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<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing with OASIS Tables v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpub-oasis3.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0" article-type="research-article"><?xmltex \bartext{Research article}?>
  <front>
    <journal-meta><journal-id journal-id-type="publisher">BG</journal-id><journal-title-group>
    <journal-title>Biogeosciences</journal-title>
    <abbrev-journal-title abbrev-type="publisher">BG</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Biogeosciences</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1726-4189</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/bg-20-2805-2023</article-id><title-group><article-title>Lichen species across Alaska produce highly active <?xmltex \hack{\break}?>and stable ice nucleators</article-title><alt-title>Lichen species across Alaska produce highly active and stable ice nucleators</alt-title>
      </title-group><?xmltex \runningtitle{Lichen species across Alaska produce highly active and stable ice nucleators}?><?xmltex \runningauthor{R. J. Eufemio}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Eufemio</surname><given-names>Rosemary J.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>de Almeida Ribeiro</surname><given-names>Ingrid</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Sformo</surname><given-names>Todd L.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-4833-2007</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Laursen</surname><given-names>Gary A.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Molinero</surname><given-names>Valeria</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-8577-4675</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff6">
          <name><surname>Fröhlich-Nowoisky</surname><given-names>Janine</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-1278-0054</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Bonn</surname><given-names>Mischa</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="yes" rid="aff1 aff7">
          <name><surname>Meister</surname><given-names>Konrad</given-names></name>
          <email>konradmeister@boisestate.edu</email>
        <ext-link>https://orcid.org/0000-0002-6853-6325</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Department of Chemistry and Biochemistry, Boise State University,
Boise, ID 83725, USA</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Biomolecular Sciences Graduate Programs, Boise State University,
Boise, ID 83725, USA</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Department of Chemistry, The University of Utah, Salt Lake City, UT 84112, USA</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Institute of Arctic Biology, University of Alaska Fairbanks,
Fairbanks, AK 99775, USA</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>High Latitude Mycological Research Institute, University of Montana,
Missoula, MT 59801, USA</institution>
        </aff>
        <aff id="aff6"><label>6</label><institution>Max Planck Institute for Chemistry, 55128 Mainz, Germany</institution>
        </aff>
        <aff id="aff7"><label>7</label><institution>Max Planck Institute for Polymer Research, 55128 Mainz, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Konrad Meister (konradmeister@boisestate.edu)</corresp></author-notes><pub-date><day>14</day><month>July</month><year>2023</year></pub-date>
      
      <volume>20</volume>
      <issue>13</issue>
      <fpage>2805</fpage><lpage>2812</lpage>
      <history>
        <date date-type="received"><day>9</day><month>December</month><year>2022</year></date>
           <date date-type="rev-request"><day>12</day><month>January</month><year>2023</year></date>
           <date date-type="rev-recd"><day>28</day><month>February</month><year>2023</year></date>
           <date date-type="accepted"><day>10</day><month>March</month><year>2023</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2023 Rosemary J. Eufemio et al.</copyright-statement>
        <copyright-year>2023</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023.html">This article is available from https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023.html</self-uri><self-uri xlink:href="https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023.pdf">The full text article is available as a PDF file from https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d1e190">Forty years ago, lichens were identified as extraordinary biological ice
nucleators (INs) that enable ice formation at temperatures close to
0 <inline-formula><mml:math id="M1" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. By employing INs, lichens thrive in freezing environments
that surpass the physiological limits of other vegetation, thus making them
the majority of vegetative biomass in northern ecosystems. Aerosolized
lichen INs might further impact cloud glaciation and have the potential to
alter atmospheric processes in a warming Arctic. Despite the ecological
importance and formidable ice nucleation activities, the abundance,
diversity, sources, and role of ice nucleation in lichens remain poorly
understood. Here, we investigate the ice nucleation capabilities of lichens
collected from various ecosystems across Alaska. We find ice nucleating
activity in lichen to be widespread, particularly in the coastal rainforest
of southeast Alaska. Across 29 investigated lichen, all species show ice
nucleation temperatures above <inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M3" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, and <inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> %
initiate freezing at temperatures above <inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. Concentration
series of lichen ice nucleation assays in combination with statistical
analysis reveal that the lichens contain two subpopulations of INs, similar
to previous observations in bacteria. However, unlike the bacterial INs, the
lichen INs appear as independent subpopulations resistant to freeze–thaw
cycles and against temperature treatment. The ubiquity and high stability of
the lichen INs suggest that they can impact local atmospheric processes and
that ice nucleation activity is an essential trait for their survival in
cold environments.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>Directorate for Biological Sciences</funding-source>
<award-id>2116528</award-id>
</award-group>
<award-group id="gs2">
<funding-source>Air Force Office of Scientific Research</funding-source>
<award-id>FA9550-20-1-0351</award-id>
</award-group>
</funding-group>
</article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e260">The formation of ice is thermodynamically favored at temperatures below 0 <inline-formula><mml:math id="M7" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, but the crystallization is kinetically hindered. As a result,
pure water droplets can be supercooled to temperatures as low as <inline-formula><mml:math id="M8" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38 <inline-formula><mml:math id="M9" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, below which homogeneous ice nucleation occurs (Koop et al.,
2000). In natural systems, water usually freezes in a heterogeneous process
facilitated by the presence of particles that serve as ice nucleators (INs).
