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<journal-id journal-id-type="publisher-id">Front. Photobiol.</journal-id>
<journal-title>Frontiers in Photobiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Photobiol.</abbrev-journal-title>
<issn pub-type="epub">2813-8228</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1384522</article-id>
<article-id pub-id-type="doi">10.3389/fphbi.2024.1384522</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Photobiology</subject>
<subj-group>
<subject>Review</subject>
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</article-categories>
<title-group>
<article-title>Spatial heterogeneity in the photobiology of phototrophs&#x2014;questions and methods</article-title>
<alt-title alt-title-type="left-running-head">Ka&#x148;a 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/fphbi.2024.1384522">10.3389/fphbi.2024.1384522</ext-link>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ka&#x148;a</surname>
<given-names>Radek</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Eichner</surname>
<given-names>Meri</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Gall</surname>
<given-names>Andrew</given-names>
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<sup>3</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ilioaia</surname>
<given-names>Cristian</given-names>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Institute of Microbiology</institution>, <institution>Czech Academy of Sciences</institution>, <institution>Centrum Algatech</institution>, <addr-line>T&#x159;ebo&#x148;</addr-line>, <country>Czechia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Faculty of Science</institution>, <institution>University of South Bohemia in &#x10c;esk&#xe9; Bud&#x11b;jovice</institution>, <addr-line>&#x10c;esk&#xe9; Bud&#x11b;jovice</addr-line>, <country>Czechia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Universit&#xe9; Paris-Saclay, CEA, CNRS, Institute for Integrative Biology of the Cell (I2BC)</institution>, <addr-line>Gif-sur-Yvette</addr-line>, <country>France</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/1111669/overview">Dennis N&#xfc;rnberg</ext-link>, Free University of Berlin, Germany</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/223816/overview">Stefano Santabarbara</ext-link>, National Research Council (CNR), Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/68560/overview">Conrad Mullineaux</ext-link>, Queen Mary University of London, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Radek Ka&#x148;a, <email>kana@alga.cz</email>; Cristian Ilioaia, <email>cristian.ilioaia@i2bc.paris-saclay.fr</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>2</volume>
<elocation-id>1384522</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Ka&#x148;a, Eichner, Gall and Ilioaia.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Ka&#x148;a, Eichner, Gall and Ilioaia</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>
<p>Photosynthesis which harvests energy from the Sun, whether it occurs in prokaryotes or eukaryotes, is a key biological process that ultimately nourishes the biosphere. The molecular efficiencies of the photo-physical and physiological processes are intricately tied not only to the photo-physics/enzymatic kinetics of the proteins involved, but also to their spatial co-localization in membrane microdomains or in cell compartments (e.g., in membrane-less organelles). Similar heterogeneity in function can be found also between cells in isogenic cell cultures (phenotypic heterogeneity) or in filaments of phototrophic cells (e.g., heterocysts/vegetative cells in nitrogen fixing cyanobacteria). This review paper delves into the connection between the spatial (co)-localization of biomolecules (lipids, RNA, DNA, proteins, membranes compartments) and their functionality <italic>in situ</italic>. We highlight recent methodological advances in the field (e.g., super-resolution microscopy, Raman micro-spectroscopy, nanoSIMS, microsensors) and showcase applications of these methods in understanding heterogeneity on single-cell and on population-scale level. This paper thus aims to highlight the avenues that will help to unravel the molecular, cellular and ecological mechanisms in photobiology by combining up-to-date microscopy techniques with more traditional functional approaches.</p>
</abstract>
<kwd-group>
<kwd>thylakoid membrane</kwd>
<kwd>fluorescence microscopy</kwd>
<kwd>membrane microdomains</kwd>
<kwd>life-cell imaging</kwd>
<kwd>confocal microscopy</kwd>
<kwd>photosynthesis</kwd>
<kwd>super-resolution</kwd>
</kwd-group>
<contract-num rid="cn001">GA&#x10c;R 24-11363S</contract-num>
<contract-num rid="cn002">854126 267333</contract-num>
<contract-num rid="cn003">ANR-10-INBS-05&#x2013;05</contract-num>
<contract-num rid="cn004">854126</contract-num>
<contract-sponsor id="cn001">Grantov&#xe1; Agentura &#x10c;esk&#xe9; Republiky<named-content content-type="fundref-id">10.13039/501100001824</named-content>
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<contract-sponsor id="cn002">European Research Council<named-content content-type="fundref-id">10.13039/501100000781</named-content>
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<contract-sponsor id="cn003">French Infrastructure for Integrated Structural Biology<named-content content-type="fundref-id">10.13039/501100011658</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Ministerstvo &#x160;kolstv&#xed;, Ml&#xe1;de&#x17e;e a T&#x11b;lov&#xfd;chovy<named-content content-type="fundref-id">10.13039/501100001823</named-content>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Light Reactions of Photosynthesis</meta-value>
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</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Light-dependent metabolism in phototrophs is driven by photosynthesis, a key metabolic process playing a pivotal role in the biosphere. The photophysics, photochemistry and light-dependent metabolic processes in phototrophic cells and organelles (e.g., chloroplasts) are thus focal topics in photobiology (<xref ref-type="bibr" rid="B76">Leister, 2023</xref>). These processes are influenced not only by the molecular functions of proteins, lipids and pigments (e.g., absorption of pigmented proteins, electron-proton transporting proteins and energy transfer between pigments) but they depend also on the architecture of the membrane, the spatial heterogeneity and the co-localization of these molecules (see examples for proteins nanospots of FtsH proteases (<xref ref-type="bibr" rid="B70">Krynicka et al., 2023</xref>), CurT protein (<xref ref-type="bibr" rid="B42">Heinz et al., 2016</xref>), microdomains and grana/stromal areas of photosystems (<xref ref-type="bibr" rid="B120">Pribil et al., 2014</xref>; <xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>)). Additionally, the overall metabolism of a community of phototrophs depends also on heterogeneity in the metabolic activity amongst single cells, which results in spatial gradients in cellular composition and metabolism. The spatial heterogeneity of cellular metabolism is an important aspect in understanding interactions among cells for instance in colonies of phototrophs (e.g., <italic>Microcystis or Trichodesmium</italic> (<xref ref-type="bibr" rid="B28">Eichner et al., 2023</xref>)), or in nitrogen fixing filamentous cyanobacteria (<xref ref-type="bibr" rid="B40">Hania et al., 2023</xref>). Importantly, such heterogeneity can be also observed in genetically identical microbial (monoclonal) cultures as a difference in cell composition or in metabolic behaviour (i.e., phenotypic heterogeneity) in microbial cultures (see reviews on the topic in (<xref ref-type="bibr" rid="B1">Ackermann, 2015</xref>; <xref ref-type="bibr" rid="B158">Van Boxtel et al., 2017</xref>) and practical examples in <xref ref-type="sec" rid="s3">Section 3</xref> and in (<xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>; <xref ref-type="bibr" rid="B94">Masuda et al., 2020</xref>)).</p>
