The ratio of incoming and outgoing components in the studied lakes is different (Borzenko and Shartsev, 2019). In soda lakes, the ratio of incoming water to outgoing water fluctuates between 0.60–0.99, while in chloride ones 0.46–0.52. Probably this pattern is related to another factor: the studied soda lakes are often geographically located lower than the chloride lakes, so they drain deeper water horizons, and therefore, the pressure of fresh groundwater takes part in their water balance (Borzenko et al. 2020). Therefore, their hydrological regime is more stable, and their waters are less saline.
The obtained data showed that in all identified types and subtypes of lakes the cation Na+ sharply dominated among cations, with its concentration increasing as the salinity of the water rises (Fig. 6a).
In soda lakes, at salinity ≥ 10 g/L, Ca2+ and Mg2+ do not accumulate. However, in chloride and sulphate lakes, Mg2+ becames concentrated as the salinity of the water increases. These lakes have a higher presence of Ca2+. The Mg/Ca ratio in chloride and sulphate types is on average 2 times higher than in soda lakes. As salinity increases, the value of this coefficient increases in chloride and sulphate lakes, whereas this dependency is not observed in soda lakes (Fig. 6b). In chloride and sulphate lakes, HCO3–+CO32– does not accumulate as salinity increases, leading to a decrease in water pH (Fig. 6c, d). In soda lakes, their concentration increases, resulting in an increase in water pH. The accumulation of SO42– and Cl– may be more intensive than that of HCO3–+CO32–.
Within the soda type, at an average salinity of 7 g/L, SO42– becomes the second most significant anion, and at 10 g/L, it becomes the primary one. Further increases in the salinity of soda lake water lead to the accumulation of Cl–, which becomes the dominating anion at TDS = 27 g/L. In this case, HCO3–+CO32– become the second most significant anion, causing the pH not to drop below 9.2. The first two subtypes have lower water salinity (6.4 and 6.8 g/L), but a higher average pH (9.5). Lakes Kudzhertay and Nizhnii Mukey are except, in which soda precipitation has been observed. This implies that the processes responsible for the accumulation of HCO3– and CO32– in the waters precede the process of Cl– accumulation, which even at maximum established salinity has a subordinate value in this subtype of lakes. Subtype III averages higher salinity (27 g/L) and a lower average pH (9.3). Totaly, an increase in the salinity of the water is accompanied by a decrease in the values of the (HCO3–+CO32–)/Cl– and (HCO3–+CO32–)/SO42– coefficients, clearly indicating different sources and processes responsible for the accumulation or dissipation of these elements in waters (Borzenko 2021).
The established relationship between the turbidity of lake waters and their salinity (Table 1) can be explained by the fact that in smaller saline and salt lakes, as a result of wind turbulence of bottom sediments, a finely dispersed suspension composed of pelitic fractions of authigenic and chemogenic minerals, organic pellets, etc, enters the water column, thereby increasing the turbidity value. Simultaneously, as turbidity increases, the values of TOC and COD in water also increase due to the greater amount of oxygen required for the oxidation of the suspended matter.
An increase in water salinity, accompanied by a sequential change in the chemical types and subtypes of lakes, leads to an excess of bioavailable forms of nitrogen and phosphorus, indicating an excess of energy subsidies over their utilization (the ratio ƩN/NO3– and ƩР/РО43– decreased against the backdrop of increased total nitrogen and total phosphorus and phytoplankton biomass) (Fig. 6e).