INs can be of biotic and abiotic origins (Maki and Willoughby, 1978; Wilson
et al., 2003; Murray et al., 2012) and play fundamental roles in
high-altitude cloud formation, in triggering precipitation in mixed-phase
clouds, and assist in the survival of freeze-tolerant organisms
(Zachariassen and Kristiansen, 2000). Potent biological INs have been
discovered in various life forms, including bacteria, fungi, algae, plants,
animals, and lichen (Maki et al., 1974; Kieft and Lindow, 1988; Pouleur et
al., 1992; Lundheim, 2002; Fröhlich-Nowoisky et al., 2015). The most
efficient and best-characterized biological INs are the plant-associated
bacteria <italic>Pseudomonas syringae</italic> (Kozloff et al., 1983; Govindarajan and Lindow, 1988). The ability
of<?pagebreak page2806?> <italic>P. syringae</italic> to facilitate ice formation is attributed to specialized ice nucleating
proteins (INPs) anchored to their outer bacterial cell membrane
(Govindarajan and Lindow, 1988). <italic>P. syringae</italic> INPs form functional aggregates that are
categorized into classes A–C, depending on their activation temperature and
assembly size (Turner et al., 1990; Lukas et al., 2020). Class C consists of
small clusters of INPs and is responsible for freezing at approximately <inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M11" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, while class A induces freezing at temperatures as warm as <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M13" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. Class B INs are rarely observed and
responsible for freezing between <inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M16" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C
(Schwidetzky et al., 2021b).</p>
      <p id="d1e370">Besides bacteria, lichens have been identified as extraordinary INs (Kieft
and Lindow, 1988; Honegger, 2007; Moffett et al., 2015). Given the global
abundance of lichen (Honegger, 2007), airborne lichen-derived INs have been
proposed to contribute to the pool of atmospheric INs and to strongly
influence atmospheric processes (Moffett et al., 2015; Creamean et al.,
2021). Lichens depend on the atmosphere for moisture, and the ability to
facilitate ice formation has been proposed to be beneficial to scavenge
water vapor in cold environments (Kieft and Lindow, 1988). Of the lichen
species previously tested, the majority were ice nucleation active,
indicating that ice nucleation activity in lichens is ubiquitous (Kieft and
Lindow, 1988; Moffett et al., 2015). Lichen IN activity was primarily
attributed to the mycobiont (fungal symbiont), and the photobiont partner
was proposed to be relatively inactive (Kieft and Ahmadjian, 1989). Efforts
to identify and characterize lichen INs revealed that they are active
without lipids and very pH- and heat-stable (Kieft and Ahmadjian, 1989;
Kieft and Ruscetti, 1990). Studies on non-lichenized fungi further suggested
that proteinaceous compounds are often responsible for their ice nucleation
activity (Kieft and Ruscetti, 1990; Lundheim, 2002; Kunert et al., 2019;
Fröhlich-Nowoisky et al., 2015; Moffett et al., 2015). However, while
non-lichenized fungal species like <italic>Fusarium</italic> have been extensively investigated for
their IN activity and overall influence on the environment and atmosphere
(Fröhlich-Nowoisky et al., 2015; Kunert et al., 2019; Yang et al.,
2022), our understanding of the IN activity of lichenized fungi and the
prevalence of ice nucleation among lichen species remains limited (Kieft and
Ruscetti, 1990; Henderson-Begg et al., 2009; Moffett et al., 2015).</p>
      <p id="d1e376">Here, we surveyed a taxonomically diverse selection of lichen species from
across Alaska for IN activity. We used the high-throughput twin-plate ice
nucleation assay (TINA) to quantify INs of selected lichen species, and the
underlying distribution of INs was determined using numerical modeling of
the cumulative freezing spectra. Further, we investigated the stability of
lichen INs upon exposure to freeze–thaw cycles and heat treatments, to gain
insights into possible atmospheric influences of airborne lichen INs and
their usage in cryostorage applications.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Materials and methods</title>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Sampling</title>
      <p id="d1e394">Samples were obtained from four regions in Alaska, USA, between September
2021 and February 2022. Nineteen lichens were collected from rock and tree
bark substrates in Juneau, three in Kodiak, five in Utqiaġvik, and two
in Fairbanks. These locations encompassed a range of biomes, from coastal
rainforests in Juneau and Kodiak, to Arctic tundra in Utquiġvik, and to
the boreal forest in Fairbanks (Simpson et al., 2007). Lichen samples were
collected based on availability in the natural environment and feasibility
of access to collection sites. We exclusively sampled foliose and fruticose
lichens. These species protrude off their substrates in leaf- and hair-like
structures, which enabled accurate identification based on physical
features. Species were identified using vegetation identification guides
(Pojar and MacKinnon, 1994). Samples were collected in sterile containers
and stored at <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M18" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C prior to analysis.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Purification of aqueous extracts</title>
      <p id="d1e424">To prepare extracts for quantitative analysis and temperature experiments,
all samples were washed with pure water (Millipore
Milli-Q<sup>®</sup> Simplicity 185 Water Purification
System, Merck KGaA, Darmstadt, Germany) to minimize contamination from
external sources of INs. Extracts were prepared for ice nucleation assays
and stability experiments using a standardized procedure adapted from Kieft and Lindow (Kieft and Lindow, 1988). First, a 5 mL aliquot of pure water was added to 2 g of lichen. Secondly, the samples were ground to a fine pulp using a mortar
