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<journal-id journal-id-type="publisher-id">Front. Cell Dev. Biol.</journal-id>
<journal-title>Frontiers in Cell and Developmental Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell Dev. Biol.</abbrev-journal-title>
<issn pub-type="epub">2296-634X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1610204</article-id>
<article-id pub-id-type="doi">10.3389/fcell.2025.1610204</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cell and Developmental Biology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Amyloid-induced mitochondrial network disruption in neurons monitored by STED super-resolution imaging</article-title>
<alt-title alt-title-type="left-running-head">Golovynska et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fcell.2025.1610204">10.3389/fcell.2025.1610204</ext-link>
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<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Golovynska</surname>
<given-names>Iuliia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="author-notes" rid="fn002">
<sup>&#x2021;</sup>
</xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Chen</surname>
<given-names>Qinglin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="author-notes" rid="fn002">
<sup>&#x2021;</sup>
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<contrib contrib-type="author">
<name>
<surname>Stepanov</surname>
<given-names>Yurii V.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn1">
<sup>&#x2020;</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lin</surname>
<given-names>Danying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="author-notes" rid="fn1">
<sup>&#x2020;</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qu</surname>
<given-names>Junle</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<sup>&#x2020;</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Radio Frequency Heterogeneous Integration (Shenzhen University)</institution>, <institution>College of Physics and Optoelectronic Engineering and Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province</institution>, <institution>Shenzhen University</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory of Molecular and Cellular Mechanisms of Metastasis</institution>, <institution>R.E. Kavetsky Institute of Experimental Pathology, Oncology and Radiobiology</institution>, <institution>NAS of Ukraine</institution>, <addr-line>Kyiv</addr-line>, <country>Ukraine</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/899287/overview">Yuzuru Imai</ext-link>, Juntendo University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/816128/overview">Jessica Panes</ext-link>, University of Concepcion, Chile</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3038784/overview">Eva Martin-Solana</ext-link>, University of Pittsburgh, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Danying Lin, <email>dylin@szu.edu.cn</email>; Junle Qu, <email>jlqu@szu.edu.cn</email>
</corresp>
<fn fn-type="other" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>ORCID: Iuliia Golovynska, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0003-3916-6588">orcid.org/0000-0003-3916-6588</ext-link>; Qinglin Chen, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0009-0005-8706-107X">orcid.org/0009-0005-8706-107X</ext-link>; Yurii V. Stepanov, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-6349-631X">orcid.org/0000-0002-6349-631X</ext-link>; Danying Lin, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-9121-1916">orcid.org/0000-0002-9121-1916</ext-link>; Junle Qu, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0001-7833-4711">orcid.org/0000-0001-7833-4711</ext-link>
</p>
</fn>
<fn fn-type="equal" id="fn002">
<label>
<sup>&#x2021;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1610204</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Golovynska, Chen, Stepanov, Lin and Qu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Golovynska, Chen, Stepanov, Lin and Qu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Disruptions in mitochondrial metabolism are accompanied by morphological changes in mitochondrial network caused by amyloid-beta (A&#x3b2;). In the study, mitochondrial network analysis is performed using stimulated emission depletion (STED) super-resolution fluorescence microscopy to examine alterations in neurons exposed to A&#x3b2; <italic>in vitro</italic>.</p>
</sec>
<sec>
<title>Methods</title>
<p>A detailed analysis of mitochondrial network in healthy neurons and those exposed to A&#x3b2; is performed using STED compared to conventional laser-scanning confocal fluorescence microscopy. The functional analysis is applied to mitochondrial volume, surface area, branch length, diameter, junctions, and endpoints. Neurons incubated with or without A&#x3b2; were also stained with fluorescent mitochondrial function indicators.</p>
</sec>
<sec>
<title>Results</title>