The species richness of aquatic biota is low in all types of saline lakes (Williams 1998; Hammer 1986) and is similar, suggesting the existence of “sister genera” in phytoplankton (Sili et al. 2011) and vicarious taxa in zooplankton (Alonso 2010). During this investigation, phytoplankton and zooplankton were taxonomically simple in regard to number of species present. The sum of 73 phytoplankton (total varying 0–19 per lake) and 43 zooplankton taxa (0–18) were recorded. The FD of planktonic community consisted of 19 FGph and 6 MBFGph and 14 FGzoo. Large filaments of cyanobacteria and medium- and large-sized unicellular flagellated and non-flagellated forms of algae and filter-feedings and zooplankters with swimming locomotion were the most divers and abundant (Tables 2, 5). Many species (50% of the total species list) reported once and/or only in one lake. Some species were weakly represented in saline environments although their presence in the less concentrated waters is not a rarity since they are very eurioic and cosmopolitan, as in the case of Cymatopleura solea, Fragilaria crotonensis, Nitzschia sigmoidea, Pseudopediastrum boryanum, Raphidocelis danubiana, Monoraphidium minutum among phytoplankton, Lecane luna, Euchlanis dilatata, Keratella quadrata, Notholca acuminata, Chydorus sphaericus, Coronatella rectangula, Macrothrix laticornis, Eucyclops serrulatus, Microcyclops varicans and others among zooplankton. Phytoplankton of soda (III subtype) and sulphate lakes showed the highest floristic affinity (βw = 0.33), between soda lakes Barun-Torey Lake and I–II subtype (βw = 0.75–0.76) species similarity was the lowest. In zooplankton, the highest faunistic affinity was between soda (III subtype) and chloride lakes (βw = 0.30) and the lowest was between soda (I subtype) and sulphate lakes (βw = 0.80).
Taxonomic diversity (the Shannon’s index and richness) showed various trends in lakes with various ionic composition and salinity. Phytoplankton of habitats dominated by chloride salts (TDS = 65.8 ± 68.3 g/L) had an average H diversity of 1.34 ± 0.71 and a mean of 9.0 ± 4.6 taxa and zooplankton of 0.45 ± 0.62 and 2.3 ± 2.0 taxa, while phytoplankton of carbonate habitats (TDS = 47.1 ± 85.81 g/L) had an average H diversity of 0.71 ± 0.87 and a mean of 3.7 ± 4.0 taxa and zooplankton of 1.13 ± 0.81 and 4.3 ± 3.05 taxa. In sulphate lakes (TDS = 60.4 ± 52.0 g/L), H = 0.95 ± 0.68 and n = 4.3 ± 1.5 taxa (phytoplankton) and H = 0.57 ± 0.74 and n = 2.0 ± 1.2 taxa (zooplankton). The data obtained are considerably lower than for other studied lakes of Africa, Australia, Asia, Europe (Blinn 1993; Redden and Rukminasari 2008; Scharerl and Oduor 2008; Toth et al. 2014; Gutierrez et al. 2018; Zhuga et al. 2021). When ranking lakes by salinity, we noted, that increasing salinity lead to the species and functional diversity decrease and structural changes in plankton communities in all lake types. Regardless of the ionic composition, mainly representatives of green algae and copepod and cladoceran crustaceans were numerically abundant under oligo- and mesohaline conditions while cyanobacteria, rotifer Brachionus plicatilis and Anostraca in poly- and hyperhaline waters. Planktonic community being by one-three highly tolerant species developed in the Cl–- and SO42–-rich waters while aquatic communities were characterized as divers and eveness in soda lakes Barun-Torey and I subtype. Salinity constrains species composition and results in communities of low complexity, where few tolerant species ensure high biomass production in the absence of antagonistic interactions. This agrees with the findings in other studies (Andersen 1955; Bos et al. 1996; Zhao et al. 2005; Balushkina et al. 2007; Schagerl and Oduor 2008; Horváth et al. 2014; Sui et al. 2016; Lin et al. 2017; Gutierrez et al. 2018; Li et al. 2021; Zhuga et al. 2021; Zadereev et al. 2022).
The dominant composition of phytoplankton differed in the studied lakes (17 taxa, varying within 1–4) while zooplankton dominant species were almost the same (8 taxa, varying within 1–2). Five phytoplankton species (Leptolyngbya foveolarum, Phormidium sp., Lindavia comta, Ankyra ancora, Spirulina major and four zooplankton taxa (Brachionus plicatilis, Moina brachiata, Metadiaptomus asiaticus, and Anostraca) being specialized well-adapted species were found in many lakes and accounted for a large proportion in their respective communities of the lakes. A few species of Cyanobacteria and algae (Chlamydomonas, Cryptomonas erosa) and two zooplankters Brachionus plicatilis and Anostraca were recorded at wide salinity spectra (from 1 to 194.5–334.5 g/L). Regardless of the ionic composition of waters at salinity above 100 g/L algae either bloomed (chloride Lake Dabasa-Nor, 257.8 g/L; soda-I Lake Kudzhertay, 194.3–291.6 g/L, sulphate Lake Barun-Shivertuy, 146.8 g/L) or did not develop at all (soda-I Lake Nizhnii Mukey, 128.3 g/L). Invertebrates were recorded in lakes Dabasa-Nor, Kudzhertay and did not in lakes Nizhnii Mukey and Barun-Shivertuy. The reasons for such phenomena remain unclear.
