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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1642064</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The potential risk of ventilator-induced lung injury from five different PEEP titration techniques in ARDS</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Sutherasan</surname><given-names>Yuda</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Songsomboon</surname><given-names>Chayanon</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Gulapa</surname><given-names>Kridsanai</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Junhasavasdikul</surname><given-names>Detajin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Theerawit</surname><given-names>Pongdhep</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Division of Pulmonary and Pulmonary Critical Care Medicine, Department of Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<aff id="aff2"><sup>2</sup><institution>Division of Critical Care Medicine, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1750160/overview">Francesco Murgolo</ext-link>, University of Bari Aldo Moro, Italy</p></fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2306243/overview">Diamanto Aretha</ext-link>, General University Hospital of Patras, Greece</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2651143/overview">Michael Gentile</ext-link>, Duke University Health System, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Pongdhep Theerawit, <email>pongdhep@yahoo.com</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1642064</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Sutherasan, Songsomboon, Gulapa, Junhasavasdikul and Theerawit.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Sutherasan, Songsomboon, Gulapa, Junhasavasdikul and Theerawit</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Introduction</title>
<p>The optimal positive end-expiratory pressure (PEEP) in acute respiratory distress syndrome (ARDS) remains uncertain. This study compared the PEEP levels using five distinct titration methods to assess potential ventilator-induced lung injury (VILI).</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>This study included 21 patients with moderate to severe ARDS who were monitored using esophageal balloon manometry and electrical impedance tomography (EIT). A recruitment maneuver followed by decremental PEEP titration was performed. Optimal PEEP (OP) was assessed using five criteria: highest respiratory system compliance (C<sub>RS</sub>), highest lung compliance (C<sub>L</sub>), end-expiratory transpulmonary pressure (P<sub>tp_ee_direct</sub>)&#x202F;&#x2265;&#x202F;0&#x202F;cm H<sub>2</sub>O, elastance-derived end-inspiratory transpulmonary pressure (P<sub>tp_ei_derived</sub>)&#x202F;&#x2264;&#x202F;25&#x202F;cm H<sub>2</sub>O, and EIT-based analysis balancing the degree of overdistention and lung collapse.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Significant differences in OP were observed across the methods (<italic>p</italic>&#x202F;=&#x202F;0.001): C<sub>RS</sub> 8.0 cmH&#x2082;O (8.0,13.9); C<sub>L</sub> 9.8 cmH&#x2082;O (8.0,14.0); P<sub>tp_ee_direct</sub> &#x2265; 0 cmH&#x2082;O 14.0&#x202F;cm H&#x2082;O (11.9,17.9); P<sub>tp_ei_derived</sub> &#x2264; 25 cmH&#x2082;O 12.0 cmH&#x2082;O (10.0,13.9); EIT balancing the degree of overdistention and lung collapse 13.01 cmH&#x2082;O (9.88,14.78). The OP guided by P<sub>tp_ee_direct</sub> of &#x2265; 0&#x202F;cm H<sub>2</sub>O is significantly higher than OP by the highest C<sub>RS</sub> (<italic>p</italic>&#x202F;=&#x202F;0.001) and the highest C<sub>L</sub> (<italic>p</italic>&#x202F;=&#x202F;0.002), and met the overdistension criteria, namely plateau pressure &#x003E; 30&#x202F;cm H<sub>2</sub>O and the highest percentage of overdistension by EIT. The PEEP guided by C<sub>RS</sub> had a higher potential risk of lung collapse, reflected by the negative value of P<sub>tp_ee_direct</sub> and a higher percentage of lung collapse by EIT.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Transpulmonary pressure-guided PEEP titration yielded higher PEEP levels, while C<sub>RS</sub>-guided PEEP was lower and associated with a higher risk of collapse. Overdistension and collapse varied with the chosen PEEP method. In patients with moderate to severe ARDS, OP can vary depending on the method of assessment.</p>
</sec>
</abstract>
<kwd-group>
<kwd>acute respiratory distress syndrome</kwd>
<kwd>ventilator-induced lung injury</kwd>
<kwd>transpulmonary pressure</kwd>
<kwd>electrical impedance tomography</kwd>
<kwd>PEEP titration</kwd>
<kwd>esophageal pressure</kwd>
<kwd>lung compliance</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="31"/>
<page-count count="10"/>
<word-count count="6692"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Intensive Care Medicine and Anesthesiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Over the past several decades, the decline in ARDS mortality has been largely attributed to lung-protective mechanical ventilation strategies designed to minimize ventilator-induced lung injury (VILI). VILI primarily results from excessive lung stress and strain, manifesting as volutrauma, barotrauma, atelectrauma, and biotrauma (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>).</p>
<p>Optimizing positive end-expiratory pressure (PEEP) in ARDS mitigates atelectrauma and prevents VILI (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref4">4</xref>). Understanding each patient&#x2019;s unique physiology and adjusting mechanical ventilation settings using advanced monitoring tools may enhance outcomes. In 1975, Suter et al. performed the first study on optimal PEEP (OP), defining it as the level that maximized oxygen transport and respiratory system compliance (C<sub>RS</sub>) while minimizing dead space, based on arterial oxygenation, hemodynamics, and respiratory mechanics measurements (<xref ref-type="bibr" rid="ref3">3</xref>).</p>
<p>Randomized controlled trials (RCTs) have explored various methods for identifying OP, including the ARDS Network PEEP/Fraction of inspired oxygen (FiO&#x2082;) tables, compliance-based titration, and recruitment-maneuver (RM)-guided adjustments. However, the absence of consensus and the wide variation in PEEP practices across institutions complicate the interpretation of the overall efficacy of these strategies in ARDS (<xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>Recent studies have introduced personalized PEEP-titration strategies for ARDS (<xref ref-type="bibr" rid="ref5 ref6 ref7 ref8 ref9 ref10">5&#x2013;10</xref>). targeting physiological variables such as driving and plateau pressures, transpulmonary-pressure (P<sub>tp</sub>) monitoring, and bedside electrical impedance tomography (EIT) (<xref ref-type="bibr" rid="ref5 ref6 ref7 ref8 ref9 ref10">5&#x2013;10</xref>).</p>