<p>The spatial heterogeneity within and amongst single cells is an emerging topic in the field of photosynthesis, physiology and photobiology of phototrophs that can be addressed at the microscopic and mesoscopic scales. The first one is connected with bio-membranes (e.g., nano- and microdomains of proteins (<xref ref-type="bibr" rid="B56">Johnson et al., 2014</xref>; <xref ref-type="bibr" rid="B68">Koochak et al., 2018</xref>; <xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>) or lipids (<xref ref-type="bibr" rid="B144">Strahl and Errington, 2017</xref>). A lesser-known heterogeneity at the microscale is connected with membrane-less organelles both in chloroplasts and in bacteria (<xref ref-type="bibr" rid="B61">Kerfeld et al., 2018</xref>); it includes bimolecular condensates caused by liquid-liquid phase separation (<xref ref-type="bibr" rid="B168">Whitman et al., 2023</xref>), microcompartments like carboxysomes (<xref ref-type="bibr" rid="B127">Savage et al., 2010</xref>; <xref ref-type="bibr" rid="B149">Sun et al., 2019b</xref>)) or cyanobacterial structural proteins that can be partially linked to membranes (<xref ref-type="bibr" rid="B139">Springstein et al., 2020</xref>). Mesoscopic level heterogeneity deals with cell populations (<xref ref-type="sec" rid="s3">Section 3</xref>). These approaches require application of various microscopy (<xref ref-type="sec" rid="s2-1">Section 2.1</xref>) and mesoscopic microsensor methods (<xref ref-type="sec" rid="s3-1">Section 3.1</xref>.), both capable of localizing and characterizing membrane/cytosol/cell components or cell filaments with sufficient spatial resolution. The application of such methods has already yielded some interesting results, such as thylakoid membrane (TM) heterogeneity in the photosynthetic function in single cells and organelles (e.g., the role of grana/stroma TM organization in plants (<xref ref-type="bibr" rid="B120">Pribil et al., 2014</xref>) or microdomains in cyanobacteria (<xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>), in addition to the importance of chromosome polyploidy in cyanobacteria (<xref ref-type="bibr" rid="B16">Chen et al., 2012</xref>; <xref ref-type="bibr" rid="B111">Ohbayashi et al., 2019</xref>; <xref ref-type="bibr" rid="B77">Liao and Rust, 2021</xref>) and metabolic heterogeneity in filamentous cyanobacteria (<xref ref-type="bibr" rid="B119">Popa et al., 2007</xref>). This current paper will thus examine newly emerging methods applicable for studying importance of spatial heterogeneity in the photobiology of phototrophs.</p>
</sec>
<sec id="s2">
<title>2 Spatial heterogeneity within single cells of phototrophs&#x2013;questions and methods</title>
<p>Traditionally, the complex mosaic of photosynthetic proteins has been studied through <italic>in vitro</italic> methods such as Electron Microscopy (EM) and Atomic Force Microscopy (AFM) (<xref ref-type="bibr" rid="B177">Zhao et al., 2020</xref>; <xref ref-type="bibr" rid="B166">Weiner et al., 2022</xref>). However, the introduction of advanced imaging techniques like Confocal Microscopy (CM) and Super-Resolution Microscopy (SM) has revolutionized our ability to investigate <italic>in vivo</italic> processes in phototrophs (see recent reviews (<xref ref-type="bibr" rid="B172">Yokoo et al., 2015</xref>; <xref ref-type="bibr" rid="B114">Ove&#x10d;ka et al., 2022</xref>; <xref ref-type="bibr" rid="B23">Cui et al., 2023</xref>; <xref ref-type="bibr" rid="B175">Zhang et al., 2023</xref>). These cutting-edge methods enable the exploration of structures (<xref ref-type="sec" rid="s2-1">Section 2.1</xref>) and dynamics (<xref ref-type="sec" rid="s2-2">Section 2.2</xref>) covering orders of magnitudes in scale, starting at the nanoscopic scale (e.g., lipids, RNA molecules, plasmids and proteins), <italic>via</italic> the microscopic scale (e.g., membrane domains and organelles) up to individual cells, filamentous organisms, entire colonies and plant tissues (<xref ref-type="sec" rid="s3-1">Section 3.1</xref>). While some of these approaches target the autofluorescence of the photosynthetic pigments, others rely on fluorescent labelling of RNA, DNA or proteins. Distinguishing the low fluorescent signal of such labels from the (high) background autofluorescence which covers a wide spectral range can be challenging and may require special method adaptations including precise spectral control, differential photobleaching, or fluorescence lifetime measurements (FLIM); for additional potential artefacts when using fluorescent proteins labelling see <xref ref-type="sec" rid="s4-3">Section 4.3</xref>.</p>
<p>Importantly, besides producing visually captivating images, Live-Cell Imaging (LCI) can complement high-resolution EM and AFM data by providing quantitative information on the dynamics within cell membranes and sub-cellular compartments. This is particularly important if one wants to understand the significance of the dynamics of lipids, membranes and proteins on the observed photobiology, for instance during variable light conditions (<xref ref-type="bibr" rid="B125">Sarcina et al., 2006</xref>; <xref ref-type="bibr" rid="B44">Herbstova et al., 2012</xref>; <xref ref-type="bibr" rid="B15">Canonico et al., 2020</xref>; <xref ref-type="bibr" rid="B98">Moore et al., 2020</xref>; <xref ref-type="bibr" rid="B153">Tay and Cameron, 2023</xref>). These up-to-date LCI methods open-up new ways for scientific inquiry and the exploration of photobiology of phototrophs that cannot be addressed by <italic>in vitro</italic> methods. In the following subsections we have summed-up two important avenues of photobiology in the field of photosynthesis where LCI methods will greatly impact: <bold>(1)</bold> the study of the slower processes of adaptation and the structure/organization of TM/proteins/lipids/RNAs/DNAs (<xref ref-type="sec" rid="s2-1">Section 2.1</xref>); <bold>(2)</bold> to resolve fast dynamics in TM architecture/proteins/lipids/RNAs/DNAs (<xref ref-type="sec" rid="s2-2">Section 2.2</xref>).</p>
<sec id="s2-1">
<title>2.1 Classical and super-resolution confocal microscopy suitable for phototrophs</title>
<p>Various <italic>in vivo</italic> and <italic>in vitro</italic> microscopy techniques are available for investigating spatial heterogeneity in phototrophs, each characterized by distinct physical principles and applications. <italic>In vitro</italic> methods, notably AFM and EM, are widely employed in the field (see e.g., (<xref ref-type="bibr" rid="B11">Bussi et al., 2019</xref>; <xref ref-type="bibr" rid="B85">MacGregor-Chatwin et al., 2019</xref>; <xref ref-type="bibr" rid="B177">Zhao et al., 2020</xref>; <xref ref-type="bibr" rid="B178">Zhao et al., 2022</xref>; <xref ref-type="bibr" rid="B35">Garty et al., 2024</xref>). AFM operates by visualizing samples through the measurement of forces between a sharp tip and a sample surface whereas EM relies on the interaction of an electron beam with the specimen. These methods offer superior resolutions, that can reach up to 1&#xa0;nm or better (<xref ref-type="bibr" rid="B46">Hoogenboom, 2021</xref>), compared to <italic>in vivo</italic> techniques like confocal microscopy employed in Live-Cell Imaging (LCI). Confocal microscopy, based on fluorescence detection, yields resolutions from approximately &#x223c;250&#xa0;nm (in x-y) under conventional conditions and 20&#x2013;120&#xa0;nm in super-resolution mode depending on the method. Unlike AFM and EM based approaches the various LCI methods tend to not necessitate additional sample preparation but more importantly provide a wealth of complimentary information that address dynamic responses to the environment. In the following paragraphs of this review, we primarily focus on rapid 2D/3D live-cell imaging methods, with some exceptions (e.g., nanoSIMS, Fluorescence <italic>In Situ</italic> Hybridization&#x2013;FISH). For further insights into <italic>in vitro</italic> imaging methods offering the highest possible resolution for phototrophic cells/membranes, we recommend consulting recent leading papers in the field of AFM, EM and its alternatives such as cryo-electron tomography and focused ion beam milling cryo-electron tomography (<xref ref-type="bibr" rid="B11">Bussi et al., 2019</xref>; <xref ref-type="bibr" rid="B173">Zachs et al., 2020</xref>; <xref ref-type="bibr" rid="B177">Zhao et al., 2020</xref>; <xref ref-type="bibr" rid="B178">Zhao et al., 2022</xref>; <xref ref-type="bibr" rid="B170">Wietrzynski and Engel, 2023</xref>).</p>
