Comparison with polluted lakes
Studies show that elevated REE concentrations in environmental objects may indicate the influence of mining enterprises and other industries on them (Balaram 2019; Liu et al. 2019). In the Murmansk Region in northwestern Russia, a geochemical REE anomaly was noted in the sediments of Lake Bolshoy Vudjavr, which receives runoff from a local mining enterprise (Dauvalter et al. 2022). Apatite-nepheline ores, which are enriched with REEs, are mined and processed in this area to produce phosphorus fertilizers. The highest REE contents (up to 1954 mg/kg) occur in the uppermost sediment layers of Lake Bolshoy Vudjavr. In the sediments of the largest lake in the Murmansk region, Imandra, in the wastewater intake zone of this mining enterprise, a sharp increase in the amount of REEs to 959 mg/kg in a layer of 7–8 cm was recorded compared with the background value of 270 mg/kg in a core of sediments below 10 cm (Moiseenko et al. 1996, 1997; Dauvalter et al. 1999). The sediment layer with increased REE contents relative to background values in Lake Imandra is 2 times less than the sediments of Lake Bolshoy Vudjavr, which indicates a lower sedimentation rate in Lake Imandra. A similar phenomenon about the effect of phosphorus fertilizer extraction on increased REEs accumulation in sediments is described by the example of the Tagus River in Portugal (Brito et al. 2018).
Figure 5 shows that the distribution graphs of lanthanides in Lake Bolshoy Vudjavr and Lakes Aprelskoe and Permanto have similar trends, with the exception of weakly pronounced «negative» Eu and Ce anomalies in the sediments of Lake Bolshoy Vudjavr. Also, the sediments of Lake Bolshoy Vudjavr are significantly more enriched with La, Ce, Eu, Cd, Tb, Ho, Er compared with both the studied lakes and other water bodies of Russia and China experiencing anthropogenic stress. Figure 5 also shows that the total lanthanide content in the sediments of Lake Aprelskoe (969 mg/kg) is higher than in the sediments of Lake Poyang (China), which is polluted by emissions from mining and metallurgical enterprises (Wang et al. 2019), than in the sediments of Lake Aha (China), where high concentrations of REEs was influenced by coal mining (Wang et al. 2024), than in the sediments of lakes Ufimskoe and Komsomolskoe (Maslennikova et al. 2014), which are in the zone of influence of metallurgical enterprises, and then in the sediments of urban lakes of the city of Murmansk (Slukovskii et al. 2022). The median lanthanide content in Lake Permanto sediments (261 mg/kg) is also higher than in the named lakes of Russia and China, which are experiencing anthropogenic stress from various sources, including industry and transport.
Thus, the level of REE content in the sediments of lakes Aprelskoe and Permanto is close to the level of REE accumulation in the sediments of lakes in cities and industrialized regions and above the background REE level for the study region and for some background water bodies (Fig. 3). In addition, as already noted, the water of Lake Aprelskoe also has elevated relative to the background REE concentrations. All this may indicate the technogenic nature of the identified geochemical anomalies of REEs in the sediments of the studied lakes. However, Lakes Aprelskoe and Permanto are located in the background area away from any significant sources of pollution. There is also no evidence of mining of ores or other minerals in the area in the past.
Analysis of geological factors
An analysis of the geology of the study area (Fig. 6) showed that the Aprelskoe and Permanto lakes are located in the zone of distribution of the Archean tonalite-trondjemite-granodiorite (TTG) association, rocks of which are 2.8-3.0 billion years old (Shchiptsov and Ivashchenko 2018). A wider age range of these rocks is also considered: from 2.650 to 3.240 billion years (Chekulaev et al. 2021). It is known that rocks of the TTG association in the north of Karelia can be enriched with various elements, including Cr, Ni, Rb, REEs and others (Chekulaev et al. 2022). Also, several U and Au ore occurrences have been identified to the northwest of the studied lakes (indicated by numbers 1–4 on the map) (Shchiptsov and Ivashchenko 2018). To the northeast of the lake, there are outcrops of alkali-gabbro stratified intrusives with carbonatites aged from 2 to 2.07 billion years. This area is known as the Eletozersky massif or the massif Elet-Ozero (Ryabchikov and Kogarko 2015). Deposits and ore occurrences of Ce, Zr, Nb, Ta, La, Ce, Y, Zr, Hf and Be are closely related to the rocks of this massif (Shchiptsov and Ivashchenko 2018). For example, in alkaline pegmatites and metasomatites of massif Elet-Ozero, the Y content reaches 5000 mg/kg, La – 1000 mg/kg, and Ce – 3000 mg/kg (Shchiptsov and Ivashchenko 2018). The maximum values of these elements in the sediments of Lake Aprelskoe are 118.4 mg/kg (Y), 457.5 mg/kg (La) and 699.3 mg/kg (Ce).