In the spring, during the period of intense vegetation of cyanobacteria and green algae, mass development of rotifers and crustacean nauplii was observed. Cyanobacteria made up summer bloom while copepods comprised the summer (mainly juvenile stages) and autumn (copepotites and adults) peaks. Cryptomonads had a high abundance in summer, diatoms in fall. Results on seasonal succession of planktonic communities are in good agreement with those of other studies on soda lakes (Walker 1973; Vesnina et al. 2005; Golubkov et al. 2007; Alcocer et al. 2022).
Changes in phytoplankton quality and availability may reflect on zooplankton functional diversity (Chapin et al. 2000; Barton et al. 2013) since zooplankton species diversity can be closely related to resources usage and supply (Ptacnik et al. 2008). The major food sources for zooplankton grazers are the cyanoprokaryots, algae, and detritus/organic aggregates. The large-size phytoplankton (above 20 µm) was the most abundant and contributed most of the biomass in this study. Polyphagous rotifers (Brachionus) and the herbivores (Moina, Daphnia, calanoids, cyclopoids, anostracans) filter feed on those items (Monakov 2003; Schagerl 2016; Gilbert 2022). Intense grazing is a consequence of the high salinity and/or lack of fish, which reduces zooplankton diversity, resulting in dominance by large-bodied herbivores (Evans et al. 1996; Boros et al. 2006; Balushkina et al. 2007; Horváth et al. 2014; Lin et al. 2017) and a relatively strong top-down control of phytoplankton (Szabó et al 2020). The zooplankton to phytoplankton biomass ratio (Bzoo/Bph) ranged from 0.01 to 882 in soda lakes, from 0.01 to 503 in chloride ones, from 31 to 503 in sulphate ones. The data obtained are considerably higher than values in other saline lake ecosystems (Evans et al. 1996; Alimov et al. 2013; Lin et al. 2017; Golubkov et al. 2018). This is primarily due to the excessively high zooplankton biomass in some lakes. High zooplankton density and very low phytoplankton density suggest the existence of a period with a detritus-based food web (García and Niell 1993).
In less-saline soda lakes (< 10 g/L), zooplankton formed three trophic levels (herbivores/detrivores, omnivores with different body sizes, and relatively small predators consuming a limited set of prey) while in more-saline waters (TDS > 30 g/L, regardless of ionic composition of waters) trophic chain was the simplest – only one to three species and one trophic level. Microfilter-feeder (Brachionus plicatilis) and macrofiltrators (Moina, Dahnia, Metadiaptomus) were the main the first-order consumers and rotifer Ascomorpha and Cyclopoida were the second- and third-order consumers. The predatory zooplankton was absent at salinity above 8–10 g/L. Lin et al. (2017) and Zadereev et al. (2022) verified similar results in subsaline to hypersaline lakes. The anostracans and small rotifers play a critical role in the hypersaline food web, which provides for highly efficient utilization of plankton primary production by first-order consumers the predominance of which provide > 98% of the zooplankton ration (Balushkina et al. 2007; Golubkov 2013; Golubkov et al. 2018). Cladoceran and copepod filter-feeders poorly utilize organic matter produced in the course of inedible filamentous algal bloom which was also noted in hyperhaline lakes (Vesnina et al. 2005; Litvinenko et al. 2013; Golubkov et al. 2018; Anufriieva and Shadrin 2023).