and pestle. This procedure was chosen to ensure that the aqueous extract
contained all the molecules present in the lichen samples, both the
molecules bound to the cell wall and any secreted molecules (Kieft and
Lindow, 1988). Samples were then centrifuged at 5000 rpm for 10 min. The
supernatants were filtered through 0.22 <inline-formula><mml:math id="M19" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m pore diameter syringe
filters (Millex<sup>®</sup> Syringe Filter, Merck KGaA,
Darmstadt, Germany) to remove cellular debris. The aqueous extracts were
immediately tested for ice nucleation activity using the Vali-type (Vali,
1971) apparatus and stored at <inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M21" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C until systematic analysis.
Lichen extracts remained frozen for up to 9 months.</p>
</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Initial screening for ice nucleation activity</title>
      <p id="d1e468">For initial screenings of lichen ice nucleation activity, a Vali-type
apparatus was used, which consists of a temperature-controlled aluminum cold
plate (Linkam Scientific Instruments LTD, United Kingdom). For each sample, 20
extracted 1 <inline-formula><mml:math id="M22" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>L droplets were cooled at a rate of 3 <inline-formula><mml:math id="M23" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C min<inline-formula><mml:math id="M24" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, and freezing events were identified through the optical change in droplet appearance consistent with freezing. The freezing temperature for
each droplet was recorded, and the temperature at which half of the droplets
are frozen, <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, was used as a direct measure for the efficacy of the
INs. Snomax (inactivated <italic>P. syringae</italic>; Snomax Int) was used as a positive<?pagebreak page2807?> control,
resulting in a <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> of <inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M28" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C at 1.0 mg mL<inline-formula><mml:math id="M29" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, while pure water had a <inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> of <inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M32" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C.</p>
</sec>
<sec id="Ch1.S2.SS4">
  <label>2.4</label><title>Freezing spectra (number of IN)</title>
      <p id="d1e596">The three most active lichen species, <italic>Platismatia herrei</italic>, <italic>Sphaerophorus globosus</italic>, and <italic>Peltigera britannica</italic>, were analyzed using the
high-throughput twin-plate ice nucleation assay (TINA) (Kunert et al.,
2018). In TINA measurements, a liquid handling station (epMotion ep5073,
Eppendorf, Hamburg, Germany) was used to serially dilute the aqueous
extracts in 10-fold increments with pure water, each dilution consisting of
96 (3 <inline-formula><mml:math id="M33" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>L) droplets in two 384-well plates. The 384-well plates were
cooled at a continuous rate of 1 <inline-formula><mml:math id="M34" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C min<inline-formula><mml:math id="M35" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> from 0 to <inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M37" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. Freezing temperatures for each droplet were
extracted, and the fraction of frozen droplets was calculated for the
different temperatures. The cumulative number of active INs per mass unit of
sample (<inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) in each dilution was calculated using Vali's equation
(Vali, 1971).</p>
</sec>
<sec id="Ch1.S2.SS5">
  <label>2.5</label><title>Modeling the underlying distribution of freezing temperatures</title>
      <p id="d1e677">The heterogeneous underlying-based (HUB) method and associated HUB-backward
numerical code (de Almeida Ribeiro et al., 2022) were used to interpret the
heterogeneous ice nucleation temperatures obtained from TINA measurements of
the lichen samples. The HUB method relies on the assumptions of Vali (1971); e.g., that each IN has a distinct nucleation temperature, and that the
IN with the highest nucleation temperature is responsible for the freezing
of the droplet in the cooling experiments. The HUB-backwards stochastic
optimization procedure was used to extract the differential spectrum <inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and determine the underlying distribution of ice nuclei subpopulations in the cumulative freezing spectrum <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> of
lichen. The interpretability of the results in terms of subpopulations
provides an advantage over polynomial fitting and differentiation of
<inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S2.SS6">
  <label>2.6</label><title>Stability of ice nucleators</title>
      <p id="d1e739">Freeze–thaw cycles and heat treatments were performed on selected lichen
extracts and Snomax, to assess the stability of INs exposed to temperature
changes. For freeze–thaw cycles, aliquots of lichen extract were
consecutively frozen by gradually cooling to <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M43" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C at
1 <inline-formula><mml:math id="M44" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C min<inline-formula><mml:math id="M45" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and thawed to room temperature 12 times over
the course of 12 h. After each temperature cycle, the activity was
determined using TINA. For heat treatment experiments, the aliquots of the
