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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2023.1192486</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Allometric equations for estimating peak uprooting force of riparian vegetation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2251209"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1095376"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>He</surname>
<given-names>Siming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1429092"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Mountain Hazards and Surface Process, Institute of Mountain Hazards and Environment, Chinese Academy of Sciences</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Engineering Science, University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Hongxia Zhang, Ludong University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Gudrun Bornette, UMR6249 Chrono Environnement, France; Div Corenblit, Universit&#xe9; Clermont Auvergne, France; Jonas Schoelynck, University of Antwerp, Belgium</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Siming He, <email xlink:href="mailto:hsm@imde.ac.cn">hsm@imde.ac.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1192486</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>03</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Zhang, Liu and He</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhang, Liu and He</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>Uprooting caused by flood events is a significant disturbance factor that affects the establishment, growth, and mortality of riparian vegetation. If the hydraulic drag force acting on riparian plants exceeds the peak uprooting force originate from their below-ground portion, it may result in the uprooting of these plants. Despite previous studies have documented and investigated the uprooting processes and factors influencing the peak uprooting force of plants, most of these studies have focused on how the root morphological traits of tree and shrub seedlings affect peak uprooting force or mainly collected data in indoor experiments, which may limit the extrapolation of the results to natural environments. To address these limitations, we assume that the peak uprooting force can be estimated by the morphological traits of the above-ground portion of the vegetation. In this study, we conducted <italic>in-situ</italic> vertical uprooting tests on three locally dominant species: <italic>Conyza canadensis</italic>, <italic>Daucus carota</italic>, and <italic>Leonurus sibiricus</italic>, in a typical riverine environment. The three species were found to have the highest abundance based on the outcomes of the quadrat method. We measured the peak uprooting force, plant height, stem basal diameter, shoot and root wet biomass, and shoot and root dry biomass of each plant and compared them between species. Furthermore, we quantified the influence of morphology on peak uprooting force. Our results showed significant differences in morphological traits and peak uprooting force among the three species. We found a significant positive correlation between peak uprooting force and the morphological traits of the three species. The peak uprooting force increases with plant size following a power law function which is analogous to allometric equations. The allometric equation provided a convenient and non-destructive method to estimate the peak uprooting force based on the above-ground morphological traits of the plants, which may help to overcome the limitations of measuring root morphological traits.</p>
</abstract>
<kwd-group>
<kwd>riparian vegetation</kwd>
<kwd>uprooting force</kwd>
<kwd>uprooting test</kwd>
<kwd>flow resistance</kwd>
<kwd>allometric equations</kwd>
<kwd>morphological traits</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="3"/>
<equation-count count="6"/>
<ref-count count="74"/>
<page-count count="16"/>
<word-count count="9126"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Plant Biophysics and Modeling</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Riparian zones serve as ecotones that bridge the transition between terrestrial and river ecosystems (<xref ref-type="bibr" rid="B44">Naiman and Decamps, 1997</xref>). These zones provide vital ecosystem services (<xref ref-type="bibr" rid="B12">Cole et&#xa0;al., 2020</xref>), including flood water retention, sediment transport, pollution control, nutrient sinks, and biodiversity conservation (<xref ref-type="bibr" rid="B38">Lowrance et&#xa0;al., 1985</xref>; <xref ref-type="bibr" rid="B49">Osborne and Kovacic, 1993</xref>; <xref ref-type="bibr" rid="B63">Tockner and Ward, 1999</xref>; <xref ref-type="bibr" rid="B60">Steiger et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B7">Burt et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B37">Liu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B64">Tseng and Tinoco, 2021</xref>). In riparian zones, vegetation is an important component. It interacts with fluvial systems by affecting river hydrodynamics and morphodynamics (<xref ref-type="bibr" rid="B50">Perona et&#xa0;al., 2014</xref>). Riparian vegetation modifies flow field and turbulent structure and therefore influences sediment transport, sedimentation, and bedform formation (<xref ref-type="bibr" rid="B45">Nepf, 1999</xref>; <xref ref-type="bibr" rid="B74">Zong and Nepf, 2010</xref>; <xref ref-type="bibr" rid="B71">Yang and Nepf, 2019</xref>; <xref ref-type="bibr" rid="B58">Shan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B37">Liu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B69">Xu and Nepf, 2021</xref>). It also affects bank strength and modifies the soil condition such that it may increase bank stability (<xref ref-type="bibr" rid="B53">Pollen and Simon, 2005</xref>; <xref ref-type="bibr" rid="B54">Pollen-Bankhead and Simon, 2010</xref>; <xref ref-type="bibr" rid="B34">Krzeminska et&#xa0;al., 2019</xref>). In addition, large wood may play an essential role by protecting stream banks, reinforcing floodplains, and creating and stabilizing landscapes where new seeds begin to colonize (<xref ref-type="bibr" rid="B22">Gasser et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B41">Mao et&#xa0;al., 2020</xref>). All these factors affect the local morphodynamics and consequently the overall river morphology (<xref ref-type="bibr" rid="B47">Oorschot et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Gonzalez Del Tanago et&#xa0;al., 2021</xref>). In turn, riparian vegetation is influenced by river-driven disturbances (e.g., flooding, droughts, groundwater fluctuations, etc.), which may cause the death of vegetation by scouring (<xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>), uprooting (<xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B4">Bau and Perona, 2020</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>), burying (<xref ref-type="bibr" rid="B35">Kui and Stella, 2016</xref>), and desiccation (<xref ref-type="bibr" rid="B3">Barnes et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B13">Coughlan et&#xa0;al., 2018</xref>). Among these, uprooting is a major mechanism of riparian vegetation mortality that occurs when the hydraulic drag force exerted on the plant exceeds the resisting force provided by its roots (<xref ref-type="bibr" rid="B4">Bau and Perona, 2020</xref>).</p>
<p>Riparian plants exhibit two types of uprooting mechanisms during flooding: Type I is a flow-induced drag mechanism resulting in almost instantaneous uprooting when the drag force surpasses the peak uprooting force. Type II is a combination of flow and scour resulting in a decrease in the peak uprooting force, thus allowing the plant to be easily uprooted (<xref ref-type="bibr" rid="B16">Edmaier et&#xa0;al., 2011</xref>). For both uprooting mechanisms, it is important to determine the peak uprooting force of the vegetation, which is determined by a combination of root and soil characteristics. Several studies have explored the impact of root characteristics and soil conditions on peak uprooting force of vegetation. <xref ref-type="bibr" rid="B1">Bailey et&#xa0;al. (2002)</xref> found that root hairs had no significant difference in peak uprooting force by comparing samples of Arabidopsis thaliana with and without root hairs, and found that lateral roots and co-operation between roots play important roles on peak uprooting force. Root architecture seems to have an effect on peak uprooting force (<xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>). The heart- and tap-root system has a greater peak uprooting force than herringbone and plate root systems, regardless of the soil type (<xref ref-type="bibr" rid="B15">Dupuy et&#xa0;al., 2007</xref>). <xref ref-type="bibr" rid="B57">Schwarz et&#xa0;al. (2011)</xref> highlight the critical role of root diameter distribution for the prediction of the peak uprooting force of root bundles. They also highlight that soil water content and soil type affect root-soil friction, ultimately affecting the peak uprooting force of vegetation. Additionally, the sediment characteristics also influence the force necessary for uprooting. Finer sediment tends to impose greater uprooting forces compared to coarse sediment (<xref ref-type="bibr" rid="B17">Edmaier et&#xa0;al., 2014</xref>). This can be attributed to the fact that coarse sediments offer substantial resistance to root penetration due to their relatively larger particle size and higher substrate density (<xref ref-type="bibr" rid="B27">Handley and Davy, 2002</xref>; <xref ref-type="bibr" rid="B15">Dupuy et&#xa0;al., 2007</xref>).</p>
<p>Despite the importance of uprooting for riparian vegetation dynamics and fluvial geomorphology, few studies have quantified the peak uprooting force of riparian plants in natural settings. Some authors either focused only on peak uprooting force of the seedlings of trees and shrubs, or collected data in indoor experiments with uniform soil particles (<xref ref-type="bibr" rid="B16">Edmaier et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B51">Perona et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>), which may not reflect the variability and complexity of field conditions. In addition, some authors mainly focused on the relationship between root morphological traits and peak uprooting force, such as root biomass, root diameter, critical root length, and root length density (<xref ref-type="bibr" rid="B5">Bau et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B30">Huai et&#xa0;al., 2021</xref>). These root morphological traits are challenging to measure, as traditional methods such as digging and minirhizotron tubes are time-consuming, labor-intensive, and uneconomical (<xref ref-type="bibr" rid="B21">Forzieri et&#xa0;al., 2010</xref>). They neglecting other traits such as above-ground biomass, stem basal diameter, and plant height that may also play a role and easy to measure. Henceforth, there is a pressing need for more extensive and authentic evaluations of the uprooting force of riparian vegetation in natural riverine habitats.</p>