<p>The application of standard CM and SM <italic>in vivo</italic> methods have already shed light on many open questions in photosynthetic research; for instance how and where are the TM proteins assembled into the thylakoid membrane (<xref ref-type="bibr" rid="B148">Sun et al., 2019a</xref>; <xref ref-type="bibr" rid="B48">Huokko et al., 2021</xref>), and evidence of mosaic membrane protein nanodomains (<xref ref-type="bibr" rid="B56">Johnson et al., 2014</xref>; <xref ref-type="bibr" rid="B87">MacGregor-Chatwin et al., 2017</xref>) and microdomains (<xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>). LCI methods also revealed slow dynamics of photosynthetic protein complexes inside (<xref ref-type="bibr" rid="B81">Liu et al., 2012</xref>; <xref ref-type="bibr" rid="B38">Gutu et al., 2018</xref>; <xref ref-type="bibr" rid="B121">Rast et al., 2019</xref>; <xref ref-type="bibr" rid="B70">Krynicka et al., 2023</xref>) and outside of TMs in the form of proteins/complexes (<xref ref-type="bibr" rid="B127">Savage et al., 2010</xref>). LCI methods together with fluorescence tagging also helped to explore dynamics of membrane-less organelles containing RNA Helicase (<xref ref-type="bibr" rid="B169">Whitman Brendan et al., 2023</xref>), spatial and temporal dynamics of cyanobacterial chromosome (<xref ref-type="bibr" rid="B16">Chen et al., 2012</xref>; <xref ref-type="bibr" rid="B77">Liao and Rust, 2021</xref>), localisation of RNAs molecules during protein synthesis (<xref ref-type="bibr" rid="B88">Mahbub et al., 2020</xref>) and the role of several proteins (<italic>&#x201c;structural determinants&#x201d;</italic>) important for cyanobacterial morphogenesis, shape and cell division (see references in (<xref ref-type="bibr" rid="B139">Springstein et al., 2020</xref>)). Additionally, 2D and 3D confocal imaging has been able to visualise <italic>in vivo</italic> TM architecture in cyanobacteria (<xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>) as well as in chloroplasts (<xref ref-type="bibr" rid="B53">Iwai et al., 2016</xref>; <xref ref-type="bibr" rid="B13">Bykowski et al., 2021</xref>). LCI has facilitated the visualization of changes in TMs caused by various controlling factors like carotenoids (<xref ref-type="bibr" rid="B13">Bykowski et al., 2021</xref>), the role of Mg<sup>2&#x2b;</sup> ions on chloroplast structure (<xref ref-type="bibr" rid="B124">Rumak et al., 2010</xref>) and kinetic changes in the membrane architecture (<xref ref-type="bibr" rid="B54">Iwai et al., 2014</xref>; <xref ref-type="bibr" rid="B53">Iwai et al., 2016</xref>). These standard CM methods are limited in their resolution (in x-y <italic>ca.</italic> 250&#xa0;nm), however, this weak point can be overcome by application of super-resolution methods that bypass Abbe&#x2019;s diffraction limit (<xref ref-type="bibr" rid="B3">Baddeley and Bewersdorf, 2018</xref>; <xref ref-type="bibr" rid="B128">Schermelleh et al., 2019</xref>), reaching a resolution of up to 100&#xa0;nm in x-y, such as commercial Structural Illumination Microscopy (SIM; <xref ref-type="bibr" rid="B87">MacGregor-Chatwin et al., 2017</xref>; <xref ref-type="bibr" rid="B93">Masakazu et al., 2018</xref>) and the Airyscan detector added to the Zeiss Confocal microscope (see the recent application in (<xref ref-type="bibr" rid="B59">Ka&#x0148;a et al., 2023</xref>)). Regarding the physical principles, SIM methods enhance the resolution by projecting structured light patterns onto samples, while the Airyscan method is based on increasing the number of detectors (hexagonally packed detector array) together with image deconvolution (<xref ref-type="bibr" rid="B47">Huff, 2015</xref>). Additionally, there are a newly emerging methods named Expansion Microscopy, based on special sample preparation (<xref ref-type="bibr" rid="B165">Wassie et al., 2019</xref>; <xref ref-type="bibr" rid="B9">Bos et al., 2023</xref>) and Super-resolution Confocal Live Imaging microscopy (SCLIM) that is based on the combination of high-speed spinning-disk confocal scanning, ultrahigh-sensitivity detection and data processing (<xref ref-type="bibr" rid="B53">Iwai et al., 2016</xref>). Another useful method is re-scan confocal microscopy (RCM&#x2013;see (<xref ref-type="bibr" rid="B25">De Luca et al., 2013</xref>)), which increases the resolution of standard confocal microscopy with an optical (re-scanning) unit that projects the image directly on a CCD-camera (see application for phototrophs in (<xref ref-type="bibr" rid="B138">Simonovic Radosavljevic et al., 2021</xref>)). Recently, a new super-resolution method named Single Pixel Reconstruction Imaging (SPiRI) was developed (<xref ref-type="bibr" rid="B147">Streckait&#x117; et al., 2022</xref>) which represents a promising approach as the images are obtained simply using a classical epifluorescence microscope equipped with a sensitive detector and a precisely focused laser beam. The technique has been successfully applied recently <italic>in vivo</italic> in chloroplasts (<xref ref-type="bibr" rid="B96">Messant et al., 2023</xref>) and cyanobacteria (<xref ref-type="bibr" rid="B17">Chenebault et al., 2020</xref>). SPiRI and Airyscan (<xref ref-type="fig" rid="F1">Figure 1</xref>) together with SIM, SCLIM and Re-scan confocal microscopy (RCM) represent some of the most promising techniques in the field of photosynthesis with resolution reaching &#x223c;120&#xa0;nm.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Typical applications of super-resolution methods on phototrophs. Panel <bold>(A)</bold> Reconstructed image of a vegetative cell from a filament of <italic>Anabaena</italic> sp. obtained with SPiRI&#x2013;Single Pixel Reconstitution Imaging (Setup: scanning step-50&#xa0;nm x/y steps; &#x3bb;<sub>exc</sub> &#x3d; 488&#xa0;nm; detection range: 660&#x2013;700&#xa0;nm; scale bar 500&#xa0;nm) Fluorescence intensity coding: from white (minimum) to red (maximum). For methodical details of the method, see (<xref ref-type="bibr" rid="B17">Chenebault et al., 2020</xref>).Panel <bold>(B)</bold> 3 channel RGB coded images obtained with Airyscan from <italic>Synechocystis sp PCC 6803</italic> cells with YFP-tagged PSI. Channels: Red&#x2013;chlorophylls of Photosystem II (ex. 488&#xa0;nm, PSII); Blue&#x2014;phycobilisomes (Exc. 633&#xa0;nm - PBS); Green&#x2013;YFP- Photosystem I (Exc. 488&#xa0;nm - PSI-YFP). Magenta areas represents PSII &#x2b; PBS dominant microdomains (grana-like), green areas PSI dominant microdomains (stroma-like) (<xref ref-type="bibr" rid="B59">Ka&#x0148;a et al., 2023</xref>).</p>
</caption>
<graphic xlink:href="fphbi-02-1384522-g001.tif"/>
</fig>
