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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Transpl. Int.</journal-id>
<journal-title-group>
<journal-title>Transplant International</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Transpl. Int.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1432-2277</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">16314</article-id>
<article-id pub-id-type="doi">10.3389/ti.2026.16314</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Resilience of lung grafts to warm ischemia: assessment by <italic>ex vivo</italic> perfusion using functional and molecular analysis </article-title>
<alt-title alt-title-type="left-running-head">Premachandra et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/ti.2026.16314">10.3389/ti.2026.16314</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Premachandra</surname>
<given-names>Antoine</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2622166"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pascale</surname>
<given-names>Florentina</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="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mimbimi</surname>
<given-names>Chlo&#xe9;</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="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jacqmin</surname>
<given-names>S&#xe9;bastien</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="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jouneau</surname>
<given-names>Luc</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Richard</surname>
<given-names>Christophe</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gelin</surname>
<given-names>Val&#xe9;rie</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bevilacqua</surname>
<given-names>Claudia</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lecardonnel</surname>
<given-names>J&#xe9;r&#xf4;me</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rivi&#xe8;re</surname>
<given-names>Julie</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bertho</surname>
<given-names>Nicolas</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Descamps</surname>
<given-names>Delphyne</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Glorion</surname>
<given-names>Matthieu</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="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Le Guen</surname>
<given-names>Morgan</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Schwartz-cornil</surname>
<given-names>Isabelle</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/222043"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sage</surname>
<given-names>Edouard</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="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>1</label>
<institution>Universit&#x00E9; Paris-Saclay, INRAE, UVSQ, VIM</institution>, <city>Jouy en Josas</city>, <country country="FR">France</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>ERL INSERM U1369</institution>, <city>Jouy en Josas</city>, <country country="FR">France</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Department of Anesthesiology, Foch Hospital</institution>, <city>Suresnes</city>, <country country="FR">France</country>
</aff>
<aff id="aff4">
<label>4</label>
<institution>Department of Thoracic Surgery and Lung Transplantation, Foch Hospital</institution>, <city>Suresnes</city>, <country country="FR">France</country>
</aff>
<aff id="aff5">
<label>5</label>
<institution>Universit&#x00E9; Paris-Saclay, INRAE, UVSQ, BREED</institution>, <city>Jouy en Josas</city>, <country country="FR">France</country>
</aff>
<aff id="aff6">
<label>6</label>
<institution>Universit&#x00E9; Paris-Saclay, INRAE, AgroParisTech, GABI, @Bridge</institution>, <city>Jouy en Josas</city>, <country country="FR">France</country>
</aff>
<aff id="aff7">
<label>7</label>
<institution>Universit&#x00E9; Paris-Saclay, INRAE, AgroParisTech, Micalis Institute</institution>, <city>Jouy en Josas</city>, <country country="FR">France</country>
</aff>
<aff id="aff8">
<label>8</label>
<institution>Oniris, INRAE, Bioepar</institution>, <city>Nantes</city>, <country country="FR">France</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Morgan Le Guen, <email xlink:href="mailto:m.leguen@hopital-foch.com">m.leguen@hopital-foch.com</email>; Isabelle Schwartz-cornil, <email xlink:href="mailto:isabelle.schwartz@inrae.fr">isabelle.schwartz@inrae.fr</email>; Edouard Sage, <email xlink:href="mailto:e.sage@hopital-foch.com">e.sage@hopital-foch.com</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-06-24">
<day>24</day>
<month>06</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>39</volume>