<p>In this study, we aim to assess riparian herbaceous plants uprooting force in a river bar using a field vertical uprooting test. We also measured the morphological traits of the above-ground components of the vegetation. We assume that the peak uprooting force of the vegetation could be evaluated based on the morphological traits of its above-ground components. In our tests, three locally dominant species were selected as a research object. They occur near the river and are distributed throughout the whole riparian zone (<xref ref-type="bibr" rid="B36">Lite et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B25">Hagan et&#xa0;al., 2006</xref>). Herbaceous plants are more susceptible to flood disturbance, and exhibit a high species replacement rate at the lower elevations which are most susceptible to flooding (0&#x2013;3 m) (<xref ref-type="bibr" rid="B39">Lyon and Sagers, 1998</xref>). Competitive annuals and flood-tolerant riparian herbs are also favored as pioneer species (<xref ref-type="bibr" rid="B61">Su et&#xa0;al., 2020</xref>). In July 2020, we observed a vegetation removal event on this bar during flooding, in which the flood removed all plants from the bar (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). This is the reason why we chose this bar as the study site. In addition, uprooting test has proven to be one of the best methods to measure the uprooting force of the whole plant (<xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Study site of vertical uprooting tests: <bold>(A)</bold> location of study area relative to Chengdu city and Meishan City, Sichuan province; <bold>(B)</bold> Digital Orthophoto Map (DOM) of study area come from unmanned aerial vehicle (UAV) (2021.3), and the locations and arrangements of quadrats, marked as red and black solid circle, positions of soil samples, marked as black solid circle.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g001.tif"/>
</fig>
<p>In this work, 181 plant uprooting tests were performed in natural environments. We gauged plant morphological traits, including shoot height, stem diameter, shoot wet/dry biomass, and root wet/dry biomass, as well as the peak uprooting force of each plant. We compared the morphological traits and peak uprooting force between three herbaceous species and analyzed the effects of morphological traits on peak uprooting force. Allometric equations were established to estimate the peak uprooting force of plants based on aboveground morphological traits. The proposed allometric equation provides a fast and easy means of estimating peak uprooting force.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study site</title>
<p>The uprooting tests were carried out at a point bar (30&#xb0;13&#x2032;23.7&#x2033;N, 103&#xb0;54&#x2032;8.47&#x2033;E) in the Minjiang River on the southwest side of Chengdu, Sichuan province, China (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, B</bold>
</xref>). The bar is situated in a reach where we monitor the interaction between vegetation dynamics and floodplain morphology. The climate is humid subtropical monsoon, and the average annual temperature and rainfall are 16.8&#xb0;C and 1,153.7 mm, respectively. The maximum rainfall occurs in July and August, with frequent rainstorms and other severe convective weather, which frequently causes river levels to rise. The bar is 200&#xa0;m long, ranges from 15&#xa0;m to 40&#xa0;m wide, and its altitude varies from east to west, ranging from 418.2&#xa0;m to 419.3&#xa0;m. The south and east ends of the bar border the Minjiang River, while the west and north ends are adjacent to the floodplain. To investigate the soil particle distribution and water content at a shallow depth of 0&#x2013;0.3 m belowground, we established three soil sample plots with the same volume of 0.09 m<sup>3</sup>. Note that a similar-sized volume was adopted by <xref ref-type="bibr" rid="B42">Meier et&#xa0;al. (2013)</xref> to collect fine sediment overlaying gravel. In <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>, the three solid black circles represent the positions of soil samples #1 to #3, from north to south. The results of the soil particle distribution are displayed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>. The soil primarily comprises gravel and cobbles, with a d<sub>50</sub> value of 40&#xa0;mm. Particles with diameters between 5&#xa0;mm and 100&#xa0;mm make up at least 92% of the soil sample. For soil materials smaller than 2&#xa0;mm in diameter, the proportion increases with distance from the Minjiang River. The water content of soil samples #1 to #3 is 55.1%, 53.6%, and 48.9%, respectively, indicating a slight decrease in water content with distance from the river.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>The investigation of plant diversity on the bar</title>
<p>In May 2021, we employed the quadrat method to investigate the plant diversity on the bar. This method has been used in prior studies, such as those conducted by <xref ref-type="bibr" rid="B61">Su et&#xa0;al. (2020)</xref> and <xref ref-type="bibr" rid="B73">Zeng et&#xa0;al. (2019)</xref>, to assess the diversity of riparian herbaceous vegetation. We established a sample size of 2&#xa0;m &#xd7; 2&#xa0;m, in line with <xref ref-type="bibr" rid="B61">Su et&#xa0;al. (2020)</xref>. A total of 19 plots were demarcated on the bar. In each plot, we tallied and identified all plant species, and recorded their morphological traits such as plant height and stem diameter. Additionally, we documented the midpoint coordinates of each sample square, and marked them by black and red solid circles in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>. The results indicate that the bar was dominated by <italic>Conyza canadensis</italic> (CC), <italic>Daucus carota</italic> (DC), and <italic>Leonurus sibiricus</italic> (LS), which collectively accounted for 86.7% of the samples, with relative frequencies of 50%, 19.7%, and 17%, respectively. The remaining species only account for 13.4% of the samples. Due to their high abundance, only the dominant species, CC, DC, and LS, were selected as research objects for the vertical uprooting tests.</p>
<p>During the vertical uprooting test, the three species were observed at varying growth stages. CC was at a juvenile stage, DC was flowering, and LS was mature but not flowering (as shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>). CC had a fibrous or fleshy and short taproot, with many well-branched first-order lateral roots growing alongside it. The aerial part of DC had a central stem and an abundance of long lateral branches. Its taproot was long and fibrous, with only a few short first-order lateral roots. LS and CC each had a stem with uniformly distributed leaves along its length. LS had a branched and fibrous primary root, along with a mass of well-branched first-order lateral roots (as depicted in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2C</bold>
</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>
<italic>In-situ</italic> uprooting tests</title>
<p>
<italic>In-situ</italic> vertical uprooting tests were conducted from May 10 to 25, 2021. Samples of CC, DC, and LS with a stem length greater than 15&#xa0;cm were selected as only samples of this length or greater can be fastened to a threaded rod using steel wire (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>). In accordance with <xref ref-type="bibr" rid="B9">Cabal et&#xa0;al. (2020)</xref>, a minimum distance of 20&#xa0;cm between two plants was maintained to avoid any vegetation interaction. A total of 54, 67, and 60 samples were collected for CC, DC, and LS, respectively.</p>
<p>Prior to commencing the vertical uprooting test, we obtained measurements of the stem diameters and plant heights using calipers with an accuracy of 0.02&#xa0;mm and a tapeline with an accuracy of 1&#xa0;mm. Following this, plant stems were cut 15&#xa0;cm above the ground, and a threaded rod was affixed to the residual stems <italic>via</italic> a thread ring nut (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>). The thread ring nut was then connected to an uprooting mechanism (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>), which is analogous to those utilized in comparable studies (<xref ref-type="bibr" rid="B2">Bankhead et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>). The entire plant was subsequently uprooted at a consistent vertical velocity (5 cm/s, the speed of the electric winch).</p>
<p>After uprooting each plant, the shoot wet biomass was measured using a digital scale (8,200 g * 100 mg, Entris<sup>&#xae;</sup> II Essential Line Precision Balance). To prevent internal moisture evaporation, the plant was sealed in a plastic bag, numbered, and the next plant was uprooted. At the end of the day, the plants were transported to the laboratory for further analysis. The roots were watered with running water and air-dried for 2 hours to allow for surface moisture evaporation. Subsequently, the root wet biomass was measured using a digital scale. Finally, the shoot and root parts of each plant were placed separately in an oven to dry at 70&#xb0;C until a constant biomass was achieved. Then, the shoot and root dry biomass was quantified using a digital scale (8200&#xa0;g * 100 mg or 210&#xa0;g * 1 mg, Entris<sup>&#xae;</sup>, dry biomass less than 1&#xa0;g was quantified using the latter). We extracted two variates from the force-time graph, including the total time required to pull out a plant (<inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
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<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, s) and the peak uprooting force (<inline-formula>
<mml:math display="inline" id="im2">
<mml:mrow>
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<mml:mi>F</mml:mi>
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, N).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Statistical analysis</title>
<p>We conducted a Shapiro-Wilk test to check for normal distribution of all morphological traits and pullout characteristics for the three species. To assess the relationship between morphological traits and pullout characteristics, we conducted Spearman correlation analysis. Additionally, we estimated the binary relationship between other morphological traits and <inline-formula>
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</mml:mrow>
</mml:math>