<p>Hickling et al. demonstrated that decremental PEEP titration&#x2014;guided by optimal C<sub>RS</sub>&#x2014;was more effective at opening ARDS lungs than incremental titration (<xref ref-type="bibr" rid="ref6">6</xref>). This technique is mainly used following the RM. Esophageal balloon catheters guide OP settings by accounting for lung stress and strain through P<sub>tp</sub> monitoring (<xref ref-type="bibr" rid="ref8">8</xref>). Maintaining a direct end-expiratory transpulmonary pressure (P<sub>tp_ee_direct</sub>) near 0&#x202F;cm H&#x2082;O was associated with improved survival compared with targeting more positive or negative pressures (<xref ref-type="bibr" rid="ref7">7</xref>). However, pooled mortality did not differ significantly between mechanics-based PEEP strategies and ARDS Network PEEP/FiO&#x2082; tables in a meta-analysis (<xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>EIT has recently been proposed for PEEP titration in ARDS (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). This technique has shown benefits in reducing Sequential Organ Failure Assessment (SOFA) scores compared with guidance provided by the ARDS Network PEEP/FiO&#x2082; table (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref12">12</xref>). Furthermore, EIT can quantify regional overdistension and collapse (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref13">13</xref>). However, the extent of lung overdistension and collapse at a given low tidal volume and optimal PEEP&#x2014;when guided by different techniques&#x2014;remains unclear.</p>
<p>We hypothesized that varying PEEP targets would result in differing degrees of lung overdistension and atelectasis. To test this, we enrolled mechanically ventilated ARDS patients.</p>
<p>Our primary objective was to compare OP values determined by five distinct methods:</p><list list-type="order">
<list-item>
<p>Best C<sub>RS</sub></p>
</list-item>
<list-item>
<p>Best lung compliance (C<sub>L</sub>)</p>
</list-item>
<list-item>
<p>Lowest PEEP yielding P<sub>tp_ee_direct</sub> &#x2265; 0&#x202F;cm H&#x2082;O</p>
</list-item>
<list-item>
<p>PEEP corresponding to an upper limit of elastance derived end-inspiratory transpulmonary pressure (P<sub>tp_ei_derived</sub>)&#x202F;&#x2264;&#x202F;25&#x202F;cm H&#x2082;O</p>
</list-item>
<list-item>
<p>EIT-based balance of regional overdistension and collapse.</p>
</list-item>
</list>
<p>Furthermore, we aimed to determine the degree of overdistension and collapse, including lung mechanic parameters. We compared them among five PEEP titration techniques guided by respiratory or lung mechanics, P<sub>tp</sub>, or EIT during decremental PEEP titration in ARDS patients.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<p>We conducted a prospective physiological study in ARDS patients admitted to the medical ICUs at Ramathibodi Hospital, Bangkok, between June 2020 and April 2021.</p>
<sec id="sec7">
<label>2.1</label>
<title>Patients</title>
<p>Patients aged 18&#x202F;years or older who had moderate to severe ARDS according to the Berlin classification were included in the study (<xref ref-type="bibr" rid="ref14">14</xref>). Exclusion criteria included contraindications to EIT (e.g., presence of a pacemaker or automatic intracardiac defibrillator), pregnancy, ongoing intercostal drainage, and chronic obstructive lung disease. The study was approved by the Institutional Review Board of the Faculty of Medicine, Ramathibodi Hospital (ID MURA2020/751), and written informed consent was obtained from patients&#x2019; next of kin. We also confirmed that the data were anonymized and maintained confidentially in compliance with the Declaration of Helsinki.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Measurements and experimental protocol</title>
<p>All patients were ventilated in the supine position on a Hamilton G5 ventilator (Hamilton Medical, Bonndorf, Switzerland) equipped with a dual-limb circuit and heated humidifier. They were deeply sedated with midazolam, propofol, or fentanyl and received a continuous cisatracurium infusion to suppress spontaneous breathing. Baseline characteristics, ARDS etiology, respiratory variables, ventilator settings, and PaO&#x2082;/FiO&#x2082; ratios were recorded. The protocol flow chart is shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The protocol flow chart.</p>
</caption>
<graphic xlink:href="fmed-12-1642064-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart depicting the selection process for a study on acute respiratory distress syndrome. Initially, 39 eligible patients were identified. Thirteen were excluded due to unmet inclusion criteria (3), contraindications for lung recruitment maneuver (9), and incomplete consent forms (1). This left 26 eligible patients who underwent esophageal balloon insertion, electrical impedance tomography (EIT) monitoring, and recruitment maneuver. Five more were excluded for hemodynamic instability (4) and incomplete EIT data (1). The final analysis included 21 participants.</alt-text>
</graphic>
</fig>
<sec id="sec9">
<label>2.2.1</label>
<title>Esophageal pressure monitoring</title>
<p>With the head of the bed elevated to 30 degrees, an esophageal balloon catheter (Cooper Surgical, Trumbull, CT) was advanced to a depth of 35&#x2013;40&#x202F;cm and positioned in the lower third of the esophagus. Patients were then returned to the supine position. The balloon was inflated with 1&#x2013;2&#x202F;mL of air, and correct placement was confirmed using the end-expiratory occlusion technique (<xref ref-type="bibr" rid="ref15">15</xref>). The respiratory mechanics and esophageal pressure parameters were continuously recorded and exported from the ventilator for offline interpretation.</p>
</sec>
<sec id="sec10">
<label>2.2.2</label>
<title>Electrical impedance tomography</title>
<p>EIT measurements were obtained with a PulmoVista 500 device (Dr&#x00E4;ger Medical, L&#x00FC;beck, Germany). The electrode belt was placed between the fifth and sixth intercostal spaces to detect regional ventilation. The resulting EIT plethysmogram&#x2014;a waveform generated by summing all pixels within the region of interest (ROI) and plotting the relative impedance change over time&#x2014;reflects the volume of air moving in and out of each ROI. Costa et al. developed a method for estimating the percentages of alveolar collapse and overdistension during decremental PEEP maneuvers by calculating pixel compliance (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>) (<xref ref-type="bibr" rid="ref10">10</xref>). The percentages of alveolar collapse and overdistension determined by EIT were recorded. Additionally, breath-by-breath EIT data were collected and analyzed offline.</p>