<elocation-id>16314</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>27</day>
<month>05</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>06</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Premachandra, Pascale, Mimbimi, Jacqmin, Jouneau, Richard, Gelin, Bevilacqua, Lecardonnel, Rivi&#xe8;re, Bertho, Descamps, Glorion, Le Guen, Schwartz-cornil and Sage.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Premachandra, Pascale, Mimbimi, Jacqmin, Jouneau, Richard, Gelin, Bevilacqua, Lecardonnel, Rivi&#xe8;re, Bertho, Descamps, Glorion, Le Guen, Schwartz-cornil and Sage</copyright-holder>
<license>
<ali:license_ref start_date="2026-06-24">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>To address the shortage of donor lungs, donation after circulatory death with extended warm ischemia (WI) is increasingly used. Normothermic <italic>ex vivo</italic> lung perfusion (EVLP) allows assessment and rehabilitation of WI lungs. However, the safety limits of WI duration remain unclear due to conflicting preclinical data and variations in clinical protocols across countries. Using a clinically-relevant pig model, we compared paired right (control) and left (WI) lungs from five donors. WI lungs experienced 2-h WI followed by 1-h cold preservation and 6-h EVLP, while control lungs underwent the same protocol without WI. Initial 2-h WI impaired compliance by 32% and increased vascular resistance by 25%, but both parameters normalized during EVLP. Oxidative and mitochondrial stress markers, cytokine release, histological injury, and edema showed no significant difference between control and WI lungs. During EVLP, both control and WI lungs exhibited similar transcriptomic responses in terms of the number of regulated genes (69/96) and their expression levels. Overall, EVLP reversed initial WI-associated functional impairments and led to convergent molecular profiles in WI and control lungs. These findings support the possibility of extending acceptable WI duration thresholds in lung transplantation.</p>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<fig>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-abs.tif" position="anchor">
<alt-text content-type="machine-generated">Scientific summary graphic showing a study model using five pigs whose lungs were subjected to control or warm ischemia (two hours at thirty-seven to thirty-nine degrees Celsius) before ex vivo lung perfusion. Functional and molecular metrics were assessed at baseline and six hours post-perfusion. Results indicate that ex vivo lung perfusion restored vascular resistance and compliance and led to convergence in oxidative stress, cytokine profiles, mitochondrial stress, cell death, gene signatures, and lesion scores between the two groups. Conclusion states ex vivo lung perfusion reversed functional impairments and converged molecular profiles.</alt-text>
</graphic>
</fig>
</p>
</abstract>
<kwd-group>
<kwd>ischemia-reperfusion injuries</kwd>
<kwd>lung</kwd>
<kwd>pig model</kwd>
<kwd>transplantation</kwd>
<kwd>warm ischemia</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. The project was supported by i) Versailles-Saint-Quentin-en-Yvelines University/Paris-Saclay University, ii) Chaire Universitaire de Transplantation of the Versailles-Saint-Quentin-en-Yvelines University and Foch Hospital, iii) Foch foundation, iv) the Association Gregory Lemarchal and the association Vaincre la Mucoviscidose (project number RF20220503016), v) National Research Institute for Agriculture, Food and Environment support, vi) Soci&#xe9;t&#xe9; Fran&#xe7;aise d&#x27;Anesth&#xe9;sie et de R&#xe9;animation for the fellowship attributed to AP. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. vii) This work was supported by the French National Research Agency (ANR) through the project REVOLUTION (Grant No. ANR-22-CE19-0017).</funding-statement>
</funding-group>
<counts>
<fig-count count="8"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="11"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Due to the persistent shortage of donor lungs, donation after circulatory death (DCD) and prolonged warm ischemia (WI) are increasingly tolerated for transplantation, despite elevated risk of ischemia-reperfusion injury (IRI) [<xref ref-type="bibr" rid="B1">1</xref>]. To mitigate this risk, normothermic <italic>ex vivo</italic> lung perfusion (EVLP) is used to assess and rehabilitate these grafts. In countries with formal legal frameworks (e.g., France and Italy), EVLP is mandatory for DCD lungs, whereas in other countries, its use is guided by clinical judgment or institutional protocols. There is no consensus on the safe duration