</inline-formula> and peak uprooting force while control for one morphological trait using zero-order correlation and partial correlation (Spearman correlation). We calculated the 95% confidence interval using the estimated mean of correlation coefficients and the standard error (SE). The goodness of fit of the relationship between peak uprooting force and morphological traits was evaluated using the coefficient of determination (R<sup>2</sup>) and the coefficient of significance at a 95% confidence level. All analyses were performed using R-studio statistical software (<xref ref-type="bibr" rid="B55">RStudio Team, 2015</xref>) version 2021.09.2.382, R version 4.1.2 (2021-11-01) (<xref ref-type="bibr" rid="B62">Team, 2013</xref>), the &#x201c;ggplot2&#x201d; R package (<xref ref-type="bibr" rid="B68">Wickham, 2016</xref>), and the &#x201c;ppcor&#x201d; R package (<xref ref-type="bibr" rid="B33">Kim, 2015</xref>).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Critical uprooting flow velocities</title>
<p>Riparian vegetation can increase water flow resistance during floods. The drag force of submerged vegetation can be estimated by:</p>
<disp-formula>
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>0.5</mml:mn>
<mml:mi>&#x3c1;</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <inline-formula>
<mml:math display="inline" id="im4">
<mml:mi>&#x3c1;</mml:mi>
</mml:math>
</inline-formula> is the density of water, <inline-formula>
<mml:math display="inline" id="im5">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the drag coefficient, <inline-formula>
<mml:math display="inline" id="im6">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is projected vertical frontal area of vegetation submerged in water, and U is the approach velocity (<xref ref-type="bibr" rid="B29">Hoerner, 1965</xref>). Once the drag force exceeds the peak uprooting force, the plant may be uprooted from the soil (<xref ref-type="bibr" rid="B16">Edmaier et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>). The primary factor governing the maximum force required to uproot a plant is predominantly linked to the characteristics of its root system. Prior research (<xref ref-type="bibr" rid="B1">Bailey et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B57">Schwarz et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B23">Gibson, 2012</xref>; <xref ref-type="bibr" rid="B5">Bau et&#xa0;al., 2019</xref>) has revealed that attributes such as the number of roots, root length, root shape, and root physiology significantly impact the uprooting force. However, gathering data on root system traits is a daunting task, given the roots&#x2019; invisibility. Thus, the ability to predict the peak uprooting force based on the aboveground vegetation&#x2019;s morphological traits is crucial. Because the aboveground morphological traits are easily measurable compared to root traits. Allometric function is commonly used to express the relationship between plant characters. It can be linear or nonlinear, and can have different coefficients depending on environmental factors or phylogenetic groups (<xref ref-type="bibr" rid="B31">Jost, 2017</xref>). We presume that the allometric relationship between the height of vegetation and the maximum force required to uproot it follows a power law function:</p>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where H is plant height, <inline-formula>
<mml:math display="inline" id="im7">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the peak uprooting force of the vegetation, and <inline-formula>
<mml:math display="inline" id="im8">
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im9">
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are coefficients of power law fitting. We presume a similar allometric equation between total frontal area and plant height:</p>
<disp-formula>
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mtext>H</mml:mtext>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <inline-formula>
<mml:math display="inline" id="im10">
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im11">
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are coefficients of power law fitting. Replacing <inline-formula>
<mml:math display="inline" id="im12">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> in Equation (1) with Equation (3), and equating <inline-formula>
<mml:math display="inline" id="im13">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, we can calculate the approach velocity U when the submerged vegetation was uprooted:</p>
<disp-formula>
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mn>0.5</mml:mn>
<mml:mi>&#x3c1;</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mtext>H</mml:mtext>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>and defining the approach velocity U as critical flow velocity <inline-formula>
<mml:math display="inline" id="im14">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, we obtain:</p>
<disp-formula>
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mn>0.5</mml:mn>
<mml:mi>&#x3c1;</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mtext>H</mml:mtext>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>and</p>
<disp-formula>
<label>(6)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>a</mml:mi>
<mml:mi>c</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>H</mml:mi>
<mml:mi>b</mml:mi>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
</disp-formula>
<p>and in which the coefficient a = <inline-formula>
<mml:math display="inline" id="im15">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, b = <inline-formula>
<mml:math display="inline" id="im16">
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im17">
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>. For plants in a certain environment, the coefficients a, b, and c have a constant value. Therefore, we can easily and quickly estimate the <inline-formula>
<mml:math display="inline" id="im18">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> based on vegetation height. It is also possible to replace plant height with any other morphological traits of the aboveground portions of the vegetation. It is noteworthy that equation (6) pertains solely to submerged vegetation type I uprooting.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Uprooting force for individual plants</title>
<p>For each species, we calculated the maximum of pullout force according to force-time graphs of all samples, and rank the maximum of pullout forces in ascending order, and find the minimum, the median, and the maximum. The samples corresponding to these three values are selected. The pullout force-time graphs for these samples are depicted in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. The nine graphs exhibit a similar form consisting of three stages: firstly, a linear elastic stage where the uprooting force increases proportionally with time, and is primarily governed by the elastic properties of the soil and roots. Secondly, a non-linear stage occurs due to the gradual activation of the root-soil interface friction, ultimately resulting in the peak uprooting force (<xref ref-type="bibr" rid="B56">Schwarz et&#xa0;al., 2010</xref>). Finally, in the third stage, the uprooting force diminishes over time due to the gradual breakage and slippage of roots from the soil (<xref ref-type="bibr" rid="B1">Bailey et&#xa0;al., 2002</xref>). The three phases are consistent with what has been observed in previous studies (<xref ref-type="bibr" rid="B17">Edmaier et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B4">Bau and Perona, 2020</xref>). We also observed multiple force drops subsequent to the peak uprooting force. These force drops are likely due to the fracturing of taproots and abundant lateral roots at varying intervals (<xref ref-type="bibr" rid="B1">Bailey et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B17">Edmaier et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Uprooting force-time graphs for CC, DC, and LS. For each species, we selected three plant samples according to the following protocol: firstly, we calculated the maximum pullout force for all CC samples using their force-time graphs. We then arranged the maximum pullout forces in ascending order and identified the minimum, median, and maximum values. Finally, we selected the corresponding samples for these three values and labeled them as CC: minimum <bold>(A)</bold>, CC: median <bold>(D)</bold>, and CC: maximum <bold>(G)</bold>. The same selection criteria were applied to DC <bold>(B, E, H)</bold> and LS species <bold>(C, F, I)</bold>. In order to limit the range of the time axis, any invalid data located at the beginning or end of each curve was removed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Uprooting characteristics and morphological traits</title>
<p>Initially, we assessed the normality of six morphological traits and two pullout characteristics using the Shapiro-Wilk test for each species. Our findings indicated that only plant height of LS, stem diameter of CC and LS, peak pullout force of CC, and total time of DC were sourced from a population with a Gaussian distribution (p &gt; 0.05). The remaining variables did not pass the normality test (p&lt; 0.05). In the following, we compare each variable between species according to its median value rather than its mean value. <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> presents the range, median, and standard deviation of six morphological traits and two pullout characteristics, <inline-formula>
<mml:math display="inline" id="im19">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im20">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The morphological traits include stem diameter, plant height, shoot wet and dry biomass, and root wet and dry biomass. Our observations indicate that the standard deviations of root wet and dry biomass and shoot wet and dry biomass in three species exceed the median value. Additionally, other traits and the two pullout characteristics also exhibit standard deviations greater than a quarter of the median. These findings suggest that the eight parameters exhibit considerable intra-specific variations. One potential source of morphological variation is natural variation. Plants demonstrate inherent diversity in their form and structure, which can arise from genetic, environmental, or developmental factors. For instance, mutations, gene expression, and environmental stimuli (such as light, temperature, and water availability) may yield distinct phenotypes among individuals (<xref ref-type="bibr" rid="B32">Kalisz and Kramer, 2008</xref>; <xref ref-type="bibr" rid="B6">Borrelli et&#xa0;al., 2009</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The range, median, and standard deviation (SD) of six morphological traits and two pullout characteristics for all samples of CC, DC, and LS.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="center"/>
<th valign="middle" align="center">CC</th>
<th valign="middle" align="center"/>
<th valign="middle" align="center"/>
<th valign="middle" align="center">DC</th>
<th valign="middle" align="center"/>
<th valign="middle" align="center"/>
<th valign="middle" align="center">LS</th>
<th valign="middle" align="center"/>
</tr>
<tr>
<th valign="top" align="left">Parameters</th>
<th valign="top" align="center">Range</th>
<th valign="top" align="center">Median</th>
<th valign="top" align="center">SD</th>
<th valign="top" align="center">Range</th>