<p>Other SM methods can achieve even higher spatial resolutions, up to 10&#x2013;50&#xa0;nm, then the methods described in the previous paragraph. These include PAINT (Point Accumulation for Imaging in Nanoscale Topography), PALM (Photoactivated Localization Microscopy), STORM (Stochastic Optical Reconstruction Microscopy) methods. However, their application on phototrophs is still rather challenging due to their special methodology connected with stochastic optical reconstruction (<xref ref-type="bibr" rid="B114">Ove&#x10d;ka et al., 2022</xref>). This approach can interfere either with high-pigment content or/and with the natural process of excitation energy transfer in photosynthetic light-harvesting antennae that is stochastic in nature (e.g., random nature of molecular interactions and fluctuations in pigment excitations/emissions). The PAINT method relies on the stochastic process of binding/unbinding of organic fluorophores to the target molecules of interest. The &#x201c;blinking&#x201d; effect observed in PAINT images allows then increase in resolution up to &#x223c;30&#xa0;nm compared to conventional dye-based strategies (<xref ref-type="bibr" rid="B31">Farrell et al., 2022</xref>). PALM/STORM methods are based on the stochastic activation (photoswitching) and localization of sparse subsets of fluorophores to achieve high-resolution imaging (&#x223c;10&#x2013;30&#xa0;nm) (<xref ref-type="bibr" rid="B6">Betzig et al., 2006</xref>; <xref ref-type="bibr" rid="B136">Shroff et al., 2008</xref>). Finally, a partially different approach is then applied in STED that relies on the overlap of two light beams in the focal region to deplete the fluorophores&#x2019; excited state around the focal point (<xref ref-type="bibr" rid="B171">Willig et al., 2006</xref>). It creates sub-diffraction-sized areas of emission and significantly increases resolution (20&#x2013;50&#xa0;nm). These three types of SM methods with resolution below &#x223c;50&#xa0;nm&#x2013;PAINT, PALM/STORM, and STED&#x2013;potentially have promise for future research in phototrophs however they need to overcome specifics of photothrophic samples (<xref ref-type="bibr" rid="B8">Bierwagen et al., 2010</xref>) to surpass Ayriscan, SPiRI, RCM, or SIM methods (resolution reaching &#x223c;120&#xa0;nm) that currently dominate in the application for photothrops (<xref ref-type="bibr" rid="B53">Iwai et al., 2016</xref>; <xref ref-type="bibr" rid="B17">Chenebault et al., 2020</xref>; <xref ref-type="bibr" rid="B59">Ka&#x0148;a et al., 2023</xref>). Additionally, further progress in the field can be expected when all these SM methods will be combined with other specific microscopy techniques employing some additional principles (e.g., spectral detection, antiStokes microscopy, fluorescence kinetics, FLIM, Raman microscopy, cryo-confocal microscopy, etc.&#x2013;see <xref ref-type="sec" rid="s4">Section 4</xref> - <italic>Special Microscopy Methods</italic>).</p>
</sec>
<sec id="s2-2">
<title>2.2 Special microscopy methods to study protein/lipid trafficking <italic>in vivo</italic>
</title>
<p>Studying the dynamical rearrangement of the TM structure and proteins/lipid trafficking is crucial for understanding the regulation of photosynthesis. For instance TM architecture and protein co-localization have been recognized as significant players regulating light-harvesting and electron transfer processes (see the review (<xref ref-type="bibr" rid="B57">Johnson and Wientjes, 2020</xref>)). Additionally, they are also important in protein assembly (<xref ref-type="bibr" rid="B44">Herbstova et al., 2012</xref>; <xref ref-type="bibr" rid="B148">Sun et al., 2019a</xref>; <xref ref-type="bibr" rid="B48">Huokko et al., 2021</xref>) and in functional re-shaping of the membrane architecture (see, e.g., review (<xref ref-type="bibr" rid="B120">Pribil et al., 2014</xref>)) that is one of the key questions in the field. Traditionally, the protein/lipid dynamics in TMs has been studied by means of the Fluorescence Recovery After Photobleaching method (FRAP; see the reviews of (<xref ref-type="bibr" rid="B104">Mullineaux, 2008</xref>; <xref ref-type="bibr" rid="B58">Ka&#x148;a, 2013</xref>; <xref ref-type="bibr" rid="B63">Kirchhoff, 2014</xref>). The FRAP method relies on photobleaching of fluorescently labelled molecules in a specific cell/membrane area followed by monitoring of the recovery of fluorescence in that region over time. This method allows researchers to estimate mobility parameters (e.g., diffusion coefficients in of lipids/proteins in TM see (<xref ref-type="bibr" rid="B58">Ka&#x148;a, 2013</xref>; <xref ref-type="bibr" rid="B63">Kirchhoff, 2014</xref>) or proteins binding dynamics (see, e.g., (<xref ref-type="bibr" rid="B95">McNally, 2008</xref>)) within different cellular environments. The method however has several pitfalls and possible artefacts (e.g., internal photo-physics effects in PBS (<xref ref-type="bibr" rid="B80">Liu et al., 2009</xref>; <xref ref-type="bibr" rid="B39">Gwizdala et al., 2018</xref>)) or in fluorescence proteins like GFP (<xref ref-type="bibr" rid="B102">Mueller et al., 2012</xref>). Additionally, FRAP measures mobility processes only at the mesoscopic scale (<xref ref-type="bibr" rid="B104">Mullineaux, 2008</xref>) whereas nanoscale protein trafficking visible by SM (<xref ref-type="bibr" rid="B59">Ka&#x0148;a et al., 2023</xref>) is invisible for FRAP. Therefore, a perspective approach requires a combination of FRAP with other &#x201c;single-pixel-based&#x201d; methods like Single particle tracking (based on tracking single fluorescence particles, see, e.g., (<xref ref-type="bibr" rid="B20">Consoli et al., 2005</xref>) or with the more common method called microscopic Fluorescence Correlation Spectroscopy - FCS (<xref ref-type="bibr" rid="B54">Iwai et al., 2014</xref>; <xref ref-type="bibr" rid="B55">Janik et al., 2017</xref>; <xref ref-type="bibr" rid="B22">Crepin et al., 2021</xref>; <xref ref-type="bibr" rid="B60">Ka&#x148;a et al., 2021</xref>; <xref ref-type="bibr" rid="B21">Crepin et al., 2022</xref>). FCS is a semi-single molecule method that relies on detection of fluorescence fluctuation in time inside of the focal volume and on a subsequent time-correlation analysis of the obtained fluorescence kinetics. Typically, the focused laser beam illuminates only a few fluorescent molecules (between 10&#x2013;100 particles) in a very small focal volume (&#x223c;250&#xa0;nm in x &#x2013; y). The time course of fluorescence changes in FCS reflects then all processes that change fluorescence intensity/yield inside of this focal volume. Microscopic FCS can measure molecule diffusion through the focal volume, protein-protein interactions, absolute proteins concentration and other parameters (see, e.g., (<xref ref-type="bibr" rid="B26">Digman and Gratton, 2011</xref>). The other microscopic correlation methods, Raster Image Correlation Spectroscopy (RICS) and/or Spatial-Temporal Correlation Spectroscopy (STICS) (<xref ref-type="bibr" rid="B27">Di Rienzo et al., 2013</xref>) are then built upon the foundational principles of single-spot FCS and extend it by moving the focal point alongside the sample. Therefore, they allow analysing the spatial and temporal dynamics of fluorescent molecules (correlation pixel by pixel) leading to creation of a detailed <italic>&#x201c;map&#x201d;</italic> depicting various measured parameters, such as molecular diffusion, binding kinetics, concentration gradients, particle movement directionality, dynamic alterations in cellular structures, and others. The future adaptation of these time-space correlative microscopy methods for photothrophs will allow us to resolve the nano-scale spatial variance in the protein/lipid dynamics in thylakoids (with, e.g., 100&#xa0;nm resolution) that is currently only known with sub-micrometre resolution (see, e.g., difference in protein mobility between grana and stroma TM in (<xref ref-type="bibr" rid="B64">Kirchhoff et al., 2013</xref>).</p>
