 4 and pH 5 than at pH 6 and in the control. The jumping response instantly followed a tap 93–98% of the time in the control and the pH 6 and pH 5 treatments. However, the postlarvae showed significantly lower jumping response (65%) at pH 4, indicating an impaired tactile sense. Low pH 4–5 probably degrades the chitin of the sensory setae and inhibits the surface mechanoreceptors of the prawn postlarvae.
ACKNOWLEDGEMENTS
The authors thank the management of the Shrimp Hatchery of Borneo Marine Research Institute, Universiti Malaysia Sabah to provide the animal for this experiment.
REFERENCES
- Alberstadt PJ, Steele CW, Skinner C. Cover-seeking behavior in juvenile and adult crayfish, Oreconectes rusticus: effect of darkness and thigmotactic cues. Journal of Crustacean Biology. 1995;15(3):537–541. [Google Scholar]
- Allison V, Dunham DW, Harvey HH. Low pH alters response to food in the crayfish Cambarus bartoni. Canadian Journal of Zoology. 1992;70(10):2416–2420. [Google Scholar]
- Almut G, Bamber S. Behavioural responses of Cragon crangon (Crustacea, Decapoda) to reduced seawater pH following simulated leakage from sub-sea geological storage. Journal of Environmental Protection. 2013;4:61–67. doi: 10.1080/15287394.2016.1171979. [DOI] [PubMed] [Google Scholar]
- Alston DE, Sampaio CMS. Nursery systems and management. In: New MB, Valenti WC, editors. Freshwater prawn culture: the farming of Macrobrachium rosenbergii. Oxford: Blackwell Science; 2000. pp. 112–156. https://doi.org/10.1002/9780470999554.ch8. [Google Scholar]
- Arnott SA, Heil DM, Ansell AD. Escape trajectories of the brown shrimp Crangon crangon, and a theoretical consideration of initial escape angles from predators. Journal of Experimental Biology. 1999;202(2):193–209. doi: 10.1242/jeb.202.2.193. [DOI] [PubMed] [Google Scholar]
- Breithaupt T, Tautz J. The sensitivity of crayfish mechanoreceptors to hydrodynamic and acoustic stimuli. In: Wiese K, Krenz WD, Tautz J, Reichert H, Mulloney B, editors. Frontiers in crustacean neurobiology. Basel: Birkhauser; 1990. pp. 114–119. [Google Scholar]
- Chen SM, Chen J. Effects of pH on survival, growth, molting and feeding of giant freshwater prawn Macrobrachium rosenbergii. Aquaculture. 2003;218(1–4):613–623. [Google Scholar]
- Clopper C, Pearson ES. The use of confidence or fiducial limits illustrated in the case of the binomial. Biometrika. 1934;26(4):404–413. [Google Scholar]
- Committee for the Update of the Guide for the Care and Use of Laboratory Animals, Institute to Laboratory Animal Research. Guide for the care and use of laboratory animals. Washington, DC: National Academic Press; 2011. [Google Scholar]
- de la Haye KL, Spicer JL, Widdicombe S, Briffa M. Reduced pH sea water disrupts resource assessment and decision making in the hermit crab Pagurus bernhardus. Animal Behaviour. 2011;82(3):495–501. [Google Scholar]
- Douglass JK, Wilkins LA. Directional selectivities of near-field filiform hair mechanoreceptors on the crayfish tailfan (Crustacea: Decapoda) Journal of Comparative Physiology A. 1998;183(1):23–34. [Google Scholar]
- France RL. Calcium and trace metal composition of crayfish (Orconectes virilis) in relation to experimental lake acidification. Canadian Journal of Fisheries and Aquatic Sciences. 1987;44(S1):107–113. [Google Scholar]
- Gandaseca S, Rosli N, Ngayop J, Arianto CI. Status of water quality based on the physico-chemical assessment on river water at Wildlife Sanctuary Sibuti Mangrove Forest, Miri Sarawak. American Journal of Environmental Sciences. 2011;7(3):269–275. [Google Scholar]
- Garm A. Revising the definition of the crustacean seta and setal classification systems based on examination of the mouthpart setae of seven species of decapods. Zoological Journal of the Linnean Society. 2004;142(2):233–252. [Google Scholar]
- Gasim MB, Ismail BS, Torioman ME, Rahim SA, Islam MS, Chek TC. Hydrology and water quality and land-use assessment of the Tasik Chini’s feeder rivers, Pahang, Malaysia. Geografia. 2006;2:72–86. [Google Scholar]
- Herberholz J, Schmitz B. Role of mechanosensory stimuli in intraspecific agonistic encounters of the snapping shrimp (Alpheus heterochaelis) Biological Bulletin. 1998;195(2):156–167. doi: 10.2307/1542823. [DOI] [PubMed] [Google Scholar]