<p>In neurons exposed to A&#x3b2;, the number of mitochondria increases by 2.6 times, while their total volume decreases by 2.2 times. As a result, the volume and surface area per mitochondrion decrease by 6-fold and 4-fold, respectively. Increases in sphericity, branch diameter, and donut-like structures are observed. The total mitochondrial length is 3.7-fold reduced, while the number of branches is 2.5-fold decreased, and the branch count is 7.5-fold reduced. Additional measurements reveal decreased mitochondrial membrane potential, increased reactive oxygen species generation, and reduced cell viability. This may indicate that A&#x3b2; exposure causes significant oxidative stress, mitochondrial integrity loss, and ultimately neuronal death.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>A&#x3b2; induces mitochondrial fragmentation, thickening, increased sphericity, and deformation of mitochondrial matrix in neurons. The results provide insights into the impact of A&#x3b2; on neurons and show the aptitude of the high-resolution STED microscopy diagnostic tool for neurodegenerative diseases.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Alzheimer&#x2019;s disease</kwd>
<kwd>amyloid-beta</kwd>
<kwd>neuron mitochondria</kwd>
<kwd>mitochondrial network analysis</kwd>
<kwd>STED imaging</kwd>
</kwd-group>
<contract-num rid="cn001">2022YFF0706001</contract-num>
<contract-num rid="cn002">T2421003 62435011</contract-num>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Shenzhen Science and Technology Innovation Program<named-content content-type="fundref-id">10.13039/501100017610</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Molecular and Cellular Pathology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Alzheimer&#x2019;s disease (AD) is a complex neurodegenerative disorder characterized by cognitive decline and dementia. Pathologically, the disease is strongly associated with neuron loss due to mitochondrial dysfunction and oxidative stress. Amyloid-beta (A&#x3b2;) accumulation impairs mitochondrial function, resulting in harmful effects on neuronal cells. Simultaneously, the disruptions in mitochondrial function are accompanied by alterations in the mitochondrial network (<xref ref-type="bibr" rid="B1">Aran and Singh, 2023</xref>).</p>
<p>Mitochondria are essential organelles in cells, responsible for generating adenosine triphosphate (ATP) through oxidative phosphorylation, which serves as the cell&#x2019;s main energy source. They also regulate cellular metabolism, calcium homeostasis, inflammation, and immunity (<xref ref-type="bibr" rid="B9">Eisner et al., 2018</xref>). Mitochondrial dynamics and network morphology fluctuate under different cellular conditions, correlating with energy storage (<xref ref-type="bibr" rid="B4">Bleck et al., 2018</xref>), and play key roles in organelle quality control (<xref ref-type="bibr" rid="B34">Rafelski, 2013</xref>). Mitochondria constantly change shape by the combined actions of fusion, fission, and movement along microtubule tracks. The balance between rates of mitochondrial biogenesis (formation of fresh mitochondrial material) and mitophagy (mitochondrial autophagy that removes damaged mitochondria) determines mitochondrial branch length and network formation (<xref ref-type="bibr" rid="B34">Rafelski, 2013</xref>). The fusion helps mitigate stress by providing mitochondrial DNA complementation, mixing healthy and impaired mitochondrial DNA (<xref ref-type="bibr" rid="B39">Rong et al., 2021</xref>). In this way, damaged sections can be repaired within the network (<xref ref-type="bibr" rid="B34">Rafelski, 2013</xref>). On the other hand, the fission creates new mitochondria and isolates the fragment with damaged DNA, facilitating apoptosis at high levels of oxidative stress (<xref ref-type="bibr" rid="B39">Rong et al., 2021</xref>). During apoptosis, mitochondria often become fragmented and swollen, with disrupted metabolism (<xref ref-type="bibr" rid="B53">Van Der Bliek et al., 2013</xref>; <xref ref-type="bibr" rid="B9">Eisner et al., 2018</xref>).</p>
<p>The disruption in the coherence between mitochondrial fusion and fission in neurons leads to neurological disorders (<xref ref-type="bibr" rid="B29">Mishra and Chan, 2014</xref>). Mitochondrial fission is regulated by Dynamin-related protein 1 (DLP1), triggering its fragmentation (<xref ref-type="bibr" rid="B35">Randazzo et al., 2013</xref>). In AD pathology, increased mitochondrial fission is linked to abnormal interactions between oligomeric A&#x3b2;, DLP1, and hyperphosphorylated tau protein (<xref ref-type="bibr" rid="B26">Manczak et al., 2011</xref>; <xref ref-type="bibr" rid="B18">Kandimalla et al., 2018</xref>; <xref ref-type="bibr" rid="B37">Reiss et al., 2022</xref>). Mitochondria fusion, however, is controlled by specific dynamin family proteins: mitofusin-1 and mitofusin-2 binding to the outer mitochondrial membrane (<xref ref-type="bibr" rid="B10">Filadi et al., 2018</xref>; <xref ref-type="bibr" rid="B13">Han et al., 2020</xref>) and the optic atrophy type 1 protein binding to the inner membrane (<xref ref-type="bibr" rid="B48">Szabo et al., 2018</xref>; <xref ref-type="bibr" rid="B11">Ge et al., 2020</xref>). Imbalances in these proteins result in hyper-fragmented mitochondrial networks (<xref ref-type="bibr" rid="B11">Ge et al., 2020</xref>; <xref ref-type="bibr" rid="B59">Zacharioudakis et al., 2022</xref>), metabolic dysfunction, and the development of neurodegenerative diseases (<xref ref-type="bibr" rid="B53">Van Der Bliek et al., 2013</xref>; <xref ref-type="bibr" rid="B10">Filadi et al., 2018</xref>).</p>
