Next Article in Journal
Treatment of Fly-Ash-Contaminated Wastewater Loaded with Heavy Metals by Using Fly-Ash-Synthesized Iron Oxide Nanoparticles
Next Article in Special Issue
Analysis of Genetic Diversity in Coilia nasus Based on 2b-RAD Simplified Genome Sequencing
Previous Article in Journal
More about Persulfate-Assisted Ferrilanthanide-Mediated Photocatalysis of Textile Industry Dye Reactive Black 5: Surface Properties and Structural Assessment
Previous Article in Special Issue
Niche Analysis of the Main Fish in the Lhasa River Basin
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Effects of Shelter on the Hatching, Immune Performance, and Profitability of the Ovigerous Red Swamp Crayfish Procambarus clarkii under High Stocking Density

1
State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
2
University of Chinese Academy of Sciences, Beijing 100049, China
3
School of Fisheries and Life Science, Graduate University of Dalian Ocean, Dalian 116023, China
*
Author to whom correspondence should be addressed.
Water 2023, 15(5), 907; https://doi.org/10.3390/w15050907
Submission received: 6 January 2023 / Revised: 21 February 2023 / Accepted: 22 February 2023 / Published: 26 February 2023
(This article belongs to the Special Issue Ecology of Freshwater Fishes)

Abstract

:
To develop the intensive breeding technology of the seed of the red swamp crayfish Procambarus clarkii, the survival rates, hatching effects (hatching rate, incubation level, and number of juveniles), and immune performance of ovigerous P. clarkia as well as economic benefits are evaluated under different shelter conditions under a high stocking density in this study. The experimental design includes three different forms of shelter treatments (D1: experiment without any shelters; D2: experiment with closed shelters; D3: experiment with open shelters), each with three replicates. The results show that the concentration of the total antioxidant capacity (T-AOC) and activities of phenoloxidase (PO), catalase (CAT), and acid phosphatase (ACP) in the D3 treatment are higher than those in the D1 treatment (all p < 0.05), with the highest concentrations of total antioxidant capacity (T-AOC) and malondialdehyde (MDA) and the highest activities of phenoloxidase (PO), superoxide dismutase (SOD), catalase (CAT), acid phosphatase (ACP), and alkaline phosphatase (AKP) among the treatments being present in the ovigerous P. clarkii in the D3 treatment. The hatching rates of the three treatments vary from 69.51% to 94.28%, with the highest rate found in the D3 treatment and the lowest in the D1 treatment, but there is no significant difference among them (p > 0.05). The highest incubation level (ind.·m−2) and the highest number of juveniles (ind.·m−2) among treatments are found in the D3 treatment, with the incubation level (ind.·m−2) in the D3 treatment being significantly higher than that in the D1 treatment (p < 0.05). The benefit–cost ratios (BCRs) of the D2 and D3 treatments remain significantly higher than that of the D1 treatment when P. clarkii prices change (all p < 0.05). Our results indicate that a high stocking density habitat with open shelters could effectively improve the hatching and immune performance of ovigerous P. clarkii. Our findings are relevant for the indoor aquaculture management of ovigerous P. clarkii.

1. Introduction

The red swamp crayfish Procambarus clarkii (Girard, 1852), originating from south-central United States and northeastern Mexico, has become the most produced freshwater crustacean species in the world due to its rapid growth and high nutritional and commercial value [1,2]. As the top-ranking country in aquaculture, China’s P. clarkii production had a commercial value of CNY 71 billion and the country produced 2,161,903 tons of P. clarkii in 2019, accounting for 62.21% of worldwide freshwater crustacean aquaculture production [1,3].
At present, P. clarkii seedlings mainly originate from the self-propagation and self-breeding of P. clarkii populations in ponds and paddy fields [4,5]. This breeding method can satisfactorily meet the seedling needs of the majority of farmers; nevertheless, P. clarkii seedlings produced in this way have some shortcomings, such as a wide disparity in individual size, unstable quality, high mortality after transportation, price decline caused by concentrated supply, etc. [6], seriously affecting the sustainable development of the crayfish industry. It is therefore critical to develop intensive breeding technology for P. clarkii to remove the technical barrier restricting the sustainable development of P. clarkii.
The intensive breeding technology of P. clarkii involves high-quality parent selection; parent transport; parent rearing; parent mating and spawning; fertilized egg hatching; and seed rearing. The hatching effect of fertilized eggs directly affects seed yields. Previous studies have indicated that the incubation of crustacean fertilized eggs is closely related to abiotic factors such as temperature, food, light, waterbody eutrophication, salinity, shelter, and stocking density [7,8,9,10,11,12,13,14]. It is well established that stocking density is the key factor in determining profitability [15,16]. However, the negative effects of high stocking density are reflected in crayfish health, food demand, and aquaculture water quality. For example, a high stocking density can increase the feed conversion ratio and nutrient load in water, thereby reducing the immune and digestive performance of crayfish [17,18,19]. A high stocking density can also increase intraspecific aggression, leading to the high incidence of residual limbs and a high mortality rate [20,21,22]. However, some studies have indicated that shelters could provide a suitable habitat for P. clarkii and effectively reduce the incidence of cannibalism, thereby improving the survival rate [23,24]. To improve the yield and profitability of the crayfish industry, suitable habitats must be created to mitigate the negative effects caused by a high stocking density. Thus, the selection of suitable shelter is a prerequisite for the implementation of high stocking density aquaculture.
Shelter has been widely used in the crayfish industry [23,24,25,26], providing a habitat for molting and survival during the growth stage of seedlings. As per their utility in the growth stage of seedlings, shelters that reduce intraspecific attacks and increase the survival of P. clarkii can also be used during the breeding stage. Aquatic plant species such as Elodea nuttallii, Vallisneria natans, and Eichhornia crassipes, which have been widely used in aquaculture [27,28,29], can provide effective shelters for crustaceans. Industrial products such as plastic pipes and artificial plants can also provide shelters for crustaceans [24,30]. During the process of the intensive maternal incubation of P. clarkii eggs, aquaculture farmers have attempted to use Eichhornia crassipes to provide a sheltered area for P. clarkii [29]. However, a high density of aquatic plants decreases the amount of dissolved oxygen in the water at night, affecting the survival of crustaceans [31]. In addition, P. clarkii can only utilize a small sheltered area provided by E. crassipes as its poor swimming ability prevents it from using the water’s middle area [32]. A few studies have compared the hatching effects of ovigerous P. clarkii using asbestos tiles, bricks, and PVC pipes as shelters [9,33]. These shelters were too artificially influenced, resulting in significant variations in hatching effects and hindering the specialized production of hatching facilities. In addition, both closed and open shelters can affect P. clarkii reproduction, but the effects of using these shelters have not been evaluated. Thus, exploring shelters and developing a stable and effective shelter are essential to achieving the intensive maternal incubation of P. clarkii.
We hypothesize that open and closed vertical shelters in hatching systems can effectively improve the hatching performance of ovigerous P. clarkii under high stocking density conditions. In this study, two shelter facilities are designed to compare the effects of shelters on the survival, hatching, nonspecific immune ability, and economic benefit of P. clarkii. It is hoped that the present study develops P. clarkii reproductive performance using artificial shelters in high-density conditions and provides practical information on the indoor cultivation of ovigerous P. clarkii.