of WI after DCD. Clinical limits vary and are based on inconsistent preclinical and clinical results. Indeed, some studies reported that WI beyond 60&#xa0;min exacerbated inflammatory responses and impaired respiratory function during EVLP [<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>]. In contrast, retrospective clinical analyses have shown that DCD lungs with a mean WI duration of up to 208&#xa0;min exhibited inflammatory profiles during EVLP and early post-transplant outcomes similar to those of marginal lungs from brain-dead donors [<xref ref-type="bibr" rid="B5">5</xref>]. Interpretation of preclinical data is complicated by inconsistencies in EVLP protocols, particularly due to the variable inclusion of erythrocytes and a lack of corticosteroids, the latter being standardly used in clinical settings. In this context, national guidelines differ widely in their maximum permitted WI durations: 90&#xa0;min in France [<xref ref-type="bibr" rid="B6">6</xref>] and Australia [<xref ref-type="bibr" rid="B7">7</xref>], 120&#xa0;min in the UK [<xref ref-type="bibr" rid="B8">8</xref>], 150&#xa0;min in Spain [<xref ref-type="bibr" rid="B9">9</xref>], and up to 180&#xa0;min in Italy [<xref ref-type="bibr" rid="B5">5</xref>].</p>
<p>We hypothesized that lungs subjected to an extended 2-h WI period may be rehabilitated by EVLP. The objective of this report was to assess the impact of a 2-h WI period on lung responses to a clinically EVLP relevant protocol (i.e., the Toronto technique with corticosteroids), in a porcine lung model, widely recognized as the most translationally relevant model. We performed a comprehensive comparison of paired right and left lungs undergoing EVLP under control conditions (control lungs, right) and after a 2-h WI (WI lungs, left) using a broad range of metrics.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Ethics</title>
<p>The experiments were performed in compliance with the EU guidelines and the French regulations (DIRECTIVE 2010/63/EU, 2010; Code rural, 2018; D&#xe9;cret n&#xb0;2013-118, 2013). The procedures received authorization of the Ministry of Higher Education and Research and the experimental protocols were approved by the COMETHEA ethic committee under the number APAFIS&#x23; DAP2022120510144946 v3. The surgery was carried out at the Medical Imaging in Animal platform (accreditation B78-322-2, <italic>doi.org/10.15454/1.5572348210007727E12</italic>).</p>
</sec>
<sec id="s2-2">
<title>Animals, and EVLP procedures</title>
<p>Lungs were harvested from five Large-White x Landrace x Pietrain pigs (48&#x2013;55&#xa0;kg). Animals were anesthetized with intramuscular ketamine (20&#xa0;mg&#xb7;kg<sup>-1</sup>, Imalgene&#xae;) and xylazine (2&#xa0;mg&#xb7;kg<sup>-1</sup>, Rompun&#xae;). Orotracheal intubation was performed after deepening anesthesia with 3%&#x2013;5% isoflurane using mask, and intravenous injection of fentanyl (20&#xa0;&#x3bc;g&#xb7;kg<sup>-1</sup>) and diazepam (0.1&#xa0;mg&#xb7;kg<sup>-1</sup>). Anesthesia was maintained with 2%&#x2013;3% inhaled isoflurane and continuous propofol infusion at 5&#xa0;mg&#xb7;kg<sup>-1</sup>&#xb7;h<sup>-1</sup> (Proposure&#xae;). Mechanical ventilation was initiated with a tidal volume (Vt) of 7&#xa0;mL&#xb7;kg<sup>-1</sup>, a positive end-expiratory pressure (PEEP) of 5 cmH<sub>2</sub>O, and a respiratory rate of 15 cycles&#xb7;min<sup>-1</sup>. Upon chest opening, a biopsy from the azygos lobe was harvested (designated as the &#x201c;Time of death&#x201d; time point). The animal was then euthanized by aortic clamping and exsanguination following intravenous administration of 25,000 IU of heparin. Euthanasia marked the onset of WI. After inflation, each lung was isolated. The right lung (control group) was immediately flushed with 2&#xa0;L Perfadex&#xae; at 4&#xa0;&#xb0;C (XVIVO Perfusion, Gothenburg, Sweden) and stored in the refrigerator at 6&#xa0;&#xb0;C for 1&#xa0;h. The left lung (WI group) remained inflated <italic>in situ</italic> for 2&#xa0;h, before being similarly flushed and stored at 6&#xa0;&#xb0;C for 1&#xa0;h. Each lung was then connected to an EVLP circuit following the Toronto protocol [<xref ref-type="bibr" rid="B10">10</xref>]. The circuit was primed with 1&#xa0;L of Steen&#xae; solution supplemented with 0.5&#xa0;g methylprednisolone, 0.75&#xa0;g cefuroxime, and 3750 ui heparin. The lung size differences were taken into account to determine the flow of 16% (left) and 24% (right) of the theoretical cardiac output. The system reached 37&#xa0;&#xb0;C after approximately 30&#xa0;min of perfusion. Ventilation settings were adjusted to a Vt of 3.5&#xa0;mL/kg for the right lung and 2.5&#xa0;mL/kg for the left lung, with a fraction of inspired oxygen FiO2 of 0.21, positive and expiratory pressure (PEEP) of 5 cmH<sub>2</sub>O and a respiratory rate of 15 breaths per minute. The perfusate was deoxygenated using a gas mixture containing 8% CO<sub>2</sub>, 86% N<sub>2</sub>O, and 6% O<sub>2</sub>. EVLP was maintained for a total duration of 6&#xa0;h.</p>