<th valign="top" align="center">Median</th>
<th valign="top" align="center">SD</th>
<th valign="top" align="center">Range</th>
<th valign="top" align="center">Median</th>
<th valign="top" align="center">SD</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Plant height (cm)</td>
<td valign="middle" align="center">23-78</td>
<td valign="middle" align="center">41.5</td>
<td valign="middle" align="center">13.7</td>
<td valign="middle" align="center">53-152</td>
<td valign="middle" align="center">88</td>
<td valign="middle" align="center">24.1</td>
<td valign="middle" align="center">23-150</td>
<td valign="middle" align="center">84.5</td>
<td valign="middle" align="center">29.1</td>
</tr>
<tr>
<td valign="middle" align="left">Stem height (cm)</td>
<td valign="middle" align="center">3.6-13.7</td>
<td valign="middle" align="center">7.8</td>
<td valign="middle" align="center">2.7</td>
<td valign="middle" align="center">3.5-12.5</td>
<td valign="middle" align="center">6.7</td>
<td valign="middle" align="center">2.2</td>
<td valign="middle" align="center">1.8-13.4</td>
<td valign="middle" align="center">7.5</td>
<td valign="middle" align="center">2.5</td>
</tr>
<tr>
<td valign="middle" align="left">Root wet biomass (g)</td>
<td valign="middle" align="center">1.2-48.2</td>
<td valign="middle" align="center">7.1</td>
<td valign="middle" align="center">
<bold>9.7</bold>
</td>
<td valign="middle" align="center">0.8-67.5</td>
<td valign="middle" align="center">7.7</td>
<td valign="middle" align="center">
<bold>11.5</bold>
</td>
<td valign="middle" align="center">1.3-116.2</td>
<td valign="middle" align="center">13.1</td>
<td valign="middle" align="center">
<bold>18.5</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left">Shoot wet biomass (g)</td>
<td valign="middle" align="center">4.9-153</td>
<td valign="middle" align="center">32.6</td>
<td valign="middle" align="center">
<bold>34.9</bold>
</td>
<td valign="middle" align="center">14.4-820</td>
<td valign="middle" align="center">82.2</td>
<td valign="middle" align="center">
<bold>186.9</bold>
</td>
<td valign="middle" align="center">1.3-336.5</td>
<td valign="middle" align="center">45.3</td>
<td valign="middle" align="center">
<bold>70.8</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left">Root dry biomass (g)</td>
<td valign="middle" align="center">0.3-11.3</td>
<td valign="middle" align="center">1.9</td>
<td valign="middle" align="center">
<bold>2.2</bold>
</td>
<td valign="middle" align="center">0.4-22</td>
<td valign="middle" align="center">2.3</td>
<td valign="middle" align="center">
<bold>3.9</bold>
</td>
<td valign="middle" align="center">0.3-21.1</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">
<bold>3.5</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left">Shoot dry biomass (g)</td>
<td valign="middle" align="center">1-49.3</td>
<td valign="middle" align="center">6.2</td>
<td valign="middle" align="center">
<bold>10.5</bold>
</td>
<td valign="middle" align="center">3.3-222.3</td>
<td valign="middle" align="center">16.9</td>
<td valign="middle" align="center">
<bold>49.7</bold>
</td>
<td valign="middle" align="center">0.5-92.7</td>
<td valign="middle" align="center">10.9</td>
<td valign="middle" align="center">
<bold>21.3</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left">Peak pullout force (N)</td>
<td valign="middle" align="center">22.4-213.6</td>
<td valign="middle" align="center">97.7</td>
<td valign="middle" align="center">46.6</td>
<td valign="middle" align="center">16.3-455.7</td>
<td valign="middle" align="center">97.7</td>
<td valign="middle" align="center">94.1</td>
<td valign="middle" align="center">16.3-476.1</td>
<td valign="middle" align="center">98.7</td>
<td valign="middle" align="center">
<bold>111.7</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left">Total times (s)</td>
<td valign="middle" align="center">0.5-4.2</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">0.9</td>
<td valign="middle" align="center">0.4-4.1</td>
<td valign="middle" align="center">1.7</td>
<td valign="middle" align="center">0.7</td>
<td valign="middle" align="center">1-8.7</td>
<td valign="middle" align="center">2.9</td>
<td valign="middle" align="center">1.3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SD means standard deviation.</p>
</fn>
<fn>
<p>The standard deviation above the median has been bolded.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Compared to DC and LS, CC had the smallest plant height, root wet and dry biomass, and shoot wet and dry biomass, but the largest stem diameter, and a similar <inline-formula>
<mml:math display="inline" id="im21">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (median = 97.7&#xa0;N, 97.7&#xa0;N, 98.7&#xa0;N for CC, DC, and LS). The highest median of <inline-formula>
<mml:math display="inline" id="im22">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> was observed in LS (median = 2.9 s), while the lowest was observed in DC (median = 1.7 s). In this study, the plants were uprooted from the soil at a constant vertical velocity; therefore, the magnitude of <inline-formula>
<mml:math display="inline" id="im23">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is proportion to the root displacement. Root displacement can be affected by the number of lateral roots and root length (<xref ref-type="bibr" rid="B26">Hamza et&#xa0;al., 2007</xref>); hence, this may account for the interspecific variation of <inline-formula>
<mml:math display="inline" id="im24">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Correlations between morphological traits</title>
<p>The outcomes of the Spearman correlation analysis among morphological traits are illustrated in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. The dimensions of the circles signify the magnitude of the correlation coefficient <inline-formula>
<mml:math display="inline" id="im29">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and the circles are filled with color from red (<inline-formula>
<mml:math display="inline" id="im30">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>) to green (<inline-formula>
<mml:math display="inline" id="im31">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>). The correlation coefficient <inline-formula>
<mml:math display="inline" id="im32">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is labeled in each circle, and the symbol &#x201c;&#xd7;&#x201d; signifies a non-significant value of p &gt; 0.05. Notably, a statistically significant positive correlation (<inline-formula>
<mml:math display="inline" id="im33">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&gt;</mml:mo>
<mml:mn>0.67</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>) was observed between any two variables of the morphological traits (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Furthermore, a correlation coefficient <inline-formula>
<mml:math display="inline" id="im34">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &gt; 0.9 was observed between certain morphological traits of CC and DC (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B</bold>
</xref>), as well as between the shoot wet biomass and root wet biomass. Similarly, a correlation coefficient <inline-formula>
<mml:math display="inline" id="im35">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &gt; 0.9 was detected in all morphological traits for LS (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). To investigate the distinct relationship between two morphological traits while controlling the potential influence of other traits, we conducted partial correlation analysis, the results of which are presented in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>. The relationships between root wet biomass and root dry biomass, and between shoot dry biomass and shoot wet biomass, exhibited significant positive correlation in DC and LS (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4B, C</bold>
</xref>) even after controlling for the effects of other morphological traits, indicating that they were not affected by the other traits. On the other hand, the relationships between plant height and shoot wet biomass, between root wet biomass with shoot wet biomass, and root dry biomass, still displayed significant positive correlation for CC, which diverges from the findings of DC and LS. In addition, we observed that the correlations between most paired morphological traits lost their significance when we accounted for the effects of other morphological traits, implying that they are highly influenced by other morphological traits. This might be a probable explanation for their notable variability across different morphological traits and plant species.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Spearman correlation analysis between morphological traits and pullout characteristics of three species: <bold>(A)</bold> CC <bold>(B)</bold> DC <bold>(C)</bold> LS. The number of samples for CC, DC, and LS is 54, 67, and 60, respectively. The size of the circle represents the magnitude of correlation coefficient <inline-formula>
<mml:math display="inline" id="im25">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The circle filled with color from red (<inline-formula>
<mml:math display="inline" id="im26">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>) to green (<inline-formula>
<mml:math display="inline" id="im27">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>). Correlation coefficient <inline-formula>
<mml:math display="inline" id="im28">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is marked in each circle and the symbol &#x2018;&#xd7;&#x2019; represents non-significant <italic>p</italic>&lt; 0.05. T = Total time, F = peak uprooting force, SDB/SWB = shoot dry/wet biomass, RDB/RWB = root dry/wet biomass, SD = stem diameter, PH = plant height.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Partial spearman correlations among morphological traits of three species, <bold>(A)</bold> CC, <bold>(B)</bold> DC, <bold>(C)</bold> LS. The correlation of paired morphological traits is calculated by controlling effects of other morphological traits. Symbol &#x2018;&#xd7;&#x2019; represents non-significant <italic>p</italic>&lt; 0.05. Correlation coefficient <inline-formula>
<mml:math display="inline" id="im36">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is marked in each plot and filled with color from red (<inline-formula>
<mml:math display="inline" id="im37">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>0.85</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>) to green (<inline-formula>
<mml:math display="inline" id="im38">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.45</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>). SDB/SWB = shoot dry/wet biomass, RDB/RWB = root dry/wet biomass, SD = stem diameter, PH = plant height. The intensity of colors and numbers indicate the strength of the correlation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Correlations between morphological traits and pullout characteristics</title>