2. Materials and Methods

2.1. Experimental Materials and Design

The experiment was conducted from 13 October to 7 December 2019, at the Reproduction Center of P. clarkii, Huanggang, Hubei Province, China. Nine plastic tanks (0.85 m × 0.85 m × 0.75 m, L:W:H) were filled with 400 L water collected from a nearby reservoir. The stocking density for this study was determined to be quadruple the maximum feasible stocking density, which was originated from stocking densities of 11 to 21 ind.·m−2 for breeding ovigerous P. clarkii in existing research [29]. Ovigerous P. clarkii (initial body weight: 18.84 ± 0.42 g, initial body length: 78.96 ± 0.63 mm, initial egg number: 259 ± 18 eggs, and initial HSI: 4.65 ± 0.15%) were obtained from the same P. clarkii reproduction center and were stocked in three treatments with a high stocking density of 84 ind.·m−2 (D1: experiment without any shelters, D2: experiment with closed shelters, and D3: experiment with open shelters), each with three replicates. Two closed shelters were set in each plastic tank in the D2 treatment, and two open shelters were set in each plastic tank in the D3 treatment. The structures of the two multilayer shelters are shown in Figure 1. The closed shelter was a closed vertical box net (0.7 m × 0.25 m × 0.5 m, L:W:H), which was divided into four layers (0.7 m × 0.25 m × 0.1 m, L:W:H). The height between each layer was 10 cm, and the bottom layer was 10 cm away from the bottom of the tank. The side of the box net was covered by a 0.5 cm polyethylene mesh, and the bottom of each layer was covered by a 1 cm polyethylene mesh with a layer of 5 mm soft glass laid above the bottom mesh. A retractable opening was left in the center of the side of each layer for placing or removing ovigerous P. clarkii. Six ovigerous P. clarkii individuals were placed in each layer. The open shelter was a four-layer structure (0.7 m × 0.25 m × 0.5 m, L:W:H) composed of bricks and perforated plastic plates. The height between each layer was 10 cm, and the bottom layer was 10 cm away from the bottom of the tank. Each layer had plastic plates as the top and bottom plates (0.7 m × 0.25 m × 0.01 m, L:W:H), which were supported by two bricks (0.20 m × 0.03 m × 0.1 m, L:W:H).
During the experiment, P. clarkii were fed to satiation twice daily with a 30% protein commercial feed (Guangdong Haida Feed Co., Ltd., Guangzhou, China). A microporous oxygenation system was installed at the bottom of each plastic tank to ensure a sufficient dissolved oxygen level. Water was exchanged every 3 days, and the exchange amount was 1/3 of the water volume. At the beginning of the experiment and on the 25th day of the experiment, the concentrations of total nitrogen (TN; mg L−1), total phosphorus (TP; mg L−1), ammonia nitrogen (NH4+-N; mg L−1), nitrate (NO3-N; mg L−1), nitrite (NO2-N; mg L−1), and chemical oxygen demand (CODMn; mg L−1) were measured using a standard method [34], and the turbidity (TUR; NTU) was measured by a turbidimeter (HACH 2100Q, USA). During the experiment, pH and dissolved oxygen (DO; mg L−1) were measured by a YSI ProPlus meter (Thermo Fisher Scientific Company, USA) every day, and the water temperature (WT; °C) was automatically measured by a thermometer (HOBO UA-001-64, USA) every 8 h.

2.2. Sample Collection

At the beginning of the experiment, 30 ovigerous P. clarkii individuals were randomly selected from the temporary rearing female P. clarkii, and the growth parameters and the egg number were measured. Determination of growth parameters included body length (L), weight (W), hepatopancreas weight (HW), and hepatosomatic index (HSI).
On the 25th day of the experiment, all ovigerous P. clarkii had hatched. The number of ovigerous P. clarkii in each plastic box was counted, and 10 ovigerous P. clarkii individuals were randomly sampled from each treatment to record the incubation levels of each individual. Then, the incubation levels per unit area (that is the incubation level (ind.·m−2), abbreviated as “incubation numbers”) and the hatching rate were calculated. Hemolymph and hepatopancreas were collected from ovigerous P. clarkii samples for nonspecific immune parameter determination. An ovigerous P. clarkii sample was anesthetized in an ice bath for 10 min, and hemolymph from the cardiac sinus of the sample was collected using syringes and immediately centrifuged at 9000 rpm and 4 °C for 20 min [35]. Subsequently, the hepatopancreas was aseptically collected, homogenized in saline at a ratio of 1:9 (hepatic sample weight:saline volume), and centrifuged [35]. After centrifugation, the supernatant was frozen in liquid nitrogen and stored at 80 °C for determination. The experiment ended after 55 days, the number of juveniles was recorded, and the juvenile quantity per unit area (that is, the juvenile quantity (ind.·m−2) abbreviated as “juvenile numbers”) was calculated. Parameters were calculated as follows:
HSI (%) = (hepatopancreas weight/weight) × 100%
Survival rate (%) = final ovigerous P. clarkii numbers/initial ovigerous P. clarkii numbers × 100%
Incubation level (ind.·m−2) = the number of P. clarkii larvae/bottom area of the plastic tank
Hatching rate (%) = the number of P. clarkii larvae/egg number × 100%
Juvenile quantity (ind.·m−2) = the number of P. clarkii juveniles/bottom area of the plastic tank
where the number of P. clarkii larvae refers to the number of first instar larvae attached to the abdomen of P. clarkii and egg number refers to the number of eggs attached to the abdomen of P. clarkii.

2.3. Nonspecific Immune Parameter Determination

The total protein (NO. MM-9227B); the concentrations of total antioxidant capacity (T-AOC, NO. MM-91115O1) and malondialdehyde (MDA, NO. MM-90004O1); the activities of superoxide dismutase (SOD, NO. MM-0740O1), catalase (CAT, NO. MM-0741O1), acid phosphatase (ACP, NO. MM-1443O1), and alkaline phosphatase (AKP, NO. MM-91119O1) in the hepatopancreas; and the activity of phenoloxidase (PO, NO. LB5509B) in the hemolymph of ovigerous P. clarkii were determined by enzyme-linked immunosorbent assay (ELISA) kits (Jiangsu Meimian Industrial Co., Ltd.), and then the samples were measured by a microplate reader (Rayto, RT-6100, China). Specific experimental procedures were given by Luo and Xu [36,37].

2.4. Profitability Analysis

The profitability of breeding ovigerous P. clarkii in different treatments was measured by gross profit and benefit–cost ratio (BCR) [38], since gross profit refers to sale income minus product cost, which is the real measure of profitability, and the benefit–cost ratio (BCR) is the ratio of income and cost used to compare benefit per unit of cost. In addition, sensitivity analysis was used to evaluate the relationship between production, fixed costs, variable costs, and sale price per unit. In this experiment, the price of juvenile and adult P. clarkii, which represents the price most easily affected by the market, was selected for the sensitivity analysis to determine the relationship between variable parameters and expected profits [39]. The profitability (profitability refers to the benefit-cost ratio) at the new value of variable cost was calculated at 5%, 10%, 15%, and 20% of the variation range in variable parameters (both positive and negative) by keeping other inputs constant. Parameters were calculated as follows:
Gross profit (RMB) = income − total cost
Benefit-cost ratio (BCR) = total income/total cost

2.5. Statistical Analysis

Descriptive statistics are presented as the mean ± standard error (SE). First, we used the Shapiro test to test for normality and the Levene test to test for homogeneity of variance. For parameters (pH, TN, TP, NH4+-N, NO2-N, CODMn, TUR, HSI, survival rate, hatching rate, incubation numbers, and immune parameters) that met normality and homogeneity of variance, one-way ANOVA was used to test the difference among treatments implemented in R using the package “stats” [40]. Where applicable, a post hoc multiple comparison test (Tukey test) was used to determine specific differences among treatments implemented in the R package “emmeans” [41]. For parameters (WT, DO, NO3-N, the juvenile numbers, gross profit, and BCR) that did not meet normality and homogeneity of variance, multiple nonparametric, one-way ANOVAs (Kruskal–Wallis tests) were used to test the difference among treatments also implemented in the R package “coin” [42], and a two-way nonparametric ANOVA (Scheirer–Ray–Hare test) was used to test the BCR parameter difference among treatments in the sensitivity analysis implemented in the R package “rcompanion” [43]. If the difference was significant, pairwise comparisons were performed using the Kramer (Nemenyi) test with Tukey–Dist approximation [44] in the R package “PMCMRplus” [45]. Logarithmic transformation was applied to all percentage data before testing. Statistical differences were considered significant at p < 0.05. All data analyses and figures were performed in R Version 4.1.0 (R Core Team, 2019).