Following Bazarova et al. (2023, 2024), the rates primary production were 0.1–5.06 mgO2/m2day in soda lakes, 0.15–1.65 mgO2/m2day in sulphate ones, and 0.08–0.29 mgO2/m2day in chloride ones. Saline lakes are characterized by both extraordinarily high or low primary production levels (Walker 1973; Melack and Kilham 1974; Hammer 1981; Robarts et al. 1992; Oduor and Schagerl 2007; Kompantseva et al. 2009; Oren 2009; Salm et al. 2009; Golubkov 2012; Asencio 2013; Shadrin and Anufriieva 2020) that considerably differs the rates observed in the surveyed region. Secondary production changed within 0.18–32.75 kcal/m3day in soda lakes, 4.75–4.93 kcal/m3day in sulphate ones, and 6.38–29.55 kcal/m3 day in chloride ones. The high values of summer daily production reflects the lack of competition by other zooplankton and surplus food sources in saline lakes, which result in enormous numbers of crustaceans or rotifers. Calanoid Metadiaptomus asiaticus had a prodigious abundance and very high production (reached 0.66 kcal/m3) in Ukshinda Lake (soda-III) when compared with other calanoids Paradiaptomus africanus in soda Lake Nakuru (Mengistou 2016). Wherein secondary production by rotifers (Brachionus plicatilis) in lakes Shvartsivskoe (soda-III) and Shikhalin-Nuur (sulphate) was almost the same (12.91–81.37 kcal/m3) when compared with Lake Nakuru (Mengistou 2016).
The efficiency of energy transmission from the first to second trophic levels (Pzoo/Pph) averaged 29% (soda lakes), 49% (sulphate ones), and 92% (chloride ones) (CV ≥ 100%), which is considerably higher than the values for Crimean saline lake ecosystems (Golubkov et al. 2018). Zooplankton grazing may depress phytoplankton accumulation rates and ultimately total primary production, that was observed in Tibetan lakes (Lin et al. 2017). The maximum efficiency of energy transmission was observed in the chloride lakes, approaching the average values in marine ecosystems (Golubkov et al. 2018). No statistically significant correlation was found in the Crimean lakes between the efficiency of energy transmission from producers to the second trophic level and salinity within the range 28–312 g/L. Thus, hyperhaline sulphate lakes Marfovskoe and Koyashskoe had the efficiency of energy transmission values of 0.1% and 27% at a salinity level of 186 g/L and 311 g/L respecively; in polyhaline chloride Lake Bakalskoe, 23.6% at salinity of 28 g/L (Golubkov et al. 2018). It was shown that growth rate and production of animals decreases with a salinity increase in hypersaline waters (Anufriieva and Shadrin 2022). Environmental stress results in highly constrained systems which exhibit high rates of functioning due to these key species, in spite of the very limited species (Horváth et al. 2014). Thus, in lakes with high salt content (regardless of ionic composition) phytoplankton is large relative to those in waters with the low TDS values, and this allows for the establishment of a shorter food web and a more direct transfer of organic matter to higher trophic levels. And consequently, aquatic community with two-three levels shifts to a community with one trophic level, as well as from low productivity to higher productivity. Moreover, the zooplankton community is relatively simple and energy may be transferred efficiently from one trophic level to another.
Some recent studies showed that environment is crucial in the formation of planktonic communities (Balushkina et al. 2009; Barnett et al. 2007; Golubkov et al. 2018; Larson and Belovsky 2013; Horváth et al. 2014; Hébert et al. 2016; Shagerl 2016; Sui et al. 2016; Lin et al. 2017; Gutierrez et al. 2018; Shadrin and Anufriieva 2018; Afonina and Tashlykova 2019; Somogyi et al. 2022; Zadereev et al. 2022). The most important factors affecting on phytoplankton and zooplankton structure were resources (nitrogen and phosphorus) and acid-alkali properties (pH and Eh) in soda lakes, while the main measured factors in sulphate waters were water temperature, turbidity, the chemical oxygen demand, nitrate, total nitrogen, phosphate, and total phosphorus. TDS, NO3–, ƩN, and Turb were the main variables in chloride waters.