<p>It needs to be noted that only a combination of semi-single molecule microscopic FCS with mesoscopic FRAP will be able to address both types of proteins/lipids movement in TM, faster free diffusion and slower restricted diffusion (<xref ref-type="bibr" rid="B50">Im et al., 2013</xref>), because FCS can address only the fast processes (with characteristic time &#x3c4;<sub>char</sub> &#x223c; 1&#x2013;1000&#xa0;ms) and FRAP is suitable only for the slower processes (&#x3c4;<sub>char</sub> &#x223c; 1&#x2013;300&#xa0;s - protein-protein interactions (<xref ref-type="bibr" rid="B163">Wachsmuth et al., 2008</xref>)). This is one of the reasons why the diffusions of TM proteins obtained by FCS (<xref ref-type="bibr" rid="B54">Iwai et al., 2014</xref>) are so different from those obtained by FRAP (<xref ref-type="bibr" rid="B64">Kirchhoff et al., 2013</xref>): each method (FCS or FRAP) &#x201c;observes&#x201c; different protein fractions (<xref ref-type="bibr" rid="B163">Wachsmuth et al., 2008</xref>). Their combination will better reflect the mosaic of TM proteins representing a complex combination of a stable organization (e.g., grana/stromal-like thylakoids in cyanobacterial microdomains (<xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>)) with fast protein (see super-resolution time-lapse imaging (<xref ref-type="bibr" rid="B54">Iwai et al., 2014</xref>; <xref ref-type="bibr" rid="B53">Iwai et al., 2016</xref>; <xref ref-type="bibr" rid="B59">Ka&#x0148;a et al., 2023</xref>) and possibly also lipid trafficking (<xref ref-type="bibr" rid="B126">Sarcina et al., 2003</xref>). In fact, the importance of specialized lipid-based membrane microdomains is known in bacterial membranes as regions of increased fluidity (<xref ref-type="bibr" rid="B143">Strahl et al., 2014</xref>; <xref ref-type="bibr" rid="B36">Gohrbandt et al., 2022</xref>) or special &#x201c;Functional Membrane Microdomains&#x201d; (bacterial rafts-like domains) representing a mix of lipids and a specific set of proteins (<xref ref-type="bibr" rid="B83">Lopez and Koch, 2017</xref>). Therefore, the study of interaction between the polymorphic TM lipids (<xref ref-type="bibr" rid="B33">Garab et al., 2017</xref>) and the small structural proteins (e.g., Vipp, Curt, Flotilins (<xref ref-type="bibr" rid="B137">Siebenaller and Schneider, 2023</xref>) represent a future direction in the field of photosynthesis research.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Cell-to-cell spatial heterogeneity&#x2014;from filaments to colonies/aggregates of cells</title>
<p>If we look beyond spatial heterogeneity of proteins, lipids, DNA and RNA within individual cells (see <xref ref-type="sec" rid="s2-1">section 2.1</xref>) we can observe heterogeneity amongst different cells in filamentous cyanobacteria as well as in free-living microbial populations. Notably, such cell-to-cell heterogeneity is found to be a common phenomenon not only in natural communities composed of different species (<xref ref-type="bibr" rid="B91">Mart&#xed;nez-P&#xe9;rez et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Eichner et al., 2017</xref>; <xref ref-type="bibr" rid="B65">Klawonn et al., 2019</xref>; <xref ref-type="bibr" rid="B51">Irion et al., 2021</xref>), but also in clonal cultures in the laboratory; in the latter case it is referred to as phenotypic heterogeneity (<xref ref-type="bibr" rid="B1">Ackermann, 2015</xref>; <xref ref-type="bibr" rid="B158">Van Boxtel et al., 2017</xref>). While the origins remain elusive, phenotypic heterogeneity has been attributed to the cell cycle stage and its interaction with the circadian clock, stochastic gene expression, or different functional roles allowing for a division of labour (<xref ref-type="bibr" rid="B1">Ackermann, 2015</xref>; <xref ref-type="bibr" rid="B92">Martins et al., 2018</xref>). A classic example of cell-to-cell differentiation in phototrophs is nitrogen-fixing heterocysts (protecting nitrogenase from photosynthetically evolved O<sub>2</sub>) in filamentous cyanobacteria such as <italic>Anabaena</italic>. A more subtle spatial and temporal division of photosynthesis and nitrogen fixation has been also observed in filamentous <italic>Trichodesmium</italic> (<xref ref-type="bibr" rid="B5">Berman-Frank et al., 2001</xref>) and heterogeneity in nitrogen fixation rates is visible even in the community of unicellular diazotrophs like <italic>Crocosphaera watsonii</italic> and <italic>Cyanothece</italic> sp. (<xref ref-type="bibr" rid="B94">Masuda et al., 2020</xref>). Other studies have shown cell-to-cell heterogeneity with regard to the response to photodamage (<xref ref-type="bibr" rid="B153">Tay and Cameron, 2023</xref>), the distribution of membrane microdomains (<xref ref-type="bibr" rid="B67">Konert et al., 2019</xref>; <xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>; <xref ref-type="bibr" rid="B15">Canonico et al., 2020</xref>) or fluorescence emission during colony formation (<xref ref-type="bibr" rid="B98">Moore et al., 2020</xref>). The various microscopy techniques discussed in this perspective paper lend themselves to further quantifying and understanding the phenomenon of cell-to-cell heterogeneity with regard to photosynthesis (<xref ref-type="fig" rid="F2">Figure 2B</xref>), including standard confocal microscopy (see <xref ref-type="sec" rid="s2-1">section 2.1</xref>.), non-microscopy methods with single-cell resolution (e.g., Fluorescence-Activated Cell Sorting, FACS (<xref ref-type="bibr" rid="B79">Lin et al., 2020</xref>)). More specialized microscopy methods like Raman spectroscopy, spectral imaging or isotope mapping by nanoSIMS (see Sections 4.2. and 4.3.) or their combinations provide alternate descriptions and additional information toward understanding the phenomenon of cell-to-cell heterogeneity in microbial cultures (<xref ref-type="bibr" rid="B14">Calabrese et al., 2019</xref>; <xref ref-type="bibr" rid="B34">Garc&#xed;a-Timermans et al., 2020</xref>; <xref ref-type="bibr" rid="B130">Schreiber and Ackermann, 2020</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Examples of cell-to-cell heterogeneity <italic>in vivo</italic> in photosynthetic cyanobacteria. Panel <bold>(A)</bold>: Heterogeneity in the Carbon (red) and Nitrogen (green) allocation to cyanophycin in <italic>Cyanothece sp.</italic> ATCC 51142 visualized by stable isotope labelling and nanoscale Secondary Ion Mass Spectrometry&#x2014;nanoSIMS (<xref ref-type="bibr" rid="B118">Polerecky et al., 2021b</xref>). Panel <bold>(B)</bold> Co-localization of phycobilisomes (PBS) fluorescence (blue), and YFP fluorescence (green) in YFP-tagged PSI strain of <italic>Synechocystis sp. PCC6803</italic> in re-greening after long stationary growing phase visualized by confocal microscopy (see (<xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>) for details on 3 channel detection methodology and cell-to-cell heterogeneity).</p>
</caption>
<graphic xlink:href="fphbi-02-1384522-g002.tif"/>
</fig>
<sec id="s3-1">
<title>3.1 Microsensors&#x2014;methods to study communities of phototrophs</title>
<p>At a larger scale, phototrophic cells or filaments can form multicellular tissues (e.g., higher plants) or characteristic cell colonies (certain cyanobacteria such as <italic>Microcystis</italic> or <italic>Trichodesmium</italic>) or microbial mats representing associations of different cyanobacterial and bacterial species. The microbial heterogeneity in these systems (scaling from hundreds of micrometres to a few mm) can be analyzed <italic>in vivo</italic> by different sensor-based approaches. These include traditional microelectrodes as well as microfiber-based optical sensors. The classical microsensors allow spatially resolved measurements (with point measurements at 100 to &#x223c;10&#xa0;&#xb5;m resolution) of various parameters connected with photosynthetic or respiratory processes like O<sub>2</sub> concentration, pH, carbonate ion concentration, variable chlorophyll fluorescence, or irradiance. Recent developments in sensor technology have further improved spatial resolution; for instance minimum tip sizes of Clark-type O<sub>2</sub> electrodes are close to 3&#xa0;&#xb5;m (<xref ref-type="bibr" rid="B167">Weits et al., 2019</xref>), and smaller than 0.5&#xa0;&#xb5;m for carbon-fibre based electrodes (<xref ref-type="bibr" rid="B2">Alova et al., 2019</xref>). Also various new sensor types have been developed, including sensors for H<sub>2</sub>O<sub>2</sub> (<xref ref-type="bibr" rid="B113">Ousley et al., 2022</xref>), CO<sub>2</sub> (<xref ref-type="bibr" rid="B122">Revsbech et al., 2019</xref>) and total dissolved inorganic carbon (<xref ref-type="bibr" rid="B141">Steininger et al., 2021</xref>). Additionally, planar optodes and optode micro/nanoparticles can simultaneously provide temporal and spatial distribution (2D or 3D) of pH, CO<sub>2</sub> or O<sub>2</sub> (<xref ref-type="bibr" rid="B101">Mo&#xdf;hammer et al., 2019</xref>; <xref ref-type="bibr" rid="B30">Elgetti Brodersen et al., 2020</xref>). The combination of multiple sensors applied on the same sample together with machine-learning approaches (<xref ref-type="bibr" rid="B179">Zieger and Koren, 2023</xref>) shows promise in understanding the complex interactions and feedback mechanisms between biological processes in microbial microenvironments (<xref ref-type="bibr" rid="B78">Lichtenberg et al., 2017</xref>; <xref ref-type="bibr" rid="B164">Wangpraseurt et al., 2017</xref>; <xref ref-type="bibr" rid="B41">Haro et al., 2019</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>4 Special microscopy methods</title>