<p>Neurons exposed to A&#x3b2; exhibit mitochondrial dysfunction (<xref ref-type="bibr" rid="B36">Reddy and Beal, 2005</xref>; <xref ref-type="bibr" rid="B30">Moreira et al., 2007</xref>), reduced membrane potential, increased reactive oxygen species (ROS) generation, oxygen-glucose deprivation, and altered mitochondrial network morphology (<xref ref-type="bibr" rid="B2">Barsoum et al., 2006</xref>; <xref ref-type="bibr" rid="B43">Sirk et al., 2007</xref>). A&#x3b2; inhibits neuronal differentiation (<xref ref-type="bibr" rid="B20">Kim et al., 2022</xref>) and promotes mitochondrial dysfunction (<xref ref-type="bibr" rid="B23">Li et al., 2023</xref>) and fragmentation (<xref ref-type="bibr" rid="B2">Barsoum et al., 2006</xref>; <xref ref-type="bibr" rid="B40">Rui and Zheng, 2016</xref>), which occur through H<sub>2</sub>O<sub>2</sub>-dependent Src kinase activation. These processes involve diverse cellular events, such as Ca<sup>2&#x2b;</sup> receptor activation and increased intracellular Ca<sup>2&#x2b;</sup> concentration (<xref ref-type="bibr" rid="B27">Manczak and Reddy, 2012</xref>; <xref ref-type="bibr" rid="B40">Rui and Zheng, 2016</xref>; <xref ref-type="bibr" rid="B31">Mota et al., 2023</xref>). However, studies on mitochondrial network morphology alterations after A&#x3b2; exposure <italic>in vivo</italic> and <italic>in vitro</italic> mainly focus on its fragmentation (<xref ref-type="bibr" rid="B43">Sirk et al., 2007</xref>; <xref ref-type="bibr" rid="B35">Randazzo et al., 2013</xref>; <xref ref-type="bibr" rid="B40">Rui and Zheng, 2016</xref>; <xref ref-type="bibr" rid="B37">Reiss et al., 2022</xref>) without analyzing other key aspects like mitochondrial volume, diameter, sphericity, or junctions. Additionally, mitochondrial dynamics during cell division (mitosis) are often overlooked (<xref ref-type="bibr" rid="B49">Taguchi et al., 2007</xref>; <xref ref-type="bibr" rid="B5">Carlton et al., 2020</xref>; <xref ref-type="bibr" rid="B33">Pangou and Sumara, 2021</xref>), even though mitochondrial dynamics during pathological processes and mitotic progression may appear similar. Thus, objective comprehensive quantification of mitochondrial network alterations is essential for understanding mitochondrial health. Stimulated emission depletion super-resolution fluorescence microscopy (STED-FM or shortened to STED), a type of super-resolution imaging using spatially structured excitation, has become a powerful tool in biological research, offering new opportunities for three-dimensional (3D) visualizing and analyzing mitochondrial structures (<xref ref-type="bibr" rid="B16">Ishigaki et al., 2016</xref>; <xref ref-type="bibr" rid="B45">Stephan et al., 2019</xref>; <xref ref-type="bibr" rid="B58">Yang et al., 2020</xref>; <xref ref-type="bibr" rid="B55">Wang et al., 2021</xref>; <xref ref-type="bibr" rid="B38">Ren et al., 2024</xref>; <xref ref-type="bibr" rid="B15">Hirtl et al., 2025</xref>). Yet, this powerful technique was not used to measure changes in the mitochondrial network after A&#x3b2; exposure.</p>
<p>In this study, we present a detailed analysis of mitochondrial network in neurons exposed to A&#x3b2;, using STED and comparing it to conventional laser-scanning confocal fluorescence microscopy (CFM). The functional analysis and optimized thresholding are applied to measure changes in mitochondrial volume, surface area, branch length, diameter, junctions, and endpoints. Additional measurements reveal changes in mitochondrial membrane potential (MtMP), ROS concentration, and cell viability after A&#x3b2; exposure.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Neuron culture and cultivation</title>
<p>HT-22 mouse hippocampal neuronal cells (Procell Life Science and Technology, China) were used immediately after purchase. The cells were cultured in a complete medium for hippocampal neurons (Eagle&#x2019;s minimum essential medium EMEM/F12 with 15% FBS and 1% penicillin-streptomycin solution from Procell Life Science and Technology, China) at 37&#xb0;C in a 95% humidified atmosphere with 5% CO<sub>2</sub> in a standard incubator. For fluorescence imaging during long-term live cell experiments, we used an ibidi Stage Top Incubator (ibidi, Germany) with temperature control (37&#xb0;C), 5% CO<sub>2</sub> maintenance, and 90% humidity.</p>
</sec>
<sec id="s2-2">
<title>2.2 Oligomeric &#x3b2;-amyloid (1&#x2013;42) preparation and use</title>
<p>Neurons were treated with soluble oligomeric forms of A&#x3b2;1-42, recognized as the most neurotoxic A&#x3b2; species (<xref ref-type="bibr" rid="B54">Walsh et al., 2002</xref>; <xref ref-type="bibr" rid="B3">Benilova et al., 2012</xref>). A&#x3b2;1-42 (Thermo Fisher Scientific, United States) was oligomerized following an established protocol (<xref ref-type="bibr" rid="B46">Stine et al., 2010</xref>), as detailed in our prior studies (<xref ref-type="bibr" rid="B44">Stepanov et al., 2022</xref>; <xref ref-type="bibr" rid="B12">Golovynska et al., 2024</xref>). A concentration of 10 &#x3bc;M oligomeric A&#x3b2;1-42 was used to induce observable cellular changes in a short timeframe during experimental modeling. While A&#x3b2;1-42 naturally occurs in the brain at picomolar concentrations (<xref ref-type="bibr" rid="B19">Kass et al., 2022</xref>) and affects neurons over the years in AD, such low concentrations do not significantly affect neuron viability <italic>in vitro</italic> over several days. Independent studies (<xref ref-type="bibr" rid="B8">Dahlgren et al., 2002</xref>; <xref ref-type="bibr" rid="B44">Stepanov et al., 2022</xref>) have shown that 10 &#xb5;M is a suitable concentration for neuron-culture experiments (<xref ref-type="bibr" rid="B57">Xie et al., 2023</xref>; <xref ref-type="bibr" rid="B51">Uzoechi et al., 2024</xref>). The cultivation of neurons with A&#x3b2; during 24 h was chosen because no significant difference was observed after either 6 or 12 h, while a low cell viability of &#x223c;50% was assessed after 48 h, which complicates cell staining and mitochondria quantification.</p>