3. Results

3.1. Water Quality

The water temperature was suitable for ovigerous P. clarkii during the experiment, with an average water temperature of 20.18 ± 0.15 °C and no significant difference among treatments (Kruskal–Wallis test, χ2 = 2.36, p = 0.31; Table 1). The dissolved oxygen concentrations were high, ranging from 8.13 to 8.43 mg L−1, with no significant difference among treatments (Kruskal–Wallis test, χ2 = 5.84, p = 0.054). After 25 days of the experiment, the concentration of nutrients such as TN and NH4+-N, NO3-N and CODMn in the plastic boxes significantly increased, but there was no significant difference in TN, NH4+-N, NO3-N among treatments (one-way ANOVA, TN: F = 6.24, p = 0.03; NH4+-N: F = 10.21, p = 0.01; Kruskal–Wallis test, NO3-N: χ2 = 8.16, p = 0.04). The CODMn was significantly different among treatments (one-way ANOVA, TUR: F = 57.17, p = 0.00). The CODMn in the D1 treatment was significantly higher than that in the D3 treatment (Tukey test: p = 0.03).

3.2. Survival and HSI

The survival rate of P. clarkii in the D3 treatment was higher than that in the D1 and D2 treatments, but there was no significant variation among treatments (one-way ANOVA: F = 1.62, p = 0.27; Figure 2). The HSI of P. clarkii after 25 days of the experiment was lower than that of ovigerous P. clarkii at the beginning of the experiment. The HSI of P. clarkii did not significantly differ among treatments (D1 and D2, D3) (one-way ANOVA: F = 0.38, p = 0.69; Figure 3).

3.3. Nonspecific Immune Condition

The highest T-AOC, MDA concentration, and the highest SOD, CAT, ACP, AKP, PO activities of ovigerous P. clarkii were observed in the D3 treatment. Although there were no significant differences in MDA concentration and SOD, AKP activities of ovigerous P. clarkii among different treatments (one-way ANOVA, MDA: F = 3.39, p = 0.06; SOD: F = 2.24, p = 0.14; AKP: F = 3.13, p = 0.07; Figure 4), there were significant differences in T-AOC, CAT, ACP, PO activities of ovigerous P. clarkii (one-way ANOVA, T-AOC: F = 4.34, p = 0.03; CAT: F = 18.43, p = 0.00; ACP: F = 11.96, p = 0.00; PO: F = 11.89, p = 0.00; Figure 4). The concentration of T-AOC of ovigerous P. clarkii in the D3 treatment was higher than that in the D2 treatment (Tukey test: p = 0.70) and significantly higher than that in the D1 treatment (Tukey test: p = 0.03). In addition, the activities of CAT, ACP, PO of ovigerous P. clarkii in the D3 treatment were significantly higher than those in the other treatments (D1 and D2) (Tukey test: all p < 0.05).

3.4. Hatching Condition

The hatching rate of ovigerous P. clarkii ranged from 69.51% to 94.28% among the three treatments (Figure 5). There was a fact that the hatching rate and the incubation numbers in the D3 treatment were higher than those in the D1 and D2 treatments, with the D1 treatment having the lowest hatching rate and incubation numbers. No significant difference existed in the hatching rate of P. clarkii among treatments (one-way ANOVA: F = 3.31, p = 0.052). However, there was a significant difference in the incubation numbers of P. clarkii among treatments (one-way ANOVA: F = 5.16, p = 0.049; Figure 6), and the incubation numbers in the D3 treatment were significantly higher than that in the D1 treatment (Tukey test: p = 0.045). The juvenile numbers in the D3 treatment were higher than that in the D1 and D2 treatments, although no significant difference was found compared with the D1 and D2 treatments (Kruskal–Wallis test: χ2 = 2.76, p = 0.25; Figure 7).

3.5. Profitability Analysis

There was no significant difference in the gross profit and the benefit-cost ratio (BCR) among treatments (Kruskal–Wallis test, gross profit: χ2 = 2.76, p = 0.25; BCR: χ2 = 2.76, p = 0.25; Table 2); the gross profit and the BCR in the treatments with the multilayer shelters (D2 and D3) were higher than those in the treatment without the shelter (D1), and the highest gross profit and BCR was in D3 treatment.
Sensitivity analysis demonstrated that there was no significant difference in the BCR obtained for 5%, 10%, 15%, and 20% changes (both positive and negative changes) in the P. clarkii price (Scheirer–Ray–Hare: H = 17.84, p = 0.33), but there was a significant difference in the BCR of different treatments after changing the P. clarkii price (Scheirer–Ray–Hare: H = 50.19, p = 0.000), and the interaction between the two conditions was not significant (Scheirer–Ray–Hare: H = 0.44, p = 1.00; Table 3). When other conditions remained unchanged, the BCR of different treatments increased or decreased by 5% for every 5% fluctuation of the juvenile P. clarkii price. However, the adult P. clarkii price fluctuated by 5%, and the corresponding BCR changing range of the different treatments was inconsistent. If the price of adult P. clarkii decreased by 5%, the BCRs of the D1, D2, and D3 treatments increased by 4.04%, 4.05%, and 4.06%, respectively. If the price of adult P. clarkii decreased by 20%, the BCRs of the different treatments increased by more than 10%; the BCRs of the D1, D2, and D3 treatments increased by 18.69%, 18.29%, and 18.29%, respectively. Similarly, if the price of adult P. clarkii increased by 20%, the BCRs of different treatments decreased by more than 10%; the BCRs of the D1, D2, and D3 treatments decreased by −13.71%, −13.34%, and −13.32%, respectively. Under the conditions of various changes in the prices of juvenile and adult P. clarkii, the BCR of the D1 treatment was significantly lower than that of the D2 and D3 treatments (Tukey–Kramer (Nemenyi) test: all p < 0.000), and the difference between the last two was not significant (Tukey–Kramer (Nemenyi) test: p = 0.38).

4. Discussion

4.1. Survival

The choice of shelter, which can mitigate the negative effects caused by a high stocking density, determines profitability in the intensive breeding of P. clarkii seedlings. We bred ovigerous P. clarkii under similar water temperatures and dissolved oxygen conditions with high stocking densities without shelters and with open shelters and closed shelters. As the experiment progressed, dead ovigerous P. clarkii appeared in different treatments, which may have been due to the high energy consumption of ovigerous P. clarkii and high-density stress during hatching. The following results were observed: (1) High energy consumption resulted in increased mortality [46]. The HSI of P. clarkii after hatching was lower than that of ovigerous P. clarkii at the beginning of the hatching period, which was related to energy storage and loss [47], indicating that ovigerous P. clarkii consumed substantial amounts of energy for reproductive output. (2) High-density stress resulted in increased intraspecific competition and mortality [21,22].
The survival rate of ovigerous P. clarkii in the open shelter (D3) was highest among the high stocking density treatments, which was related to shelter structure. The multilayer shelters in the study provided a larger habitat. The closed multilayer area of the group-rearing P. clarkii was too small and confined, which resulted in a low survival rate due to negative behavior among individuals in the limited area [48]. However, the open multilayer area could be interconnected, wherein P. clarkii freely moved. The open shelter with interconnected areas created a complex and variable habitat and reduced intraspecific competition among P. clarkii. Similar results were found in a study by Corkum LD, in which habitat complexity significantly reduced Orconectes propinquus intraspecific aggression and increased food consumption [49]. Thus, the intraspecific competition of P. clarkii in the open shelter had less of an impact on the survival rate.