Three phytoplankton phyla (Cyanobacteria, Bacillariophyta, and Chlorophyta) are the main functional groups, divers and abundant in the saline lakes under a wide range of salinity values. Along salinity gradients cyanobacteria and chlorophytes prefer different salinity ranges and could even be able to grow at salinity > 100 g/L producing a bloom and scum (Vesnina et al. 2005; López-González et al. 2006; Golubkov et al. 2007; Kirillov et al. 2008; Samylina et al. 2010, 2016; Almeida et al. 2011; Komova et al. 2018; Alcocer et al. 2022) while diatoms favor mid-to-high salinities (Hammer et al. 1983; Robarts et al. 1992; Evans and Prepas 1996; Blinn et al. 2004; Salm et al. 2009). In studied lakes as well as in saline lakes of Western Siberia and Altai (Vesnina et al. 2005; Kirillov et al. 2008; Samylina et al. 2010, 2014; 2016; Litvinenko et al. 2013; Bryanskaya et al. 2016; Komova et al. 2018; Gorlenko et al. 2020), Transylvanian Basin (Alexe et al. 2018; Korponai et al. 2019), Crimea (Golubkov et al. 2007), the Uldza and Kerulen river valleys (Afonina and Tashlykova 2018), the Pantanal of Nhecolândia (Almeida et al. 2011), and lakes Alchichica (Alcocer et al. 2022), Big Soda (Cloern et al. 1983), Balkhash and Kamyslybas (Kawabara et al. 1997) singular (e.g. Ankyra ancora, Chlamydomonas sp.) and colonial (e.g. Tetrastrum komarekii, Oocystis submarina) chlorophytes and filamentous (e.g. Anabaenopsis knipowitschii, Nodularia spumigena, Phormidium breve, Nostoc commune, Leptolyngbya foveolarum) and colonial (e.g. Microcystis aeruginosa, Aphanothece salina) cyanobacteria dominance are characteristic of summer phytoplankton. In this study, a bloom of cyanobacteria Aphanothece salina, Limnospira fusiformis, and Leptolyngbya foveolarum occurred, reaching a cell density of 2963.52 ×103 cell/L, 1189.0 ×103 cell/L and 1114.74 ×103 cell/L at salinity of 17.6 g/L (soda lake, II subtype), 31.4 g/L (soda lake, III subtype), and 39.8 g/L (chloride lake), while green algae Ankyra ancora abundance was 3322.4 ×103 cell/L (sulphate lake, TDS = 45.4 g/L).
The halotolerant members of the genera Amphora, Nitzschia and Navicula of the motile diatom ecological guild are the most frequent in the saline lakes, especially if nitrogen and phosphorus are high (Koçer and Şen 2012; Stenger-Kovács et al. 2014; Lengyel et al. 2015; Ćiric et al. 2021). But in the surveyed lakes diatom algae were rare while cryptophyte algae (Cryptomonas sp., C. erosa) played important roles in the mesohaline (5.3–8.7 g/L) to hyperhaline soda lakes (194.5–291.6 g/L). Wherein following (Khromechek et al. 2010; Naceur et al. 2013) the phytoflagellate Cryptomonas was one of the dominant species in sulfate-chloride waters.
Regarding the mass zooplankton species, rotifer Brachionus plicatilis tolerates a remarkable range of environmental conditions and may attain very high population densities (Walker 1981). Following Derry et al. (2003), B. plicatilis prefers chloride-rich lakes whereas Walker (1973) noted that the rotifer attaines a maximal abundance in soda lakes. In current study, B. plicatilis formed monodominant communities in the various lake types and subtypes with wide TDS variations (soda-II subtype, TDS = 17.6 g/L; soda-III subtype, TDS = 22.1–31.4 g/L; sulphate, TDS = 45.4–67.5 g/L; and chloride, TDS = 39.8–73.3 g/L) where density had abruptly grown (21780.0 ×103 ind./m3, 47500.0–303187.5 ×103 ind./m3, 3649.17–130400 ×103 ind./m3, and 874.67–31681.43 ×103 ind./m3 respectively). At a salinity of 194.5–291.6 g/L (Kudzhertay Lake) rotifer occured rarely (6.67–10.52 ×103 ind./m3). PCA declared that the strong negative correlation (r = -0.91) was observed between B. plicatilis abundance and Cl– and HCO3–+CO32– in sulphate lakes.
