Lakes around the world are increasingly impacted by anthropogenic stressors, from local pollution to global change. Their close interaction with surrounding landscapes makes lakes serve as sensitive indicators of both internal and external disturbances, with their sediments preserving records of these changes. This study investigates the relationship between prevalent diatom taxa in the Central European Diatom training set and key eutrophication indicators: transparency, total phosphorus, and Chlorophyll-a, across 64 lakes from northeastern Poland. These variables were selected because they are routinely measured in lake monitoring programs and are strongly associated with diatom community structure. This study identifies the most abundant species, characterizes their ecological preferences, and highlights taxa most indicative of variations along key environmental gradients. Several taxa, including Cyclostephanos dubius, Stephanodiscus hantzschii, and Lindavia radiosa, are robust indicators of eutrophic environments. Others, such as Asterionella formosa and Aulacoseira ambigua, exhibit broader ecological tolerances, thriving under meso-eutrophic conditions. Taxa like Pantocsekiella comensis and Staurosirella lapponica are characteristic of oligo-mesotrophic lakes. Achnanthes exigua and Geissleria schoenfeldii provide additional insights into identifying early shifts from oligotrophic to mesotrophic conditions. Moreover, we refine the ecological profiles of previously under-characterised taxa, including Diatoma tenuis and Fragilaria voucheriae, which are shown in our research, to prefer mesotrophic conditions. These findings provide novel regionally relevant autecological data for central Europe, where calibrated diatom training sets remain scarce. We believe that these results will contribute significantly to both palaeoenvironmental reconstructions and present lake management decisions in similar limnological contexts.
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