4.2. Nonspecific Immune Condition

High stocking density impairs the growth and metabolism of crustaceans by affecting their immune systems [50,51]. This should be instigated by the production of reactive oxygen species (ROS). Higher ROS concentrations increase the risk of DNA damage, lipid peroxidation, and protein denaturation. This suggests that when an organism is stimulated, this affects the immune system and may even cause cellular damage and metabolic inhibition [52]. Thus, monitoring the activities of immune-related enzymes is a useful method to evaluate the health of P. clarkii. The levels of the determined immune factors of ovigerous P. clarkii in the D3 treatment were highest among the treatments, in which the activities of PO, CAT, and ACP were significantly higher than those in the other treatments (D1 and D2) and the concentration of T-AOC was significantly higher than that in the D1 treatment. The effects of high stocking density treatment with the open shelter (D3) on the immune enzymes of ovigerous P. clarkii could be explained by the fact that the D1 and D2 treatments produced higher environmental stress than did the D3 treatment, and the immune systems of ovigerous P. clarkii in the D1 and D2 treatments were damaged following excessive stress, resulting in their inability to respond with high immunological levels.
PO, CAT, and ACP are important aspects of the crustacean immune system and are responsible for eliminating harmful substances in crustaceans caused by external stimuli [53,54,55]. Thus, the concentration of T-AOC and the activities of immune enzymes such as PO, CAT, and ACP in crustaceans were increased under stress [56,57]. However, it has been reported that immunological levels in crustaceans decrease under excessive stress: (1) A weakened immune response was demonstrated in crustaceans under poor water quality conditions [58]; (2) Euastacus armatus was immunosuppressed under captive stress and exhibited declining PO activity [59]; and (3) a significant declining trend in the activities of CAT and ACP was demonstrated in P. clarkii and Palaemonetes sinensis under excessive density stress [18,60]. A high stocking density increased TN and NH4+-N, NO3-N, and CODMn levels in this study, with significantly higher CODMn levels exhibited in the D1 treatment than in the D3 treatment. The ovigerous P. clarkii resided in an unsheltered treatment (D1), only moving at the bottom of the box and in turn stimulating the release of organic matter from sediment. The behavior of P. clarkii indirectly increased the CODMn levels in a manner similar to that induced by river resuspension [61]. The ovigerous P. clarkii in the D2 and D3 treatments were able to live in the shelters and in turn disturb sediment less frequently. These results indicate that the D1 treatment was associated with poor water quality and excessive density stress, which reduced immunity levels compared with those of the D2 and D3 treatments. The closed shelter treatment (D2) was subjected to captive stress compared with the open shelter treatment (D3). Considering that P. clarkii exhibits anxiety-like characteristics [62], we believe that confinement stress could directly induce psychological stress and competitive stress in P. clarkii [63] and indirectly modulate the activity of immune cells in P. clarkii [64,65]. In addition, the survival rates, hatching rates, and incubation levels of ovigerous P. clarkii in the D3 treatment were higher than those in the D1 and D2 treatments. Thus, we concluded that the ovigerous P. clarkii in the D3 treatment responded with high immunity levels under the high stocking density condition, whereas the ovigerous P. clarkii in the D1 and D2 treatments had impaired immune systems due to environmental stress, excessive density stress, and confinement stress and could not respond with high levels of immunity. It has been reported that fertilized eggs are rich in polyunsaturated fatty acids, which can act as ROS substrates [66]. However, the embryo also has immune capacity [67], and its immune capacity is not affected when oxidative stress occurs in the mother [68]. Therefore, density stress primarily affected the health status of ovigerous P. clarkii, and the open shelter was advantageous for maintaining the immune system stability of ovigerous P. clarkii.

4.3. Hatching Conditions

Different hatching conditions affect the hatching rate of P. clarkii. It has been demonstrated that the hatching rate of P. clarkii is relatively high in a salinity range of 0–4 practical salinity units (psu) [69]. Abnormalities and the death of all eggs have been observed at high temperatures above 29 °C, whereas no embryo abnormalities were observed below 25 °C [10]. In this study, the hatching rate under different shelters ranged from 69.51% to 94.28%. The hatching rate of ovigerous P. clarkii in the open shelter treatment (D3) was highest, but there were no significant differences among the treatments. Existing research has shown that as stocking density increases, hatching success decreases [70]. However, multilayer shelter treatments with high stocking density, especially an open shelter treatment with a 94.28% hatch rate, could effectively reduce egg loss due to density stress. Density stress also led to changes in incubation levels. The incubation levels in the open shelter treatment (D3) were higher than those in the closed shelter treatment (D2) and significantly higher than those in the D1 treatment without shelter, clearly demonstrating the advantage of the shelter, which is suitable for the hatching of P. clarkii in the breeding period.
Newly hatched P. clarkii juveniles need to develop in the maternal abdomen until they are able to freely move, which enhances the viability and evolutionary potential of the offspring [71]. At present, no research has reported the time when the juveniles of P. clarkii are separated from their mothers. It is necessary for juvenile breeding to synchronize with the mother during the primary juvenile breeding period. The open shelter treatment (D3) in this study exhibited the highest number of juveniles, but there was no significant difference between the treatments. This result indicates that an open shelter favors the survival of juvenile P. clarkii under an appropriate high density. However, size variation within groups increases with extended culturing times, and dominant individuals exclude smaller individuals from food resources [72]. High intraspecific competition among juveniles reared in an environment with excessive density stress (caused by high incubation levels such as in the D3 treatment) results in a decreased number of juveniles [73]. Thus, the balance between the impact of space size and stocking density on the mother and juveniles should be further researched.

4.4. Profitability Analysis

The economic benefit of the open shelter treatment (D3) was higher than that of the other treatments, but there was no significant difference between the treatments. The monthly price of P. clarkii significantly changed, which affected the farm’s profitability. Thus, the price of juvenile and adult P. clarkii was selected for a sensitivity analysis. When the yield and feed cost obtained from the study were known, we could predict the effects of juvenile and adult P. clarkii variable prices on the economic benefits among different shelter treatments [38]. The sensitivity analysis found that farmers benefited most from higher juvenile P. clarkii prices and were hurt more by lower juvenile P. clarkii prices than they were from adult P. clarkii price changes. In addition, the BCR in the D1 treatment remained significantly lower than those in the D2 and D3 treatments, regardless of variation in P. clarkii prices. Based on these results, we concluded that the use of shelter at a high stocking density resulted in higher economic benefits.

5. Conclusions

Under high stocking density conditions, the health status (the indicators of which include immunological level and HSI) of ovigerous P. clarkii negatively changed, which affected their survival rate and hatching rate. However, shelter reduced the risk of density stress and increased the survival rate, hatching rate, number of juveniles, and profitability of P. clarkii. Notably, the open shelter treatment, which created a complex habitat structure for the P. clarkii, demonstrated a significant positive effect on the immune performance and incubation levels of breeding P. clarkii under a high stocking density. The present study provides practical information on the indoor cultivation of ovigerous P. clarkii.