</sec>
<sec id="s2-3">
<title>2.3 Mitochondria STED microscopy imaging and 3D mitochondrial analysis</title>
<p>Neurons were placed into eight 35-mm glass-bottom dishes and incubated with or without A&#x3b2; for 24 h (four dishes for each group). After cultivation, the used medium was removed, and neurons were washed thoroughly to remove a A&#x3b2;-containing medium (a further escalation of A&#x3b2;-induced alterations were considered minimal). Immediately after that the cells were stained with 1 &#x3bc;g/ml PK Mito Orange (PKMO) in a medium for 15 min at 37&#xb0;C (<xref ref-type="bibr" rid="B24">Liu et al., 2022</xref>). The mitochondrial inner membrane fluorescent PKMO marker, with <italic>&#x3bb;</italic>
<sub>
<italic>exc</italic>
</sub> &#x3d; 590 nm/<italic>&#x3bb;</italic>
<sub>
<italic>em</italic>
</sub> &#x3d; 610 nm (Nanjing Genvivo Biotech, China), was used for labeling neurons to detect live mitochondria and further reconstruct mitochondrial network. This marker has a reduced phototoxicity for time-lapse imaging, compatible with commercial STED nanoscopes. Following staining, neurons were washed thoroughly and placed in a phenol red-free medium to minimize optical absorption and heating during laser excitation.</p>
<p>FM imaging was performed using an Abberior STEDYCON microscope system (Abberior Instruments, Germany) built on an Olympus IX83 inverted fluorescence microscope equipped with a UPlanXAPO 100X/NA1.45 objective (Olympus, Japan). Operating in CFM modality, laser excitation of 561 nm was used, resulting in a lateral resolution of 193 nm. For STED imaging, an excitation laser of 561 nm and a depletion laser of 775 nm were used. Planar images in <italic>x-</italic> and <italic>y</italic>-axes were combined with <italic>z</italic>-stack acquisitions. For the STED lateral resolution, we performed resolution measurement on Hela cells, using the same probe. The results gave an average resolution of 85 nm (<xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>). The lateral sampling rate was set as 25 nm, fulfilled the Nyquist sampling theorem, the pixel dwell time was set as 10 &#x3bc;s with a three line average, the scanning time for an image of 12.8 &#xd7; 12.8 &#x3bc;m<sup>2</sup> (512 &#xd7; 512 pixel<sup>2</sup>) was &#x223c;8 s. For 3D cell imaging, the z-size was &#x223c;18 &#x3bc;m and the optimal <italic>z</italic>-spacing was 100 nm. Such parameters result in acquiring a whole z-stack STED scan during &#x223c;30 min. Other parameters like laser power, detector gating, and gain were optimized to reduce background noise, prevent signal saturation, and minimize photobleaching.</p>
<p>The images were processed with ImageJ software, with raw data displayed unless specified otherwise. A full mitochondrial reconstruction was created by integrating stacked slices with ImageJ/Fiji. Z-stakes captured detailed mitochondrial networks, displayed in pseudo-color images (<xref ref-type="fig" rid="F1">Figure 1A</xref>). Using Mitochondrial Analyzer 3D plugin (<xref ref-type="bibr" rid="B52">Valente et al., 2017</xref>; <xref ref-type="bibr" rid="B14">Hemel et al., 2021</xref>), we quantified mitochondrial count, volume, surface area, length, diameter, sphericity, number of branches, junctions, and endpoints. Thresholding and contrast optimization were automatically adjusted (<xref ref-type="bibr" rid="B6">Chaudhry et al., 2020</xref>), ensuring precise network delineation and distinguishing tightly packed mitochondrial components.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>3D mitochondrial analysis in neurons using fluorescence confocal and STED microscopy. <bold>(A)</bold> Representative image showing mitochondria labeled with PKMO marker, emitting yellow light. It includes time-lapse z-slices, stack image projection, 3D reconstruction, and quantification of mitochondrial network morphology in a healthy neuron. <bold>(B)</bold> Comparative analysis of 2D confocal and STED images with threshold normalization for a neuron treated with A&#x3b2;.</p>
</caption>
<graphic xlink:href="fcell-13-1610204-g001.tif"/>
</fig>
</sec>
<sec id="s2-4">
<title>2.4 Mitochondrial membrane potential, ROS, and viability assays using epifluorescence microscopy</title>