<p>The outcomes of the Spearman correlation analysis between morphological traits and pullout characteristics are illustrated in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. We found a weak to moderate correlation (<inline-formula>
<mml:math display="inline" id="im39">
<mml:mrow>
<mml:mn>0.33</mml:mn>
<mml:mo>&#x2264;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x2264;</mml:mo>
<mml:mn>0.61</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>) between the morphological traits and <inline-formula>
<mml:math display="inline" id="im40">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> for LS and CC. The correlations for CC were higher (<inline-formula>
<mml:math display="inline" id="im41">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&gt;</mml:mo>
<mml:mn>0.45</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>) than those for LS. There was no significant statistical correlation between most morphological traits and <inline-formula>
<mml:math display="inline" id="im42">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in DC (marked with &#x201c;&#xd7;&#x201d; in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). To explain the difference of correlation between morphological traits and <inline-formula>
<mml:math display="inline" id="im43">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in species, we employed partial correlation analysis to eliminate the effect of one morphological trait on other morphological traits. The results are shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>. The difference between zero-order and partial correlations indicated the dependence degree of the correlation between the given variable (column name) and <inline-formula>
<mml:math display="inline" id="im44">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. For DC, negative correlations were found between plant height and <inline-formula>
<mml:math display="inline" id="im45">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> when we controlled the effects of other morphological traits (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>, first row &#x201c;PH&#x201d;), and significant positive correlations were found between other morphological traits and <inline-formula>
<mml:math display="inline" id="im46">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> when we controlled the effect of plant height (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>, second column &#x201c;PH&#x201d;). These results may indicate the reason for the insignificant relationships between most morphological traits and <inline-formula>
<mml:math display="inline" id="im47">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in DC (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>, first column &#x201c;Zero-order&#x201d;). These results were only seen for DC and not for CC or LS, potentially owing to the special above-ground shape of DC (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2B</bold>
</xref>). For CC, positive correlations were found between four morphological traits and <inline-formula>
<mml:math display="inline" id="im48">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> when we controlled the effect of plant height (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>, second column &#x201c;PH&#x201d;), while for LS, only two morphological traits were found to be correlated with peak uprooting force (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>, second column &#x201c;PH&#x201d;), which implies that the effect of plant height on other morphological traits is higher for LS than for CC. This may be the reason for the higher correlations between morphological traits and <inline-formula>
<mml:math display="inline" id="im49">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The peak uprooting force and morphological traits had a significant positive correlation with <inline-formula>
<mml:math display="inline" id="im50">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> &gt; 0.67 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). For all three species, the significant positive correlation between the other five morphological traits and peak uprooting force (Spearman&#x2019;s <inline-formula>
<mml:math display="inline" id="im51">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> = 0.67 - 0.86, P&lt; 0.001, <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>, first column &#x201c;Zero-order&#x201d; of each plot) was significantly weakened (<inline-formula>
<mml:math display="inline" id="im52">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> = -0.22 - 0.22, P &gt; 0.05, <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>, fourth column &#x201c;SWB&#x201d; of each plot) after removing the effect of shoot wet biomass. This suggests that shoot wet biomass was the most important factor affecting peak uprooting force. Notably, when we controlled for the impact of root wet biomass, the correlations between the other five morphological traits and peak uprooting force were insignificant for CC, as depicted in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>. Therefore, in CC, the peak uprooting force was predominantly influenced by root wet biomass and shoot wet biomass. For DC and LS, the peak uprooting force was affected by shoot wet biomass.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Spearman correlations (First column &#x201c;Zero-order&#x201d;) between total time and the six morphological traits (i.e., PH, SD, RWB, SWB, RDB, and SDB) of three species <bold>(A)</bold> CC, <bold>(B)</bold> DC, <bold>(C)</bold> LS. Partial spearman correlations between total time and other five morphological traits by controlling the effect of one morphological trait (last six columns, the &#x201c;-&#x201d; or column name indicates the factor that was controlled in the partial correlation analysis). SDB/SWB = shoot dry/wet biomass, RDB/RWB = root dry/wet biomass, SD = stem diameter, PH = plant height. The intensity of colors and numbers indicate the strength of the correlation. Significant levels are: *: P&lt; 0.05; **: P&lt; 0.01; and ***: P&lt; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Spearman correlations (First column &#x201c;Zero-order&#x201d;) between peak uprooting force and the six morphological traits (i.e., PH, SD, RWB, SWB, RDB, and SDB) of three species <bold>(A)</bold> CC, <bold>(B)</bold> DC, <bold>(C)</bold> LS. Partial spearman correlations between peak uprooting force and other five morphological traits by controlling the effect of one morphological trait (last six columns, the &#x201c;-&#x201d; or column name indicates the factor that was controlled in the partial correlation analysis). SDB/SWB = shoot dry/wet biomass, RDB/RWB = root dry/wet biomass, SD = stem diameter, PH = plant height. The intensity of colors and numbers indicate the strength of the correlation. Significant levels are: *: P&lt; 0.05; **: P&lt; 0.01; and ***: P&lt; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g006.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Effects of morphological traits on the peak uprooting force</title>
<p>The analysis of the peak uprooting force was conducted as a function of morphological traits due to the substantial positive correlation demonstrated in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. The peak uprooting force increased with six morphological traits (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>), following a power function that can be expressed as <inline-formula>
<mml:math display="inline" id="im53">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>m</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>x</mml:mi>
<mml:mi>n</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>m</italic> and <italic>n</italic> are the power regression coefficients (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) for morphological traits of different species, and <italic>x</italic> denotes each of the six morphological traits. The coefficient <italic>n</italic> and the power regressions were highly significant with <italic>p</italic>&lt; 0.01 (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). However, the coefficient of <italic>m</italic> was not significant between the peak uprooting force with plant height and the stem diameter of DC and CC. The larger the plant (or the traits), the larger the peak uprooting force, with subtle differences between species. The coefficient of determination (R<sup>2</sup>) showed that shoot wet biomass for DC and LS and root wet biomass for LS were the single best variables for predicting the peak uprooting (<inline-formula>
<mml:math display="inline" id="im54">
<mml:mrow>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mn>0.72</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>0.75</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mtext>and&#xa0;</mml:mtext>
<mml:mn>0.57</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>). The R<sup>2</sup> was consistently significantly lower for CC than for DC and LS (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). One possible explanation for this is that, for CC, peak uprooting force is mainly affected by shoot wet biomass and root wet biomass, but for DC and LS it is affected by shoot wet biomass (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The coefficients <italic>m</italic> and <italic>n</italic> ranged between 7.13&#x2013;25.91 and 0.38&#x2013;0.71 between the plant diameter and the peak uprooting force of all three species. The R<sup>2</sup> between root wet biomass and root dry biomass and between shoot wet biomass and shoot dry biomass differed slightly, which may indicate that the moisture content of the shoots and roots slightly affected the fit of the power regression.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Relationship between peak pullout resistance and morphological traits <bold>(A)</bold> plant height, <bold>(B)</bold> stem diameter, <bold>(C)</bold> root wet biomass, <bold>(D)</bold> shoot wet biomass, <bold>(E)</bold> root dry biomass, <bold>(F)</bold> shoot dry biomass. Different species are marked as: DC (green solid circle), LS (blue solid circle), and CC (orange solid circle), and power regression fit for DC (green solid line), LS (blue solid line), and CC (orange solid line); the coefficients and R<sup>2</sup> is listed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g007.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Coefficients, p-values and coefficient of determination for the power regressions between morphological traits and peak uprooting force for three species.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">morphological traits</th>
<th valign="middle" align="center">species</th>
<th valign="middle" align="center">a</th>
<th valign="middle" align="center">p (a)</th>
<th valign="middle" align="center">b</th>
<th valign="middle" align="center">p (b)</th>
<th valign="middle" align="center">R<sup>2</sup>
