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<front>
<journal-meta>
<journal-id journal-id-type="publisher">EGUsphere</journal-id>
<journal-title-group>
<journal-title>EGUsphere</journal-title>
<abbrev-journal-title abbrev-type="publisher">EGUsphere</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">EGUsphere</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub"></issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/egusphere-2026-3444</article-id>
<title-group>
<article-title>Linking the environmental factors and heterotrophic bacteria to the variability of carbon isotope (&amp;delta;&lt;sup&gt;13&lt;/sup&gt;C) across crustacean zooplankton in shallow freshwater ecosystems</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Krztoń</surname>
<given-names>Wojciech</given-names>
<ext-link>https://orcid.org/0000-0003-2224-2599</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Walusiak</surname>
<given-names>Edward</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gołaś</surname>
<given-names>Iwona</given-names>
<ext-link>https://orcid.org/0000-0003-3681-7277</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wilk-Woźniak</surname>
<given-names>Elżbieta</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Institute of Nature Conservation Polish Academy of Sciences, al. Adama Mickiewicza 33, 31-120  Kraków, Poland</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Department of Water Protection Engineering and Environmental Microbiology, Institute of  Engineering and Environmental Protection, Faculty of Geoengineering, University of Warmia and  Mazury in Olsztyn, ul. Prawocheńskiego 1, 10-720 Olsztyn, Poland</addr-line>
</aff>
<pub-date pub-type="epub">
<day>02</day>
<month>07</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>23</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Wojciech Krztoń et al.</copyright-statement>
<copyright-year>2026</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3444/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3444/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3444/egusphere-2026-3444.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3444/egusphere-2026-3444.pdf</self-uri>
<abstract>
<p>Planktonic crustaceans are important part of carbon cycling in in shallow, temperate freshwater habitats. The objective of the study was to examine the link between selected environmental variables, densities of various groups of bacteria and &amp;delta;&lt;sup&gt;13&lt;/sup&gt;C of calanoid copepods, cyclopoid copepods and &lt;em&gt;Daphnia&lt;/em&gt; sp. Generalized Linear Models (GLMs) with stepwise-selected environmental predictors showed that &amp;delta;&lt;sup&gt;13&lt;/sup&gt;C of calanoid copepods was positively correlated with the Day of the year and Other bacteria density and negatively correlated with NH₄⁺ and NO₃⁻ concentrations. Cyclopoid copepods&amp;rsquo; &amp;delta;&lt;sup&gt;13&lt;/sup&gt;C was correlated exclusively with water temperature, which showed a positive effect on the stable carbon isotopes ratio. GLM for &lt;em&gt;Daphnia&lt;/em&gt; sp. was the most complex and retained the Day of the year, Other bacteria density and PO&lt;sub&gt;4&lt;/sub&gt;&lt;sup&gt;3- &lt;/sup&gt;as positively correlated predictors, while &amp;beta;-proteobacteria NH₄⁺ and NO₃⁻ were included in the model as negatively correlated predictors for &amp;delta;&lt;sup&gt;13&lt;/sup&gt;C. Our study highlights the complex impact of environmental conditions, microbial processes and functional trait-driven responses on &amp;delta;&lt;sup&gt;13&lt;/sup&gt;C values in planktonic crustaceans. Thanks to integration of plankton ecology, microbiology and the analysis of stable isotopes the study improves the understanding of carbon flow in shallow freshwater ecosystems.</p>
</abstract>
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<funding-group>
<award-group id="gs1">
<funding-source>Narodowe Centrum Nauki</funding-source>
<award-id>2018/29/N/NZ8/02519</award-id>
<award-id>2020/36/T/NZ8/00433</award-id>
</award-group>
</funding-group>
</article-meta>
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