lichen extracts were incubated at 98 <inline-formula><mml:math id="M46" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C for 1 h, and the ice
nucleation activity before and after heating was determined using TINA.</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>IN-active lichen species</title>
      <p id="d1e807">Table 1 shows the freezing temperatures of 29 lichen extracts as determined
in initial studies by a Vali-type droplet freezing assay and 16 of the
lichen extracts as measured by TINA. Freezing temperatures are shown as
<inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> values and are defined as the temperatures at which 50 % of the
undiluted lichen extract droplets are frozen. We find that all Alaskan
lichen species collected between September 2021 and February 2022 froze at
temperatures ranging from <inline-formula><mml:math id="M48" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">14.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M50" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. These
findings are consistent with previous reports of widespread ice nucleation
activity in lichen (Kieft and Lindow, 1988; Henderson-Begg et al., 2009;
Moffett et al., 2015; Creamean et al., 2021). The ice nucleation activity of
the collected lichen does not seem to increase from warmer (e.g., Juneau) to
colder (e.g., Utqiaġvik) climate zones, and none of the lichen species
collected in the Arctic tundra (Utqiaġvik) showed freezing temperatures
warmer than <inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7.6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M52" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. Moreover, lichens with the highest ice
nucleation activity (e.g., <italic>Platismatia herrei)</italic> coexist in the same coastal rainforest
environment and even on the same tree substratum as lichens with relatively
low ice nucleation activity (e.g., <italic>Usnea longissima</italic>). Among the 29 lichen, <italic>Platismatia herrei</italic>, <italic>Peltigera britannica</italic>,  and <italic>Sphaerophorus globosus</italic> showed
notably high IN activity in initial screenings, with <inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> values of
<inline-formula><mml:math id="M54" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5.2</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5.7</mml:mn></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M57" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, respectively. To
better characterize the INs of these lichen species, we investigated their
INs using the TINA setup, which allows the simultaneous measurement of a
complete dilution series with robust statistics (Kunert et al., 2018).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e939">Ice nucleation activity of undiluted lichen extracts determined
using a Vali-type (initial) and high-throughput ice nucleation assay
(TINA). Freezing temperatures are shown as <inline-formula><mml:math id="M58" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> values and are
defined as the temperatures at which 50 % of the undiluted lichen extract
droplets are frozen. Lichen samples were collected across Alaska, with
19 lichens from coastal rainforests in Juneau (J) and three from
Kodiak (K), five from the Arctic tundra in Utqiaġvik (U), and two from
boreal forests in Fairbanks (F). Extracts labeled N/A were not measured
using TINA. Species are listed from high to low ice nucleation activity.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Lichen species</oasis:entry>
         <oasis:entry colname="col2">Initial <inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">TINA <inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">(<inline-formula><mml:math id="M61" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C)</oasis:entry>
         <oasis:entry colname="col3">(<inline-formula><mml:math id="M62" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Platismatia herrei</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M63" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.2</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M64" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Peltigera britannica</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M65" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.7</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M66" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Sphaerophorus globosus</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M67" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.0</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M68" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Bryoria fuscescens</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M69" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.2</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M70" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Peltigera neopolydactyla</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M71" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.3</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Cladonia squamosa</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M72" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.5</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M73" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.7</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Hypogymnia enteromorpha</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M74" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.6</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M75" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Alectoria sarmentosa</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M76" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.7</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M77" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.9</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Cladonia