</th>
<th valign="middle" align="center">p (y)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="3" align="left">plant height (cm)</td>
<td valign="middle" align="left">CC</td>
<td valign="middle" align="center">3.00</td>
<td valign="middle" align="center">0.11</td>
<td valign="middle" align="center">0.93</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.43</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">DC</td>
<td valign="middle" align="center">0.02</td>
<td valign="middle" align="center">0.40</td>
<td valign="middle" align="center">1.94</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.50</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">LS</td>
<td valign="middle" align="center">0.02</td>
<td valign="middle" align="center">0.44</td>
<td valign="middle" align="center">1.94</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.60</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">plant diameter (mm)</td>
<td valign="middle" align="left">CC</td>
<td valign="middle" align="center">11.77</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">1.03</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.54</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">DC</td>
<td valign="middle" align="center">3.03</td>
<td valign="middle" align="center">0.02</td>
<td valign="middle" align="center">1.86</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.65</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">LS</td>
<td valign="middle" align="center">1.87</td>
<td valign="middle" align="center">0.08</td>
<td valign="middle" align="center">2.10</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.66</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">wet root biomass (g)</td>
<td valign="middle" align="left">CC</td>
<td valign="middle" align="center">45.62</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.37</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.57</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">DC</td>
<td valign="middle" align="center">33.97</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.59</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.61</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">LS</td>
<td valign="middle" align="center">23.09</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.65</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.64</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">wet shoot biomass (g)</td>
<td valign="middle" align="left">CC</td>
<td valign="middle" align="center">25.91</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.38</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.54</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">DC</td>
<td valign="middle" align="center">8.93</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.55</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.72</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">LS</td>
<td valign="middle" align="center">7.13</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.71</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.75</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">dry root biomass (g)</td>
<td valign="middle" align="left">CC</td>
<td valign="middle" align="center">73.91</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.40</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.53</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">DC</td>
<td valign="middle" align="center">69.71</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.57</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.64</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">LS</td>
<td valign="middle" align="center">55.47</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.72</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.68</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">dry shoot biomass (g)</td>
<td valign="middle" align="left">CC</td>
<td valign="middle" align="center">53.39</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.31</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.46</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">DC</td>
<td valign="middle" align="center">24.45</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.49</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.70</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
<tr>
<td valign="middle" align="left">LS</td>
<td valign="middle" align="center">24.11</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.61</td>
<td valign="middle" align="center">&lt;0.01</td>
<td valign="middle" align="center">0.69</td>
<td valign="middle" align="center">&lt;0.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x201c;a&#x201d;,&#x201d;b&#x201d; refer to the power regression coefficients; &#x201c;p(a)&#x201d;, &#x201c;p(b)&#x201d; refer to p-values of significance tests of coefficients &#x201c;a&#x201d; and &#x201c;b&#x201d;; &#x201c;p(F<sub>R</sub>)&#x201d; refer to significance tests of power regressions.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Relationship between aboveground morphological traits and peak uprooting force</title>
<p>There is little data on the relationship between plant aboveground morphological traits and peak uprooting force (<xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B2">Bankhead et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>), especially with outdoor experimental data of herbaceous plants. Therefore, in this study, we measured the morphological traits of the above-ground portions of vegetation and their peak uprooting force. We found that peak uprooting force increased with morphological traits of vegetation following a power law function (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>), which is consistent with the findings of <xref ref-type="bibr" rid="B1">Bailey et&#xa0;al. (2002)</xref> who reported that peak uprooting force increased with shoot dry biomass following a power law function. However, other authors have shown that peak uprooting force increased linearly with plant height (<xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al., 2005</xref>), root biomass, and total biomass (<xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>). A possible explanation for the inconsistency in <xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al. (2005)</xref> may be that they had a smaller sample size (19 plants) compared to our study. In that study, the range of plant height of vetiver grass was 0.74&#x2013;1.08 m with a SD 0.04&#xa0;m. The SD is smaller compared to our study (SD of 0.14, 0.24, and 0.29&#xa0;m for CC, DC, and LS, respectively), which indicates only a small intraspecific difference of plant height. The inconsistency with <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al. (2020)</xref> may be that the species in their study were seedlings of shrubs and trees, aged about 1 year, which is much younger than the mature individuals. We compared the relationship between peak uprooting force and morphological traits with other authors (<xref ref-type="bibr" rid="B1">Bailey et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B10">Calvani et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>); their experimental conditions and available parameters are listed in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>, including experimental location, plant growing environment, plant species, plant type, plant age, uprooting direction, number of samples, and available parameters. The results were shown in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>, all the panels are presented in log-log coordinates. The species in <xref ref-type="bibr" rid="B1">Bailey et&#xa0;al. (2002)</xref> and <xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al. (2005)</xref> are herbaceous species, while those of other studies are seedlings of shrub and tree. The plant growing environment in <xref ref-type="bibr" rid="B1">Bailey et&#xa0;al. (2002)</xref> and <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al. (2020)</xref> were indoor laboratories, while that of the other studies was in the field. Herbaceous plants had a lower peak uprooting force than tree seedlings with the same height and stem diameter (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8A, B</bold>
</xref>). Several factors could explain this observation. Firstly, seedlings of shrub and tree have a longer root length than herbaceous plants of the same plant height and stem diameter. Secondly, the lateral pullout tests in <xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al. (2005)</xref>; <xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al. (2015)</xref>, and <xref ref-type="bibr" rid="B10">Calvani et&#xa0;al. (2019)</xref> showed a greater peak uprooting force than was found in the vertical uprooting tests of this study (<xref ref-type="bibr" rid="B72">Yang et&#xa0;al., 2021</xref>). Finally, soil type is also known to affect peak uprooting force by affecting the root soil interfacial friction (<xref ref-type="bibr" rid="B57">Schwarz et&#xa0;al., 2011</xref>). For the same root dry biomass or total dry biomass, trees had a lower peak uprooting force than herbaceous plant (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8D, E</bold>
</xref>), which may be caused by the limited space for tree seedling growth in <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al. (2020)</xref> (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8D, E</bold>
</xref>). A strong linear relationship was recorded between the shoot dry biomass and peak uprooting force. Although the plant species and the experimental conditions in our study differed from those in (<xref ref-type="bibr" rid="B1">Bailey et&#xa0;al., 2002</xref>), our findings suggest that the linear relationship between the logarithmic peak uprooting force and the logarithmic shoot dry biomass was less affected by the experimental conditions. It is obvious that the peak uprooting force increased with the increasing morphological traits of shoot part (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8A&#x2013;C</bold>