</sec>
<sec id="s2-3">
<title>EVLP monitoring, sample collections</title>
<p>Pulmonary gas exchange capacity was evaluated using PaO<sub>2</sub> and PaCO<sub>2</sub> measured in the perfusate at an FiO<sub>2</sub> of 0.21, using i-STAT cartridges (Abbott, Chicago, USA). Respiratory mechanics and mechanical ventilation were assessed by measuring plateau pressure (Pplat), driving pressure (&#x394;P &#x3d; Pplat&#x2013;PEEP), pulmonary compliance (Vt/&#x394;P) and recruitment (compliance change during a PEEP test performed at 2 cmH<sub>2</sub>O and 8 cmH<sub>2</sub>O). The pulmonary strain was estimated as stress divided by specific elastance, with stress approximated by Pplat for isolated lungs, and specific elastance estimated in pigs at 6 cmH<sub>2</sub>O [<xref ref-type="bibr" rid="B11">11</xref>]. Hemodynamics were evaluated by calculating pulmonary vascular resistance (PVR &#x3d; [(mPAP &#x2013; 0)/ECMO flow] &#xd7; 80). Perfusates were collected at hourly intervals and frozen at &#x2212;80&#xa0;&#xb0;C for lactate deshydrogenase (LDH), mitochondrial DNA and cytokine detection. Lung tissue samples (about 100&#xa0;mg) were collected using a lung stapler from the azygos lobe just before exsanguination, from the superior lobe at the end of the cold ischemic phase and after 2-h perfusion, and from the inferior lobe after 4- and 6-h perfusion. These samples preserved in RNAlater (Merck, Darmstadt, Germany) or directly frozen in liquid nitrogen and kept at &#x2212;70&#xa0;&#xb0;C. Additionally, a 100&#xa0;mg lung tissue sample collected at 6&#xa0;h was fixed in 4% buffered paraformaldehyde for histological analysis, then rinsed after 24&#xa0;h and stored in 70% ethanol. Bronchoalveolar lavages were performed with 2 &#xd7; 20&#xa0;mL cold PBS, and samples were kept frozen at &#x2212;70&#xa0;&#xb0;C.</p>
</sec>
<sec id="s2-4">
<title>Biological dosages and histology</title>
<p>Detailed histology protocols, the commercial kits employed (LDH, cytokine assays, carbonylated proteins, oxidized DNA), and mitochondrial DNA quantification by PCR (ND1 and ND4 genes) are described in <xref ref-type="sec" rid="s11">Supplementary Material 1</xref>.</p>
</sec>
<sec id="s2-5">
<title>Transcriptomic analyses</title>
<p>Total RNA was extracted from lung tissue using TRIzol reagent with bead homogenization (Precellys 24 bead grinder) and purified with the NucleoSpin RNA kit including DNase treatment. RNA quantity and integrity were assessed using the Qubit RNA assay kit and Agilent 2100 Bioanalyzer. Reverse transcription (1.2&#xa0;&#xb5;g RNA) was performed using the PrimeScript RT reagent kit. Gene expression was measured using custom TaqMan Array Cards (96 genes, 4 housekeeping genes, <xref ref-type="sec" rid="s11">Supplementary Material 2</xref>) on a QuantStudio 7 Flex Real-Time PCR System. Data were analyzed using the 2<sup>&#x2212;&#x394;&#x394;CT</sup> method normalized to RPS24, RPLP2, and GAPDH; genes with Ct &#x3e; 32 were excluded. Principal component analysis was performed (mixOmics). Differentially expressed genes (DEGs) versus &#x201c;Time of death&#x201d; were identified using paired one-way tests with Benjamini&#x2013;Hochberg correction (adjusted p &#x3c; 0.1). Fold changes were calculated relative to &#x201c;Time of death&#x201d;. Comparisons between all conditions and the 2-h WI at time zero used paired non-parametric tests with multiple testing correction (adjusted p &#x3c; 0.2). More details are provided in <xref ref-type="sec" rid="s11">Supplementary Material 1</xref>.</p>
</sec>
<sec id="s2-6">
<title>Statistical analyses</title>
<p>The statistics of gene expression is described in the TAC array design and analysis. For the physiological and biological parameters, a Linear Mixed Model with fixed effects for group, time, and their interaction, and a random intercept for pig subject, was used to analyze repeated measures using R Studio2 v2024.09.0 &#x2b; 375; the fixed effects were tested with a type III ANOVA. For the <italic>post hoc</italic> comparisons between lung groups, a Tukey test was performed (paired data), using estimated marginal means, and provided adjusted p-values. For histology and percent weight gain, the data were statistically compared using a paired t-test, after checking normal distribution (Shapiro-Wilk). <xref ref-type="sec" rid="s11">Supplementary Material 3</xref> reports the raw data, means, standard deviation as well as the statistical results (F-val, p-val).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>The effects of 2-h WI on pig lung functions are corrected by EVLP</title>