Author Contributions

Conceptualization, L.Q. and W.L.; methodology, L.Q. and W.L.; investigation, L.Q.; investigation during final sampling, K.G.; formal analysis, L.Q. and W.L.; writing—original draft preparation, L.Q. and W.L.; visualization, L.Q. and W.L.; Validation of data analysis, M.X.; writing—review and editing, C.G., W.L., T.Z. and J.L.; supervision, W.L., T.Z. and J.L. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the National Key Research and Development Program of China, grant number 2019YFD0900304 and 2020YFD0900303; the Youth Innovation Promotion Association CAS, grant number 2019331; the Technical Innovation Project of Science and Technology Department of Hubei Province, grant number 2018ABA102; the Key Research and Development Program of Hubei Province, grant number 2021BBA230.

Data Availability Statement

The data that support the findings of this study are available from the corresponding author, upon reasonable request.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. FAO. The State of World Fisheries and Aquaculture; Sustainability in Action; FAO: Rome, Italy, 2021. [Google Scholar] [CrossRef]
  2. Hobbs, H.H. Biota of freshwater ecosystems, identification manual no. 9. In Crayfishes (Astacidae) of North and Middle America; Environmental Protection Agency: Washington, DC, USA, 1972. [Google Scholar]
  3. Center, C.F.T.E. China Fisheries Technology Extension Center. Chinese crayfish industry development report (2020). China Fish. 2020, 536, 8–17. (In Chinese) [Google Scholar]
  4. Dai, Y.; Gong, X.J.; Li, B.; Wang, Y.F.; Huang, W.G. Reproductive Period of Procambarus clarkii in Wuhan Area. Chin. J. Zool. 2008, 43, 21–27. (In Chinese) [Google Scholar] [CrossRef]
  5. Xu, Z.H.; Zhou, X.; Zhao, C.Y. Preliminary study on artificial breeding technology of Procambarus clarkii. Fish. Sci. Technol. Inf. 2010, 37, 43–45. (In Chinese) [Google Scholar]
  6. Song, G.T.; Ding, F.Q.; Wu, S.; Chen, J.; Wang, X.; Hou, G.J. Studies of crucial artificial techniques of red swamp crayfish Procambarus clarkii. In: Fisheries Science and Technology. Fish. Sci. Technol. Inf. 2015, 42, 108–112. (In Chinese) [Google Scholar] [CrossRef]
  7. Barki, A.; Karplus, I. Crowding female red claw crayfish, Cherax quadricarinatus, under small-tanks hatchery conditions: What is the limit? Aquaculture 2000, 181, 235–240. [Google Scholar] [CrossRef]
  8. Xu, J.Y.; Yue, C.F.; Ying, D.; Wang, Y.F. Effects of water temperature, photoperiod and diet on survival rate and ovarian development of the crayfish, Procambarus clarkill. J. Cent. China Norm. Univ. (Nat. Sci.) 2008, 42, 97–101. (In Chinese) [Google Scholar] [CrossRef]
  9. Song, G.T.; Ding, F.Q.; Chen, J.; Wu, S.; Wang, X. Effects of broodstock sizes, shelter, Illumination and stocking density on breeding in Red Swamp Crayfish Procambarus clarkii. Fish. Sci. 2012, 31, 549–553. (In Chinese) [Google Scholar] [CrossRef]
  10. Jin, S.Y.; Jacquin, L.; Huang, F.; Xiong, M.T.; Li, R.J.; Lek, S.; Li, W.; Liu, J.S.; Zhang, T.L. Optimizing reproductive performance and embryonic development of red swamp crayfish Procambarus clarkii by manipulating water temperature. Aquaculture 2019, 510, 32–42. [Google Scholar] [CrossRef]
  11. Tong, L.J.; Moss, G.A.; Pickering, T.D.; Paewai, M.P. Temperature effects on embryo and early larval development of the spiny lobster Jasus edwardsii, and description of a method to predict larval hatch times. Mar. Freshw. Res. 2000, 51, 243–248. [Google Scholar] [CrossRef]
  12. Rotllant, G.; Simeo, C.G.; Macia, G.; Estevez, A. High environmental salinity reduces the reproductive potential of the spider crab Maja brachydactyla (Decapoda, Majidae). Mar. Ecol.-Evol. Perspect. 2015, 36, 496–505. [Google Scholar] [CrossRef]
  13. Djunaidah, I.S.; Wille, M.; Kontara, E.K.; Sorgeloos, P. Reproductive performance and offspring quality in mud crab (Scylla paramamosain) broodstock fed different diets. Aquac. Int. 2003, 11, 3–15. [Google Scholar] [CrossRef]
  14. Laurenz, J.; Georg, A.; Brendelberger, H.; Lehmann, K. Effects of nitrate on early life stages of Astacus astacus (Linnaeus, 1758) and Procambarus virginalis (Lyko, 2017). Int. Aquat. Res 2020, 12, 53–62. [Google Scholar]
  15. Seginer, I. Are restricted periods of over-stocking of recirculating aquaculture systems advisable? A simulation study. Aquac. Eng. 2009, 41, 194–206. [Google Scholar] [CrossRef]
  16. Yuan, J.; Liao, C.A.S.; Zhang, T.L.; Guo, C.A.B.; Liu, J.S. Advances in Ecology Research on Integrated Rice Field Aquaculture in China. Water 2022, 14, 2333. [Google Scholar] [CrossRef]
  17. Xiao, M.H.; Xiao, Y.P.; Wu, Z.Q.; Hu, X.P. Effects of stocking density on growth, digestive enzyme activities and biochemical indices of juvenile Procambarus clarkii. J. Fish. China 2012, 36, 1088–1093. (In Chinese) [Google Scholar] [CrossRef]
  18. Chen, Y. Effect of stocking density on growth and survival rate of Procambarus clarkill. J. Anhui Agric. Univ. 2016, 43, 37–41. (In Chinese) [Google Scholar]
  19. Naranjo-Paramo, J.; Hernandez-Llamas, A.; Vargas-Mendieta, M.; Villarreal-Colmenares, H. Stochastic dynamic model analysis of the effect of stocking density on the monosex production of male redclaw crayfish Cherax quadricarinatus reared in commercial gravel-lined ponds. Aquaculture 2021, 535, 736351. [Google Scholar] [CrossRef]
  20. McClain, W.R. Effects of population density and feeding rate on growth and feed consumption of red swamp crawfish Procambarus clarkii. J. World Aquac. Soc. 1995, 26, 14–23. [Google Scholar] [CrossRef]
  21. Kouba, A.; Buřič, M.; Policar, T.; Kozák, P. Evaluation of body appendage injuries to juvenile signal crayfish (Pacifastacus leniusculus) relationships and consequences. Knowl. Manag. Aquat. Ecosyst. 2011, 401, 4. [Google Scholar] [CrossRef] [Green Version]
  22. He, M.D.; Liu, F.; Wang, F. Quantitative analysis of density dependent resource utilization, cannibalism, and competition of the red swamp crayfish (Procambarus clarkii) in rice-crayfish cocultures without supplementary food. Aquaculture 2021, 543, 736966. [Google Scholar] [CrossRef]
  23. Martin, A.L.; Moore, P.A. Field observations of agonism in the crayfish, Orconectes rusticus: Shelter use in a natural environment. Ethology 2007, 113, 1192–1201. [Google Scholar] [CrossRef]