- Ismael D, New MB. Biology. In: New MB, Valenti WC, editors. Freshwater prawn culture; the farming of Macrobrachium rosenbergii. Oxford: Blackwell Science; 2000. pp. 18–40. https://doi.org/10.1002/9780470999554.ch3. [Google Scholar]
- Juahir H, Zain SM, Khan RA, Yusoff MK, Mokhtar MB, Toriman ME. Using chemometrics in assessing Langat River water quality and designing a costeffective water sampling strategy. Maejo International Journal of Science and Technology. 2009;3:26–42. [Google Scholar]
- Kawamura G, Bagarinao T. Fishing methods and gears in Panay Island, Philippines. Memories of Faculty of Fisheries Kagoshima University. 1980;29:81–121. [Google Scholar]
- Kawamura G, Bagarinao T, Yong ASK, Chen CY, Noor SNM, Lim LS. Low pH affects survival, growth, size distribution, and carapace quality of the postlarvae and early juveniles of the freshwater prawn Macrobrachium rosenbergii de Man. Ocean Science Journal. 2015;50(2):371–379. [Google Scholar]
- Kingsford MJ, Leis JM, Shanks A, Lindeman C, Morgan SG, Pineda J. Sensory environments, larval abilities and local self-recruitment. Bulletin of Marine Science. 2002;70:309–340. [Google Scholar]
- Lemonnier H, Bernard E, Boglio E, Goarant C, Cochard JC. Influence of sediment characteristics on shrimp physiology: pH as principle effect. Aquaculture. 2004;240(1–4):297–312. [Google Scholar]
- Main KL. Predator avoidance in seagrass meadows: prey behavior, microhabitat selection, and cryptic coloration. Ecology. 1987;68(1):170–180. [Google Scholar]
- Malley DF. Decreased survival and calcium uptake by the crayfish Orconectes virilis in low pH. Canadian Journal of Fisheries and Aquatic Sciences. 1980;37(3):364–372. [Google Scholar]
- Mesce KA. Morphological and physiological identification of chelar sensory structures in the hermit crab Pagurus hirsutiusculus. Journal of Crustacean Biology. 1993;13(1):95–110. [Google Scholar]
- Moksness PO, Pihl L, van Montfrans J. Predation on postlarvae and juveniles of the shore crab Carcinus maenas: importance of shelter, size and cannibalism. Marine Ecology Progress Series. 1998;166:211–225. [Google Scholar]
- Newman O, Dubuque C. The effects of ocean acidification on the food location behavior and locomotion of Pagurus longicarpus. Journal of Emerging Investigators. 2013;30:1–6. [Google Scholar]
- Norela S, Nurfatihah MZ, Maimon A, Ismail BS. Wet deposition in the residential area of the Nilai Industrial Park in Negeri Sembilan, Malaysia. Journal of World Applied Science. 2009;7:170–179. [Google Scholar]
- Percot A, Viton C, Domard A. Optimization of chitin extraction from shrimp shells. Biomacromolecules. 2003;4(1):12–18. doi: 10.1021/bm025602k. [DOI] [PubMed] [Google Scholar]
- Prakash S, Kumar TTA. Feeding behavior of harlequin shrimp Hymenocera picta Dana, 1852 (Hymenoceridae) on sea star Linckia laevigata (Ophidiasteridae) Journal of Threatened Taxa. 2013;5(13):4819–4821. [Google Scholar]
- Reese ES. The behavioral mechanisms underlying shell selection by hermit crabs. Behaviour. 1963;21(1/2):78–126. [Google Scholar]
- Shuhaimi-Othman M, Ahmad A, Mushrifah I, Lim EC. Seasonal influence on water quality and heavy metals concentration in Tasik Chini, Peninsular Malaysia. In: Sengupta M, Dalwani R, editors. Proceedings of Taal 2007: The 12th World Lake Conference. New Delhi: Anamaya Publishers; 2008. pp. 300–303. [Google Scholar]
- Siegel S, Castellan NJ., Jr . Nonparametric statistics for the behavioral sciences. 2nd ed. New York: McGraw-Hill Book Co.; 1988. [Google Scholar]
- Sin A, Agrawal M. Acid rain and its ecological consequences. Journal of Environmental Biology. 2008;29(1):15–24. [PubMed] [Google Scholar]
- Soper DS. Binomials probability confidence interval calculator. 2014. [accessed on 8 July 2016]. Available from: http://www.danielsoper.com/statcalc/calculator.aspx?id=85.
- Sumari SM, Darus MD, Kantasamy N, Taib NI, Sinyaw SU, Othman IR. Composition of rainwater and aerosols at global atmospheric watch in Danum Valley, Sabah. The Malaysian Journal of Analytical Sciences. 2009;13(1):107–119. [Google Scholar]
- Tucker CS, D’Abramo LR. SRC Publication 4604. Stoneville, USA: South Regional Aquaculture Center; 2008. Managing high pH in freshwater ponds. [Google Scholar]
- Wainwright SA, Biggs WD, Currey JD, Gosline JM. Mechanical design in organisms. New York: John Wiley and Sons; 1976. [Google Scholar]