<p>In this section, we provide a short exploration of a wide range of advanced techniques employed in the study of photosynthetic organisms, each playing a role in enhancing our comprehension of the intricate and dynamic processes governing their metabolism. These methods represent an extension of the classical static (see <xref ref-type="sec" rid="s2-1">Section 2.1</xref>) or dynamic methods (see <xref ref-type="sec" rid="s2-2">Section 2.2</xref>) of confocal, super-resolution or epifluorescence microscopy methods. We provide a list of methods applicable for phototrophs based either on different physical phenomena (e.g., Raman scattering, secondary ion emission in mass spectrometry) or on different methodologies like Life-time imaging (<xref ref-type="bibr" rid="B160">Verhoeven et al., 2022</xref>), two dimensional electronic spectroscopy (<xref ref-type="bibr" rid="B154">Tiwari et al., 2018</xref>) or energy transfer-based methods (<xref ref-type="bibr" rid="B159">Vasilev et al., 2022</xref>). Some of the special microscopy methods are then described in the following sections.</p>
<sec id="s4-1">
<title>4.1 Kinetics and spectral fluorescence imaging of phototrophs</title>
<p>Most microscopy methods are based on detection of autofluorescence from the abundant photosynthetic pigments (e.g., chlorophylls, phycobilins), the fluorescence of lipid dyes (<xref ref-type="bibr" rid="B144">Strahl and Errington, 2017</xref>), protein tagging by fluorescent proteins (<xref ref-type="bibr" rid="B172">Yokoo et al., 2015</xref>; <xref ref-type="bibr" rid="B23">Cui et al., 2023</xref>; <xref ref-type="bibr" rid="B175">Zhang et al., 2023</xref>), or imunofluorescence staining (<xref ref-type="bibr" rid="B155">Trigo et al., 2017</xref>; <xref ref-type="bibr" rid="B169">Whitman Brendan et al., 2023</xref>). Chlorophyll a-based methods are very useful to detect photosynthetic activity and photosynthetic efficiency <italic>in vivo</italic> (<xref ref-type="bibr" rid="B75">Lazar, 2015</xref>). They target either the faster kinetics of fluorescence lifetimes (in 0.1&#x2013;10&#xa0;ns range&#x2014;Fluorescence Lifetime Imaging (FLIM)), or the slower fluorescence kinetics (e.g., fluorescence kinetics microscopy (FKM) that detects activity of photosystem II (PSII) either by epifluorescence microscopy (<xref ref-type="bibr" rid="B132">Setlikova et al., 2005</xref>; <xref ref-type="bibr" rid="B66">Kom&#xe1;rek et al., 2010</xref>), or by confocal microscopy (<xref ref-type="bibr" rid="B142">Storti et al., 2023</xref>)). FLIM represents a powerful technique that acquires the fluorescence lifetimes by photon-counting pixel-by-pixel with the spatial resolution depending on the microscopy method (see previous <xref ref-type="sec" rid="s2">Section 2</xref>.). In contrast to steady-state fluorescence microscopy or slower FKM-based methods, FLIM is, by definition, concentration independent and is governed by the excitation states dynamics. Therefore, it can resolve and co-localize chromophores/proteins with the same emission band, that are however different in their fluorescence lifetimes (e.g., highly quenched emission from photosystem I (PSI) vs<italic>.</italic> mildly quenched light harvesting antennae of PSII). Therefore, FLIM has been widely used to study different processes in phototrophs with applications including spatial and temporal information about the distribution of the photosynthetic complexes (<xref ref-type="bibr" rid="B52">Iwai et al., 2010</xref>; <xref ref-type="bibr" rid="B49">Iermak et al., 2016</xref>; <xref ref-type="bibr" rid="B110">Nozue et al., 2016</xref>), regulation of light-harvesting processes and photoprotection (<xref ref-type="bibr" rid="B115">Pascal et al., 2005</xref>; <xref ref-type="bibr" rid="B45">Holub et al., 2007</xref>; <xref ref-type="bibr" rid="B7">Bhatti et al., 2021</xref>), chromatic adaptation in cyanobacteria (<xref ref-type="bibr" rid="B86">MacGregor-Chatwin et al., 2022</xref>) and to study proteins redistribution (<xref ref-type="bibr" rid="B161">Verhoeven et al., 2023</xref>).</p>
<p>The much slower kinetics of FKM-like methods are based chlorophyll autofluorescence (from microseconds to minutes) and they are used as a marker of photosynthetic activity (see e.g. (<xref ref-type="bibr" rid="B74">Kupper et al., 2000</xref>; <xref ref-type="bibr" rid="B132">Setlikova et al., 2005</xref>; <xref ref-type="bibr" rid="B66">Kom&#x00E1;rek et al., 2010</xref>; <xref ref-type="bibr" rid="B142">Storti et al., 2023</xref>)). Additionally, these microscopy methods are sometimes combined with kinetic detection of the whole fluorescence spectrum (<xref ref-type="bibr" rid="B37">Grigoryeva and Chistyakova, 2020</xref>). These slow FKM-like methods require commercial and custom-made measuring systems combining chlorophyll <italic>a</italic> fluorimeters with a camera and/or microscope (e.g., WALZ Imaging PAM, Microscopy PAM). They include systems suitable for sequential multicolour variable fluorescence imaging (RGB-Microscopy-IPAM) allowing to distinguish the photosynthetic activity of cells with different pigmentation in natural samples (e.g., epiphytes on seagrass leaves; see (<xref ref-type="bibr" rid="B10">Brodersen and K&#xfc;hl, 2023</xref>)). Measuring the slow kinetics of variable chlorophyll fluorescence has already provided insights into the cell-to-cell variability in the regulation of photosynthesis in nitrogen-fixing filamentous cyanobacteria (<xref ref-type="bibr" rid="B73">Kupper et al., 2004</xref>; <xref ref-type="bibr" rid="B32">Ferimazova et al., 2013</xref>; <xref ref-type="bibr" rid="B109">Nozue et al., 2017</xref>; <xref ref-type="bibr" rid="B19">Colussi et al., 2024</xref>). Besides the epifluorescence-based FKM (<xref ref-type="bibr" rid="B66">Kom&#xe1;rek et al., 2010</xref>) other systems have been used including confocal (<xref ref-type="bibr" rid="B37">Grigoryeva and Chistyakova, 2020</xref>; <xref ref-type="bibr" rid="B142">Storti et al., 2023</xref>), two-photon excitation (<xref ref-type="bibr" rid="B72">Kumazaki et al., 2007</xref>; <xref ref-type="bibr" rid="B71">Kumazaki et al., 2013</xref>) as well as a hyper-spectral confocal microscope that allows the detection of variability in the fluorescence emission or absorption spectra inside a single cell (<xref ref-type="bibr" rid="B162">Vermaas et al., 2008</xref>; <xref ref-type="bibr" rid="B87">MacGregor-Chatwin et al., 2017</xref>) or chloroplast (<xref ref-type="bibr" rid="B62">Kim et al., 2015</xref>). Additionally, there are some other less-known methods like excitation spectral microscopy (<xref ref-type="bibr" rid="B176">Zhang et al., 2021</xref>), cryo-electron microscopy (see (<xref ref-type="bibr" rid="B157">Vacha et al., 2007</xref>; <xref ref-type="bibr" rid="B134">Shibata et al., 2014</xref>; <xref ref-type="bibr" rid="B140">Steinbach et al., 2015</xref>)), and an Anti-Stokes fluorescence microscopy that is driven by thermally activated intramolecular vibrations, effective in selective imaging of PSI in different organisms (<xref ref-type="bibr" rid="B110">Nozue et al., 2016</xref>). We recommend those interested in these specialized methods to read the recent review on optical spectroscopy/microscopy by (<xref ref-type="bibr" rid="B175">Zhang et al., 2023</xref>).</p>
</sec>
<sec id="s4-2">
<title>4.2 Infrared (IR) and Raman-based microscopy</title>