  24. Yu, J.X.; Xiong, M.T.; Ye, S.W.; Li, W.; Xiong, F.; Liu, J.S.; Zhang, T.L. Effects of stocking density and artificial macrophyte shelter on survival, growth and molting of juvenile red swamp crayfish (Procambarus clarkii) under experimental conditions. Aquaculture 2020, 521, 735001. [Google Scholar] [CrossRef]
  25. Chen, X.L.; Zhang, X.L.; Li, S.Q.; Wang, G.Z.; Lin, Q.W. Shelter preference of megalopae and first juvenile of mud crab, Scylla paramamosain (Estampador, 1949). J. Xiamen Univ. (Nat. Sci.) 2009, 48, 594–599. (In Chinese) [Google Scholar]
  26. Moksnes, P.O.; Pihl, L.; van Montfrans, J. Predation on postlarvae and juveniles of the shore crab Carcinus maenas: Importance of shelter, size and cannibalism. Mar. Ecol. Prog. Ser. 1998, 166, 211–225. [Google Scholar] [CrossRef] [Green Version]
  27. Halwart, M.; Gupta, M.V. Culture of Fish in Rice Fields; FAO: Rome, Italy; WorldFish Center: Lusaka, Zambia, 2004. [Google Scholar]
  28. Miao, W.M. Recent developments in rice-fish culture in China: A holistic approach for livelihood improvement in rural areas. In Success Stories in Asian Aquaculture; De Silva, S.S., Davy, F.B., Eds.; Springer Science: Dordrecht, The Netherlands; New York, NY, USA, 2010; pp. 15–40. [Google Scholar] [CrossRef]
  29. Long, H.P. A preliminary study on the artificial induction breeding technology of Procambarus clarkii. Fish. Guide Be Rich 2010, 298, 27–29. (In Chinese) [Google Scholar]
  30. Figler, M.H.; Cheverton, H.M.; Blank, G.S. Shelter competition in juvenile red swamp crayfish (Procambarus clarkii): The influences of sex differences, relative size, and prior residence. Aquaculture 1999, 178, 63–75. [Google Scholar] [CrossRef]
  31. Flint, N.; Pearson, R.G.; Crossland, M.R. Use of aquatic plants to create fluctuating hypoxia in an experimental environment. Mar. Freshw. Res. 2012, 63, 351–360. [Google Scholar] [CrossRef]
  32. Tang, X.S. Red swamp crayfish (Procambarus clarkii). Bull. Biol. 2001, 09, 19–20. (In Chinese) [Google Scholar]
  33. Sun, R.J.; Gong, S.Y.; Ma, Y.X.; He, X.G.; Zhang, X.P. A study on the suitable eco-environment for spawning of Procambarus clarkii. Freshw. Fish. 2008, 38, 16–19. (In Chinese) [Google Scholar]
  34. APHA. Standard Methods for the Examination of Water and Wastewater; American Public Health Association: Washington, DC, USA, 1992; Volume 6. [Google Scholar]
  35. Jia, E.; Li, Z.Q.; Xue, Y.F.; Jiang, G.Z.; Li, X.F.; Liu, W.B.; Zhang, D.D. Effects of dietary fructooligosaccharide on the growth, antioxidants, immunity and disease resistance of Chinese mitten crab. Aquaculture 2017, 481, 154–161. [Google Scholar] [CrossRef]
  36. Luo, S.; Li, X.Q.; Onchari, M.M.; Li, W.; Bu, Y.Y.; Lek, S.; Zhang, T.L.; Wang, Z.Y.; Jin, S.Y. High feeding level alters physiological status but does not improve feed conversion efficiency and growth performance of juvenile red swamp crayfish Procambarus clarkii (Girard, 1852). Aquaculture 2021, 537, 736507. [Google Scholar] [CrossRef]
  37. Xu, D.F.; Wu, J.X.; Sun, L.J.; Qin, X.M.; Fan, X.P.; Zheng, X.X. Combined stress of acute cold exposure and waterless duration at low temperature induces mortality of shrimp Litopenaeus vannamei through injuring antioxidative and immunological response in hepatopancreas tissue. J. Therm. Biol. 2021, 100, 103080. [Google Scholar] [CrossRef] [PubMed]
  38. Shawon, N.; Prodhan, M.M.; Khan, M.; Mitra, S. Financial profitability of small scale shrimp farming in a coastal area of Bangladesh. J. Bangladesh Agric. Univ. 2018, 16, 104. [Google Scholar] [CrossRef] [Green Version]
  39. Andrea, S.; Marco, R.; Terry, A.; Francesca, C.; Jessica, C.; Debora, G.; Michaela, S.; Stefano, T. Sensitivity Analysis: From Theory to Practice. In Global Sensitivity Analysis. The Primer; Wiley Online Library: New York, NY, USA, 2007; pp. 237–275. [Google Scholar]
  40. R Foundation for Statistical Computing. R: A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2021. [Google Scholar]
  41. Emmeans: Estimated Marginal Means, Aka Least-Squares Means; R Package Version 1.8.4-1.; The Comprehensive R Archive Network: London, UK, 2022; Available online: https://CRAN.R-project.org/package=emmeans (accessed on 7 November 2022).
  42. Hothorn, T.; Hornik, K.; Van De Wiel, M.A.; Zeileis, A. A lego system for conditional inference. Am. Stat. 2008, 60, 257–263. [Google Scholar] [CrossRef] [Green Version]
  43. Rcompanion: Functions to Support Extension Education Program Evaluation; R Package Version 2.4.6.; The Comprehensive R Archive Network: London, UK, 2016; Available online: https://CRAN.R-project.org/package=rcompanion (accessed on 7 November 2022).
  44. Nemenyi, P. Distribution-Free Multiple Comparisons; Princeton University: Princeton, NJ, USA, 1963. [Google Scholar]
  45. PMCMRplus: Calculate Pairwise Multiple Comparisons of Mean Rank Sums; R Package Version 1.9.6.; The Comprehensive R Archive Network: London, UK, 2022; Available online: https://CRAN.R-project.org/package=PMCMRplus (accessed on 7 November 2022).
  46. Luo, S.; Wang, Z.Y.; Li, X.Q.; Onchari, M.M.; Song, C.W.; Yuan, X.Y.; Li, W.; John, C.K.; Zhang, T.L.; Lek, S.; et al. Feed deprivation over 16 days followed by refeeding until 75 days fails to elicit full compensation of Procambarus clarkii. Aquaculture 2022, 547, 737490. [Google Scholar] [CrossRef]
  47. Harrison, K.E. The role of nutrition in maturation, reproduction and embryonic development of decapod crustacean: A review. J. Shellfish Res. 1990, 9, 1–28. [Google Scholar]
  48. Tian, J.; Chen, Y.P.; Qi, Z.A.; Huang, C. Effects of space and rearing mode on growth performance of juvenile Red Swamp Crayfish Procambarus clarkii. Fish. Sci. 2018, 37, 825–829. (In Chinese) [Google Scholar] [CrossRef]
  49. Corkum, L.D.; Cronin, D.J. Habitat complexity reduces aggression and enhances consumption in crayfish. J. Ethol. 2004, 22, 23–27. [Google Scholar] [CrossRef]
  50. Liu, Y.; Liu, H.B.; Wu, W.H.; Yin, J.S.; Mou, Z.B.; Hao, F.H. Effects of stocking density on growth performance and metabolism of juvenile Lenok (Brachymystax lenok). Aquaculture 2019, 504, 107–113. [Google Scholar] [CrossRef]