<p>Neurons were placed into 35-mm glass-bottom dishes and incubated with mitochondrial function indicators. An incubation medium contained Image-iT&#x2122; TMRM (red-fluorescent, 588/613 nm, diluted at 1 &#x3bc;g/mL) to measure MtMP, or MitoSOX&#x2122; (green-fluorescent, 488/510 nm, 2 &#x3bc;g/mL) to detect mitochondrial ROS (Thermo Fisher Scientific, United States). To assess cell viability and necrosis, neurons were stained with Calcein AM (green-fluorescent, 494/517 nm, 1 &#x3bc;g/mL) for live cells and propidium iodide (PI, red-fluorescent, 535/617 nm, 1 &#x3bc;g/mL) for dead cells. After probe incubation, the cells were washed and placed in a phenol red-free medium for optical imaging. Fluorescence images were captured using a Nikon Eclipse Ti-U microscope with a 40X objective (for MtMP and ROS) and a 20X objective (for cell viability) and equipped with a Nikon Digital camera. The images were analyzed with NIS-Elements Viewer 4.50 software to evaluate fluorescence intensity. The Nikon dual-bandpass excitation and emission filters were used for fluorescence imaging (Nikon, Tokyo, Japan).</p>
</sec>
<sec id="s2-5">
<title>2.5 Statistical analysis</title>
<p>Statistical comparison between the groups of A&#x3b2;-treated neurons and control untreated neurons was performed using a Student&#x2019;s t-test, <italic>N</italic> &#x3d; 20. Biological replicates were performed on 20 independent cells in four dishes for each group; technical replicates were performed 2&#x2013;3 times per cell, and there were no observed changes between repetitions. The data were normally distributed. Results are presented as the mean &#xb1; standard deviation (M &#xb1; SD). Differences were considered significant at <italic>p</italic> &#x3c; 0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Comparison of neuron mitochondria using confocal versus STED imaging</title>
<p>Combined CFM and STED imaging was performed on neurons stained with the mitochondrial dye PKMO. For 3D mitochondrial analysis, a stack of confocal images along the <italic>z</italic>-axis was captured and processed. This was followed by 3D functional analysis and threshold optimization to quantify mitochondrial network morphology. The quantification includes parameters, such as total count, volume, surface area, diameter, length, sphericity, number of branches, junctions, and endpoints. The total count represents all identified mitochondrial matrix objects and is interconnected with the total volume and surface area of each cell. The average volume and surface area per mitochondrion were also calculated by dividing these values by the total count (<xref ref-type="bibr" rid="B52">Valente et al., 2017</xref>). These parameters are crucial for providing more precise insights into a mitochondrial network in each case. Moreover, no single parameter, when considered alone, can definitely distinguish between physiological and pathological fission. <xref ref-type="fig" rid="F1">Figure 1A</xref> represents the CFM and STED imaging comparison for 2D raw images, 3D reconstruction procedure, and structural components of mitochondria from a neuron.</p>
<p>In healthy neurons with an intact mitochondrial network, the CFM and STED images appear similar (<xref ref-type="sec" rid="s12">Supplementary Figure S2</xref>), allowing mitochondrial network quantification of total count, volume, and surface area without substantial loss of details using either imaging modality (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>). At the same time, the parameters of branch count, length, and junctions are significantly higher when being identified by STED (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>). Therefore, CFM analysis becomes inadequate for neurons with a more segregated mitochondrial network, such as those cultured for 24 h in the presence of A&#x3b2;, which disrupts the network morphology. For an A&#x3b2;-treated neuron, <xref ref-type="fig" rid="F1">Figure 1B</xref> and <xref ref-type="sec" rid="s12">Supplementary Figure S3</xref> illustrate the comparison between 2D CFM/STED raw images and black-and-white ones with threshold optimization applied. Due to their higher spatial resolution, the STED images provide significantly clearer patterns after threshold optimization, compared to CFM. For example, in the STED image in <xref ref-type="fig" rid="F1">Figure 1B I</xref>, two long mitochondria are distinguishable, whereas they appear as a single structure in the CFM image in <xref ref-type="fig" rid="F1">Figure 1B I</xref>. Similarly, in <xref ref-type="fig" rid="F1">Figure 1B II</xref>, a long mitochondrion visible in the STED image appears fragmented in the CFM image in <xref ref-type="fig" rid="F1">Figure 1B II</xref>. <xref ref-type="fig" rid="F1">Figure 1B III, IV</xref> further highlight the lack of clarity in the CFM images, leading to potentially inaccurate quantification. Thereby, for A&#x3b2;-treated neurons, the quantification gives the parameters of branch count, length, junctions, and endpoints significantly higher by STED (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>).</p>