<p>Apart from spectroscopy methods based on visible (VIS) light, infrared (IR) absorption and Raman spectroscopy are two important techniques providing useful information on the photo-physics and photochemistry of photosynthetic organisms at the microsocpic level. In contrast to VIS methods (<xref ref-type="sec" rid="s2-1">Section 2.1</xref>.), these methods analyze the frequencies of molecular vibrations, providing insights in to the chemical composition. IR absorption has limited applications in microsopy in aqueous environments due to the strong interference of the absorption band of water. In contrast, <italic>in vivo</italic> Raman microscopy requires minimal sample preparation (<xref ref-type="bibr" rid="B4">Bec et al., 2020</xref>) and it does not require the introduction of artificial staining or labelling to detect different chemical components, simultaneously, with a sub-cellular resolution. It has revealed spatial details about photosynthetic pigments, and other organic and inorganic compounds in various algae (<xref ref-type="bibr" rid="B18">Collins et al., 2011</xref>; <xref ref-type="bibr" rid="B100">Moudr&#xed;kov&#xe1; et al., 2016</xref>; <xref ref-type="bibr" rid="B97">Mojzes et al., 2020</xref>; <xref ref-type="bibr" rid="B99">Moudr&#xed;kov&#xe1; et al., 2021</xref>; <xref ref-type="bibr" rid="B112">Oka et al., 2021</xref>). Very few studies have addressed photosynthetic heterogeneity using Raman microscopy. Nevertheless it has been used to follow changes in thylakoid membranes by probing chlorophyll <italic>a</italic>-associated photoluminescence and carotenoid/phicobilin Raman signals in heterocyst cells (<xref ref-type="bibr" rid="B152">Tamamizu and Kumazaki, 2019</xref>). Raman applications need to cope with strong autofluorescence, long acquisition times and/or high laser intensities that can cause local heating of the sample (<xref ref-type="bibr" rid="B12">Butler et al., 2016</xref>). Some of these difficulties can be overcome by using near-IR excitation wavelengths (<xref ref-type="bibr" rid="B43">Heraud et al., 2018</xref>; <xref ref-type="bibr" rid="B152">Tamamizu and Kumazaki, 2019</xref>) or by coupling a spectrometer to a light-sheet illumination (<xref ref-type="bibr" rid="B103">M&#xfc;ller et al., 2016</xref>). An efficient way of increasing the Raman signal is to tune the excitation wavelength to closely match an electronic transition of the studied molecule and this is called resonance Raman (RR). Under these conditions, the Raman signal can be enhanced by orders of magnitude, allowing selective observation of the molecule of interest in a highly complex medium, thereby negating most of the negative aspects described above (<xref ref-type="bibr" rid="B82">Llansola-Portoles et al., 2022</xref>). For example, RR spectroscopy has been applied macroscopically to pinpoint signals of the pigments involved in photoprotective energy dissipation in intact chloroplasts and whole leaves (<xref ref-type="bibr" rid="B123">Ruban et al., 2007</xref>). Further advances in the field include the development of a high-resolution fluorescence-resonance Raman microscope based on the SPiRI methodology described in <xref ref-type="sec" rid="s2-1">Section 2.1</xref>.</p>
</sec>
<sec id="s4-3">
<title>4.3 Other selected methods: mass spectrometry based isotope mapping, RNA/protein localization, application of fluorescent proteins</title>
<p>Spatial mapping of chemical elements up to a resolution of 50&#xa0;nm can be achieved using nano-scale Secondary Ion Mass Spectrometry (nanoSIMS) (<xref ref-type="bibr" rid="B106">Musat et al., 2016</xref>). It is a powerful analytical technique used for high-resolution imaging and quantification of stable isotopes and elemental composition at the nanoscale. By bombarding a sample surface with a focused primary ion beam, nanoSIMS induces the emission of secondary ions, which are then detected and analyzed using a mass spectrometer. Therefore, it is a destructive method that however enables investigation of spatial distribution and heterogeneity of elements and their stable isotopes within biological samples with an unparalleled sensitivity and resolution. Indirectly, nanoSIMS can be used to adress physiological activity, such as spatial heterogeneity in the carbon/nitrogen assimilation processes (see <xref ref-type="fig" rid="F2">Figure 2A</xref>), when it is combined with stable isotope incubations (<xref ref-type="bibr" rid="B117">Polerecky et al., 2021a</xref>). The method has been succesfully applied to phototrophs, revealing cell-to-cell heterogeneity in carbon and nitrogen assimilation in nitrogen-fixing filamentous (<xref ref-type="bibr" rid="B29">Eichner et al., 2017</xref>; <xref ref-type="bibr" rid="B107">Nieves-Mori&#xf3;n et al., 2021</xref>) and unicellular cyanobacteria (<xref ref-type="bibr" rid="B131">Schreiber et al., 2016</xref>; <xref ref-type="bibr" rid="B94">Masuda et al., 2020</xref>; <xref ref-type="bibr" rid="B118">Polerecky et al., 2021b</xref>)). Its informative value can be further enhanced by correlative imaging involving, e.g., transmission and thin section EM, immunolabelling, X-ray fluroescence or Fluorescence <italic>In Situ</italic> Hybridization (FISH) for mRNA, rRNA or DNA (<xref ref-type="bibr" rid="B91">Mart&#xed;nez-P&#xe9;rez et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Krueger et al., 2018</xref>; <xref ref-type="bibr" rid="B24">Decelle et al., 2019</xref>; <xref ref-type="bibr" rid="B84">Loussert-Fonta et al., 2020</xref>; <xref ref-type="bibr" rid="B118">Polerecky et al., 2021b</xref>). The molecular cytogenetic technique FISH is a very useful tool to address RNA localization in cells hybridized with fluorescently labelled probes. The mRNA FISH technique has already provided important insights into the localization of TM protein biogenesis in cyanobacteria (<xref ref-type="bibr" rid="B88">Mahbub et al., 2020</xref>; <xref ref-type="bibr" rid="B89">Mahbub and Mullineaux, 2023</xref>), chloroplasts (<xref ref-type="bibr" rid="B156">Uniacke and Zerges, 2009</xref>; <xref ref-type="bibr" rid="B129">Schottkowski et al., 2012</xref>; <xref ref-type="bibr" rid="B148">Sun et al., 2019a</xref>) and the spatial localization of various physiological processes (e.g., carbon assimilation (<xref ref-type="bibr" rid="B127">Savage et al., 2010</xref>), respiration (<xref ref-type="bibr" rid="B81">Liu et al., 2012</xref>), DNA localization (<xref ref-type="bibr" rid="B16">Chen et al., 2012</xref>; <xref ref-type="bibr" rid="B111">Ohbayashi et al., 2019</xref>; <xref ref-type="bibr" rid="B77">Liao and Rust, 2021</xref>).</p>
<p>The most common methods that address spatial heterogenity in physiological processes in phototrophs are immunofluorescence approaches (<xref ref-type="bibr" rid="B155">Trigo et al., 2017</xref>) and genetically-based tagging of non-fluorescent membrane/cysosolic proteins with fluorescent proteins (FPs) ((<xref ref-type="bibr" rid="B172">Yokoo et al., 2015</xref>). To avoid potential artifacts or misinterpretations when employing FPs in highly pigmented phototrophs, several possible side-effects and important factors need to be considered: 1) FPs can interfere with the fuction of the tagged protein by affecting the natural photosynthetic energy transfer (fluorescence quenching, energy transfer from FPs to photosynthetic antenna, etc.); 2) Spectral crosstalk: the FPs may exhibit spectral overlap (in absorption and fluorescence) with other fluorophores or autofluorescent cellular components like chlorophylls/phycobilins (<xref ref-type="bibr" rid="B172">Yokoo et al., 2015</xref>); 3) pH sensitivity of the FPs: a low pH, as present in the lumen may quench the fluoresecence of FPs and it should be consider when selecting the probe (<xref ref-type="bibr" rid="B135">Shinoda et al., 2018</xref>); 4) Photostability and photophysics of the FPs: the effect of photostability on fluorescence blinking should be considered for particular microscopy methods (see, e.g., effect of GFP photoswitching in FRAP (<xref ref-type="bibr" rid="B102">Mueller et al., 2012</xref>), or natural blinking of the PBS protein (<xref ref-type="bibr" rid="B39">Gwizdala et al., 2018</xref>); 5) Background autofluorescence: it is crucial to include control strains (without FPs) in case of FPs tagging of low-abundant proteins. (5) Aggregational and structural artifacts: FPs tagging may cause unnatural filamentous structures (e.g., MreB proteins after YFP tagging (<xref ref-type="bibr" rid="B150">Swulius and Jensen, 2012</xref>)) or oligomerisation artifacts (<xref ref-type="bibr" rid="B116">Petersen et al., 2020</xref>).</p>