cristatella</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M78" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.7</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M79" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Lobaria pulmonaria</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M80" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.7</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M81" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 5.4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Platismatia norvegica</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M82" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.8</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Cladina portentosa</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M83" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.9</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M84" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Parmelia sulcata</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M85" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 7.1</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Evernia prunastri</italic> (K)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M86" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 7.4</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Stereocaulon alpinum</italic> (U)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M87" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 7.6</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Sticta fulignosa</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M88" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 7.9</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Platismatia norvegica</italic> (K)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M89" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 8.0</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Lobaria oregana</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M90" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 8.1</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Usnea wirthii</italic> (F)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M91" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 8.2</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Stereocaulon</italic> (K)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M92" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 8.5</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Dactylina arctica</italic> (U)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M93" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 8.5</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M94" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 7.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Cladonia macilenta</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M95" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 9.2</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M96" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 7.4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Flavocetraria nivalis</italic> (U)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M97" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 9.2</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M98" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 7.7</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Xanthoparmelia cumberlandia</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M99" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 9.4</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M100" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 8.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Thamnolia tundrae</italic> (U)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M101" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 10.3</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M102" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 9.4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Bryocaulon divergens</italic> (U)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M103" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 11.7</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Porpidia</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M104" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 12.2</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Usnea longissima</italic> (J)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M105" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 12.6</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M106" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 9.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>Bryoria</italic> (F)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M107" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 14.5</oasis:entry>
         <oasis:entry colname="col3">N/A</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><?xmltex \gdef\@currentlabel{1}?></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e1713">Freezing experiments of aqueous extracts containing lichen INs
from <italic>P. britannica</italic> <bold>(a)</bold>, <italic>S. globosus</italic> <bold>(b)</bold>, and <italic>P. herrei</italic> <bold>(c)</bold>. Symbol colors in <bold>(a)</bold> indicate data from different
concentrations and are identical to uncolored dilutions shown in <bold>(b)</bold> and
<bold>(c)</bold>. Shown are the cumulative number of IN per unit mass (<inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) for
extracts containing INs from lichen.</p></caption>
          <?xmltex \igopts{width=483.69685pt}?><graphic xlink:href="https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023-f01.png"/>

        </fig>

      <p id="d1e1762">Figure 1 shows the results of TINA measurements of untreated aqueous lichen