<p>Thus, for precise quantification of mitochondrial network, STED imaging proves its superiority compared to CFM due to enhanced spatial resolution. A major limitation of STED microscopy is the relatively high donut light beam intensity required for the depletion process, which can cause photobleaching and phototoxicity. Although we chose anti-photobleaching fluorescent probe PKMO for staining, a strong light exposure may still pose photodamage to the cells. The exploited STEDYCON system has excellent lateral resolution of about 85 nm in our experiments, while its axial resolution is still nearly 0.6 &#x3bc;m, like the conventional confocal microscope. In addition, the high lateral resolution of STED imaging requires a high sampling rate, which means longer acquisition time for each imaging plane, when living cells are moving objects. Thus, CFM is a better choice for quick 3D examination. For the aforementioned reasons, the STED results are further deliberated for A&#x3b2;-induced alterations in neuronal mitochondria.</p>
</sec>
<sec id="s3-2">
<title>3.2 A&#x3b2;-induced changes in mitochondrial morphology observed using STED imaging</title>
<p>The STED analysis of mitochondrial network structure, connectivity, and formation relies on threshold-based measurements. Representative STED images in <xref ref-type="fig" rid="F2">Figure 2A</xref> illustrate the fragmentation of the mitochondrial network in A&#x3b2;-treated neurons compared to healthy neurons, and the corresponding quantified parameters are presented in <xref ref-type="fig" rid="F2">Figure 2B</xref>. After exposure to A&#x3b2;, the total count of mitochondrial objects increases from 72 to 190 (by 2.6 times). Conversely, the total volume decreases from 320 to 143 &#x3bc;m<sup>3</sup> (by 2.2 times), and the average volume per mitochondrion decreases drastically from 4.8 to 0.8 &#x3bc;m<sup>3</sup> (6-fold). The total surface area is reduced from 2,206 to 1,501 &#x3bc;m<sup>2</sup> (by 1.5 times), while the average surface area drops from 32 to 8 &#x3bc;m<sup>2</sup> (4-fold). This increase in the number of mitochondrial objects, combined with the reduction in their volume and surface area, indicates significant pathological disruptions, where mitochondria become fragmented and shrunken. This can be concluded because the fragmentation during physiological restructuring does not cause the loss of mitochondrial volume (<xref ref-type="bibr" rid="B49">Taguchi et al., 2007</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Quantification of mitochondrial disruptions in neurons under A&#x3b2; overload. <bold>(A)</bold> Representative confocal and STED images of control and A&#x3b2;-treated neurons stained with PKMO marker. <bold>(B)</bold> Graphs displaying the quantification of mitochondrial parameters, including count, volume, surface area, branches, length, junctions, end points, sphericity, and diameter. Data are presented as M &#xb1; SD, with &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001 indicating a statistically significant difference (Student&#x2019;s t-test).</p>
</caption>
<graphic xlink:href="fcell-13-1610204-g002.tif"/>
</fig>
<p>The branch diameter and sphericity are the key parameters indicating abnormalities in the mitochondrial network. Cells entering apoptosis are often characterized by mitochondrial fragmentation, thickening, rounding, and deformation (<xref ref-type="bibr" rid="B53">Van Der Bliek et al., 2013</xref>). While fragmentation can occur during normal physiological processes (<xref ref-type="bibr" rid="B49">Taguchi et al., 2007</xref>; <xref ref-type="bibr" rid="B5">Carlton et al., 2020</xref>; <xref ref-type="bibr" rid="B33">Pangou and Sumara, 2021</xref>), mitochondrial matrix swelling is predominantly associated with pathological conditions (<xref ref-type="bibr" rid="B47">Sun et al., 2007</xref>; <xref ref-type="bibr" rid="B42">Shamseldin et al., 2021</xref>). Mitochondrial swelling is usually irreversible, with swollen and fragmented mitochondria being eliminated by lysosomes (<xref ref-type="bibr" rid="B41">Ryan et al., 2020</xref>; <xref ref-type="bibr" rid="B56">Xian and Liou, 2020</xref>). Increased presence of swollen mitochondria ultimately leads to cell apoptosis and necrosis (<xref ref-type="bibr" rid="B47">Sun et al., 2007</xref>; <xref ref-type="bibr" rid="B50">Twig et al., 2008</xref>; <xref ref-type="bibr" rid="B34">Rafelski, 2013</xref>). Abnormal fusion events lead to the formation of donut-shaped (toroidal) mitochondria, which is a unique type of mitochondrial fragmentation. The donut formation is triggered by the opening of the potassium channels onto the mitochondrial membrane, leading to high osmotic pressure inside mitochondria. This event also causes mitochondrial swelling, bending with partial detachment from the cytoskeleton, and eventual formation of a donut (<xref ref-type="bibr" rid="B25">Liu and Hajn&#xf3;czky, 2011</xref>). The representative images and sphericity graph in <xref ref-type="fig" rid="F2">Figure 2</xref> illustrate the characteristic shape of these mitochondria with markedly higher sphericity. The donut formation is also observed in A&#x3b2;-treated neurons, with approximately six donuts per cell image, alongside an increase in branch diameter from 0.43 to 0.69 &#x3bc;m (by 60%). These findings suggest that A&#x3b2; disrupts ion flow into mitochondria, leading to swelling and fragmentation.</p>
<p>The branching of mitochondrial network is quantified by measuring the total branch count, the average number of branches per mitochondrion, and the branches per mitochondrion volume for each analyzed cell (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The total branch count decreases significantly from 1,029 to 405 (by 2.5 times), and the average number of branches per mitochondrion drops from 15 to 2 (by 7.5 times). However, the number of branches per volume remains unchanged, indicating substantial degradation of mitochondria.</p>
<p>Combining mitochondrial length data with other parameters provides additional insights into the extent of network fragmentation. Mitochondrial length is measured as parameters of the total length per cell and the average length per mitochondrion, volume, or branch. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, A&#x3b2;-treated neurons exhibit a significant reduction in mitochondrial length: the total length decreases from 1,489 to 403 &#x3bc;m (by 3.7 times), the average length per mitochondrion reduces from 22 to 2 &#x3bc;m (11-fold), the length per volume decreases from 4.8 to 2.9 &#x3bc;m (by 40%), and the average branch length decreases from 1.5 to 1.1 &#x3bc;m (by 27%). Considering the increase in the total number of mitochondria, their diameter and sphericity, along with the reduced length, these changes in A&#x3b2;-treated neurons point to severe pathological fragmentation.</p>
<p>Mitochondrial branch junctions reflect the connectivity of the network, changed due to active remodeling processes like fusion, fission, shape transitions, transport, or tethering along the cytoskeleton (<xref ref-type="bibr" rid="B21">Lackner, 2014</xref>). The total junction count and average number of junctions per mitochondrion or per volume quantify these changes. As shown in <xref ref-type="fig" rid="F2">Figure 2B</xref>, the total junction count decreases sharply from 500 to 223 &#x3bc;m (by 2.2 times), and the number of junctions per mitochondrion drops from 7.3 to 1.2 &#x3bc;m (6-fold). However, the number of junctions per volume remains static because the branch count per volume is unchanged. The reduction in the branch junction count suggests that mitochondrial fusion is almost or completely absent, and only fission occurs.</p>
<p>The endpoints of mitochondrial branches are similarly quantified, including the total number of branch endpoints per cell and the average number of endpoints per mitochondrion or per volume. In <xref ref-type="fig" rid="F2">Figure 2B</xref>, the total endpoint count increases from 378 to 634 &#x3bc;m (by 68%), while the endpoint count per volume increases from 1.2 to 4.6 &#x3bc;m (by 283%). However, the endpoint count per mitochondrion decreases from 5.5 to 3.4 &#x3bc;m (by 38%). These findings further confirm the predominance of mitochondrial fission.</p>
<p>In summary, we assessed all measurable and calculable parameters from the STED images of mitochondrial matrix in healthy neurons and those after A&#x3b2; exposure and analyzed the correlation between them. The results suggest that A&#x3b2; induces significant pathological fragmentation, thickening, rounding, and deformation of mitochondrial matrix in neurons.</p>
</sec>
<sec id="s3-3">
<title>3.3 Mitochondrial metabolic changes in neurons exposed to A&#x3b2;</title>
<p>The structural abnormalities of the mitochondrial network in A&#x3b2;-treated neurons are accompanied by disruptions in metabolism. Mitochondrial fusion relies on a stable MtMP (<xref ref-type="bibr" rid="B22">Legros et al., 2002</xref>; <xref ref-type="bibr" rid="B28">Meeusen et al., 2004</xref>). However, swollen regions of the network, which lose their ability to function properly and generate MtMP, become isolated and are targeted for mitophagy (<xref ref-type="bibr" rid="B47">Sun et al., 2007</xref>; <xref ref-type="bibr" rid="B50">Twig et al., 2008</xref>; <xref ref-type="bibr" rid="B34">Rafelski, 2013</xref>). The fragmentation of mitochondrial network is also associated with reduced respiration, increased oxidative phosphorylation, and elevated generation of mitochondrial ROS (<xref ref-type="bibr" rid="B32">Nagdas and Kashatus, 2017</xref>). Under moderate oxidative stress, mitophagy helps clear defective parts of mitochondria, lowering ROS concentrations and improving cell survival. In contrast, severe oxidative stress triggers excessive mitochondrial fission and dysfunction, leading to a heightened ROS production, loss of mitochondrial integrity, and ultimately apoptotic cell death (<xref ref-type="bibr" rid="B17">Je&#x17e;ek et al., 2018</xref>). A&#x3b2; accumulation is widely recognized to induce severe oxidative stress during the progression of neurodegenerative diseases, particularly AD (<xref ref-type="bibr" rid="B7">Cheignon et al., 2018</xref>).</p>
<p>The fluorescent images and data in <xref ref-type="fig" rid="F3">Figure 3</xref> reveal a 37% reduction in MtMP in neurons treated with A&#x3b2; for 24 h. Concurrently, ROS production increases by 57%, while cell viability decreases by 12%. The correlation between changes in MtMP, ROS concentration, and the mitochondrial network morphology parameters in A&#x3b2;-treated neurons is determined by calculating the statistical Pearson correlation coefficient (more details are in <xref ref-type="sec" rid="s12">Supplementary Materials</xref>). An inverse correlation is found between the number of mitochondria (total count) and the decrease in MtMP, meanwhile, a direct correlation is noticed between the ROS concentration and the number of mitochondrial objects. The reduction in the total branch length, total branch length/mito, branch junctions, and branch junctions/mito has a direct correlation with the decreased MtMP and an inverse correlation with the increased ROS. Moreover, the decreased MtMP and increased ROS concentration strongly correlate.