  51. Li, Y.Q.; Li, J.; Wang, Q.Y. The effects of dissolved oxygen concentration and stocking density on growth and non-specific immunity factors in Chinese shrimp, Fenneropenaeus chinensis. Aquaculture 2006, 256, 608–616. [Google Scholar] [CrossRef]
  52. Yang, Y.H.; Bazhin, A.V.; Werner, J.; Karakhanova, S. Reactive oxygen species in the immune system. Int. Rev. Immunol. 2013, 32, 249–270. [Google Scholar] [CrossRef]
  53. Cammarata, M.; Parrinello, N. The ascidian prophenoloxidase activating system. Invertebr. Surviv. J. 2009, 6, S67–S76. [Google Scholar]
  54. Chen, Y.Y.; Huang, X.H.; Wang, J.Z.; Li, C.L. Effect of pure microcystin-LR on activity and transcript level of immune-related enzymes in the white shrimp (Litopenaeus vannamei). Ecotoxicology 2017, 26, 702–710. [Google Scholar] [CrossRef] [PubMed]
  55. Dörr, A.J.M.; Pacini, N.; Abete, M.C.; Prearo, M.; Elia, A.C. Effects of a selenium-enriched diet on antioxidant response in adult crayfish (Procambarus clarkii). Chemosphere 2008, 73, 1090–1095. [Google Scholar] [CrossRef] [PubMed]
  56. Tian, L.L.; Wan, J.J.; Meng, X.L.; Zhou, Z.H.; Sun, L.S.; Tang, J.Q. Effects of acute and chronic high pH stress on non-specific immunity and antioxidant capacity in Procambarus clarkii. Freshw. Fish. 2021, 51, 101–107. (In Chinese) [Google Scholar] [CrossRef]
  57. Ruan, G.L.; Li, S.X.; He, N.J.; Fang, L.; Wang, Q. Short-term adaptability to non-hyperthermal stress: Antioxidant, immune and gut microbial responses in the red swamp crayfish, Procambarus clarkii. Aquaculture 2022, 560, 738497. [Google Scholar] [CrossRef]
  58. Le Moullac, G.; Haffner, P. Environmental factors affecting immune responses in Crustacea. Aquaculture 2000, 191, 121–131. [Google Scholar] [CrossRef]
  59. Scherping, F.D.; Watson, M.J. A standardized protocol for measuring phenoloxidase in captive and wild Murray crayfish Euastacus armatus. Fish Shellfish Immunol. 2021, 111, 140–144. [Google Scholar] [CrossRef]
  60. Dong, J.; Zhao, Y.Y.; Yu, Y.H.; Sun, N.; Li, Y.D.; Wei, H.; Yang, Z.Q.; Li, X.D.; Li, L. Effect of stocking density on growth performance, digestive enzyme activities, and nonspecific immune parameters of Palaemonetes sinensis. Fish Shellfish Immunol. 2018, 73, 37–41. [Google Scholar] [CrossRef]
  61. Zhu, L.; Li, X.; Zhang, C.; Duan, Z.Q. Pollutants’ Release, Redistribution and Remediation of Black Smelly River Sediment Based on Re-Suspension and Deep Aeration of Sediment. Int. J. Environ. Res. Public Health 2017, 14, 374. [Google Scholar] [CrossRef]
  62. Fossat, P.; Bacque-Cazenave, J.; De Deurwaerdere, P.; Delbecque, J.P.; Cattaert, D. Anxiety-like behavior in crayfish is controlled by serotonin. Science 2014, 344, 1293–1297. [Google Scholar] [CrossRef]
  63. Bacque-Cazenave, J.; Cattaert, D.; Delbecque, J.P.; Fossat, P. Social harassment induces anxiety-like behaviour in crayfish. Sci. Rep. 2017, 7, 39935. [Google Scholar] [CrossRef] [Green Version]
  64. de Abreu, M.S.; Maximino, C.; Banha, F.; Anastacio, P.M.; Demin, K.A.; Kalueff, A.V.; Soares, M.C. Emotional behavior in aquatic organisms? Lessons from crayfish and zebrafish. J. Neurosci. Res. 2020, 98, 764–779. [Google Scholar] [CrossRef] [PubMed]
  65. Herr, N.; Bode, C.; Duerschmied, D. The effects of serotonin in immune cells. Front. Cardiovasc. Med. 2017, 4, 48. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  66. Wiegand, M.D. Composition, accumulation and utilization of yolk lipids in teleost fish. Rev. Fish Biol. Fish. 1996, 6, 259–286. [Google Scholar] [CrossRef]
  67. Zhang, Y.J.; Soderhall, I.; Soderhall, K.; Jiravanichpaisal, P. Expression of immune-related genes in one phase of embryonic development of freshwater crayfish, Pacifastacus leniusculus. Fish Shellfish Immunol. 2010, 28, 649–653. [Google Scholar] [CrossRef] [PubMed]
  68. Taylor, J.J.; Sopinka, N.M.; Wilson, S.M.; Hinch, S.G.; Patterson, D.A.; Cooke, S.J.; Willmore, W.G. Examining the relationships between egg cortisol and oxidative stress in developing wild sockeye salmon (Oncorhynchus nerka). Comp. Biochem. Physiol. A Mol. Integr. Physiol. 2016, 200, 87–93. [Google Scholar] [CrossRef]
  69. Li, T.G. The effects of salinity on embryonic development of crayfish Procambarus clarkii. Fish. Sci. 2009, 28, 789–791. (In Chinese) [Google Scholar]
  70. Rosemore, B.J.; Welsh, C.A. The effects of rearing density, salt concentration, and incubation temperature on Japanese medaka (Oryzias latipes) embryo development. Zebrafish 2012, 9, 185–190. [Google Scholar] [CrossRef] [Green Version]
  71. Scholtz, G.; Kawai, T. Aspects of embryonic and postembryonic development of the Japanese freshwater crayfish Cambaroides japonicus (Crustacea, Decapoda) including a hypothesis on the evolution of maternal care in the Astacida. Acta Zool. 2002, 83, 203–212. [Google Scholar] [CrossRef]
  72. Nightingale, J.; Stebbing, P.; Taylor, N.; McCabe, G.; Jones, G. Determining an effective density regime for rearing juvenile Austropotamobius pallipes in a small-scale closed system hatchery. Aquac. Res. 2018, 49, 3055–3062. [Google Scholar] [CrossRef]
  73. Ramalho, R.O.; Correia, A.M.; Anastácio, P.M. Effects of density on growth and survival of juvenile Red Swamp Crayfish, Procambarus clarkii (Girard), reared under laboratory conditions. Aquac. Res. 2008, 39, 577–586. [Google Scholar] [CrossRef]
Figure 1. Top view image of the closed shelter (A-1) and the open shelter (B-1); front view image of the closed shelter (A-2) and the open shelter (B-2); lateral view image of the closed shelter (A-3) and the open shelter (B-3).
Figure 1. Top view image of the closed shelter (A-1) and the open shelter (B-1); front view image of the closed shelter (A-2) and the open shelter (B-2); lateral view image of the closed shelter (A-3) and the open shelter (B-3).
Water 15 00907 g001
Figure 2. Survival rate (%) of ovigerous P. clarkii in the three different treatments after 25 days.
Figure 2. Survival rate (%) of ovigerous P. clarkii in the three different treatments after 25 days.
Water 15 00907 g002
Figure 3. HSI (%) of ovigerous P. clarkii in the three different treatments after 25 days.
Figure 3. HSI (%) of ovigerous P. clarkii in the three different treatments after 25 days.