extracts of <italic>P. britannica</italic>, <italic>S. globosus</italic>, and <italic>P. herrei</italic>. The initial solutions had a concentration of 0.4 g mL<inline-formula><mml:math id="M109" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and were then serially diluted 10-fold. The cumulative IN number
concentration (<inline-formula><mml:math id="M110" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) was calculated using Vali's formula and represents
the number of INs per unit weight that are active above a certain
temperature (Vali, 1971). We find that for the three lichen species, the
freezing spectra show two strong increases in <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> around <inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M113" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>13 <inline-formula><mml:math id="M114" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, with plateaus between <inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M116" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M117" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and below <inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">16</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M119" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. The two rises in the spectra suggest
the presence of two classes of INs with different activation temperatures,
while the plateaus indicate that fewer INs are active within those
temperature ranges (Budke and Koop, 2015; Lukas et al., 2020). The presence
of two IN subpopulations is notable, given that quantitative measurements of
fungi-associated INs typically display only one IN population
(Fröhlich-Nowoisky et al., 2015; Kunert et al., 2019). Two rises and
subsequent plateaus in the freezing spectra are more characteristic of those
observed in the spectrum of <italic>P. syringae</italic> (Fig. 3b). For <italic>P. syringae,</italic> the increases at <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2.8</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M122" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C were assigned to two classes of INs that consist
of different aggregate sizes of the same INPs (Turner et<?pagebreak page2808?> al., 1990; Qiu et
al., 2019; Schwidetzky et al., 2021a). The classes and molecular composition
of lichen INs have not been identified, but experimental results of Kieft
and Ahmadjian (1989) have previously identified the lichen mycobiont as
responsible for freezing above <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M124" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, while the photobiont has
much lower activity. We therefore tentatively assign the two increases in
the freezing spectra of the lichens to INs of the mycobiont and photobiont
partners. However, we cannot exclude the possibility that lichen INs are
exclusively mycobiont-derived macromolecules that aggregate similarly to
bacterial INs, and thus induce freezing at different activation temperatures
depending on the aggregate size. Given the uncertainty, we refer to the
first IN subpopulation active at <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M126" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C as class 1 and the
second class active at <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M128" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C as class 2.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Underlying distribution of lichen IN</title>
      <p id="d1e2000">We employed the heterogeneous underlying-based (HUB) stochastic optimization
analysis (de Almeida Ribeiro et al., 2022) to better identify and
characterize the underlying number of IN subpopulations in lichen. Figure 2a
shows the experimentally obtained cumulative spectrum <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> of <italic>P. herrei</italic>, together
with the differential spectrum predicted by HUB from the optimized distribution of
nucleation temperatures (e.g., the differential spectrum), shown in Fig. 2b.
The two IN subpopulations in the differential spectrum are centered at
<inline-formula><mml:math id="M130" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.8 and <inline-formula><mml:math id="M131" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 13.8 <inline-formula><mml:math id="M132" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C (Fig. 2b). We assign the mode at
<inline-formula><mml:math id="M133" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.8 <inline-formula><mml:math id="M134" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C to the class 1 INs and the mode at <inline-formula><mml:math id="M135" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 13.8 <inline-formula><mml:math id="M136" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C to
class 2 INs. The differential spectrum shows that freezing at
<inline-formula><mml:math id="M137" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.8 <inline-formula><mml:math id="M138" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C is two orders of magnitude less likely to happen than
freezing at <inline-formula><mml:math id="M139" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 13.8 <inline-formula><mml:math id="M140" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. The robustness of these signals and their
physical nature require further investigation.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e2114">Freezing experiments of aqueous extracts containing lichen INs
from <italic>P. herrei</italic>. <bold>(a)</bold> Cumulative number of INs per unit mass of <italic>P. herrei</italic> (<inline-formula><mml:math id="M141" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for extracts
containing INs from lichen. The red line represents the optimized cumulative spectrum obtained through the HUB-backward code. <bold>(b)</bold> Differential spectrum that represents the underlying distribution of heterogenous freezing