</sec>
<sec id="sec11">
<label>2.2.3</label>
<title>Recruitment maneuver and decremental PEEP titration</title>
<p>Hemodynamic stability was confirmed; Fluid status was assessed and, when indicated, optimized prior to the PEEP trial to minimize the risk of hemodynamic deterioration during the RM and subsequent decremental PEEP titration. Before each PEEP trial step, we performed a two-minute RM in pressure-controlled ventilation (PCV) with an inspiratory pressure of 25&#x202F;cm H&#x2082;O above a PEEP of 20&#x202F;cm H&#x2082;O, a respiratory rate of 10 breaths per minute, and an inspiratory-to-expiratory ratio of 1:1. After RM, PCV was maintained with a fixed inspiratory pressure of 15&#x202F;cm H&#x2082;O above PEEP, and PEEP was decreased from 20&#x202F;cm H&#x2082;O to 8&#x202F;cm H&#x2082;O in 2&#x202F;cm H&#x2082;O steps at one-minute intervals. At zero flow, alveolar and proximal airway pressures equilibrate, permitting plateau pressure and PEEP to serve as surrogates for inspiratory and expiratory alveolar pressures, respectively. We monitored the flow&#x2013;time curve to ensure airflow returned to zero at the end of both inspiration and expiration, thereby using end-inspiratory airway pressure (P<sub>aw_ei</sub>) as plateau pressure and confirming the absence of intrinsic PEEP. After 1&#x202F;min at each PEEP level, the following parameters were recorded:</p><list list-type="order">
<list-item>
<p>Exhaled tidal volume (Tv<sub>exh</sub>) per predicted body weight (PBW)</p>
</list-item>
<list-item>
<p>P<sub>aw_ei</sub> or plateau pressure</p>
</list-item>
<list-item>
<p>End-expiratory airway pressure (P<sub>aw_ee</sub>)</p>
</list-item>
<list-item>
<p>End-inspiratory esophageal pressure (P<sub>eso_ei</sub>)</p>
</list-item>
<list-item>
<p>End-expiratory esophageal pressure (P<sub>eso_ee</sub>)</p>
</list-item>
<list-item>
<p>Heart rate (HR)</p>
</list-item>
<list-item>
<p>Stroke volume (SV)</p>
</list-item>
<list-item>
<p>Cardiac output (CO)</p>
</list-item>
<list-item>
<p>Pulse pressure variation (PPV)</p>
</list-item>
</list>
<p>The following techniques were used for the assessment of P<sub>tp</sub>, lung elastance (E<sub>L</sub>), and chest wall elastance (E<sub>CW</sub>):</p><list list-type="order">
<list-item>
<p>P<sub>tp_ee_direct</sub>&#x202F;=&#x202F;P<sub>aw_ee</sub> &#x2013; P<sub>eso_ee</sub> (<xref ref-type="bibr" rid="ref8">8</xref>)</p>
</list-item>
<list-item>
<p>Direct measurement of end-inspiratory transpulmonary pressure (P<sub>tp_ei_direct</sub>)&#x202F;=&#x202F;P<sub>aw_ei</sub> -P<sub>eso_ei</sub> (<xref ref-type="bibr" rid="ref8">8</xref>)</p>
</list-item>
<list-item>
<p>E<sub>L</sub>&#x202F;=&#x202F;(P<sub>tp_ei</sub>_<sub>direct</sub> &#x2013; P<sub>tp_ee_direct</sub>)/ Tv<sub>exh</sub> (<xref ref-type="bibr" rid="ref16">16</xref>)</p>
</list-item>
<list-item>
<p>E<sub>CW</sub>&#x202F;=&#x202F;(P<sub>eso_ei</sub> - P<sub>eso_ee</sub>)/Tv<sub>exh</sub></p>
</list-item>
<list-item>
<p>Respiratory system elastance (E<sub>RS</sub>)&#x202F;=&#x202F;(P<sub>aw_ei</sub> -P<sub>aw_ee</sub>)/ Tv<sub>exh</sub></p>
</list-item>
<list-item>
<p>P<sub>tp_ei_derived</sub>&#x202F;=&#x202F;P<sub>aw_ei</sub> x E<sub>L</sub>/E<sub>RS</sub> (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
</list-item>
</list>
</sec>
</sec>
</sec>
<sec id="sec12">
<label>3</label>
<title>Outcomes</title>
<p>The main objective was to compare the OP chosen using five different methods and assess the extent of overdistention and collapse associated with each method. The OP was determined from the following five methods:</p><list list-type="order">
<list-item>
<p>The &#x201C;best&#x201D; Crs</p>
</list-item>
<list-item>
<p>The &#x201C;best&#x201D; C<sub>L</sub></p>
</list-item>
<list-item>
<p>The lowest PEEP providing the P<sub>tp_ee_direct</sub> &#x2265; 0&#x202F;cm H<sub>2</sub>O</p>
</list-item>
<list-item>
<p>The PEEP providing the upper limit of P<sub>tp_ei_derived</sub> &#x2264; 25&#x202F;cm H<sub>2</sub>O</p>
</list-item>
<list-item>
<p>The PEEP from the EIT analysis balances the degree of overdistention and lung collapse (<xref ref-type="bibr" rid="ref10">10</xref>) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>).</p>
</list-item>
</list>
<p>The following criteria characterized the potential risk of VILI at the optimum PEEP:</p><list list-type="order">
<list-item>
<p>The airway plateau pressure &#x003E; 30&#x202F;cm H<sub>2</sub>O</p>
</list-item>
<list-item>
<p>The lung stress by P<sub>tp_ei_derived</sub> &#x003E; 25&#x202F;cm H<sub>2</sub>O</p>
</list-item>
<list-item>
<p>The percentage of overdistension by EIT</p>
</list-item>
<list-item>
<p>The negative P<sub>tp_ee_direct</sub></p>
</list-item>
<list-item>
<p>The percentage of lung collapse by EIT.</p>
</list-item>
</list>
</sec>
<sec id="sec13">
<label>4</label>
<title>Statistical analysis</title>
<p>Regarding the OP levels, we identified them from five distinct techniques. Sample size was calculated <italic>a priori</italic> in G&#x002A;Power for a one-way ANOVA with fixed effects (omnibus test). Assuming a large effect size (<italic>f</italic>&#x202F;=&#x202F;1.0), <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.05, 80% power, and five independent groups, a total of 20 participants was required. Under these parameters, the noncentrality parameter (<italic>&#x03BB;</italic>) was 20.00, the critical <italic>F</italic>-value was 3.06 (df&#x2081;&#x202F;=&#x202F;4; df&#x2082;&#x202F;=&#x202F;15), and the achieved power was 0.88.</p>
<p>Data are presented as mean &#x00B1; standard deviation (SD) or median (interquartile range [IQR]). The Student&#x2019;s t-test was used to compare two continuous variables, and one-way ANOVA (F statistic) was applied for comparisons involving more than two groups. Repeated-measures ANOVA with Greenhouse&#x2013;Geisser correction analyzed variables during PEEP titration. Nonparametric data were assessed using the Kruskal&#x2013;Wallis test. A <italic>p</italic>-value &#x003C; 0.05 was considered statistically significant. All analyses were performed with SPSS version 22.0 (IBM, Armonk, NY, USA).</p>
</sec>
<sec sec-type="results" id="sec14">
<label>5</label>
<title>Results</title>
<sec id="sec15">
<label>5.1</label>
<title>Baseline characteristics</title>