<p>Lungs were explanted from five pig donors (see <xref ref-type="sec" rid="s11">Supplementary Material 1</xref>). The azygos lobe was sampled immediately post-mortem (&#x201c;Time of death&#x201d;). Each lung block was divided into right and left lungs to allow paired analysis. The right lung (control group) was kept at 6&#xa0;&#xb0;C for 1&#xa0;hour and immediately subjected to 6-h EVLP. The left lung (WI group) remained for 2&#xa0;h in the thoracic cavity, before undergoing the same cold preservation and EVLP protocol (<xref ref-type="fig" rid="F1">Figure 1</xref>). At the time of surgery, the animals&#x2019; body temperatures were within the physiological range (38.5&#xa0;&#xb0;C&#x2013;39&#xa0;&#xb0;C) and decreased to 35&#xa0;&#xb0;C&#x2013;37&#xa0;&#xb0;C 2&#xa0;hours after death. During EVLP, oxygenation was maintained in both groups, with PaO<sub>2</sub> values consistently exceeding 150&#xa0;mmHg (<xref ref-type="fig" rid="F2">Figure 2A</xref>, see <xref ref-type="sec" rid="s11">Supplementary Material 3</xref> for the raw data of <xref ref-type="fig" rid="F2">Figures 2</xref>&#x2013;<xref ref-type="fig" rid="F5">5</xref>). Initial lung compliance was lower in the WI group than in the control group (32% lower, p-val &#x3d; 0.02), and improved over EVLP time (time effect p-val &#x3d; 0.008 for both groups, <xref ref-type="fig" rid="F2">Figure 2B</xref>). The strain ratios were below 2.5 and not different between groups (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The initial vascular resistance was higher in the WI than in the control group (25.6% higher, p-val &#x3d; 0.007), and then the difference became non-significant during EVLP (<xref ref-type="fig" rid="F2">Figure 2D</xref>). At 6&#xa0;h, weight gain was limited and comparable between groups (percent weight gain: 7.89 &#xb1; 11.76 in WI and 14.61 &#xb1; 12.23 in control group, <xref ref-type="fig" rid="F2">Figure 2E</xref>). So overall, although 2-h WI initially impaired lung functions (reducing compliance and increasing vascular resistance), these effects were corrected by a 6-h EVLP.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Experimental scheme. Lungs were obtained from 5 pigs. After general anethesia, the azygos lobe was removed and used as a reference lung tissue sample designated as &#x201c;Time of death&#x201d; in the whole paper. After subsequent euthanasia by exsanguination, the right and left lungs were separated. The right (Control) was immediately flushed with Perfadex, kept at 6&#xa0;&#xb0;C for 1-h, and subjected to EVLP using the Toronto protocol, during 6&#xa0;h. The left lung (warm ischemia, WI) was placed in the thoracic cavity for 2-h, and then similarly processed as the right lung.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-g001.tif">
<alt-text content-type="machine-generated">Diagram shows a study workflow using  five pigs. At the time of death, the lungs were explanted and assigned to different preservation protocols: the right lung underwent minimal warm ischemia, whereas the left lung underwent 2 hours of warm ischemia. Both lungs were subsequently stored for 1 hour at 6&#x00B0;C and then subjected to 6 hours of ex vivo lung perfusion (EVLP).</alt-text>
</graphic>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Physiological respiratory parameters. <bold>(A)</bold> PaO2, Partial pressure of oxygen in arterial blood. <bold>(B)</bold> Lung compliance. <bold>(C)</bold> Strain (change in lung volume divided by functional residual capacity). <bold>(D)</bold> Vascular resistance. <bold>(E)</bold> Weight gain at 6H versus 0H (% increase). For <bold>(A&#x2013;D)</bold>, a linear mixed model with fixed effects for group, time, and their interaction, and a random intercept for pig subject, was used to analyze repeated measures. Type III ANOVA was performed, followed by Tukey-adjusted <italic>post hoc</italic> comparisons using estimated marginal means. Statistical significance is indicated as i) adjusted p-val between groups at specific time points, and ii) as the time effect p-val for both groups over the dashed line. For E, the data were statistically compared using a paired t-test, following a test for assessing the normal distribution of the data (Shapiro-Wilk). Data from the control group are in blue and data from the WI group are in red. Each pig is labelled with the same symbol in all figures (triangle, square, diamond, circle, hexagon).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-g002.tif">