temperatures that produces the cumulative number of INs per unit mass (shown with the red line in panel <bold>a</bold>). The
grey dashed lines indicate the temperatures that give the modes of the
distribution. The mode, spread, and weight of the class 1 IN subpopulation are <inline-formula><mml:math id="M142" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 6.8 and 0.67 <inline-formula><mml:math id="M143" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and 0.95 %, respectively. For the
class 2 IN subpopulation, the mode, spread, and weight are <inline-formula><mml:math id="M144" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 13.8 and
0.29 <inline-formula><mml:math id="M145" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and 99.05 %.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023-f02.png"/>

        </fig>

</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Stability of lichen IN</title>
      <p id="d1e2192">The lichen INs are
exposed to physical stressors such as low, high, or quickly changing
temperatures in the natural environment or as aerosolized particles. To investigate the stability of lichen INs, we performed
freeze–thaw cycles and heat treatments. Figure 3 displays ice nucleation
measurements of aqueous extracts of <italic>P. herrei</italic> and a solution of Snomax (inactivated
<italic>P. syringae</italic>) in water during 12 consecutive freeze–thaw cycles. We find that the
freezing spectra of <italic>P. herrei</italic> look similar across all cycles, with nucleation events occurring
consistently at <inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M148" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and plateaus between
<inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M151" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. In contrast to lichen INs, the
freezing spectra of <italic>P. syringae</italic> show a systematic trend in which the final cycle differs markedly from the
first. We find that the rise at <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2.8</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M153" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C in the
bacterial <inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> spectrum is reduced and shifted to slightly lower
temperatures with progressing cycles. The second rise at <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M156" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C shifts not only to lower temperatures but also increases
over time. Evidently, repetitive freeze–thaw cycles reduce the activity of
the class A INs (larger INP aggregates active at <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2.8</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M158" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C) and<?pagebreak page2809?> transform them into the less active class C INs (smaller
aggregates active at <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M160" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C). These findings are
consistent with the apparent instability of bacterial INs (Polen et al.,
2016), and contrast the high stability of the lichen INs.</p>
      <p id="d1e2367">The repetitive freezing measurements further reveal that the highest
activity of lichen IN was already developed during the initial preparation
of the extracts and that no equilibration time was required. The storage of
aqueous extracts at <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M162" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C prior to freeze–thaw cycles also did
not impact the ice nucleation activity of the highly active class 1 INs,
given that <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> values of the initial measurements and up to 9 months
later are similar. These findings indicate that lichen INs can undergo
multiple freeze–thaw cycles without losing significant activity and would
be reusable in freeze-tolerant lichens and able to influence cloud glaciation.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e2402">Effects of freeze–thaw cycles on bacterial and lichen IN activity.
Shown are the cumulative numbers of INs per unit mass <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of <italic>P. herrei</italic> <bold>(a)</bold> and
Snomax <italic>(P. syrinage)</italic> <bold>(b)</bold>.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023-f03.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4" specific-use="star"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e2437">Effects of high-temperature treatment on the ice nucleation
activity and corresponding distributions of class 1 and class 2 INs of selected lichens.Shown are the cumulative number of INs (<inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) per gram of lichen sample of <bold>(a)</bold> <italic>P. britannica</italic>, <bold>(b)</bold> <italic>S. globosus</italic>, and <bold>(c)</bold> <italic>P. herrei</italic>.</p></caption>
          <?xmltex \igopts{width=483.69685pt}?><graphic xlink:href="https://bg.copernicus.org/articles/20/2805/2023/bg-20-2805-2023-f04.png"/>

        </fig>

      <p id="d1e2476">As a second test of stability, Fig. 4 shows ice nucleation measurements of
aqueous lichen extracts before and after 1 h of exposure to 98 <inline-formula><mml:math id="M166" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. We find that the freezing spectra of all three lichen species
are altered substantially after heat treatment. For <italic>P. britannica</italic>, we observe that the
first rise at <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> is lowered to <inline-formula><mml:math id="M168" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M169" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, while
the second rise at <inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M171" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C remains and becomes more apparent.