However, it cannot be said that the entire Eletozersky massif has abnormal concentrations of REEs. Gabbroids with moderate Ti content (Ryabchikov and Kogarko 2015), normalized according to the primitive mantle (Palme, O'Neill 2014), have similar distribution trends with sediments of lakes Aprelskoe and Permanto for a number of rare elements with the exception of Th, Ce, La, Pr, Nd, Sm, Eu, Tb, Y, Tm, Yb, Lu, Rb, P and Ti (Fig. 7). The graph shows that the concentrations of REEs and Th, which also revealed geochemical anomalies in the sediments of the studied lakes, have increased values in the sediments of water bodies compared with the gabbroids of the Eletozersky massif. It is likely that the increased REE contents in this massif and in other areas of the studied territory are concentrated in acidic rocks (SiO2 > 65%). Although it is difficult to unambiguously judge from which rocks REEs and other elements correlating with them enter the water and sediments of lakes Aprelskoe and Permanto, the natural factor probably plays a key role in the appearance of the detected geochemical anomalies REEs, Th, V, Cr in the studied sediments of lakes.
About 30 REE deposits have been identified in Finland, which has a similar geology (Sarapää et al. 2013; Al-Ani et al. 2018). The highest concentrations of REEs are observed in carbonatite veins and alkaline gneiss in the central part of the country. However, almost half of Finland's REE deposits are located in the northern part of the state, including at the same latitudinal level or north of the studied lakes of Karelia. Thus, in the Sokli deposit, located in the north-east of Finland, near the border with the Murmansk region, the amount of REE in rocks reaches 18300 mg/kg (Sarapää et al. 2013). Also, increased concentrations of Th, reaching 1020 mg/kg, have been found in the rocks of this deposit.
It is also important to note that the lakes are located in front of the zone of marginal glacial formations of the Kalevala stage (Salpausselka II), represented by a wide range of diverse landforms composed of moraine, fluvioglacial sand-gravel deposits of lakes and deltas (Ekman et al. 1991). The thickness of the Quaternary deposits here reaches more than 30 meters. In the prefrontal zone in the study area, deltas are developed, with well-defined channels of thawed glacial waters, through which runoff into lakes is currently taking place. The studied small lakes, apparently of residual glacial origin, were formed after the deglaciation of the glacier in the depressions of the relief of the crystalline basement filled with well-permeable sandy sediments. It is possible that the revealed anomalies of REEs and other elements are also concentrated in the thickness of the Quaternary sediments present here.
The nature of the vertical distribution of REE concentrations in the sediment cores of lakes also speaks against the technogenic factor of REE accumulation in the sediments of Lake Aprelskoe and Permanto. Earlier, in a paper on the accumulation of REEs in modern sediments of urban lakes, it was found that under anthropogenic impact on the environment, the REE content increases from the lower layers of sediments to the upper ones (Slukovskii et al. 2022). That is, as the city grew, its industry and transport developed, there was an increase in the intake of various substances, including REEs, into the lakes of the cities of Murmansk and Monchegorsk. At the same time, no such phenomenon was observed in the background territories. In the sediments of the background lakes of northwestern Russia noted in the above-mentioned study, as well as in lakes Aprelskoe and Permanto, the REE content has peaks of elevated concentrations in both the lower and middle parts of sedimentary sections (Fig. 4). The peaks of REE concentrations in the sediment columns of the studied lakes Aprelskoe and Permanto are probably associated with granulometric the composition. In particular, a strong increase in the REE content in the middle part of the Lake Aprelskoe sediment core is explained by an increase in the proportion of siltstone and finer particles in this part of the core. It is known that REEs in sedimentary formations are well controlled by small fractions of sediments (Dubinin 2006). In the study of sediments of Lake Aha (China), increased REE concentrations were also noted in the middle part of the sediment cores, however, in this work, scientists associate this with the period of the greatest pollution of the reservoir as a result of coal mining near the lake (Wang et al. 2024).