Water 15 00907 g003
Figure 4. The concentrations of T-AOC and MDA and the activities of CAT, SOD, ACP, AKP, and PO in ovigerous P. clarkii at different shelters after 25 days. Different lowercase letters indicate significant differences (p < 0.05) among shelter treatments.
Figure 4. The concentrations of T-AOC and MDA and the activities of CAT, SOD, ACP, AKP, and PO in ovigerous P. clarkii at different shelters after 25 days. Different lowercase letters indicate significant differences (p < 0.05) among shelter treatments.
Water 15 00907 g004
Figure 5. Hatching rate (%) of ovigerous P. clarkii in different shelters after 25 days.
Figure 5. Hatching rate (%) of ovigerous P. clarkii in different shelters after 25 days.
Water 15 00907 g005
Figure 6. Incubation levels (ind.·m−2) of ovigerous P. clarkii in the three different treatments after 25 days. The diamond symbol inside the box represents the mean. Different lowercase letters indicate significant differences (p < 0.05) among shelter treatments.
Figure 6. Incubation levels (ind.·m−2) of ovigerous P. clarkii in the three different treatments after 25 days. The diamond symbol inside the box represents the mean. Different lowercase letters indicate significant differences (p < 0.05) among shelter treatments.
Water 15 00907 g006
Figure 7. Number of juvenile (ind.·m−2) ovigerous P. clarkii in the three different treatments after 55 days. The diamond symbol inside the box represents the mean.
Figure 7. Number of juvenile (ind.·m−2) ovigerous P. clarkii in the three different treatments after 55 days. The diamond symbol inside the box represents the mean.
Water 15 00907 g007
Table 1. Water quality parameters (mean ± SE) at the beginning of the experiment and during the experiment with three different treatments. The WT, DO, and pH values were observed for 55 days. The TN, TP, NH4+-N, NO2-N, NO3-N, CODMn, and TUR values were observed over 25 days. Different letters within the columns indicate significant differences among different treatments (p < 0.05).
Table 1. Water quality parameters (mean ± SE) at the beginning of the experiment and during the experiment with three different treatments. The WT, DO, and pH values were observed for 55 days. The TN, TP, NH4+-N, NO2-N, NO3-N, CODMn, and TUR values were observed over 25 days. Different letters within the columns indicate significant differences among different treatments (p < 0.05).
Water Quality ParametersAt the Beginning of the ExperimentDuring the Experiment with Three Treatments
D1D2D3
WT (°C) 20.45 ± 0.2419.99 ± 0.2220.10 ± 0.29
DO (mg L−1) 8.14 ± 0.148.43 ± 0.138.13 ± 0.12
pH 8.14 ± 0.028.07 ± 0.028.13 ± 0.03
TN (mg L−1)2.18 ± 0.29 a6.33 ± 1.09 b5.19 ± 0.09 b6.75 ± 0.22 b
TP (mg L−1)0.34 ± 0.020.46 ± 0.110.65 ± 0.030.46 ± 0.02
NH4+-N (mg L−1)0.43 ± 0.01 a1.58 ± 0.37 b1.24 ± 0.10 ab1.39 ± 0.09 b
NO2-N (mg L−1)−0.00 ± 0.000.53 ± 0.150.19 ± 0.070.71 ± 0.21
NO3-N (mg L−1)0.09 ± 0.00 a1.36 ± 0.56 ab1.99 ± 0.02 ab2.39 ± 0.17 b
CODMn (mg L−1)8.29 ± 2.38 a27.10 ± 0.63 c22.88 ± 1.95 bc18.80 ± 0.35 b
TUR (NTU)4.71 ± 0.4510.08 ± 2.668.14 ± 0.8410.03 ± 3.24
Table 2. The economic benefits (gross profit and BCR; mean ± SE) of breeding P. clarkii at different shelter treatments.
Table 2. The economic benefits (gross profit and BCR; mean ± SE) of breeding P. clarkii at different shelter treatments.
Treatment P. clarkiiQuantityRMB. Unit−1Cost
(RMB)
Gross Profit
(RMB. m−2)
BCR
(Ratio. m−2)
D1IncomeJuvenile1816 ind.0.15. ind.−1272.42275.24 ± 108.485.13 ± 1.48
ExpenditureAdult0.83 kg70. kg−158.13
Feed5.14 kg3. kg−115.42
D2IncomeJuvenile3146 ind.0.15. ind.−1471.97548.99 ± 147.108.67 ± 1.95
ExpenditureAdult0.83 kg70. kg−158.13
Feed5.73 kg3. kg−117.19
D3IncomeJuvenile3197 ind.0.15. ind.−1479.60559.46 ± 68.538.80 ± 0.91
ExpenditureAdult0.83 kg70. kg−158.13
Feed5.76 kg3. kg−117.27
Table 3. The sensitivity analysis of the BCR (mean ± SE) to variations in the juvenile P. clarkii price and adult P. clarkii price.
Table 3. The sensitivity analysis of the BCR (mean ± SE) to variations in the juvenile P. clarkii price and adult P. clarkii price.
ScenarioBCR (Ratio. m−2)
D1D2D3
Business as usual5.13 ± 1.488.67 ± 1.958.80 ± 0.91
If juvenile price reduced by 5%4.87 ± 1.408.24 ± 1.868.36 ± 0.86
If juvenile price reduced by 10%4.61 ± 1.337.81 ± 1.767.92 ± 0.82
If juvenile price reduced by 15%4.36 ± 1.257.37 ± 1.667.48 ± 0.77
If juvenile price reduced by 20%4.10 ± 1.186.94 ± 1.567.04 ± 0.73
If juvenile price increased by 5%5.38 ± 1.559.11 ± 2.059.24 ± 0.95
If juvenile price increased by 10%5.64 ± 1.629.54 ± 2.159.68 ± 1.00
If juvenile price increased by 15%5.90 ± 1.709.97 ± 2.2510.12 ± 1.05
If juvenile price increased by 20%6.15 ± 1.7710.41 ± 2.3410.57 ± 1.09
If adult price reduced by 5%5.34 ± 1.549.02 ± 2.039.16 ± 0.95
If adult price reduced by 10%5.57 ± 1.609.40 ± 2.129.54 ± 0.98
If adult price reduced by 15%5.82 ± 1.679.81 ± 2.219.96 ± 1.03
If adult price reduced by 20%6.09 ± 1.7510.26 ± 2.3110.41 ± 1.07
If adult price increased by 5%4.93 ± 1.428.35 ± 1.888.48 ± 0.88
If adult price increased by 10%4.75 ± 1.378.05 ± 1.818.17 ± 0.84
If adult price increased by 15%4.58 ± 1.327.77 ± 1.757.89 ± 0.81
If adult price increased by 20%4.43 ± 1.277.51 ± 1.697.63 ± 0.79
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Qin, L.; Guo, C.; Xiong, M.; Gong, K.; Liu, J.; Zhang, T.; Li, W. Effects of Shelter on the Hatching, Immune Performance, and Profitability of the Ovigerous Red Swamp Crayfish Procambarus clarkii under High Stocking Density. Water 2023, 15, 907. https://doi.org/10.3390/w15050907

AMA Style

Qin L, Guo C, Xiong M, Gong K, Liu J, Zhang T, Li W. Effects of Shelter on the Hatching, Immune Performance, and Profitability of the Ovigerous Red Swamp Crayfish Procambarus clarkii under High Stocking Density. Water. 2023; 15(5):907. https://doi.org/10.3390/w15050907

Chicago/Turabian Style

Qin, Lirong, Chao Guo, Mantang Xiong, Kun Gong, Jiashou Liu, Tanglin Zhang, and Wei Li. 2023. "Effects of Shelter on the Hatching, Immune Performance, and Profitability of the Ovigerous Red Swamp Crayfish Procambarus clarkii under High Stocking Density" Water 15, no. 5: 907. https://doi.org/10.3390/w15050907

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop