Preprint
Article

This version is not peer-reviewed.

The Interspecific Competition Between Larvae of Aedes aegypti and Major African Malaria Vectors in a Semi-Field System in Tanzania

A peer-reviewed article of this preprint also exists.

Submitted:

15 October 2024

Posted:

16 October 2024

You are already at the latest version

Abstract

Interspecific competition between mosquito larvae may affects adult vectorial capacity, potentially reducing disease transmission. It also influences population dynamics, cannibalistic and predatory behaviors. However, knowledge of interspecific competition between Ae. aegypti and Anopheles species is limited. The study examined interspecific competition between Ae. aegypti larvae and either An. arabiensis, An. gambiae, or An. funestus on individual fitness in semi-field settings. The experiments involved density combinations of 100:100, 200:0, and 0:200 (Ae. aegypti: Anopheles), reared with and without food, in small habitat (8.5 cm height × 15 cm diameter) with 0.5 litre and medium habitats (15 cm height × 35 cm diameter) with 1 litre of water. The first group received Tetramin® fish food (0.02 g), while the second group was unfed to assess cannibalism and predation. While, interspecific competition affected both genera, Anopheles species experienced greater effect, with reduced survival and delayed development, compared to Ae. aegypti. The mean wing lengths of all species were significantly small in small habitats in mixed population (p < 0.001). The presence of food reduced cannibalism and predation compared to its absence. These interactions have implications for diseases transmission dynamics and can serve as biological indicators to signal the impacts of vector control interventions.

Keywords: 
;  ;  ;  ;  ;  ;  ;  

Introduction

Mosquitoes such as Aedes, Anopheles and Culex species are major public health threats due to their role in transmitting vector borne disease (VBD) such as malaria, yellow fever, dengue, Zika, Chikungunya, Rift valley fever, lymphatic filariasis and West Nile fever to humans [1]. Globally, around 80% of people are at risk of being affected by at least one VBD that accounts for an estimated 17% of the global burden of infectious diseases and causes about 700,000 mortalities each year [2]. Among vectors that pose significant threats to public health such as Aedes and Anopheles species coexist at the larval stage in urban and suburban areas as documented in previous studies [3,4,5,6,7]. This aligns with WHO malaria report, that infrastructure development can affect the distribution and quality of breeding sites, making mosquitoes to adapt to changing environments and capable of surviving outside their natural aquatic habitats [8]. The preferred aquatic habitats for Anopheles species; An. gambiae and An. arabiensis species include small and temporary clean water such as puddles, hoof prints, tire tracks, and rain pools [9] and large, vegetated semi-permanent and permanent aquatic habitats such as swamps, ponds, and river streams for An.funestus [10,11]. On the other hand, Aedes species prefers man-made or natural habitats such as containers, tree holes, pitchers, flower pots, roof gutters, tires, common in urban environment [10,12,13].
When different mosquito species coexist at the larval stage, interspecific competition for limited resources such as food, space (habitat) and oxygen arise. This competitive pressure influences mosquito larval growth rate, development, survival [14] and behaviors such as cannibalism and predation [15,16,17], thereby affecting species composition and abundance within ecosystem [18,19]. It has been documented that interspecific competition between mosquito’s larvae may indirectly and negatively influence adult life history traits such as vector competence, body size, fecundity, pathogen susceptibility, longevity, flight capability and overall vectorial capacity, potentially reducing the risks of diseases transmission [18,19,20]. Laboratory and field studies on interspecific competition between Aedes and Culex species reported slow larval development, low larval survival rate, small body size, reduced fecundity, and imbalance sex ratio between the test species [21]. Competitive interactions can drive cannibalistic and predatory behavior which are crucial for understanding mosquito population regulation. These behaviors drastically reduce population size below its carrying capacity contributing to self-regulation [22,23]. Understanding the effect of interspecific competition is crucial for comprehending the dynamics of mosquito populations and their implications for disease transmission. While several studies have focused within the same genus of Aedes, Culex and Anopheles [14,15,20,24,25,26], the knowledge of interspecific competition between Ae. aegypti and major African malaria vectors is still limited.
The interaction between biotic and abiotic factors collectively shape the population dynamics of adult’s mosquitoes [27]. On the other hand, this interaction can alter the effects of competition between different species, potentially reducing competition, leading to the coexistence of species, or changing the advantage of one species over the other [25,28,29,30]. Based on environmental variations, vectorial capacity parameters vary temporally and spatially and a single environmental component might have antagonistic effects on several different vectorial capacity parameters [31,32]. High temperatures may increase vector competence, lower the extrinsic incubation period, and simultaneously shorten adult lifespan [19,33] but also yield more [34] or less competent vectors for pathogens [35]. Correspondingly, the mosquitoes larval environment (i.e. competition, larval density, nutritional status) may also influence their susceptibility to infections and disease transmission [36,37]. Understanding the consequences of interspecific competition between Ae. aegypti and major African malaria vectors is not just ecologically significant but also holds epidemiological importance due to their role in disease transmission [38].
To understand the impacts of interspecific competition between mosquito’s larvae, the study developed the following question; how the competitive interactions between larvae of Ae. aegypti versus An. arabiensis, Ae. aegypti versus An. gambiae and Ae. aegypti versus An. funestus can affect individual fitness in semi field settings.? To answer the question, the experiments were set up with intraspecific (single specie as a control) and interspecific (multiple species) competition in small and medium habitats, both with and without food.

Materials and methods

2.Study area

Experiments were carried out between June and September 2023 in semi field system (SFS) at the Mosquito City facility of the Ifakara Health Institute (IHI), located in Kining'ina village (8.114170 S, 36.674840 E), of Kilombero district, Southern of Tanzania. As described in other studies, the SFS is a large, netted cage enclosure with vegetation and breeding habitats that mimic a natural environment [39]. The temperature and relative humidity were recorded daily using a Tiny tag® data logger placed inside the SFS.

2.Study design

The study used a full factorial experimental design to determine the effect of competition (intra and interspecific) and habitat size on mosquito fitness parameters, larval developmental time, survival to adult as well as wing length as a proxy for adult body size. Additionally, the design was used to determine the effect of food, competition and habitat size on the rate of cannibalism and predation between test species. The factorial design allows for testing all combinations of factors and their levels to assess their individual and interaction effects on the outcome of interest.

2.Larval habitats

Two habitat sizes were created from plastic basins; small (8.5 cm height × 15 cm diameter) with 0.5 liter of water and medium (15 cm height × 35 cm diameter) with 1 liter of water were used. The habitats were monitored daily and replenished as necessary to maintain the same volume. The habitats were covered with nets to prevent emerging adult mosquitoes from escaping. The temperature of the water in the habitats was measured using a thermometer placed directly in the larval habitat.

2.Experimental procedures

Three sets of species density combinations with interspecific and intraspecific at a ratio of 100:100, 200:0 and 0:200 (Ae. aegypti: Anopheles), that included combinations of Ae. aegypti with either 1) An. arabiensis, 2) An. gambiae s.s. or 3) An. funestus respectively were set up. Instar two larvae from the laboratory were introduced to small and medium habitats and reared to adults, either in the presence or absence of food. This was designed specifically to assess the rate of cannibalism and predation among mosquitoes’ larvae in both presence and absence of food. Those selected to receive food were fed Tetramin® fish food (0.02 g) twice per day. Each of 12 treatments was replicated six times making a total of 72 larval habitats per species combination and 216 larval habitats for three sets of species combinations (Figure 1). Experimental procedures were identical for all three experiments in both intra and interspecific competition.

2.Data collection

Larvae survival was monitored daily by recording the total number alive, dead and missing. Missing or damaged larvae were considered to have been consumed due to cannibalism or predation, while undamaged dead larvae, that were removed daily, were attributed to natural mortality [40]. After every 24 hours, cannibalism was recorded within same specie (intraspecific competition) and predation when Ae. aegypti were mixed with Anopheles species (interspecific competition). The pupae collected daily from each habitat were transferred to paper cups with water (50mls) and placed in a net cage (41 cm height × 35 cm length × 33 cm width) where it was monitored until all emerged to adult or died, a point that marked the end of the experiment. The emerged adults were recorded into their respective species. The number of days between introduction of larvae into the habitats to pupation and adult emergence were used to estimate developmental time and larval survival to adults respectively. Subsample of 10 mosquitoes per specie for every combination ratio were used for wing length measurement as described in a previous study (44). A single wing was removed from each female, placed on a glass microscope slide, and measured from the alular notch to the wing tip, excluding the wing fringe. Wing length was measured in millimeters using computer imaging software with a phase contrast microscope. The strong correlation between wing length and dry body weight led to its usage as a body size metric [41].

2.Data management and statistical analysis.

The data were analyzed using STATA 18 software (Stata Corp LLC, USA). Shapiro Wilk test used for testing data normality and statistical significance was set as a p<0.05. Descriptive statistics, mean and 95% confidence intervals (CI) of developmental time, larvae survival to adulthood, wing length and missing larvae for each Ae. aegypti and Anopheles species experiment were calculated.
The percentage larvae survival to adulthood was obtained as the total number of emerged adults divided by the initial number of larvae introduced in the habitat per species multiplied by hundred. Also, the number of missing larvae was obtained by adding the total number of dead larvae, the total number of live pupae, and the number of dead pupae found in the larval habitat, then subtracting this sum from the total number of larvae that remained in the basin from the previous day. Its percentage was obtained by taking the total number of missing larvae divide by the initial number of larvae introduced in the habitat multiplied by hundred.
A generalized linear mixed model (GLMM) was used; negative binomial regression was used to examine the fixed effects of competition, habitat and their interactions on the number of larvae survived to adulthood, whereby the effect of food was also included in the analysis to account for missing larvae. The experimental day was fitted as a random variable in the model. Additionally, binomial regression was used to test the fixed effects of competition (intra or interspecific competition), habitat (small or medium) and their interactions on wing size.

Results

The daily recorded temperature and relative humidity inside the semi-field system (SFS) from June to September averaged 27.21 ± 0.05ºC and 74.74 ± 0.16%, respectively. Additionally, the average water temperature in the habitats was also 27.21 ± 0.05ºC.

3.Larval developmental time

In populations of single species, An. arabiensis had a mean pupation time of 9.7 (9.07, 10.28) days in small and 9.5 (8.80, 10.24) days in medium habitats. When reared with Ae. aegypti, this increased to 12 (11.35, 12.65) in small and 12.3 (11.79, 12.90) days in medium habitats, significantly prolonging the time to pupation. For Ae. aegypti, the mean time to pupation in single populations was 9.5 (8.84, 10.22) and 9.5 (8.88, 10.12) days in small and medium habitats respectively. In mixed populations with An. arabiensis, the time to pupation decreased to 8.5 (7.81, 9.10) and 8.7 (8.14, 9.23) days in small and medium habitats respectively.
Anopheles gambiae exhibited a mean pupation time of 7.8 (7.01, 8.51) and 8.17 (7.36, 8.97) days in small and medium habitats in populations of single species that increased to 9 (8.75, 9.78) and 8.9 (8.99, 9.68) days in small and medium habitats respectively, when reared with Ae. aegypti. Conversely, Ae. aegypti showed a reduced pupation time of 6.7 (6.03, 7.37) and 7.14 (6.38, 7.90) days in small and medium habitats respectively, compared to 8.7 (7.91, 9.43) and 8.7 (7.99, 9.31) days in small and medium habitat sizes when reared alone.
Anopheles funestus had a mean pupation time of 14.4 (13.73, 14.99) and 14.4 (13.71, 14.99) days in both small and medium habitats in single populations, increasing to 15.5 (15.02, 16.0) and 15.2 (15.10, 15.82) days in the same habitats when reared with Ae. aegypti. By contrast, Ae. aegypti took longer to pupate in single populations, with mean times of 10.6 (9.97, 11.29) days in small and 11 (10.40, 11.67) days in medium habitats, compared to 7 (6.49, 7.59) and 7.7 (7.14, 8.30) days in the same habitats, in mixed populations.

3.Effects of competition on mosquito larvae survived to adults

Ae. aegypti consistently exhibited higher survival rates in interspecific competition compared to An. arabiensis, An. gambiae and An. funestus, with both genera showing higher larval survival to adults in single species populations than mixed populations (Figure 2A, 2B, 2C; and Table 1).

3.Adults body size via wing length (mm)

Mosquito body sizes of all test species were significantly affected by competition, habitat size, and their interaction (p<0.001, Table 2). Overall, the means wing length of all test species were significantly small for mosquitoes emerging from small habitat compared to those emerging from medium habitats in interspecific competition (Figure 3A, Figure 3B and Figure 3C). In comparison, the mean wing lengths of mosquitoes emerging from small and medium habitats were significantly large in intraspecific competition compared to those in interspecific competition for both genera.
3.Cannibalism and predation effects
The study observed notable variation in the rate of missing larvae in presence or absence food; and during competition of Ae. aegypti with either An. arabiensis, An. gambiae or An. funestus (Figure 4). With either presence or absence of food, An. arabiensis, An. gambiae, and An. funestus experienced higher rate of missing larvae in interspecific competition than Ae. aegypti (Figure 5A, Figure 5B, Figure 5CFigure 5D, Figure 5E and Figure 5F). This indicates that Anopheles species encounter greater survival challenges when competing with Ae. aegypti than when they are alone. The presence of food decreased the rate of missing larvae in all mosquito species (Figure 5A, Figure 5B,Figure 5CFigure 5D, Figure 5E and Figure 5F, Table 3).

Discussion

This is the first study documenting the effect of competition of cohabiting Ae. aegypti and Anopheles species at larval stages on mosquito fitness. Overall, The coexistence of Ae. aegypti with An. arabiensis, An. gambiae, or An. funestus led to competition, resulting in decreased larval survival, delayed pupation, reduced body size, and an increased rate of missing larvae of those species. When An. arabiensis, An. gambiae, and An. funestus were reared individually higher larval survival rate, larger adult body sizes, short pupation time and reduced rate of missing larvae were observed compared to when they were reared with Ae. Aegypti. These findings are consistent with previous studies conducted under laboratory and semi-field settings that recorded delayed developmental time, reduced larvae survival rate to adult, and reduced adult body size of cohabiting Aedes and Culex species [21,25,42,43].
This study documented interrupted developmental time from larvae to adults as a mosquito fitness cost caused by competition from cohabitation. This could be attributed to intense competition for limited food resources, which reduces food intake per larvae, slowing their growth and delaying pupation. While both species shared the same habitats and resources, this overlap increased closely contact within the same ecological niche that could also be a probable cause of the delayed development. A prior study of Aedes cantans under field conditions indicated that frequent contact between larvae could interfere with their feeding, resulting in prolonged developmental time similar to those caused by food scarcity [44]. In addition, growth-inhibiting cues released by Ae. aegypti larvae that make it grow fast, may prolong the development of An. arabiensis, An. gambiae, or An. funestus [45,46]. Moreover, because some of the food particles given to the larvae tends to settle at the bottom of the larval habitat, Ae. aegypti larvae might have an advantage to access these food particles owing to its diving ability compared to coexisting An. arabiensis, An. gambiae and An. funestus. Also, the differences in the mouth brushes of Culicine mosquitoes and the frequency of strokes might result in varying amounts of food intake per unit of time, which it turn might favor shorter developmental compared to Anopheles species in the same habitats [47,48]. Subsequently, fast growth rate benefits larval survival by reducing their exposure to vulnerable larvae stages such as cannibalism, predation and environmental factors i.e. rainfall leading to the flushing of breeding sites or drought periods causing desiccation of larval habitats [15,49].
These findings clearly indicated the effect of food accessibility on larval survival in a mixed population and its emergence to adult mosquitoes. Ae. aegypti larvae are often more aggressive and efficient in resource acquisition, outcompeting Anopheles larvae. In a mixed population, Ae. aegypti exhibited a higher adult emergence rate than An. arabiensis, An. gambiae, and An. funestus. These results align with previous laboratory studies that examined the effect of interspecific competition within Aedes species and between Ae.aegypti and An.stephensi on survival [50,51]. A separate study has indicated that species capable of sustaining positive population growth tend to hold a competitive advantage over their counterparts [52]. For that case, Ae. aegypti outcompeted An. arabiensis, An. gambiae, and An. funestus due to its superior survival rates. The rationale behind this competitive advantage is likely attributed to the enhanced food intake [51,52]. Another study observed a similar trend of Ae. aegypti and Ae. polynesiensis, whereby Ae. polynesiensis showed a competitive advantage over Ae. aegypti under field conditions [53]. Similarly, when considering Ae. albopictus and Ae. aegypti, Ae. albopictus maintained a positive population growth over Ae. aegypti [54].
Interspecific competition in mosquitoes sharing the habitats is recognized as a key factor influencing species distribution and population structure [55,56]. This has been reported in the Southeastern United States, where the reduction in Ae. aegypti abundance resulted from its competition with Ae. albopictus [57]. The coexistence of Ae. aegypti and Anopheles species have been observed in natural environments, particularly in urban and suburban areas of Benin, Gezira Sudan, Nigeria and Kinshasa Congo [4,5,6,7].
During these experiments, variations in foraging behaviors between test mosquito species were observed. Ae. aegypti were observed to predominantly spent more time at the bottom and walls of the larval habitat, whereas Anopheles species spent more time at the surface. These behavioral differences could result in differential resource utilization, potentially reducing or avoiding interspecific competition [58]. Similar foraging patterns has been recorded in the coexisting Ae. albopictus and Ae. aegypti, where Ae. albopictus foraged at detritus surfaces, while Ae. aegypti occupied the column and bottom of the larval habitat [59]. In addition, Cx. quinquefasciatus demonstrated a feeding preference on the lower surfaces microlayer, whereas An. gambiae predominantly fed on the upper surfaces microlayer [60,61].
In this study, wing length estimates, revealed that interspecific competition had an effect on body size of all test mosquito species [62,63,64]. Mixed populations in small larval habitats had relatively small body sizes compared to those emerging from medium larval habitats. Considering the notable difference in body size of the two mosquito species influenced by habitat size, it is reasonable to infer that limited space serves as a variable in the larval environment, prompting competition that affects the adult mosquito and its associated host seeking, mating, fecundity, and vector competence [63,65,66].
The current study demonstrated that cannibalism and predation occurred in both Ae. aegypti and Anopheles species. Cannibalism and predation were established from missing larvae / unrecovered dead larvae. These behaviors between and within Ae. aegypti and Anopheles species were observed from third day of monitoring at larvae stage three. As Ae.aegypti larvae grew faster than Anopheles species, exhibited these behaviors, consistent with earlier findings that suggested these behaviors involve older and relatively larger individual larvae [15,67]. Anopheles larvae may be physically less capable of defending themselves against aggressive Ae. aegypti, making them easier targets for predation. It was observed that, Ae. aegypti were predating on Anopheles probably due to their physical differencies, but also to some extent cannibalizing themselves. Because the two species shared the same habitats and resources, this overlap increased the chances of predation as both species interacted closely within the same ecological niche. Previous research reported that cannibalism or predation among mosquito larvae may result from the circular currents created by the mouth brushes of older larvae during filtering [68], or through active attacks by conspecifics or heterospecifics and when species are in close proximity [69]. On the other hand, this study suggests that the amount of food given did not affect cannibalism and predation, because few Anopheles larvae were missing in the presence of Ae. aegypti. This imply that, these behaviors are facultative processes and are not dependent on food availability [17].
While the study objectives were achieved, several limitations may have influenced the observed outcomes. The study was conducted in a controlled environment in a semi-field setting designed to mimic realistic conditions. While exposed to fluctuating microclimatic conditions, the environment allowed for control over specific factors, such as predators and varying food availability that could have influenced the outcome. Additionally, laboratory-reared mosquitoes at the second instar stage were used and transferred to the semi-field system, potentially slowing their development as they adapted to the new environmental conditions. Furthermore, the study did not attempt to confirm cannibalism and predation behaviors through methods such as polymerase chain reaction (PCR) analysis of prey DNA, examination of larvae feces, or midguts content analysis. Instead, the study relied on the missing larvae to infer cannibalism and predation, which may have affected the accuracy of these observations.
This study focused on a specific time frame, further studies should investigate the underlying mechanisms driving these competitive interactions, allowing for more comprehensive understanding of mosquito population dynamics. Also, further studies should focus on exploring the variables that impact competitive interactions and evaluating the prevalence of such interactions in natural settings. Also, future studies should focus on other fitness parameters such as fecundity, longevity, host seeking behavior and flight capabilities of adult mosquitoes resulting from interspecific competition.

Conclusions

These findings demonstrate superior competitiveness of Ae. aegypti over major African malaria vectors. This study has implications for diseases transmission dynamics, due to environmental changes such as urbanizations, climate changes or human interventions like water management practices in urban areas can lead to new scenarios where these species do overlap more frequently. By understanding competitive interactions between Ae. aegypti and major African malaria vectors is vital for predicting changes in the population dynamics of these species, which are both important diseases vectors. For instance, a decline in the Anopheles population due to competition can lead to an increase in Aedes population which inadvertently may increase the risks of Aedes borne diseases. Additionally, this unique and antagonist interaction between these species can be used as biological indicator to signal the impact of vector control intervention on mosquito ecology, particularly the biotechnology approaches such as gene derive technology.

Funding

This study was funded by the National Institute for Health Research (NIHR) (using the UK's Official Development Assistance (ODA) funding) and Wellcome [218776/Z/19/Z] through the NIHR-Wellcome Partnership for Global Health Research.

Conflicts of Interest

The authors affirm that no conflicts of interest to declare.

Acknowledgments

The authors express gratitude to Ifakara Health Institute (IHI) for granting access to essential research facilities. Also, the authors would like to acknowledge Dr. Yeromin P. Mlacha for his valuable technical inputs in this manuscript. Recognition is also given to Lameck Simba for his assistance in maintaining the colony, as well as to all technicians at IHI Mosquito City (Kining’ina), Vector Sphere and Bagamoyo for their contributions during this study.

Abbreviations

VBD: Vector - borne diseases, WHO: World Health Organization, IHI: Ifakara Health Institute, SFS: Semi field system, GLMM: Generalized linear mixed model. CI: Confidence interval, PCR: Polymerase chain reaction and DNA: Deoxyribonucleic acid.

Authors’ Contributions

SCL and DWL conceived, designed and implemented the study. SCL executed the experiment. SCL, JKS, YAM and LLM carried out data analysis and interpretation of the results. SCL wrote the manuscript. JKS, YAM, LLM, ASM, NKN, AM, HJK, AM, SM, MFM and DWL revised the manuscript. All authors participated in reviewing and approving of the final version of the manuscript for submission.

Ethical Clearance

Ethical approval was granted by Ifakara Health Institutional Review Board (IHI/IRB/NO.29-2023). No anticipatable risk was associated with the participants in the study, as it was carried out in a semi-field environment.

Data Availability and Materials

The availability of original data can be shared upon reasonable request.

Publication Consent

The permission to publish was granted by the National Institute for Medical Research - Tanzania (NIMR) (Ref No. BD.242/437/01C/8).

References

  1. Wilkerson, R.C.; Linton, Y.-M.; Fonseca, D.M.; Schultz, T.R.; Price, D.C.; Strickman, D.A. Making Mosquito Taxonomy Useful: A Stable Classification of Tribe Aedini that Balances Utility with Current Knowledge of Evolutionary Relationships. PLOS ONE 2015, 10, e0133602. [Google Scholar] [CrossRef] [PubMed]
  2. WHO Global vector control response 2017-2030, WHO [Internett]. J. Sains dan Seni ITS. Hentet fra: http://repositorio.unan.edu.ni/2986/1/5624.pdf%0Ahttp://fiskal.kemenkeu.go.id/ejournal%0Ahttp://dx.doi.org/10.1016/j.cirp.2016.06.001%0Ahttp://dx.doi.org/10.1016/j.powtec.2016.12.055%0Ahttps://doi.org/10.1016/j.ijfatigue.2019.02.006%0Ahttps://doi.org/10.1.
  3. Fagbohun, I.K.; Idowu, E.T.; Awolola, T.S.; Otubanjo, O.A. Seasonal abundance and larval habitats characterization of mosquito species in Lagos State, Nigeria. Sci. Afr. 2020, 10, e00656. [Google Scholar] [CrossRef]
  4. Mbanzulu, K.M.; Mboera, L.E.G.; Wumba, R.; Engbu, D.; Bojabwa, M.M.; Zanga, J.; Mitashi, P.M.; Misinzo, G.; Kimera, S.I. Physicochemical Characteristics of Aedes Mosquito Breeding Habitats in Suburban and Urban Areas of Kinshasa, Democratic Republic of the Congo. Front. Trop. Dis. 2022, 2. [Google Scholar] [CrossRef]
  5. Mahgoub, M.M.; Kweka, E.J.; Himeidan, Y.E. Characterisation of larval habitats, species composition and factors associated with the seasonal abundance of mosquito fauna in Gezira, Sudan. Infect. Dis. Poverty 2017, 6, 23. [Google Scholar] [CrossRef]
  6. Mahmuda A, Usman M. Preferred breeding sites of different mosquito species in Sokoto. 2011.
  7. Djossou DH, Djègbè I, Mensah K, Dabla A, Nonfodji OM. Diversity of larval habitats of Anopheles mosquitoes in urban areas of Benin and influence of their physicochemical and bacteriological characteristics on larval density. Parasit Vectors. 2022;1–17.
  8. WHO. World malaria World malaria report report [Internett]. Hentet fra: https://www.wipo.int/amc/en/mediation/%0Ahttps://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2023.
  9. Ebhodaghe, F.I.; Sanchez-Vargas, I.; Isaac, C.; Foy, B.D.; Hemming-Schroeder, E. Sibling species of the major malaria vector Anopheles gambiae display divergent preferences for aquatic breeding sites in southern Nigeria. Malar. J. 2024, 23, 1–18. [Google Scholar] [CrossRef]
  10. Kahamba, N.F.; Finda, M.; Ngowo, H.S.; Msugupakulya, B.J.; Baldini, F.; Koekemoer, L.L.; Ferguson, H.M.; Okumu, F.O. Using ecological observations to improve malaria control in areas where Anopheles funestus is the dominant vector. Malar. J. 2022, 21, 1–15. [Google Scholar] [CrossRef]
  11. Munga S, Minakawa N, Zhou G, Barrack OOJ, Githeko AK, Yan G. Effects of larval competitors and predators on oviposition site selection of Anopheles gambiae sensu stricto. J Med Entomol. 2006;43:221–4.
  12. Asigau, S.; Parker, P.G. The influence of ecological factors on mosquito abundance and occurrence in Galápagos. J. Vector Ecol. 2018, 43, 125–137. [Google Scholar] [CrossRef]
  13. Vantaux, A.; Ouattarra, I.; Lefèvre, T.; Dabiré, K.R. Effects of larvicidal and larval nutritional stresses on Anopheles gambiae development, survival and competence for Plasmodium falciparum. Parasites Vectors 2016, 9, 1–11. [Google Scholar] [CrossRef]
  14. Schneider, P.; Takken, W.; Mccall, P.J. Interspecific competition between sibling species larvae of Anopheles arabiensis and An. gambiae. Med Veter- Èntomol. 2000, 14, 165–170. [Google Scholar] [CrossRef]
  15. Koenraadt CJM, Majambere S, Hemerik L, Takken W. Cannibalism and predation among larvae of Anopheles gambiae s.l. Entomol Exp Appl. 2004;112:125–34.
  16. Koenraadt, C.J.M.; Takken, W. Cannibalism and predation among larvae of the Anopheles gambiae complex. Med Veter- Èntomol. 2003, 17, 61–66. [Google Scholar] [CrossRef]
  17. Muturi, E.J.; Kim, C.-H.; Jacob, B.; Murphy, S.; Novak, R.J. Interspecies Predation Between Anopheles gambiae s.s. and Culex quinquefasciatus Larvae. J. Med Èntomol. 2010, 47, 287–290. [Google Scholar] [CrossRef] [PubMed]
  18. Huxley, P.J.; Murray, K.A.; Pawar, S.; Cator, L.J. The effect of resource limitation on the temperature dependence of mosquito population fitness. Proc. R. Soc. B: Biol. Sci. 2021, 288, 20203217. [Google Scholar] [CrossRef] [PubMed]
  19. Tabachnick, W.J. Nature, Nurture and Evolution of Intra-Species Variation in Mosquito Arbovirus Transmission Competence. Int. J. Environ. Res. Public Health 2013, 10, 249–277. [Google Scholar] [CrossRef]
  20. Lounibos LP, Bargielowski I, Carrasquilla MC, Nishimura N. Coexistence of Aedes aegypti and Aedes albopictus (Diptera: Culicidae) in Peninsular Florida Two Decades After Competitive Displacements. J Med Entomol. 2016;53:1385–90.
  21. Couret, J.; Dotson, E.; Benedict, M.Q. Temperature, Larval Diet, and Density Effects on Development Rate and Survival of Aedes aegypti (Diptera: Culicidae). PLOS ONE 2014, 9, e87468. [Google Scholar] [CrossRef]
  22. A Luppi, T.; Spivak, E.D.; Anger, K. Experimental studies on predation and cannibalism of the settlers of Chasmagnathus granulata and Cyrtograpsus angulatus (Brachyura: Grapsidae). J. Exp. Mar. Biol. Ecol. 2001, 265, 29–48. [Google Scholar] [CrossRef]
  23. Claessen, D.; de Roos, A.M.; Persson, L. Population dynamic theory of size–dependent cannibalism. Proc. R. Soc. B: Biol. Sci. 2004, 271, 333–340. [Google Scholar] [CrossRef]
  24. Costanzo KS, Muturi EJ, Lampman RL, Alto BW. The effects of resource type and ratio on competition with Aedes albopictus and Culex pipiens (Diptera: Culicidae). J Med Entomol. 2014;48:29–38.
  25. Marini, G.; Guzzetta, G.; Baldacchino, F.; Arnoldi, D.; Montarsi, F.; Capelli, G.; Rizzoli, A.; Merler, S.; Rosà, R. The effect of interspecific competition on the temporal dynamics of Aedes albopictus and Culex pipiens. Parasites Vectors 2017, 10, 102. [Google Scholar] [CrossRef]
  26. Evans, M.V.; Drake, J.M.; Jones, L.; Murdock, C.C. Assessing temperature-dependent competition between two invasive mosquito species. Ecol. Appl. 2021, 31, e2334. [Google Scholar] [CrossRef]
  27. Dharmamuthuraja, D.; D., R.P.; M., I.L.; Isvaran, K.; Ghosh, S.K.; Ishtiaq, F. Determinants of Aedes mosquito larval ecology in a heterogeneous urban environment- a longitudinal study in Bengaluru, India. PLOS Neglected Trop. Dis. 2023, 17, e0011702. [CrossRef]
  28. Fader, J.E.; Juliano, S.A. An empirical test of the aggregation model of coexistence and consequences for competing container-dwelling mosquitoes. Ecology 2013, 94, 478–488. [Google Scholar] [CrossRef]
  29. Murrell, E.G.; Juliano, S.A. Predation resistance does not trade off with competitive ability in early-colonizing mosquitoes. Oecologia 2013, 173, 1033–42. [Google Scholar] [CrossRef]
  30. Farjana, T.; Tuno, N.; Higa, Y. Effects of temperature and diet on development and interspecies competition in Aedes aegypti and Aedes albopictus. Med Veter- Èntomol. 2012, 26, 210–217. [Google Scholar] [CrossRef] [PubMed]
  31. Lefèvre, T.; Vantaux, A.; Dabiré, K.R.; Mouline, K.; Cohuet, A. Non-Genetic Determinants of Mosquito Competence for Malaria Parasites. PLOS Pathog. 2013, 9, e1003365. [Google Scholar] [CrossRef] [PubMed]
  32. Tuno, N.; Farjana, T.; Uchida, Y.; Iyori, M.; Yoshida, S. Effects of Temperature and Nutrition during the Larval Period on Life History Traits in an Invasive Malaria Vector Anopheles stephensi. Insects 2023, 14, 543. [Google Scholar] [CrossRef] [PubMed]
  33. Alto, B.W.; Bettinardi, D. Temperature and Dengue Virus Infection in Mosquitoes: Independent Effects on the Immature and Adult Stages. Am. J. Trop. Med. Hyg. 2013, 88, 497–505. [Google Scholar] [CrossRef] [PubMed]
  34. Muturi EJ, Blackshear M, Montgomery A. Temperature and density-dependent effects of larval environment on Aedes aegypti competence for an alphavirus. J Vector Ecol. 2012;37:154–61.
  35. Alto BW, Lounibos LP. Vector competence for arboviruses in relation to the larval environment of mosquitoes. Ecol parasite-vector Interact. 2013;81–101.
  36. Alto BW, Lounibos LP, Mores CN, Reiskind MH. Larval competition alters susceptibility of adult Aedes mosquitoes to dengue infection. Proc R Soc B Biol Sci. 2008;275:463–71.
  37. Ready PD, Rogers M. Ecology of parasite-vector interactions. Ecol. parasite-vector Interact. 2013.
  38. Nebbak, A.; Almeras, L.; Parola, P.; Bitam, I. Mosquito Vectors (Diptera: Culicidae) and Mosquito-Borne Diseases in North Africa. Insects 2022, 13, 962. [Google Scholar] [CrossRef]
  39. Ferguson, H.M.; Ng'Habi, K.R.; Walder, T.; Kadungula, D.; Moore, S.J.; Lyimo, I.; Russell, T.L.; Urassa, H.; Mshinda, H.; Killeen, G.F.; et al. Establishment of a large semi-field system for experimental study of African malaria vector ecology and control in Tanzania. Malar. J. 2008, 7, 158–158. [Google Scholar] [CrossRef]
  40. Ong’wen, F.; Onyango, P.O.; Bukhari, T. Direct and indirect effects of predation and parasitism on the Anopheles gambiae mosquito. Parasites Vectors 2020, 13, 1–11. [Google Scholar] [CrossRef]
  41. Koella, JC. Relationship between body size of adult Anopheles gambiae s.l. and infection with the malaria parasite Plasmodium falciparum. Parasitology. 1992;104:233–7.
  42. Alomar, A.A.; Pérez-Ramos, D.W.; Kim, D.; Kendziorski, N.L.; Eastmond, B.H.; Alto, B.W.; Caragata, E.P. Native Wolbachia infection and larval competition stress shape fitness and West Nile virus infection in Culex quinquefasciatus mosquitoes. Front. Microbiol. 2023, 14, 1138476. [Google Scholar] [CrossRef]
  43. Aznar, V.R.; Alem, I.; De Majo, M.S.; Byttebier, B.; Solari, H.G.; Fischer, S. Effects of scarcity and excess of larval food on life history traits ofAedes aegypti(Diptera: Culicidae). J. Vector Ecol. 2018, 43, 117–124. [Google Scholar] [CrossRef]
  44. Renshaw, M.; Service, M.W.; Birley, M.H. Density-dependent regulation of Aedes cantans (Diptera: Culicidae) in natural and artificial populations. Ecol. Èntomol. 1993, 18, 223–233. [Google Scholar] [CrossRef]
  45. Gyrisco GG, Sohi SS, Moore CG, Whitacre DM, Pioneering E. Competition in Mosqviitoes. Production of Aedes aegypti 1 Larval Growth Retardant at Various Densities and Nutrition Levels 2. 1972;915–8.
  46. Bédhomme, S.; Agnew, P.; Sidobre, C.; Michalakis, Y. Pollution by conspecifics as a component of intraspecific competition among Aedes aegypti larvae. Ecol. Èntomol. 2005, 30, 1–7. [Google Scholar] [CrossRef]
  47. Widahl, L.-E. Flow Patterns around Suspension-Feeding Mosquito Larvae (Diptera: Culicidae). Ann. Èntomol. Soc. Am. 1992, 85, 91–95. [Google Scholar] [CrossRef]
  48. Ho C, Ewert A, Chew L. Interspecific Competition Among Aedes aegypti, Ae. albopictus, and Ae. triseriatus ( Diptera : Culicidae ): Larval Development in Mixed Cultures. 1989;26:615–23.
  49. Paaijmans, K.P.; Huijben, S.; Githeko, A.K.; Takken, W. Competitive interactions between larvae of the malaria mosquitoes Anopheles arabiensis and Anopheles gambiae under semi-field conditions in western Kenya. Acta Trop. 2009, 109, 124–130. [Google Scholar] [CrossRef] [PubMed]
  50. Yee, D.A.; Juliano, S.A. Consequences of detritus type in an aquatic microsystem: effects on water quality, micro-organisms and performance of the dominant consumer. Freshw. Biol. 2006, 51, 448–459. [Google Scholar] [CrossRef]
  51. Dhiman, R.C.; Haq, S.; Kumar, G. Interspecific competition between larval stages of Aedes aegypti and Anopheles stephensi. J. Vector Borne Dis. 2019, 56, 303–307. [Google Scholar] [CrossRef]
  52. Armistead JS, Arias JR, Nishimura N, Lounibos LP. Interspecific larval competition between Aedes albopictus and Aedes japonicus (Diptera: Culicidae) in northern Virginia. J Med Entomol. 2008;45:629–37.
  53. Pocock K. Interspecific competition between container sharing mosquito larvae, Aedes aegypti (L.), Aedes polynesiensis Marks, and Culex quinquefasciatus Say, in Moorea, French Polynesia. 2007;
  54. Murrell EG, Juliano SA. Detritus Type Alters the Outcome of Interspecific Competition Between Aedes aegypti and Aedes albopictus ( Diptera : Culicidae ). 2008;375–83.
  55. Juliano SA, Lounibos LP, O’Meara GF. A field test for competitive effects of Aedes albopictus on A. aegypti in South Florida: differences between sites of coexistence and exclusion? Oecologia. 2004;139:583–93.
  56. Juliano SA, Philip Lounibos L. Ecology of invasive mosquitoes: effects on resident species and on human health. Ecol Lett. 2005;8:558–74.
  57. Barrera, R. Competition and resistance to starvation in larvae of container-inhabiting Aedes mosquitoes. Ecol. Èntomol. 1996, 21, 117–127. [Google Scholar] [CrossRef]
  58. Reisen, W.K.; Azra, K.; Mahmood, F. Anopheles Culicifacies (Diptera: Culicidae): Horizontal and Vertical Estimates of Immature Development and Survivorship in Rural Punjab Province, Pakistan1. J. Med Èntomol. 1982, 19, 413–422. [Google Scholar] [CrossRef]
  59. Yee, D.A.; Kesavaraju, B.; Juliano, S.A. Interspecific Differences in Feeding Behavior and Survival Under Food-Limited Conditions for Larval Aedes albopictus and Aedes aegypti (Diptera: Culicidae). Ann. Èntomol. Soc. Am. 2004, 97, 720–728. [Google Scholar] [CrossRef]
  60. de Wolfshaar, v.; Roos, d.; Persson; Hočevar, S.; Kuparinen, A.; Toscano, B.J.; Figel, A.S.; Rudolf, V.H.W.; Benkendorf, D.J.; Whiteman, H.H...; et al. Size-Dependent Interactions Inhibit Coexistence in Intraguild Predation Systems with Life-History Omnivory. Am. Nat. 2006, 168, 62. [CrossRef]
  61. Ng'Habi, K.R.; John, B.; Nkwengulila, G.; Knols, B.G.; Killeen, G.F.; Ferguson, H.M. Effect of larval crowding on mating competitiveness of Anopheles gambiae mosquitoes. Malar. J. 2005, 4, 49–49. [Google Scholar] [CrossRef]
  62. Fernandes, L.; Briegel, H. Reproductive physiology of Anopheles gambiae and Anopheles atroparvus. J. Vector. Ecol. 2005, 30, 11–26. [Google Scholar]
  63. Lyimo, E.O.; Takken, W. Effects of adult body size on fecundity and the pre-gravid rate of Anopheles gambiae females in Tanzania. Med Veter- Èntomol. 1993, 7, 328–332. [Google Scholar] [CrossRef] [PubMed]
  64. Takken, W.; Klowden, M.J.; Chambers, G.M. Articles: Effect of Body Size on Host Seeking and Blood Meal Utilization in Anopheles gambiae sensu stricto (Diptera: Culicidae): the Disadvantage of Being Small. J. Med Èntomol. 1998, 35, 639–645. [Google Scholar] [CrossRef] [PubMed]
  65. Prochaska J, Benowitz N. HHS Public Access. Physiology & Behaviour. 2016;176:100–106.
  66. Suwanchaichinda C, Paskewitz SM. Effects of Larval Nutrition , Adult Body Size , and Adult Temperature on the Ability of Anopheles gambiae ( Diptera : Culicidae ) to Melanize Sephadex Beads. 1998.
  67. Juliano, S.A. Species Interactions Among Larval Mosquitoes: Context Dependence Across Habitat Gradients. Annu. Rev. Èntomol. 2009, 54, 37–56. [Google Scholar] [CrossRef] [PubMed]
  68. Reinsen, WK; RW E. Cannibalism in Anopheles stephensi liston. 1976.
  69. Clements, A. The Biology of Mosquitoes, Volume 2: Sensory Reception and Behaviour; CABI Publishing: Oxon, United Kingdom, 1999. [Google Scholar]
Figure 1. Schematic presentation of the experimental setup and procedures for inter and intraspecific competition between Aedes aegypti and either Anopheles arabiensis, Anopheles gambiae and Anopheles funestus in small and medium habitat sizes.
Figure 1. Schematic presentation of the experimental setup and procedures for inter and intraspecific competition between Aedes aegypti and either Anopheles arabiensis, Anopheles gambiae and Anopheles funestus in small and medium habitat sizes.
Preprints 121346 g001
Figure 2. Mean percent (95% CI) of larvae survived to adulthood for a) Aedes aegypti and Anopheles arabiensis, b) Aedes aegypti and Anopheles gambiae, c) Aedes aegypti and Anopheles funestus exposed in single and mixed population across small and medium habitats.
Figure 2. Mean percent (95% CI) of larvae survived to adulthood for a) Aedes aegypti and Anopheles arabiensis, b) Aedes aegypti and Anopheles gambiae, c) Aedes aegypti and Anopheles funestus exposed in single and mixed population across small and medium habitats.
Preprints 121346 g002
Figure 3. Mean (95% CI) wing length of female a) Aedes aegypti with Anopheles arabiensis, b) Aedes aegypti with Anopheles gambiae and c) Aedes aegypti with Anopheles funestus in single and mixed population across different habitat size.
Figure 3. Mean (95% CI) wing length of female a) Aedes aegypti with Anopheles arabiensis, b) Aedes aegypti with Anopheles gambiae and c) Aedes aegypti with Anopheles funestus in single and mixed population across different habitat size.
Preprints 121346 g003
Figure 4. Showing Ae. aegypti larvae feeding on the larvae of Anopheles species sharing the same habitat.
Figure 4. Showing Ae. aegypti larvae feeding on the larvae of Anopheles species sharing the same habitat.
Preprints 121346 g004
Figure 5. Mean percent (95% CI) of missing larvae for a) Aedes aegypti and Anopheles arabiensis, b) Aedes aegypti and Anopheles gambiae, c) Aedes aegypti and Anopheles funestus exposed in single and mixed population across small and medium habitats.
Figure 5. Mean percent (95% CI) of missing larvae for a) Aedes aegypti and Anopheles arabiensis, b) Aedes aegypti and Anopheles gambiae, c) Aedes aegypti and Anopheles funestus exposed in single and mixed population across small and medium habitats.
Preprints 121346 g005
Table 1. Generalized linear mixed model for the effects of competition and habitats on larvae survived to adult for Aedes aegypti, Anopheles arabiensis, Anopheles gambiae and Anopheles funestus.
Table 1. Generalized linear mixed model for the effects of competition and habitats on larvae survived to adult for Aedes aegypti, Anopheles arabiensis, Anopheles gambiae and Anopheles funestus.
Population Species Effects RR (95% CI) P-value
Ae.aegypti & An.arabiensis Ae.aegypti Competition Intraspecific
Interspecific
1
0.40 (0.30, 0.55)