</xref>), which indicated that it is possible to estimate peak uprooting force by aboveground morphological traits. However, abovementioned studies on peak uprooting force have primarily focused on specific growth stages of plants, overlooking the effects of overall plant growth. In general, for annual herbaceous plants, morphological traits experience an initial phase of increase due to plant growth, followed by a subsequent phase of decrease as the plants enter senescence. These changes in morphological traits can consequently lead to variations in peak uprooting force at different growth stages. For instance, in the case of <italic>Chenopodium album</italic> and <italic>Setaria viridis</italic>, the average root area ratio and average root additional cohesion showed an increasing trend as the growth period extended from 14 days to 131 days after germination, indicating a positive correlation. However, the tensile force of individual roots in these herbaceous plants was observed to be the lowest on day 14 and day 21, respectively, and showed a significant increase after an additional 7 days of growth, with subsequent growth having less pronounced effects (<xref ref-type="bibr" rid="B28">Hao et&#xa0;al., 2023</xref>). Conversely, <xref ref-type="bibr" rid="B40">Mao et&#xa0;al. (2023)</xref> investigated the influence of alfalfa roots on the additional cohesion of loess and found that it exhibited an initial increase followed by a decrease as alfalfa underwent growth from 60 days to 150 days after germination. This discrepancy in root additional cohesion between the two studies may be attributed to different plant species or variations in the growth period. To our knowledge, there is limited research exploring the variation in peak uprooting force of annual herbaceous plants from germination to senescence. Therefore, further investigations are encouraged to examine the changes in peak uprooting force throughout the entire life cycle of annual herbaceous plants.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Summary table containing the experimental conditions and the parameters available for every data set used in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="center">
<xref ref-type="bibr" rid="B1">Bailey et&#xa0;al. (2002)</xref>
</th>
<th valign="middle" align="center">
<xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al. (2005)</xref>
</th>
<th valign="middle" align="center">
<xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al. (2015)</xref>
</th>
<th valign="middle" align="center">
<xref ref-type="bibr" rid="B10">Calvani et&#xa0;al. (2019)</xref>
</th>
<th valign="middle" align="center">
<xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al. (2020)</xref>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Plant species</td>
<td valign="middle" align="left">Arabidopsis</td>
<td valign="middle" align="left">Vetiveria zizanioides</td>
<td valign="middle" align="left">Populus, Salix, Tamarix</td>
<td valign="middle" align="left">Salix</td>
<td valign="middle" align="left">Aristotelia chilensis, Cryptocarya alba, Escallonia illinita, Fuchsia magellanica,Lithraea caustica, Maytenus boaria, and Quillaja saponaria,Acacia dealbata<break/>and Acacia melanoxylon</td>
</tr>
<tr>
<td valign="middle" align="left">Plant type</td>
<td valign="middle" align="left">Herb</td>
<td valign="middle" align="left">Herb</td>
<td valign="middle" align="left">Tree seedings</td>
<td valign="middle" align="left">Tree seedings</td>
<td valign="middle" align="left">Shurb and tree seedings</td>
</tr>
<tr>
<td valign="middle" align="left">Plant growth conditions</td>
<td valign="middle" align="left">Laboratory</td>
<td valign="middle" align="left">Outdoor(not monitored)</td>
<td valign="middle" align="left">Outdoor(not monitored)</td>
<td valign="middle" align="left">Outdoor(not monitored)</td>
<td valign="middle" align="left">Laboratory</td>
</tr>
<tr>
<td valign="middle" align="left">Cultivation time/plant age</td>
<td valign="middle" align="left">5-9 weeks</td>
<td valign="middle" align="left">NA</td>
<td valign="middle" align="left">1-5 years old</td>
<td valign="middle" align="left">1-3 years old</td>
<td valign="middle" align="left">1 years old</td>
</tr>
<tr>
<td valign="middle" align="left">Type of sediment</td>
<td valign="middle" align="left">Sand and gravel</td>
<td valign="middle" align="left">Marl</td>
<td valign="middle" align="left">Sand and gravel</td>
<td valign="middle" align="left">Gravel</td>
<td valign="middle" align="left">Sand, gravel,cobbles</td>
</tr>
<tr>
<td valign="middle" align="left">Type of uprooting</td>
<td valign="middle" align="left">Vertical pull test</td>
<td valign="middle" align="left">Lateral pull test</td>
<td valign="middle" align="left">Lateral pull test</td>
<td valign="middle" align="left">Lateral pull test</td>
<td valign="middle" align="left">Vertical pull test</td>
</tr>
<tr>
<td valign="middle" align="left">Uprooting location</td>
<td valign="middle" align="left">Single batch</td>
<td valign="middle" align="left">Almudaina</td>
<td valign="middle" align="left">Bitterroot River, Bill Williams River, Santa Maria River</td>
<td valign="middle" align="left">Ombrone Pistoiese River</td>
<td valign="middle" align="left">Clastic growing bags</td>
</tr>
<tr>
<td valign="middle" align="left">Number of samples</td>
<td valign="middle" align="left">60</td>
<td valign="middle" align="left">16</td>
<td valign="middle" align="left">198</td>
<td valign="middle" align="left">93</td>
<td valign="middle" align="left">174</td>
</tr>
<tr>
<td valign="middle" align="left">Parameters available</td>
<td valign="middle" align="left">Shoot dry biomass, Peak pullout force</td>
<td valign="middle" align="left">Height, Peak pullout force</td>
<td valign="middle" align="left">Height, Basal diameter, Peak pullout force</td>
<td valign="middle" align="left">Height, Stem diameter</td>
<td valign="middle" align="left">Root dry biomass, Total dry biomass, Aerial/Root dry biomass</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Compare relationships between peak pullout force and <bold>(A)</bold> Plant height, <bold>(B)</bold> Stem diameter, <bold>(C)</bold> Shoot dry biomass, <bold>(D)</bold> Total dry biomass, <bold>(E)</bold> Root dry biomass, <bold>(F)</bold> Shoot dry biomass/Root dry biomass, with the other authors, experimental conditions and the parameters available for each author is listed in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. Specially, the plants used in our study, <xref ref-type="bibr" rid="B1">Bailey et al. (2002)</xref>, and <xref ref-type="bibr" rid="B43">Mickovski et al. (2005)</xref> are herb, the plants used in other papers are shrub and tree seedlings.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1192486-g008.tif"/>
</fig>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Factors affect the estimation of critical flow velocity</title>
<p>Equation (6) enables us to anticipate the critical flow velocity (<inline-formula>
<mml:math display="inline" id="im55">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> at which a submerged plant will be dislodged as a result of Type I uprooting. To derive equation (6), we combined two allometric equations, which causes a decrease in R<sup>2</sup>. In this study, we just gauged plant height, stem diameter, and shoot wet/dry biomass, not including frontal area of aboveground part. In actual application, we recommend using the frontal area of the aboveground part of the vegetation instead of the vegetation height, which to avoids the use of two allometric equations. With this approach, Equation (6) can be transformed to <inline-formula>
<mml:math display="inline" id="im56">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula>where d, e is the coefficients in the power law function <inline-formula>
<mml:math display="inline" id="im57">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mi>f</mml:mi>
<mml:mi>e</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> , c is a coefficient in Equation (6). This power law function is verified according to the data downloaded from <xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al. (2015)</xref> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;4</bold>
</xref>). According to the power law functions between frontal area and peak uprooting force of <italic>Populus</italic>, <italic>Tamarix</italic>, and S<italic>alix</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;4</bold>
</xref>). We found the coefficient <italic>e</italic> is 0.69, 0.42, and 0.96 for <italic>Populus</italic>, <italic>Tamarix</italic>, and S<italic>alix</italic>. The result shows <inline-formula>
<mml:math display="inline" id="im58">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> decreases with the increase of <inline-formula>
<mml:math display="inline" id="im59">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, which means as the frontal area of a plant increases, the velocity needed to uproot the submerged plant decreases.</p>
<p>To derive equation (6), we equated <inline-formula>
<mml:math display="inline" id="im60">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. However, it is crucial to acknowledge that several factors can affect <inline-formula>
<mml:math display="inline" id="im61">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> or <inline-formula>
<mml:math display="inline" id="im62">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, which may result in an overestimation or underestimation of the critical velocity. These factors include the flexibility of the plant, the presence of scour and deposition around a plant or plant patch, and the direction of pullout. These variables introduce variability and can potentially influence the precision of estimating the critical velocity.</p>
<p>As outlined in the introduction, previous studies by <xref ref-type="bibr" rid="B16">Edmaier et&#xa0;al. (2011)</xref> have categorized riparian vegetation uprooting during floods into type I and type II. Additionally, <xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al. (2015)</xref> further distinguished type II uprooting mechanisms as type IIa and type IIb, based on the different sources of erosion around the plant stem. Type IIa uprooting involves self-induced scouring resulting from fluid-obstacle interaction. This leads to the formation of a horseshoe vortex upstream and around the stem, promoting erosion (<xref ref-type="bibr" rid="B51">Perona et&#xa0;al., 2012</xref>). Studies have indicated that this scouring effect reduces the pullout force (<xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B18">Edmaier et&#xa0;al., 2015</xref>). To address this, researchers have proposed substituting the actual plant root length with the critical root length in calculating the peak pullout force (<xref ref-type="bibr" rid="B5">Bau et&#xa0;al., 2019</xref>). Consequently, they have put forward a conceptual model and a new physical equation to predict the flow and bed erosion conditions that contribute to plant uprooting (<xref ref-type="bibr" rid="B10">Calvani et&#xa0;al., 2019</xref>). In our study, we focused solely on type I uprooting and did not consider scour around the plant stem. Consequently, this led to an overestimation of the critical velocity. Type IIb uprooting, on the other hand, is predominantly driven by larger-scale scour processes that scale with the bar length or river width. At this scale, the influence of individual plants is limited and is taken into account within a vegetation patch. Vegetation patches have complex effects on flow patterns, scour, and deposition. Within and behind the vegetation patch, particle deposition is often enhanced due to reduced mean and turbulent velocities (<xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B46">Nepf, 2012</xref>). Conversely, in the front and lateral areas of the patch, scouring and resuspension can intensify due to induced river width and increased flow velocity (<xref ref-type="bibr" rid="B70">Yagci et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B30">Huai et&#xa0;al., 2021</xref>). However, the current research lacks an understanding of how erosion and deposition specifically impact the pullout force of an entire vegetation patch. It remains challenging and significant to determine the influence of scour or deposition on the critical flow velocity of the entire vegetation patch. Additionally, the flexibility of plants plays a vital role in their interaction with flowing water (<xref ref-type="bibr" rid="B66">Verschoren et&#xa0;al., 2016</xref>). The pliability of leaves and stems allows plants to modify their shape, frontal area, and size in response to flow forces. This flexibility enables them to optimize the trade-off between drag and dynamic reconfiguration (<xref ref-type="bibr" rid="B67">Vogel, 1984</xref>; <xref ref-type="bibr" rid="B59">Siniscalchi and Nikora, 2013</xref>). As the flexibility of plants increases, the effective frontal area decreases, resulting in a reduction of the drag force. This reduction in <inline-formula>