<p>Among thirty-nine patients, twenty-six were eligible. Four patients were excluded due to hemodynamic instability during RM, and one patient had incomplete EIT data. Twenty-one patients were included in the final analysis. The baseline characteristics of patients are shown in <xref ref-type="table" rid="tab1">Table 1</xref>. According to the Berlin definition, all patients presented with moderate to severe ARDS. The mean PaO<sub>2</sub>/FiO<sub>2</sub> ratio was 115.16&#x202F;&#x00B1;&#x202F;28.17&#x202F;mm Hg. The primary etiology of ARDS was severe pneumonia in most patients (90.9%). The mean tidal volume and respiratory compliances were 6.20&#x202F;&#x00B1;&#x202F;1.05&#x202F;mL/kg PBW and 30.5&#x202F;&#x00B1;&#x202F;7.5&#x202F;mL/cm H<sub>2</sub>O, respectively. The median Ecw/Ers was 0.18 (0.11, 0.27). The E<sub>L</sub>/E<sub>RS</sub> and E<sub>CW</sub>/E<sub>RS</sub> were constant during decremental PEEP titration, with <italic>p</italic>-values of 0.99 and 0.99, respectively, by the Kruskal-Wallis test.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>The baseline characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Patients&#x2019; baseline characteristics</th>
<th align="center" valign="top">All (<italic>N</italic> =&#x202F;21)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Female, <italic>n</italic> (%)</td>
<td align="center" valign="top">11 (52.38)</td>
</tr>
<tr>
<td align="left" valign="top">Age, years</td>
<td align="center" valign="top">61&#x202F;&#x00B1;&#x202F;19.96</td>
</tr>
<tr>
<td align="left" valign="top">BMI, kg/m<sup>2</sup></td>
<td align="center" valign="top">23.62&#x202F;+&#x202F;3.67</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Comorbidities, <italic>n</italic> (%)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Immunocompromised</p>
</list-item>
</list>
</td>
<td align="center" valign="top">16 (72.72)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Hematologic malignancy</p>
</list-item>
</list>
</td>
<td align="center" valign="top">3(12.63)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Solid tumor</p>
</list-item>
</list>
</td>
<td align="center" valign="top">5(22.72)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Hypertension</p>
</list-item>
</list>
</td>
<td align="center" valign="top">8 (36.36)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Diabetis mellitis</p>
</list-item>
</list>
</td>
<td align="center" valign="top">5 (22.72)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Chronic kidney disease</p>
</list-item>
</list>
</td>
<td align="center" valign="top">7 (31.81)</td>
</tr>
<tr>
<td align="left" valign="top">APACHE II at 1st 24&#x202F;h admission</td>
<td align="center" valign="top">26&#x202F;&#x00B1;&#x202F;5.71</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Type of ARDS, <italic>n</italic> (%)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Intrapulmonary cause</p>
</list-item>
</list>
</td>
<td align="center" valign="top">20 (90.9)</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Berlin definition ARDS severity, <italic>n</italic> (%)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Moderate</p>
</list-item>
</list>
</td>
<td align="center" valign="top">17 (81%)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Severe</p>
</list-item>
</list>
</td>
<td align="center" valign="top">4(19%)</td>
</tr>
<tr>
<td align="left" valign="top">PaO<sub>2</sub>/FiO<sub>2</sub> ratio</td>
<td align="center" valign="top">115.16&#x202F;&#x00B1;&#x202F;28.17</td>
</tr>
<tr>
<td align="left" valign="top">PaCO<sub>2</sub></td>
<td align="center" valign="top">37.49&#x202F;&#x00B1;&#x202F;10.44</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Baseline hemodynamic data</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>SBP, mmHg</p>
</list-item>
</list>
</td>
<td align="center" valign="top">121.23&#x202F;&#x00B1;&#x202F;20.64</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>DBP, mmHg</p>
</list-item>
</list>
</td>
<td align="center" valign="top">61.41&#x202F;&#x00B1;&#x202F;9.03</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>MAP, mmHg</p>
</list-item>
</list>
</td>
<td align="center" valign="top">81.41&#x202F;&#x00B1;&#x202F;10.57</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Vasopressor during inclusion, <italic>n</italic> (%)</p>
</list-item>
</list>
</td>
<td align="center" valign="top">17 (81%)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Dose of norepinephrine, mcg/kg/min</p>
</list-item>
</list>
</td>
<td align="center" valign="top">0.12&#x202F;&#x00B1;&#x202F;0.10</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Arterial lactate, mmol/L</p>
</list-item>
</list>
</td>
<td align="center" valign="top">1.68&#x202F;&#x00B1;&#x202F;1.26</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>PPV, %</p>
</list-item>
</list>
</td>
<td align="center" valign="top">8.67&#x202F;&#x00B1;&#x202F;7.6</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>SVV, %</p>
</list-item>
</list>
</td>
<td align="center" valign="top">9.86&#x202F;&#x00B1;&#x202F;8.62</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>CO, liters/min</p>
</list-item>
</list>
</td>
<td align="center" valign="top">6.44&#x202F;&#x00B1;&#x202F;4.63</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>BMI, body mass index; APACHE, Acute Physiology And Chronic Health Evaluation; ARDS, Acute respiratory distress syndrome; PaO<sub>2</sub>, Partial pressure of oxygen; FiO<sub>2</sub>, fraction of inspired oxygen; PaCO<sub>2</sub>, Partial Pressure of Carbon Dioxide; SBP, systolic blood pressure; DBP, diastolic blood pressure; PPV, pulse pressure variation; SVV, stroke volume variation; CO, cardiac output.</p>
</table-wrap-foot>
</table-wrap>
<p>The mean SpO&#x2082;/FiO&#x2082; ratio increased from 146.97&#x202F;&#x00B1;&#x202F;58.20 pre-recruitment to 150.29&#x202F;&#x00B1;&#x202F;58.79 immediately post-RM, although this early change was not statistically significant after adjustment for multiple comparisons. At all subsequent PEEP levels (20 to 8&#x202F;cm H&#x2082;O), the SpO&#x2082;/FiO&#x2082; ratio remained significantly higher than pre-RM (Bonferroni-adjusted <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 for each comparison) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>).</p>