<alt-text content-type="machine-generated">Grouped bar graph illustration comparing warm ischemia (red; WI) and control (blue) groups across five panels: A shows blood pressure (mmHg) at H1, H4, and H6; B depicts lung compliance (ml/cm H2O) with significant p-values indicated; C presents volume ratio; D compares resistance (x 100 dynes&#xB7;s&#xB7;cm&#x207B;&#x2075;) highlighting one significant difference at H1; E shows percentage weight gain for WI and control. Error bars indicate variability. Legend is at the upper left.</alt-text>
</graphic>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Cellular stress and injury parameters. <bold>(A)</bold> Carbonylated proteins were measured by an ELISA test using frozen lung tissue samples and the results were expressed as ng carbonylated proteins per mg total proteins. <bold>(B)</bold> The 8-hydroxy-2&#x2032;-deoxyguanosine in DNA was measured by an ELISA test using frozen lung tissue samples and the results were expressed as ng oxidated DNA per Gram of tissue. <bold>(C)</bold> The mitochondrial DNA levels were evaluated by quantifying the pig mitochondrial ND1 gene in perfusion liquids using quantitative PCR. The results are expressed as ND1 gene copy numbers per ml. <bold>(D)</bold> The lactate deshydrogenase (LDH) liberated in the perfusion liquid was measured by a colorimetric assay and OD values minus background are reported. <bold>(E)</bold> Lactate levels were measured with iStat cartridge from fresh perfusion liquid. <bold>(F)</bold> PECAM shedding was measure with a pig luminex discovery assay. A linear mixed model with fixed effects for group, time, and their interaction, and a random intercept for pig subject, was used to analyze repeated measures. Type III ANOVA was performed, followed by Tukey-adjusted <italic>post hoc</italic> comparisons using estimated marginal means. Statistical significance is indicated as adjusted p-val between groups at specific time points, and as the time effect p-val over a dashed line for both groups. Data from the control group are in blue and data from the WI group are in red. Each pig is labelled with the same symbol in all figures (triangle, square, diamond, circle, hexagon).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-g003.tif">
<alt-text content-type="machine-generated">Bar graph panels labeled A to F with data points and error bars compare Control (blue), WI (red), and Time of Death (gray) groups across different measures: A shows nmol per mg, B shows ng per g, C presents ND1 copy number (log scale), D uses OD450, E shows mmol per liter, and F presents pg per ml. Significant p-values are noted above relevant bars, with time points labeled as Death, H0, H1, H2, H4, H6, or 30 minutes.</alt-text>
</graphic>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Cytokine release in the perfusion liquid at different timings <bold>(A)</bold> and in the bronchoalveolar lavage at 6&#xa0;h <bold>(B)</bold>. Cytokine levels were measured with a Porcine Luminex Discovery Assay. In perfusion liquids, IL-1&#x3b1;, IL-1&#x3b2;, IL1RA levels were below the detection threshold and not represented. A linear mixed model with fixed effects for group, time, and their interaction, and a random intercept for pig subject, was used to analyze repeated measures. Type III ANOVA was performed, followed by Tukey-adjusted <italic>post hoc</italic> comparisons using estimated marginal means. Statistical significance is indicated as the time effect p-val over a dashed line for both groups. There was no statistically significant differences between the control and WI groups. Data from the control group are in blue and data from the WI group are in red. Each pig is labelled with the same symbol in all figures (triangle, square, diamond, circle, hexagon).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-g004.tif">
<alt-text content-type="machine-generated">Panel A contains four bar graphs comparing cytokine levels in perfusion liquid (TNF&#x3B1;, IL-10, IL-6, CXCL8) between WI (red) and Control (blue) at different H timepoints (H1, H2, H4, H6), with data points showing individual measurements and error bars indicating variation. Significant increases in TNF&#x3B1; and IL-6 for WI are indicated by p-values. Panel B presents a grouped bar chart of multiple cytokines comparing WI and Control in bronchoalveolar lavage, with WI generally showing higher TNF&#x3B1;, PECAM, and IL-6 levels. Color key is provided above for WI and Control groups.</alt-text>