<p>Hence, several control expertiments are necessary to validate (unusual) fndings obtained using FP tagging. This includes application of label-free methods (e.g., EM), comparing protein tagging with different FPs (the most suitable FPs for the phototrophic &#x201c;spectral window&#x201d; between 500&#x2013;600&#xa0;nm are eGFP, YFP, mClover, TFP), and localization by immunogold labeling (<xref ref-type="bibr" rid="B116">Petersen et al., 2020</xref>). Another key control experiment is verifiying the proper assembly of the protein-complexes tagged by the FPs (CLEAR-Native native gels), testing the physiological function of the new strain (see, e.g., (<xref ref-type="bibr" rid="B145">Stra&#x161;kov&#xe1; et al., 2018</xref>; <xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>) and also the use of special methods that can address changes in energy transfer on the microcospic level (e.g., FLIM).</p>
</sec>
</sec>
<sec id="s5">
<title>5 Final comments and conclusion</title>
<p>This paper summarizes recent methodological advances in the application of microscopic and mesoscopic approaches to study spatial heterogeneity of the photobiology in phototrophs. Especially, the application of SM methods opens new doors towards our understanding of the control mechanisms in phototrophic metabolism (e.g., photosynthesis, nitrogen fixation, protein synthesis, etc.). Traditional methodical bulk-level approaches are typically not able to address the localization of particular processes, which is sometimes crucial for our process-understanding. For instance, a currently emerging topic in the field of cyanobacterial photosynthesis is the process of assembly of TM proteins, their repair, and their <italic>de-novo</italic> synthesis, where the efficiency of the process depends on localization of several factors including ribosomes, RNAs (<xref ref-type="bibr" rid="B88">Mahbub et al., 2020</xref>) or other proposed factors (<xref ref-type="bibr" rid="B121">Rast et al., 2019</xref>). LCI methods have also showed that primary reactions in photosynthesis cannot be described by the traditional text-book view, where efficiency of linear and cyclic electron flows depends only on efficiency of their particular sub-components (e.g., Photosystems). In contrast, it depends also on photosystems co-localization that varies between organisms (see higher plants grana/stroma TM versus cyanobacterial microdomains). Additionally, even though these membranes are relatively stable in time, albeit fluctuating with respect to naturally evolving light regimes (<xref ref-type="bibr" rid="B146">Stra&#x161;kov&#xe1; et al., 2019</xref>), specific proteins and membrane infrastructure show surprisingly dynamic behaviour, as visualized by SM and CM (<xref ref-type="bibr" rid="B54">Iwai et al., 2014</xref>; <xref ref-type="bibr" rid="B53">Iwai et al., 2016</xref>; <xref ref-type="bibr" rid="B59">Ka&#x0148;a et al., 2023</xref>). How the continuous trafficking of enzymatically active membrane proteins on nano-scale level (e.g. movement of oxygen evolving PSII complex) result in a stable organization and function of microdomains at the single cell/cell suspension level (e.g., oxygen evolution in bulk) is a key question that needs to be addressed in future research.</p>
<p>A similar spatial heterogeneity is also visible at the level of filaments, colonies and microbial mats. In recent years, it was found that in isogenic cultures of bacteria typically two or more subpopulations with different metabolic states can be observed. This type of heterogeneity, called phenotypic cell-to-cell heterogeneity (<xref ref-type="bibr" rid="B130">Schreiber and Ackermann, 2020</xref>) is a key topic for future studies as it is tightly linked to the productivity of the whole culture (at a cell suspension level) and an important factor from a biotechnological point of view. Notably, it has additional practical and methodical consequences, even with monoclonal cultures of phototrophs: a higher numbers of cells (tens or better hundreds) need to be analysed to fully understand the behaviour of the whole population of cells. Interestingly, even isogenic populations of phototrophs can make surprisingly complex and diverse lifestyles (<xref ref-type="bibr" rid="B105">Mullineaux and Wilde, 2021</xref>) indicating collective and coherent behavior in analogy with multicellular organisms (<xref ref-type="bibr" rid="B133">Shapiro, 1998</xref>). To understand such behaviour, future studies will inevitably require application of innovative single cell methodologies (<xref ref-type="bibr" rid="B98">Moore et al., 2020</xref>) like continuous imaging by microfluidic systems (<xref ref-type="bibr" rid="B151">Sz&#xe9;les et al., 2022</xref>), advanced adaptations of the various microscopy-based approaches presented in this review, or systems mimicking the native membranes (e.g., proteins in nanodiscs or in liposomes) that can be used as a proxy for protein heterogeneity in single cells (<xref ref-type="bibr" rid="B90">Manna et al., 2021</xref>). The understanding of the complex behaviour of cell-to-cell variability of multicellular systems of phototrophs will require also new terminologies (e.g., diffusion based Turing patterning for Heterocyst (<xref ref-type="bibr" rid="B174">Zeng and Zhang, 2022</xref>)) and a shift in our view especially in cyanobacteria: there seems to be no &#x201c;average cell&#x201d; that could represent the whole population, as shown for phenotypic heterogeneity in bacteria (<xref ref-type="bibr" rid="B108">Norris, 2019</xref>).</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Author contributions</title>
<p>RK: Conceptualization, Supervision, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. ME: Conceptualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. AG: Writing&#x2013;original draft, Writing&#x2013;review and editing. CI: Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The study has been supported by the Czech Science Foundation (GA&#x010C;R 24-11363S), by P JAC project &#x201c;Photomachines&#x201d; (Reg. No CZ.02.01.01/00/22_008/0004624) and by ERC project Photoredesign (No. 854126) and through an ERC Advanced Investigator Grant, contract no. 267333, PHOTPROT (CI, AG). The platform of Biophysics of I2BC supported by French Infrastructure for Integrated Structural Biology (FRISBI) ANR-10-INBS-05-05 (CI, AG); the Infrastructures en Biologie Sant&#xe9; et Agronomie (IBiSA) (CI, AG).</p>
</sec>
<ack>
<p>We are also thankful to the past and present technicians/post-docs (Mgr. Jaroslav Krafl, Mgr. Barbora &#x160;ediv&#xe1;, Dr. G. Steinbach, Dr. Amelie Sch&#x00F6;ber, Dr. Grzegorz Konert, Dr. Edel Semanat) as they gave us valuable experimental and practical inputs during adaptation of the new microscopic methods at the core facility of the center ALGATECH.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<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 id="s10">
<title>Abbreviations</title>
<p>AFM, Atomic Force Microscopy; CEF, cyclic electron flow; CM, Confocal Microscopy; EM, Electron Microscopy; FPs, Fluorescence Proteins, FRAP, Fluorescence Recovery After Photobleaching; FCS, Fluorescence Correlation Spectroscopy; FKM, Fluorescence Kinetics Microscopy; LCI, Live-Cell Imaging; LEF, linear electron flow; nanoSIMS, Nano-scale Secondary Ion Mass Spectrometry; PBS, phycobilisomes; PAINT, Point Accumulation for Imaging in Nanoscale Topography; PALM, Photo-activated localization microscopy; PSI(PSII), Photosystem I(Photosystem II); RCM, Re-scan confocal microscopy; RICS, Raster Image Correlation Spectroscopy; RR, resonance Raman; SCLIM, Super-resolution Confocal Live Imaging microscopy; SIM, Structural Illumination Microscopy, SpiRI, Single Pixel Reconstruction Imaging; SM, Super resolution microscopy; STICS, Spatial-Temporal Correlation Spectroscopy; STORM, Stochastic Optical Reconstruction Microscopy; TM, thylakoids membrane.</p>
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