<p>We found a statistically different OP level among the five targets (<italic>p</italic>&#x202F;=&#x202F;0.001) (<xref ref-type="fig" rid="fig2">Figure 2</xref>). When titrated to maximize C<sub>RS</sub>, the median PEEP was 8.00 cmH&#x2082;O (8.00, 13.90), whereas titration for optimal C<sub>L</sub> yielded a slightly higher median of 9.80 cmH&#x2082;O (8.00, 14.00). Targeting P<sub>tp_ee_direct</sub> of &#x2265; 0 cmH&#x2082;O resulted in the highest median PEEP of 14.00 cmH&#x2082;O (11.90, 17.90), while limiting the P<sub>tp_ei_derived</sub> to &#x2264; 25 cmH&#x2082;O produced a median of 12.00 cmH&#x2082;O (10.00, 13.90). Finally, the EIT crossing-point method selected an intermediate median PEEP of 13.01 cmH&#x2082;O (9.88, 14.78). The OP guided by P<sub>tp_ee_direct</sub> of &#x2265; 0&#x202F;cm H<sub>2</sub>O is significantly higher than OP by the highest respiratory system compliance (<italic>p</italic>&#x202F;=&#x202F;0.001) and the highest lung compliance (<italic>p</italic>&#x202F;=&#x202F;0.002).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The comparison among PEEP acquired from each technique demonstrates statistical differences between the methods (<italic>p</italic>&#x202F;=&#x202F;0.001). PEEP, positive end-expiratory pressure; Best Crs, the optimum PEEP (OP) acquired from the highest respiratory system compliance; Best Clung, the OP acquired from the highest lung compliance; P<sub>tp_ee_direct</sub> &#x2265;0&#x202F;cm H<sub>2</sub>O, The lowest PEEP providing the direct measurement of end-inspiratory transpulmonary pressure &#x2265;0&#x202F;cm H<sub>2</sub>O; P<sub>tp_ei_derived</sub> &#x2264;25&#x202F;cm H<sub>2</sub>O, The PEEP providing the upper limit of derived end inspiratory transpulmonary pressure &#x2264;25&#x202F;cm H<sub>2</sub>O; Crossing point by EIT, The PEEP from the electrical impedance tomography analysis balancing the degree of overdistention and lung collapse.</p>
</caption>
<graphic xlink:href="fmed-12-1642064-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Box-and-whisker plot showing optimal PEEP levels (in cm H2O) across various methods: Best Crs, Best Clung, Ptp_ee_direct, Ptp_ei_derived, and Crossing point by EIT. Statistical significance is shown with p-values (p=0.009, p=0.039, p=0.001, p=0.002, p=0.021) indicating differences among methods.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec16">
<label>5.2</label>
<title>The potential risk of overdistension</title>
<p>The OP guided by P<sub>tp_ee_direct</sub> &#x2265; 0&#x202F;cm H&#x2082;O met overdistension criteria, with a median plateau pressure of 31.30&#x202F;cm H&#x2082;O (27.70, 33.30) (<xref ref-type="fig" rid="fig3">Figure 3</xref>). In comparison, the median plateau pressures for OP guided by C<sub>RS</sub>, C<sub>L</sub>, P<sub>tp_ei_derived</sub>, and EIT were 25.90&#x202F;cm H&#x2082;O (23.70, 28.40), 26.20&#x202F;cm H&#x2082;O (23.80, 29.20), 28.40&#x202F;cm H&#x2082;O (27.40, 31.90), and 28.93&#x202F;cm H&#x2082;O (26.65, 30.68), respectively. Significant differences were found between techniques: C<sub>RS</sub> vs. P<sub>tp_ee_direct</sub> (<italic>p</italic>&#x202F;=&#x202F;0.001), C<sub>RS</sub> vs. P<sub>tp_ei_derived</sub> (<italic>p</italic>&#x202F;=&#x202F;0.011), C<sub>RS</sub> vs. EIT (p&#x202F;=&#x202F;0.011), C<sub>L</sub> vs. P<sub>tp_ee_direct</sub> (<italic>p</italic>&#x202F;=&#x202F;0.001), C<sub>L</sub> vs. P<sub>tp_ei_derived</sub> (<italic>p</italic>&#x202F;=&#x202F;0.013), and C<sub>L</sub> vs. EIT (<italic>p</italic>&#x202F;=&#x202F;0.027).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The picture demonstrates the airway plateau pressure occurring from the OP acquired from five methods. PEEP, positive end-expiratory pressure; OP, optimum positive end expiratory pressure, Best Crs, the OP acquired from the highest respiratory system compliance; Best Clung, the OP acquired from the highest lung compliance; P<sub>tp_ee_direct</sub> &#x2265;0&#x202F;cm H<sub>2</sub>O, The lowest PEEP providing the direct measurement of end-inspiratory transpulmonary pressure &#x2265;0&#x202F;cm H<sub>2</sub>O; P<sub>tp_ei_derived</sub> &#x2264;25&#x202F;cm H<sub>2</sub>O, The PEEP providing the upper limit of derived end inspiratory transpulmonary pressure &#x2264;25&#x202F;cm H<sub>2</sub>O; Crossing point by EIT, The PEEP from the electrical impedance tomography analysis balancing the degree of overdistention and lung collapse.</p>
</caption>
<graphic xlink:href="fmed-12-1642064-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Box plot comparing airway plateau pressure at optimal PEEP levels for five methods: Best Crs, Best Clung, Ptp_ee direct &#x2265; 0 cm H2O, Ptp_ei derived &#x2264; 25 cm H2O, and Crossing point by EIT. Significant differences are indicated with p-values: 0.001, 0.011, 0.013, and 0.027. The vertical axis ranges from twenty to thirty-five cm H2O.</alt-text>
</graphic>
</fig>
<p>Lung stress in ARDS refers to the P<sub>tp</sub>- the pressure difference between the alveolar space and the pleural space that actually distends the lung tissue. The lung stress, which was calculated from the elastance-derived calculation (P<sub>tp_ei_derived</sub>&#x202F;=&#x202F;P<sub>aw_ei</sub> x E<sub>L</sub>/E<sub>RS</sub>), was compared across the PEEP titration methods. The highest mean P<sub>tp_ei_derived</sub> occurred with P<sub>tp_ee_direct</sub> guidance (24.74&#x202F;&#x00B1;&#x202F;4.79&#x202F;cm H&#x2082;O); meanwhile, the lowest mean value appeared in PEEP directed by the best C<sub>L</sub> (21.00&#x202F;&#x00B1;&#x202F;4.54&#x202F;cm H<sub>2</sub>O), which was significantly lower (<italic>p</italic>&#x202F;=&#x202F;0.042). C<sub>RS</sub> guided lung stress (21.04&#x202F;&#x00B1;&#x202F;4.17&#x202F;cm H&#x2082;O) was also significantly lower than that under P<sub>tp_ee_direct</sub> guidance (<italic>p</italic>&#x202F;=&#x202F;0.046).</p>
<p>For EIT-derived overdistension, the P<sub>tp_ee_direct</sub> guided method yielded the highest median percentage (17%; 6, 22), significantly exceeding the best C<sub>RS</sub> [0% (0, 8.5); <italic>p</italic>&#x202F;=&#x202F;0.002] and best C<sub>L</sub> [5% (0, 9); <italic>p</italic>&#x202F;=&#x202F;0.004] methods. P<sub>tp_ei_derived</sub>- and EIT-guided techniques produced 10.5% (0.0, 22.0) and 6.8% (4.0, 10.8), respectively, with no further significant differences.</p>
<p>EIT overdistension percentage correlated strongly with peak airway pressure in PCV mode (<italic>r</italic>&#x202F;=&#x202F;0.67; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and with elastance-derived lung stress (<italic>r</italic> =&#x202F;0.48; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), but not with driving pressure.</p>
</sec>
<sec id="sec17">
<label>5.3</label>
<title>The potential risk of lung collapse</title>