</graphic>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Histological analysis of control and WI lungs after EVLP. In <bold>(A,B)</bold>, representative images of H&#x26;E-stained lungs from the control and WI groups following 6H EVLP, at 3 magnifications (X2 left panel, X10 middle panel, and X63 in right panel (magnified field). The black arrows point to granulocytes, and the empty arrows to proteinaceous debris. In <bold>(C)</bold>, the injury scores for each pig of the two groups are reported. The data were statistically compared using a paired t-test, following a test for assessing the normal distribution of the data (Shapiro-Wilk).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-g005.tif">
<alt-text content-type="machine-generated">Panel A shows three magnified histological images of lung tissue from the control group, with boxed areas zoomed in to highlight structural details and annotation markers indicating specific features. Panel B shows three similarly arranged lung tissue images from the WI group. Panel C presents a bar graph comparing scoring values between WI (red bar) and Control (blue bar) groups, each with individual data points and error bars. The bar heights suggest higher mean scores for the WI group, with a non-significant p-value of 0.148.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>Extended WI in pig lung has little impact on the IRI response during EVLP</title>
<p>Biological markers associated with ischemia&#x2013;reperfusion injury were measured during EVLP (<xref ref-type="fig" rid="F3">Figures 3</xref>&#x2013;<xref ref-type="fig" rid="F5">5</xref>). At baseline (&#x201c;Time of death&#x201d;), carbonylated protein levels in lung tissue reached mean values of 2.5&#xa0;mmol/mg protein (<xref ref-type="fig" rid="F3">Figure 3A</xref>). These levels decreased over time during EVLP (time effect p &#x3d; 0.01), with no difference between groups at any time point. Similarly to carbonylated protein levels, oxidative DNA levels showed a temporal decrease in both groups (<xref ref-type="fig" rid="F3">Figure 3B</xref>). Mitochondrial DNA concentrations in the perfusate increased over time (time effect p &#x3d; 0.031), without intergroup differences (<xref ref-type="fig" rid="F3">Figure 3C</xref>). LDH was progressively liberated in the perfusion liquid (time effect, p-val &#x3c;0.001), without difference between groups (<xref ref-type="fig" rid="F3">Figure 3D</xref>). The metabolic response reflected by lactate production increased over time (p-val in both groups &#x3c;0.001) and showed higher values in the control group as compared to in the WI group particularly at 6&#xa0;h (p-val &#x3d; 0.002, <xref ref-type="fig" rid="F3">Figure 3E</xref>). Finally, the levels of PECAM release also increased over time with higher values in the control group at 6&#xa0;h (p-val in both groups &#x3d; 0.0003, <xref ref-type="fig" rid="F3">Figure 3F</xref>). Cytokine concentrations in the perfusate increased over time for TNF&#x3b1;, IL-6, and IL-10, with no differences between groups (<xref ref-type="fig" rid="F4">Figure 4A</xref>). Similar findings were observed in bronchoalveolar lavage samples (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Histological assessment at 6&#xa0;h showed low injury scores in both groups, with no significant difference (WI: 0.59 &#xb1; 0.19 vs. control: 0.42 &#xb1; 0.12; p &#x3d; 0.145; <xref ref-type="fig" rid="F5">Figures 5A&#x2013;C</xref>).</p>
</sec>
<sec id="s3-3">
<title>Extended WI in pig lung primes but does not escalate the EVLP-associated gene expression</title>
<p>We designed a 96 PCR-array using genes previously shown by us and others to be modulated by EVLP ([<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>], <xref ref-type="sec" rid="s11">Supplementary Material 2</xref>). We also incorporated the PDK4 and FKBP5 genes that are upregulated by corticosteroids. Among the 96 genes, 84 genes were retained for analysis based on expression thresholds (Cq &#x3c; 32; see Methods). Principal component analysis of 2<sup>&#x2212;&#x394;&#x394;CT</sup> values showed overlap between samples obtained at &#x201c;Time of death&#x201d; and those from the control group at EVLP initiation (0 hour-EVLP) (<xref ref-type="fig" rid="F6">Figures 6A,B</xref>). During EVLP, transcriptomic profiles from the control and WI groups followed similar trajectories and converged at 6&#xa0;h. Interestingly, at 0-h EVLP, the WI group samples were located in the EVLP trajectory.