Cladoceran Moina brachiata being common in small ephemeral localities or highly eutrophic ponds and can withstand elevated salinities (Horváth et al. 2014; Tóth et al. 2014). In our researches, M. brachiata dominated in meso- and polyhaline lakes regardless of the ionic composition. The highest abundance and biomass (217.33–370.08 ×103 ind./m3 and 18.15–53.51 g/m3) were observed at a salinity of 6.2–21.3 g/L. Accoding previous researches (Tashlykova and Afonina 2019), M. brachiata can be very abundant; thus, in Lake Aru-Torum (TDS = 30 g/L), its abundance and biomass reached 3045 ×103 ind./m3 and 201.32 g/m3. Moina eggs and ephippia can observed in lakes with salinity ≥ 100 g/L (Balushkina et al. 2007; Gorlacheva et al. 2014).
Among Copepoda Metadiaptomus asiaticus is the most typical halobiont that avoids fresh waters (Borutsky et al. 1991) and is widespread in chloride lakes of Kazakhstan (Zhuga et al. 2021), Mongolia (Alonso 2010), and China (Wang et al. 2014). Wang et al. (2014) summarized that M. asiaticus prefers to waters with high Cl– concentration and alkalinity. In our study, M. asiaticus was recorded in all lake types except the Barun-Torey Lake and inhabited mainly in mesohaline to polyhaline waters (regardless of the ionic composition). The highest abundance (734.4–1782.86 ×103 ind./m3) and biomass (44.97–137.51 g/m3) were in Lake Ukshinda at TDS = 14.9–16.4 g/L. At the same time, single adults and juveniles can be found at a salinity of 138.5–231.3 g/L.
Anostracan crustaceans dominated in Cl-rich waters at a salinity of 70.23–138.5 g/L (10.26–54.72 ×103 ind./m3) in this study. Due to the most developed osmoregulatory system, the some species of Anostraca can stay in a medium with a high amount of salts. One of the halopfilic representatives Artemia can tolerate and adapt to extreme environment (Salazkin et al 1984; Vesnina et al. 2005; Balushkina et al. 2007; Boyko 2013; Vignatti et al. 2020). In the hypersaline waters a very simple tropical structure are found and Artemia plays monopolistic ecological function in the zooplankton community. Some researches (Boyko 2013; Litvinenko et al. 2013; Zhuga et al. 2021) obtained that pH, TDS and ions (Cl–, SO42–, (Na++K+), ratios Cl–/(HCO3–+CO32–), SO42–/(HCO3–+CO32–), and Cl–/SO42– have the greatest effect on the development and growth of Artemia.
For eighteen lakes there is evidence that species sorting in response to anionic composition is a key determinant of the taxon composition of aquatic communities. We found a positive relationship with sulphate ions for cyanobacteria Anabaenopsis knipowitschii and rotifer Brachionus angularis and with carbonate ions for cyanobacteria Limnospira fusiformis and rotifers Ascomorpha ecaudis and Hexarthra mira. Our study confirms that Limnospira fusiformis is a character species of soda lakes in Africa and Asia (Krienitz and Schagerl 2016). We did not find any references about the preference of other mantioned above species to specific ions.
In conclusion, the surveyed lakes fall into five categories (sulphate (Na-SO4, pH < 9) – 2 lakes; chloride (Na-Сl, pH < 9) – 3 ones; soda (Na-HCO3, pH < 9) – one lake; soda, I subtype (Na-HCO3-CO3, pH > 9) – 6 ones; soda, II subtype (Na-SO4, pH > 9 ) – 2 ones; soda, III subtype (Na-Cl, pH > 9) – 4 ones). The composition and structure of planktonic communities is regulated both by the total salt content (TDS) and the anionic composition of waters. Total salinity determines species and functional diversity, changes in trophic structure and results in communities of low complexity, where few population of aquatic organisms ensure high abundance, biomass and secondary production. When ranking lakes by salinity, in phytoplankton, a shift occurred from the small-medium cell size unicellular and colonial non-flagellated forms to the large-extra large filamentous cyanobacteria and colonial algae. A shift from selective raptorial and microphagous carnivores to herbivorous copepods and cladocerans and further to more generalist filter-feeder of rotifers and anostracans was observed in zooplankton. We determined two population of aquatic organisms: species Anabaenopsis knipowitschii and Brachionus angularis prefer sulphate dominated habitats while other species Limnospira fusiformis, Ascomorpha ecaudis, and Hexarthra mira commonly associate with carbonate dominated habitats.