<p>It has been suggested that adjusting PEEP based on P<sub>tp_ee_direct</sub> can recruit atelectatic lung units in dependent regions (<xref ref-type="bibr" rid="ref18">18</xref>). Accordingly, we used P<sub>tp_ee_direct</sub> to assess the potential risk of lung collapse, and employed EIT analysis to quantify the percentage of collapse (<xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p><xref ref-type="fig" rid="fig4">Figure 4</xref> compares P<sub>tp_ee_direct</sub> across the five PEEP-titration methods. Negative median P<sub>tp_ee_direct</sub> values&#x2014;indicative of potential lung collapse&#x2014;were observed with PEEP guided by C<sub>RS</sub> [&#x2212;2.3&#x202F;cm H&#x2082;O (&#x2212;4.2,&#x2013;0.8)], C<sub>L</sub> [&#x2212;2.3&#x202F;cm H&#x2082;O (&#x2212;4.5,&#x2013;0.8)], and EIT [&#x2212;1.5&#x202F;cm H&#x2082;O (&#x2212;2.9, 1.7)]. These methods yielded significantly lower P<sub>tp_ee_direct</sub> than PEEP set by direct P<sub>tp_ee_direct</sub> itself (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001 vs. C<sub>RS</sub>; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001 vs. C<sub>L</sub>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>The comparison among five techniques to acquire the OP regarding lung collapse in terms of the direct measurement of P<sub>tp_ee_direct</sub>. PEEP, positive end-expiratory pressure; OP, optimum positive end expiratory pressure; P<sub>tp_ee_direct</sub>, end-inspiratory transpulmonary pressure; Best Crs, the OP acquired from the highest respiratory system compliance; Best Clung, the OP acquired from the highest lung compliance; P<sub>tp_ee_direct</sub> &#x2265;0&#x202F;cm H<sub>2</sub>O, The lowest PEEP providing the direct measurement of end-inspiratory transpulmonary pressure &#x2265;0&#x202F;cm H<sub>2</sub>O; P<sub>tp_ei_derived</sub> &#x2264;25&#x202F;cm H<sub>2</sub>O, The PEEP providing the upper limit of derived end inspiratory transpulmonary pressure &#x2264;25&#x202F;cm H<sub>2</sub>O; Crossing point by EIT, The PEEP from the electrical impedance tomography analysis balancing the degree of overdistention and lung collapse.</p>
</caption>
<graphic xlink:href="fmed-12-1642064-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Box plot comparing end-expiratory transpulmonary pressure across methods for acquiring optimal PEEP levels: Best Crs, Best Clung, Ptp_ee_direct, Ptp_ei_derived, and Crossing Point by EIT. Significant differences, p &#x003C; 0.001, are indicated between groups. Measurements in centimeters H2O range from negative fifteen to ten.</alt-text>
</graphic>
</fig>
<p>The greatest risk of lung collapse occurred with C<sub>RS</sub>-guided PEEP, which had a median P<sub>tp_ee_direct</sub> of &#x2212;2.3 (&#x2212;4.2, &#x2212;0.8) cm H<sub>2</sub>O and a median EIT-measured collapse of 13% (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). In contrast, P<sub>tp_ee_direct</sub>-guided PEEP showed the lowest collapse risk, with a median P<sub>tp_ee_direct</sub> of 0.4&#x202F;cm H&#x2082;O (0.6, 1.0) and an EIT collapse of 1.5% (0.0, 7.5).</p>
<p>P<sub>tp_ee_direct</sub> correlated negatively with EIT-derived collapse percentage (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.62, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). <xref ref-type="fig" rid="fig5">Figure 5</xref> illustrates the relationship between P<sub>tp_ee_direct</sub> and the percentage of collapse by EIT during PEEP titration; the P<sub>tp_ee_direct</sub> associated with zero lung collapse on EIT was 5.15&#x202F;cm H&#x2082;O (1.90, 6.70).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>The relationship between P<sub>tp_ee_direct</sub> and the percentage of collapse regarding. PEEP titration. P<sub>tp_ee_direct</sub>, the direct measurement of end-inspiratory transpulmonary pressure; PEEP, positive end expiratory pressure.</p>
</caption>
<graphic xlink:href="fmed-12-1642064-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Bar and line graph showing the relationship between median end expiratory Ptp and lung collapse percentage against PEEP levels. The dark bars represent end expiratory Ptp, while squares connected by a dashed line indicate lung collapse percentage. As PEEP decreases from 20 to 8 cm H2O, end expiratory Ptp decreases and lung collapse percentage increases.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec18">
<label>5.4</label>
<title>Directly measured vs. elastance-derived transpulmonary pressure</title>
<p>Both P<sub>tp_ei_direct</sub> and P<sub>tp_ei_derived</sub> decreased during decremental PEEP titration. Repeated-measures ANOVA showed that P<sub>tp_ei_direct</sub> was significantly lower than P<sub>tp_ei_derived</sub> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 2</xref>), and this difference remained consistent throughout titration (<italic>p</italic>&#x202F;=&#x202F;0.954), with a mean difference of 10.91&#x202F;&#x00B1;&#x202F;3.82&#x202F;cm H&#x2082;O.</p>
</sec>
<sec id="sec19">
<label>5.5</label>
<title>Impact on hemodynamics</title>
<p>No significant changes in HR, SV, or CO were observed during decremental PEEP titration (<italic>p</italic>&#x202F;=&#x202F;1.000, 0.992, and 0.990, respectively). PPV declined during titration but did not reach statistical significance (<italic>p</italic>&#x202F;=&#x202F;0.375). Kruskal&#x2013;Wallis analysis showed no significant differences in HR, CO, or PPV at OP across the five methods (<italic>p</italic>&#x202F;=&#x202F;0.987, 0.992, and 0.975, respectively) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec20">
<label>6</label>
<title>Discussion</title>
<p>We conducted a prospective observational study in a homogeneous cohort of mechanically ventilated ARDS patients. Strengths of the study included: (1) direct comparison of multiple PEEP-titration methods; (2) evaluation of potential associations with overdistension and collapse; and (3) incorporation of diverse monitoring modalities, including esophageal pressure and EIT.</p>
<p>The main findings are: (1) OP differed across the five titration methods; (2) P<sub>tp_ee_direct</sub> -guided PEEP (&#x2265;0&#x202F;cm H&#x2082;O) was higher than PEEP determined by C<sub>RS</sub> or C<sub>L</sub>; (3) P<sub>tp_ee_direct</sub> -guided PEEP exceeded overdistension thresholds (plateau pressure &#x003E;30&#x202F;cm H&#x2082;O) and produced the highest percentage of overdistension; and (4) C<sub>RS</sub> showed a greater potential risk of lung collapse, evidenced by negative end-expiratory P<sub>tp</sub> values and a higher EIT-derived collapse percentage.</p>
<p>PEEP titration in ARDS is essential for optimizing oxygenation while minimizing VILI. Common approaches include: (1) selecting the PEEP that yields the highest static C<sub>RS</sub> (thereby minimizing driving pressure); (2) targeting a positive P<sub>tp_ee_direct</sub> to account for variability in lung and chest-wall mechanics, promote alveolar recruitment, and limit end-inspiratory P<sub>tp</sub> to avoid excessive lung stress; and (3) Titrating PEEP by visualizing lung aeration and collapse by EIT.</p>
<p>Krebs et al. showed that in 13 patients with moderate-to-severe ARDS, PEEP set either at maximal static C<sub>RS</sub> or according to the ARDS Network table failed to prevent negative P<sub>tp_ee_direct</sub>; in fact, under compliance-guided PEEP, 50% of patients had P<sub>tp_ee_direct</sub>&#x003C; 0&#x202F;cm H&#x2082;O (<xref ref-type="bibr" rid="ref20">20</xref>). Suarez-Sipmann et al. (<xref ref-type="bibr" rid="ref21">21</xref>) monitored dynamic C<sub>RS</sub> and the percentage of non-aerated tissue on chest CT during PEEP titration following RM in an animal model with repeated lung lavages. They found that the proportion of non-aerated tissue increased during the decremental PEEP trial, even at the PEEP level associated with the highest dynamic C<sub>RS</sub>. According to each protocol, further analysis of individual PEEP data shows that each patient had different PEEP levels (<xref ref-type="bibr" rid="ref19">19</xref>). These findings align with our results, which showed that OP differed significantly across the five targets. P<sub>tp_ee_direct</sub> guided PEEP (&#x2265; 0&#x202F;cm H&#x2082;O) was higher than PEEP determined by the highest C<sub>RS</sub> or C<sub>L</sub>.</p>
<p>Various protocols have been proposed to set OP in ARDS patients and mitigate VILI, specifically, overdistension and lung collapse (<xref ref-type="bibr" rid="ref2">2</xref>). We characterized the potential risk of VILI&#x2014;both overdistension and collapse&#x2014;across different targeted PEEP levels. Overdistension was evaluated using surrogate markers: plateau pressure &#x003E; 30&#x202F;cm H&#x2082;O, P<sub>tp_ei_derived</sub> &#x003E; 25&#x202F;cm H&#x2082;O, and the EIT-derived percentage of overdistension. Surrogates for collapse (atelectrauma) included negative end-expiratory P<sub>tp</sub> values and the EIT-derived percentage of lung collapse.</p>
<p>P<sub>tp_ee_direct</sub> guided PEEP (&#x2265; 0&#x202F;cm H&#x2082;O) met overdistension criteria&#x2014;plateau pressure &#x003E; 30&#x202F;cm H&#x2082;O, P<sub>tp_ei_derived</sub> approaching 25&#x202F;cm H&#x2082;O, and the highest EIT-derived overdistension percentage. In contrast, C<sub>RS</sub>-guided PEEP carried a greater potential risk of collapse, evidenced by negative P<sub>tp_ee_direct</sub> values and a higher EIT-measured collapse percentage. Additionally, P<sub>tp_ee_direct</sub> was significantly inversely correlated with the EIT-derived collapse percentage. The underlying reasons for these findings are: (1) this approach yields the highest PEEP among the five methods; and (2) it is selected to maximize recruitment of dependent lung regions, reflected by the lowest EIT-derived collapse percentage. <xref ref-type="fig" rid="fig5">Figure 5</xref> illustrates the relationship between P<sub>tp_ee_direct</sub> and collapse percentage during PEEP titration; the P<sub>tp_ee_direct</sub> associated with zero collapse on EIT was 5.15&#x202F;cm H&#x2082;O (1.90, 6.70), a value consistent with Yoshida et al., who reported a minimum P<sub>tp</sub> of 4.6&#x202F;cm H&#x2082;O to prevent collapse by EIT assessment (<xref ref-type="bibr" rid="ref18">18</xref>).</p>
<p>Costa et al. described an EIT-based method for assessing cumulative alveolar collapse and overdistension by analyzing regional pixel compliance during PEEP titration. They reported excellent agreement between recruitable collapse estimated by EIT and the increase in collapse relative to the minimum CT-determined collapse across all PEEP levels. Thus, EIT-guided PEEP appears to balance overdistension and collapse (<xref ref-type="bibr" rid="ref10">10</xref>). In our study, the percentage of overdistension by EIT correlated significantly with peak airway pressure in PCV mode and with elastance-derived lung stress. However, because driving pressure remained constant in PCV, no correlation was observed between driving pressure and overdistension percentage.</p>
<p>Pavlovsky et al. compared PEEP titration strategies based on EIT, namely, center of ventilation closest to 50% and PEEP from balancing the degree of overdistention and lung collapse, and methods derived from respiratory system mechanics and P<sub>tp</sub> monitoring. They showed that the different PEEP titration strategies led to differences in lung mechanics. The OP levels assessed by the crossing point method were higher than P<sub>tp_ee_direct,</sub> which is contrary to our study. These differences may be explained by the method used to compute lung collapse and overdistension, particularly the comparison between maximal and current compliance at each pixel for a given PEEP level, and may be attributed to the application of PEEP levels during the decremental PEEP trial (from 20 to 0&#x202F;cm H<sub>2</sub>O compared with from 20&#x202F;cm H<sub>2</sub>O to 8&#x202F;cm H<sub>2</sub>O in our study) (<xref ref-type="bibr" rid="ref22">22</xref>).</p>
</sec>
<sec id="sec21">
<label>7</label>
<title>Clinical implications</title>
<p>In practice, some methods yield higher PEEP levels&#x2014;risking overdistension&#x2014;whereas others produce lower PEEP levels with a potential for collapse. The relative harms of atelectrauma versus overdistension remain debated; however, experimental ARDS models suggest that volutrauma from excessive ventilation elicits a more pronounced inflammatory response than atelectrauma (<xref ref-type="bibr" rid="ref23">23</xref>). On the other hand, in an RCT using a porcine model, EIT-guided strategies that minimized collapse &#x2014;or explicitly balanced overdistension and collapse&#x2014;were associated with lower mortality compared with approaches focused solely on preventing overdistension (<xref ref-type="bibr" rid="ref24">24</xref>).</p>
<p>Grasso et al. used P<sub>tp_ei_derived</sub> to adjust PEEP in severe H1N1-associated ARDS, increasing it until end-inspiratory Ptp reached 25&#x202F;cm H&#x2082;O. This strategy significantly improved oxygenation and, in some patients, obviated the need for extracorporeal membrane oxygenation (<xref ref-type="bibr" rid="ref25">25</xref>). In our study, P<sub>tp_ei_derived</sub> guided titration yielded an optimal PEEP lower than that targeted by P<sub>tp_ee_direct</sub>, although the difference was not statistically significant. Repeated-measures ANOVA showed that P<sub>tp_ei_direct</sub> values were consistently lower than P<sub>tp_ei_derived</sub> (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 2</xref>). Prior studies in porcine models and human cadavers have demonstrated that P<sub>tp_ei_derived</sub> closely approximates inspiratory pleural pressure in non-dependent lung regions (18). The P<sub>tp_ei_derived</sub> represents the highest level of inspiratory lung stress and can be considered a clinical target for minimizing VILI. This approach is consistent with the stress&#x2013;strain concept, suggesting that P<sub>tp_ei_derived</sub> guided PEEP selection or tidal volume reduction may lower the risk of volutrauma. Meanwhile, maintaining a P<sub>tp_ee_direct</sub> &#x2265; 0&#x202F;cm H<sub>2</sub>O helps prevent atelectrauma by reducing lung collapse (<xref ref-type="bibr" rid="ref26">26</xref>).</p>