<mml:math display="inline" id="im63">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be accounted for by incorporating the Vogel exponent (&#x3bb;) into equation (1), where the velocity term <inline-formula>
<mml:math display="inline" id="im64">
<mml:mrow>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is replaced with <inline-formula>
<mml:math display="inline" id="im65">
<mml:mrow>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B67">Vogel, 1984</xref>). The Vogel exponent represents the plant&#x2019;s ability to bend and pronate, with values ranging from 0 (rigid blade) to -2 (extremely flexible), depending on the vegetation type (<xref ref-type="bibr" rid="B46">Nepf, 2012</xref>). In this study, we did not consider the flexibility of plants when estimating the critical flow velocity, which may lead to an underestimation.</p>
<p>Furthermore, the direction of the pullout test also impacts <inline-formula>
<mml:math display="inline" id="im66">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Previous studies have adopted various pullout test directions, including vertical (<xref ref-type="bibr" rid="B1">Bailey et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B17">Edmaier et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B52">Piqu&#xe9; et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B72">Yang et&#xa0;al., 2021</xref>), lateral (<xref ref-type="bibr" rid="B8">Bywater-Reyes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B72">Yang et&#xa0;al., 2021</xref>), and horizontal (<xref ref-type="bibr" rid="B43">Mickovski et&#xa0;al., 2005</xref>). Among them, only (<xref ref-type="bibr" rid="B72">Yang et&#xa0;al., 2021</xref>) investigated the influence of two pullout test directions on the pullout force of alfalfa concurrently. In their experiment, they conducted pullout tests at 90&#xb0; and 45&#xb0; angles, and their findings revealed that the pullout direction significantly affected the pulling force of alfalfa roots. They suggested that the vertical pullout test provides a safety margin and is recommended for determining the peak pullout force. Therefore, employing a vertical pullout test may result in an underestimation of the critical flow velocity.</p>
<p>In summary, the accurate estimation of critical flow velocity and pullout force in plants presents a complex challenge. Further research is necessary to gain a deeper understanding of these factors and establish quantitative measures that can enhance our prediction of plant responses to flowing water. This continued investigation will contribute to advancing our knowledge of plant hydraulics in both natural and engineered environments.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Complexity of the <italic>in-situ</italic> environment</title>
<p>Our experiment was conducted on a bar located in the Minjiang River. Although an <italic>in-situ</italic> pullout test does provide a realistic pulling and failure mechanism for the soil-root system (<xref ref-type="bibr" rid="B65">Vergani et&#xa0;al., 2016</xref>) considering root tortuosity and root branching (<xref ref-type="bibr" rid="B14">Dazio et&#xa0;al., 2018</xref>), the <italic>in-situ</italic> test environment can be complex and uncontrollable, involving factors such as soil water content, soil type, soil heterogeneity, plant growth stage, and plant intraspecific differences. These variables affect the morphological traits and pullout characteristics of plants. Soil water content causes a noticeable effect in soil-root interactions, with roots in dry soils requiring a greater uprooting force than those in wet soils (<xref ref-type="bibr" rid="B57">Schwarz et&#xa0;al., 2011</xref>), which means peak uprooting force decreases with increasing soil water content (<xref ref-type="bibr" rid="B20">Fan et&#xa0;al., 2021</xref>). The influence of soil moisture on peak uprooting force depends on soil type because soil moisture can affect the effective normal stress and apparent cohesion (<xref ref-type="bibr" rid="B56">Schwarz et&#xa0;al., 2010</xref>). In our study, the altitude of the bar ranged from 418.2&#x2013;419.3 m. From the lowest to the highest point, we tested three soil samples which had water contents of 55.1%, 53.6%, and 48.9% respectively. This is a slight difference compared to the range of water content (12.1&#x2013;30.6%) in <xref ref-type="bibr" rid="B20">Fan et&#xa0;al. (2021)</xref>, which has few effects on peak uprooting force in our study. During flood, plants were emerged or submerged, the soil can be considered fully saturated. Therefore, the peak uprooting force measured in the unsaturated condition in this experiment may result in an overestimation.</p>
<p>The soil on the bar was mainly composed of gravels and cobbles, comprising 92% of the mass fraction of the soil materials. The soil had a high level of heterogeneity because of the presence of large gravels on the surface and within the soil. Soil type and soil heterogeneity may affect root system development (<xref ref-type="bibr" rid="B19">Ennos, 2000</xref>). The cross section of the root grown on a uniform substrate such as sand was closer to a regular round form. When grown on a non-uniform substrate, such as gravel, root systems have an irregular cross-section (<xref ref-type="bibr" rid="B48">Oplatka and Sutherland, 1995</xref>). The irregular cross-section of the roots is prone to stress concentration when the root system is stressed. These factors may be responsible for the large intraspecific difference of morphological traits, peak uprooting force. We sampled enough samples to reduce to effects of soil water content, soil heterogeneity, and groundwater table.</p>
<p>In July 2020, we observed a vegetation removal event on this bar during flooding, in which the flood removed all plants from the bar (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Our experiments were conducted in May 2021, during which all the plants had undergone only one spring of growth. Since the temperature across different positions within the river bar remains consistent, we believe that there is minimal variation in the germination time among individuals of the same species. Additionally, distinguishing the age of different individuals within the same plant species is challenging for us. Consequently, in this experiment, we did not differentiate the age of the vegetation samples.</p>
<p>The abovementioned factors will result in intraspecific variation in the morphological traits and pullout characteristics of plants. The data of morphological traits and pullout characteristics of vegetation showed extreme values, and the distribution was non-normal. Therefore, the results of this study were constrained by species, duration, and the conditions of the <italic>in-situ</italic> environment. The results remain to be verified for other species. Further research is needed to investigate the effects of soil type and soil heterogeneity, and growth period on morphological traits and the pullout characteristics of vegetation in a controlled environment.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>To investigate the uprooting force of riparian vegetation in a typical riverine environment, we conducted a series vertical uprooting tests of three dominant species on a bar, and measured the plant morphological traits and peak uprooting force. The results showed that morphological traits were different among species; however, all three species had a similar median peak uprooting force. We analyzed the correlation between the morphological traits and peak uprooting force, and found (i) a strong correlation between arbitrary two morphological traits of CC and LS; (ii) a moderate to strong correlation between arbitrary two morphological traits of DC, and (iii) a moderate to strong correlation between any of the morphological traits and peak uprooting force. Finally, we fitted power law functions between morphological traits and peak uprooting force. The power law functions, are analogous to allometric equations, were found to provide an easy and fast means of estimating peak uprooting force according to plant aboveground morphological traits. Despite some limitations (recall Section 4.3), this study is representative of the common uprooting process of riparian vegetation in a typical riverine environment, and provides a simple way to estimate the peak uprooting force of a plant. The present experiment has potential to be reproduced for other soil types and other annual vegetation, which is more common in the riverine zone and more susceptible to flood disturbances compared to shrubs and trees. It is also hoped that future studies will provide as much information as possible about the environment of the experimental site, including but not limited to site location, soil conditions, climate, and rainfall, to facilitate comparison by other authors.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accessionnumber(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.6476708">https://doi.org/10.5281/zenodo.6476708</ext-link>.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SH planned and designed the research. YZ wrote the manuscript and performed experiments. WL analyzed data. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Key Research and Development program of China (Project No.2022YFF0800604), the Major Program of the National Natural Science Foundation of China (Grant No.42090051), and the Youth Innovation Promotion Association of the Chinese Academy of Sciences (2021373).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<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="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2023.1192486/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2023.1192486/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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