<0.001
Habitat Small
Medium
1
0.88 (0.66, 1.16)

0.359
An.arabiensis Competition Intraspecific
Interspecific
1
0.23 (0.15, 0 .35)

<0.001
Habitat Small
Medium
1
0.84 (0.56, 1.29)

0.441
Ae.aegypti & An.gambiae Ae.aegypti Competition
Intraspecific
Interspecific
1
0.50 (0.34, 0.74)

0.001
Habitat Small
Medium
1
0.89 (0.63, 1.27)

0.55
An.gambiae Competition Intraspecific
Interspecific
1
0.43 (0.26, 0.71)

0.001
Habitat Small
Medium
1
0.82 (0.52, 1.28)

0.393
Ae.aegypti & An.funestus Ae.aegypti Competition Intraspecific
Interspecific
1
0.26 (0.17, 0.39)

<0.001
Habitat Small
Medium
1
0.65 (0.45, 0.94)

0.901
An.funestus Competition Intraspecific
Interspecific
1
0.19 (0.13, 0.28)

<0.001
Habitat Small
Medium
1
1.02 (0.69, 1.52)

0.024
Table 2. Generalized linear model of the effects of competition, habitat and their interactions on the adults wing length (mm) for Aedes aegypti mixed with either Anopheles arabiensis, Anopheles gambiae or Anopheles funestus.
Table 2. Generalized linear model of the effects of competition, habitat and their interactions on the adults wing length (mm) for Aedes aegypti mixed with either Anopheles arabiensis, Anopheles gambiae or Anopheles funestus.
Population Species Effects RR (95% CI) P-value
Ae.aegypti & An.arabiensis Ae.aegypti Competition Alone
Mixed
1
0.76 (0.72, 0 .80)

<0.001
Habitat Small
Medium
1
1.16 (1.09, 1.22)

<0.001
Competition× Habitat Mixed ×Medium
1.21 (1.11, 1.31)

<0.001
An.arabiensis Competition Alone
Mixed
1
0.47 (0.44, 0.50)

<0.001
Habitat Small
Medium
1
1.13 (1.08, 1.19)

<0.001
Competition ×Habitat Mixed ×Medium
1.61 (1.48, 1.74)

<0.001
Ae.aegypti & An.gambiae Ae.aegypti Competition Alone
Mixed
1
0.80 (0.76, 0.84)

<0.001
Habitat Small
Medium
1
0.20 (1.15, 1.26)

<0.001
Competition× Habitat Mixed ×Medium
1.04 (0.98, 1.12)

0.196
An.gambiae Competition Alone
Mixed
1
0.56 (0.54, 0.58)

<0.001
Habitat Small
Medium
1
1.09 (1.04, 1.14)

<0.001
Competition× Habitat Mixed ×Medium
0.29 (0.21, 1.37)

<0.001
Ae.aegypti & An.funestus Ae.aegypti Competition Alone
Mixed
1
0.77 (0.73, 0.82)

<0.001
Habitat Small
Medium
1
1.22 (1.17, 1.29)

<0.001
Competition× Habitat Mixed ×Medium
1.13 (1.05, 1.22)

0.001
An.funestus Competition Alone
Mixed
1
0.58 (0.56, 0.60)

<0.001
Habitat Small
Medium
1
1.18 (1.14, 1.22)

<0.001
Competition× Habitat Mixed ×Medium
0.28 (1.21, 1.35)

<0.001
Table 3. Generalized linear mixed model for the effects of competition, food and habitats on cannibalistic and predacious behavior for Aedes aegypti, Anopheles arabiensis, Anopheles gambiae and Anopheles funestus.
Table 3. Generalized linear mixed model for the effects of competition, food and habitats on cannibalistic and predacious behavior for Aedes aegypti, Anopheles arabiensis, Anopheles gambiae and Anopheles funestus.
Population Species Effects RR (95% CI) P-value
Ae.aegypti & An.arabiensis Ae.aegypti Competition Alone
Mixed
1
0.54 (0.38, 0 .79)

0.001
Habitat Small
Medium
1
1.15 (0.82, 1.62)

0.423
Food No
Yes
1
0.001 (0.0001, 0 .005)

<0.001
An.arabiensis Competition Alone
Mixed
1
8.24 (4.91, 13.83)

<0.001
Habitat Small
Medium
1
1.28 (0.79, 2.06)

0.303
Food No
Yes
1
0.13 (0.07, 0 .21)

<0.001
Ae.aegypti & An.gambiae Ae.aegypti Competition Alone
Mixed
1
0.49 (0.36, 0.66)

<0.001
Habitat Small
Medium
1
0.86 (0.64, 1.16)

0.326
Food No
Yes
1
0.02 (0.01, 0 .03)

<0.001
An.gambiae Competition Alone
Mixed
1
6.35 (4.34, 9.29)

<0.001
Habitat Small
Medium
1
1.16 (0.83, 1.63)

0.386
Food No
Yes
1
0.16 (0.11, 0.24)

<0.001
Ae.aegypti & An.funestus Ae.aegypti Competition Alone
Mixed
1
0.71 (0.49, 1.03)

0.07
Habitat Small
Medium
1
0.98 (0.67, 1.45)

0.942
Food No
Yes
1
0.01 (0.003, 0.013)

<0.001
An.funestus Competition Alone
Mixed
1
14.09 (8.55, 23.22)

<0.001
Habitat Small
Medium
1
1.99 (1.27, 3.11)

0.002
Food No
Yes
1
0.26 (0.16, 0.42)

<0.001
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.
Copyright: This open access article is published under a Creative Commons CC BY 4.0 license, which permit the free download, distribution, and reuse, provided that the author and preprint are cited in any reuse.
Prerpints.org logo

Preprints.org is a free preprint server supported by MDPI in Basel, Switzerland.

Subscribe

Disclaimer

Terms of Use

Privacy Policy

Privacy Settings

© 2025 MDPI (Basel, Switzerland) unless otherwise stated