<p>An ideal PEEP strategy should: (1) ensure adequate gas exchange; (2) maintain lung patency by keeping P<sub>tp_ee_direct</sub> &#x2265; 0&#x202F;cm H&#x2082;O; (3) prevent overdistension by limiting P<sub>tp_ei_derived</sub> to &#x2264; 25&#x202F;cm H&#x2082;O or by selecting the EIT-derived balance point between overdistension and collapse; and (4) preserve hemodynamic stability (<xref ref-type="bibr" rid="ref27">27</xref>).</p>
<p>During PEEP titration, all EIT-derived overdistension percentages were analyzed. The median overdistension (147 measurements from 21 patients) was 12% (2, 23). Patients were categorized into two groups: those with EIT-derived overdistension &#x2265; 12% were defined as having a higher percentage of overdistension, and those with &#x003C; 12% were expressed as a lower percentage. We further analyzed the best threshold value using discriminant analysis. The threshold value of peak airway pressure that best distinguishes these two groups of patients was 30&#x202F;cm H<sub>2</sub>O, and the best threshold value of elastance-derived lung stress was 25&#x202F;cm H<sub>2</sub>O. Likewise, we subgrouped patients according to the threshold value of peak airway pressure by 30&#x202F;cm H<sub>2</sub>O and elastance-derived lung stress by 25&#x202F;cm H<sub>2</sub>O. We found a similar best threshold value of the overdistension at 12 percent. As a result, we may use 12 percent of overdistension by EIT to identify the higher percentage or the lower percentage of overdistension.</p>
</sec>
<sec id="sec22">
<label>8</label>
<title>Limitations</title>
<p>This study has limitations. The sample size was small and predominantly comprised patients with intrapulmonary ARDS. In ARDS with normal chest-wall mechanics, Ecw contributes roughly 15&#x2013;20% of Ers; our median Ecw/Ers was 0.18 (0.11, 0.27), so the findings may not extrapolate to patients with elevated chest-wall elastance. All measurements were obtained in the supine position; prone positioning might yield different results.</p>
<p>In our study, PEEP was reduced from 20&#x202F;cm H&#x2082;O to 8&#x202F;cm H&#x2082;O in 2&#x202F;cm H&#x2082;O decrements at one-minute intervals, which may not allow full stabilization of respiratory system mechanics and may explain the absence of hemodynamic instability. During PEEP titration, the interval at each PEEP level is commonly about 2&#x202F;min, but protocols vary: some extend to 3 or even 10&#x202F;min, whereas others shorten the interval to approximately 30&#x202F;s (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>). A decremental PEEP trial generally requires a shorter equilibration time than an incremental trial. In a cohort of 44 ARDS patients, when PEEP was reduced (e.g., from 15 to 10 or from 15 to 5&#x202F;cm H&#x2082;O), oxygenation variables stabilized within 5&#x202F;min, while respiratory system compliance declined only slowly and modestly over 60&#x202F;min (29). However, experimental and clinical observations indicate that a dwell time as short as ~40&#x202F;s can still yield a reasonably accurate estimate of changes in compliance, because any airway closure during a decremental PEEP trial occurs very rapidly (<xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref31">31</xref>). Finally, this study was not designed to assess clinical outcomes, and final PEEP settings were determined by the attending physicians. Further research is warranted to evaluate whether optimized PEEP-titration strategies that reduce VILI risk translate into improved clinical outcomes.</p>
</sec>
<sec sec-type="conclusions" id="sec23">
<label>9</label>
<title>Conclusion</title>
<p>In 21 patients with moderate&#x2013;severe ARDS, OP varied significantly across five titration methods, with median values as follows: 8.0&#x202F;cm H&#x2082;O (8.0, 13.9) by C<sub>RS</sub>, 9.8&#x202F;cm H&#x2082;O (8.0, 14.0) by C<sub>L</sub>, 14.0&#x202F;cm H&#x2082;O (11.9, 17.9) when targeting P<sub>tp_ee_direct</sub> &#x2265; 0&#x202F;cm H&#x2082;O, 12.0&#x202F;cm H&#x2082;O (10.0, 13.9) when limiting P<sub>tp_ei_derived</sub> &#x2264; 25&#x202F;cm H&#x2082;O, and 13.01&#x202F;cm H&#x2082;O (9.88, 14.78) by the EIT crossing-point method. P<sub>tp_ee_direct</sub> guided PEEP produced the greatest overdistension (median plateau pressure 31.3&#x202F;cm H&#x2082;O [27.7, 33.3]; EIT overdistension 17% [6, 22]), whereas C<sub>RS</sub>-guided PEEP carried the highest collapse risk [median P<sub>tp_ee_direct</sub> &#x2212;2.3&#x202F;cm H&#x2082;O (&#x2212;4.2&#x2013;0.8); EIT collapse 13% (6, 21)]. These findings underscore that OP is method-dependent and that effective titration must balance recruitment against the risks of overdistension and collapse.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec24">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec25">
<title>Ethics statement</title>
<p>The study was approved by the Institutional Review Board of the Faculty of Medicine, Ramathibodi Hospital (ID MURA2020/751), and written informed consent was obtained from patients&#x2019; next of kin.</p>
</sec>
<sec sec-type="author-contributions" id="sec26">
<title>Author contributions</title>
<p>YS: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CS: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KG: Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. DJ: Conceptualization, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. PT: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec27">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<p>The authors thank all involved internal medicine residents, pulmonary and critical care fellows, and pulmonary and critical care staff members and nurses for contributing to this study. We also want to express our deepest gratitude to Professor Paolo Pelosi, who generously provided invaluable feedback and guidance on the initial draft of this manuscript. His insightful recommendations and unwavering support significantly enhanced the quality of our work. Sadly, he passed away before the submission of this manuscript. We dedicate this work to his memory as his influence continues to resonate in our endeavors.</p>
</ack>
<sec sec-type="COI-statement" id="sec28">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec29">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec30">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec31">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmed.2025.1642064/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmed.2025.1642064/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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