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Mitochondrial membrane potential (MtMP), reactive oxygen species (ROS) production, and cell viability in A&#x3b2;-treated neurons compared to healthy control. <bold>(A)</bold> Representative fluorescence images and <bold>(B)</bold> charts showing neurons stained with Image-iT&#x2122; TMRM for MtMP, MitoSOX&#x2122; for mitochondrial ROS, and PI/Calceine for cell viability. Data are presented as M &#xb1; SD, with &#x2a;<italic>p</italic> &#x3c; 0.05 and &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001 indicating statistically significant differences (Student&#x2019;s t-test).</p>
</caption>
<graphic xlink:href="fcell-13-1610204-g003.tif"/>
</fig>
<p>These findings suggest that the decreasing MtMP and increasing ROS concentration after A&#x3b2; exposure may have a negative impact on mitochondria, leading to their fragmentation and reduction in branch length and connectivity. These events are related to oxidative damage, as ROS are highly reactive molecules that can damage various cellular components, including lipids, proteins, and mitochondrial DNA. The damage to mitochondrial DNA disrupts the processes of fission and fusion of mitochondria, leading to their fragmentation, thickening, spheroidization, and eventual neuron death.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>A detailed analysis of mitochondrial network in healthy neurons and those exposed to A&#x3b2; is performed using STED, comparing it to conventional CFM. Planar images and mitochondrial network reconstruction were analyzed to provide high-quality, clear interpretations of mitochondrial disruptions. Functional analyses and optimized thresholds were applied to quantify parameters such as mitochondrial volume, area, branch length, diameter, junctions, and endpoints. The comparative analysis shows that, for precise quantification of mitochondrial network, STED imaging proves superior to CFM due to its enhanced spatial resolution. Thus, STED results were further used to study alterations of the mitochondrial network in neurons exposed to A&#x3b2;.</p>
<p>STED microscopy showed that the number of mitochondria increased by 2.6 times, while their total volume decreased by 2.2 times. As a result, the volume and surface area per mitochondrion decreased by 6-fold and 4-fold, respectively. Significant changes were also observed, including increased sphericity, the formation of donut-like structures, and a thickening of branch diameters. Mitochondrial length decreased by 3.7-fold. The number of branches dropped by 2.5 times, while the average branch number per mitochondrion reduced by 7.5-fold. These findings suggest that A&#x3b2; may trigger severe pathological effects in neurons, including fragmentation, thickening, spheroidization, and deformation of mitochondrial matrix. Additional measurements revealed decreased MtMP, increased ROS generation, and reduced cell viability, indicating that A&#x3b2; exposure causes significant oxidative stress, mitochondrial integrity loss, and ultimately neuronal death.</p>
<p>We analyzed all measurable parameters from the STED images, and their correlative analysis allowed us to deliver a comprehensive and accurate representation of mitochondrial network fragmentation after A&#x3b2; exposure. This holistic microscopy approach for analyzing cell samples may offer potential for early detection of pathological changes in cellular physiology.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>Ethical approval was not required for the studies on animals in accordance with the local legislation and institutional requirements because only commercially available established cell lines were used.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>IG: Visualization, Investigation, Data curation, Conceptualization, Validation, Writing &#x2013; original draft, Formal Analysis. QC: Methodology, Investigation, Validation, Formal Analysis, Software, Writing &#x2013; original draft. YS: Writing &#x2013; review and editing, Conceptualization, Validation, Data curation. DL: Validation, Project administration, Funding acquisition, Writing &#x2013; review and editing, Resources. JQ: Project administration, Resources, Validation, Supervision, Funding acquisition, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work has been partially supported by the National Key Research and Development Program of China (2022YFF0706001); National Natural Science Foundation of China (T2421003, 62435011); Shenzhen Key Laboratory of Photonics and Biophotonics (ZDSYS20210623092006020); and Shenzhen Science and Technology Program (JCYJ20220818100202005).</p>
</sec>
<ack>
<p>The authors thank S. Golovynskyi from Shenzhen University, China for the discussion of results and the help with paper editing.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcell.2025.1610204/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcell.2025.1610204/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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