Assessment of technogenic impact on lakes
However, the technogenic influence still affected the geochemistry of the sediments of the studied lakes. This is indicated by the distribution of some elements belonging to the group of heavy metals. For example, Fig. 8 shows an increase in concentrations of Pb, Sb and Ni in the upper layers of the sediment core of Lake Aprelskoe. The same is observed in the sediments of Lake Permanto. It was found that the maximum Pb content in the sediments of Lake Aprelskoe is 67.3 mg/kg, and in the sediments of Lake Permanto – 47.9 mg/kg. These values are 10–15 times higher than the background concentration of this metal for Karelia (4.59 mg/kg). The main source of Pb release into the environment is the use of leaded gasoline (Pacyna, Pacyna 2001). Pollution of lake sediments with this heavy metal, associated with the burning of coal in industrial enterprises, is also widespread around the world (Bindler 2000; Hosono 2016). Previously, elevated concentrations of Pb were already observed in the background territories of Northwestern Russia, including Karelia (Slukovskii et al. 2021). It has also been shown that Pb in the sediments of Karelian lakes correlates well with Sb and Cd, which also come from coal combustion as a result of long-range atmospheric transport (Krachler et al. 2005; Kuwae et al. 2013). In the Aprelskoe and Permanto lakes, these metals are similarly well correlated with each other, which indicates the influence of a technogenic factor on the appearance of geochemical anomalies Pb, Sb and Cd in the studied reservoirs. However, it is not only the burning of coal that affects the accumulation of heavy metals in the sediments of background lakes. For example, the enrichment of Ni and Cu (as well as other heavy metals, including Sb and Cd) in the upper layers of sediments of lakes Aprelskoe and Permanto is associated with the activities of metallurgical enterprises in the Murmansk region, located several hundred kilometers north of the reservoirs. It has already been demonstrated (including by the example of lakes from the Loukhsky district) that emissions from these plants can affect the chemical composition of modern sediments of lakes in Karelia (Slukovskii et al. 2021).
Lithophilic elements, including those that revealed geochemical anomalies in the sediments of lakes Aprelskoe and Permanto (REEs, Th, etc.) have a completely different distribution pattern in the studied cores of modern sediments. The lack of correlation between them and elements from the group of heavy metals (Pb, Cd, Sb, Ni) indicates different sources of their entry into the lakes. But the overall picture turns out to be a complex mixture of various factors that influenced the formation of the geochemical appearance of the sediments of the studied lakes. Previously, the authors have already noted such objects, where there is simultaneously a dominance of natural and anthropogenic factors on the chemistry of water and lake sediments. For example, in Lake Severnoe, located near the city of Murmansk, natural anomalies U and Mo were found in sediments related to the specifics of the geology of the study area (Slukovskii et al. 2020). Also, the upper layers of sediments of this water body have increased concentrations of Pb associated with emissions from motor vehicles and coal port activities, V and Ni associated with the operation of a fuel oil thermal power plant, and other heavy metals (Cd, Sb, Cu, Zn) entering the lake from anthropogenic sources.
Returning to the Aprelskoe and Permanto lakes, it is important to note that their level of heavy metal pollution is significantly lower compared to urban lakes in Northwestern Russia and lakes near industrial enterprises (Slukovskii et al. 2020). The sediments of these lakes may be of interest from the point of view of sapropel extraction, since they contain a large amount of organic matter. It is known that Karelia is rich in such a useful resource as sapropel (Mikhailov and Aminov 2006), which can be used in agriculture, medicine and other fields of human activity (Gomes et al. 2013; Blečić et al. 2014). In addition, increased REE contents may indicate a deposit or ore occurrence of these elements (or only a few elements from the REE group) in the rocks of the study area. Based on the value of REEs and the interest in their extraction (Goodenough et al. 2016; Balaram 2019), it can be recommended to continue studying this area, going beyond limnology and ecological geochemistry. However, it is still problematic to definitively establish the source of the introduction of these chemical elements into lakes. It is also recommended to pay attention to the anthropogenic impact. The work carried out can form the basis for monitoring the state of lakes in the Northwest of Russia, taking into account the vulnerability of northern and Arctic ecosystems to various environmental changes.