Moreover, the total cumulative number of <italic>P. britannica</italic> INs decreases moderately from
10<inline-formula><mml:math id="M172" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">7</mml:mn></mml:msup></mml:math></inline-formula> to <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> g<inline-formula><mml:math id="M174" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. For <italic>S. globosus</italic>, we
observe a markedly different behavior: the first rise at
<inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> decreases to <inline-formula><mml:math id="M176" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">9.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M177" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, while the second rise
at <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M179" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C completely disappears. In addition, the total cumulative
number of INs decreases significantly from 10<inline-formula><mml:math id="M180" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">7</mml:mn></mml:msup></mml:math></inline-formula> g<inline-formula><mml:math id="M181" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> to less than
10<inline-formula><mml:math id="M182" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:math></inline-formula>g<inline-formula><mml:math id="M183" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. For
<italic>P. herrei</italic>, we find that the first rise at <inline-formula><mml:math id="M184" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> is only slightly
lowered to <inline-formula><mml:math id="M185" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M186" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, while the second rise at <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M188" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C is
absent. Clearly, the lichen INs are affected differently by heat treatment,
suggesting distinct variation across the biomolecules responsible for ice
nucleation in lichens. We conclude that the macromolecular composition of
INs of class 1 and class 2 likely differ both within individual lichen and
among lichen species.</p>
      <p id="d1e2730">The high stability of the class 2 INs after the 98 <inline-formula><mml:math id="M189" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C treatment points toward some non-proteinaceous ice nucleating
molecules, and it has been proposed that some biological INs may consist of
polysaccharides (Pummer et al., 2012; Dreischmeier et al., 2017). Given the
lower stability of the class 1 INs upon heating, it is reasonable to assume
that the ice nucleation activity is primarily due to proteinaceous compounds
that denature under high temperatures. However, future experiments,
including chemical analyses, are required to adequately characterize the
macromolecules responsible for ice nucleation activity in lichen.</p>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Conclusions</title>
      <p id="d1e2751">The abundance and distribution of ice nucleation activity within lichens
were investigated in a study of 29 different species collected across
Alaska. Among the tested lichen species, all showed IN activity above <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M191" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and <inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> % displayed ice nucleation activity above
<inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M194" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, illustrating the wide distribution of IN activity within
lichens in Alaska. Concentration series of the most active lichen INs in
combination with statistical analysis revealed the presence of two clearly
distinguishable classes of INs which we categorized as class 1 and class 2.
We tentatively assigned class 1 IN activity to the fungal component of
lichen and class 2 IN activity to the photobiont.</p>
      <p id="d1e2802">Freeze–thaw cycles and heat treatments revealed a high stability of some
lichen INs, demonstrating the suitability of lichen for potential usage in
cryostorage applications. The abundance of lichens in nature and the<?pagebreak page2810?> wide
distribution of ice nucleation activity across species, together with the
extraordinary stability of the INs under atmospherically relevant
conditions, indicates that these IN may have considerable impact on
precipitation patterns in northern environments. We speculate that
lichenized fungi and their efficient INs are likely abundant members of
atmospheric communities (Fröhlich-Nowoisky et al., 2009; Womack et al.,
2015), especially over coastal rainforest canopies (Fröhlich-Nowoisky et
al., 2012).</p>
      <p id="d1e2805">Our results further demonstrate that there are significant differences among
lichen INs and that their molecular composition leads to variations in
stability. Additional research is needed to characterize the lichen IN to
evaluate the nature of the macromolecules responsible for ice nucleation and
the abundance of lichen INs in environmental samples on a global scale.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e2813">All data are available from the corresponding author upon
request.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e2819">KM and RJE designed the experiments. TLS provided lichen
samples. TLS, RJE, and GAL identified lichen. RJE performed the experiments.
IER and VM performed stochastic optimization analysis. RJM, KM, JFN, MB, TLS, and
VM discussed the results. RJE and KM wrote the paper with contributions
from all co-authors.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e2825">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e2831">Publisher’s note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e2837">We are grateful to the MaxWater initiative from the Max Planck Society. Konrad Meister acknowledges support by the National Science Foundation under grant no.
NSF 2116528 and from the Institutional Development Awards (IDeA) from the
National Institute of General Medical Sciences of the National Institutes of
Health under grant nos. P20GM103408 and P20GM109095. Ingrid de Almeida Ribeiro  and Valeria Molinero<?pagebreak page2811?> gratefully acknowledge support by AFOSR through MURI award no.
FA9550-20-1-0351. We thank Ashley Murphy, Louise Tymrak, Nadine Bothen, and
Ralph Schwidetzky for helping with sample collection and TINA measurements, Michail Shurbenko for sample identification, and Thomas Hill and Bruce
Moffett for exciting initial discussions.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e2842">This research has been supported by the Directorate for Biological Sciences, Division of Molecular and Cellular Biosciences (grant no. 2116528) and the Air Force Office of Scientific Research (grant no. FA9550-20-1-0351).<?xmltex \hack{\newline}?><?xmltex \hack{\newline}?>The article processing charges for this open-access <?xmltex \notforhtml{\newline}?> publication were covered by the Max Planck Society.</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e2853">This paper was edited by Paul Stoy and reviewed by two anonymous referees.</p>
  </notes><ref-list>
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