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Principal component analysis of the gene expression data at 0, 2, 4 and 6&#xa0;h. <bold>(A)</bold> The DCT values of 84&#x201c;EVLP&#x201d; genes with Ct values &#x3e;32 from the EVLP lung samples of 5 donor pigs (D1 to D5) were used to generate a principal component analysis with R Studio 2. The first two dimensions represent the highest percent of variance (52.19% and 23.38%). The azygos samples harvested just before death (&#xab; Time of death &#xbb; samples) are shown in grey (D1 to D5), the Control samples are shown in blue (from light blue at 0H to dark blue at 6H)) and the WI samples are shown in red (from light red at 0H to dark dark at 6H), with their respective confidence ellipse. Note that the control ellipse overlaps with the &#xab; Time of death &#xbb; ellipse, the 6H EVLP from the control and WI ellipses overlap together, whereas the 0H WI ellipse lays in between the &#x201c;Time of death&#x201d; and 2H EVLP samples. <bold>(B)</bold> The barycenter dynamics is represented by arrows corresponding to each sample group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-g006.tif">
<alt-text content-type="machine-generated"> Panel A displays a scatter plot of a principal component analysis with dots representing time of death (gray), control group (blue and light blue), and WI group (red and pink), upon EVLP at 0 hours, 2 hours, 4 hours, and 6 hours. Confidence ellipses are shown.</alt-text>
</graphic>
</fig>
<p>For each condition (group and time), a list of differentially expressed genes relative to the &#x201c;Time of death&#x201d; (DEGs, p-val &#x3c;0.1) was established, revealing 69 genes that were differentially expressed at least once (<xref ref-type="fig" rid="F7">Figure 7</xref>, <xref ref-type="sec" rid="s11">Supplementary Material 4</xref>). Among these DEGs, genes related to inflammation (<italic>IL6, CXCL2, CXCL8, CCL2, IL17F, TGFA</italic>), IRI (<italic>CD14, TLR4, MyD88, STAT3</italic>) and oxidative stress (<italic>GADD45, MT1A, SOD2</italic>) were upregulated, whereas genes related to immune activation (such as <italic>CD1E, TCRD, XCL1, IFNG</italic>) and cytoskeleton signaling and cell adhesion/migration) (<italic>ACTG1, ACTB, Myo5C, ITGA4, ITGA6, CX3CR1</italic>) were downmodulated. <italic>PDK4</italic> and <italic>FKBP5</italic> were upregulated only during EVLP, reflecting effective response to corticosteroids. <xref ref-type="fig" rid="F7">Figure 7</xref> shows that among these 69 DEGS, 29 were significantly modulated by WI <italic>per se</italic> at 0-h EVLP whereas none were found in the control condition at 0-h EVLP. Thereafter during EVLP, there was no significant difference in the gene expression fold changes between the WI and control group at any time point. Furthermore at 2- and 4-h EVLP, the WI and control groups presented a majority of DEGs in common (40 out of 52 DEGs at 2&#xa0;h, and 42 out of 58 DEGs at 4&#xa0;h). At 6&#xa0;h, the WI group showed a high dispersion of the FC values between pig lungs, leading to less DEGs in the WI group than in the control group (51 in the control group, 27 in the WI group, and 23 in common). Finally, when comparing gene expression during EVLP conditions to that of WI lungs at 0-h EVLP, we found that the absolute mean FC of most DEGS (42 out of 69) tended to be higher (p-val &#x3c;0.2, <xref ref-type="sec" rid="s11">Supplementary Material 4</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Heat map of the differentially expressed genes versus &#x201c;Time of death&#x201d;. Fold changes (FC) in gene expression were calculated at each time point (0H, 2H, 4H, 6H EVLP) relative to the Time of death. Mean FCs were computed per group. Genes showing differential expression (adjusted <italic>p</italic> &#x3c; 0.1) at any time point compared to &#x201c;Time of death&#x201d; were selected for illustration. Black star: genes significantly modulated in both Control and WI groups at a given timing. Orange star: genes significantly modulated only in the WI group. Green star: genes significantly modulated only in the Control group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-16314-g007.tif">
<alt-text content-type="machine-generated">Heat map visualizing gene expression ratios (versus time of death) for multiple genes listed on the right, across control and WI groups at 0, 2, 4, and 6 hours. Red shades indicate higher expression ratio, blue indicates lower expression ratio, and gray or white indicates intermediate or no change. Significance markers such as asterisks, green, and orange symbols are present for specific gene-time points, highlighting statistically significant differences. Panel headings specify time points and groups, with p-values indicated above each comparison.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The present study evaluated the impact of 2-h WI on donor lungs using a paired porcine EVLP model. Two-hour WI initially increased vascular resistance and reduced compliance; interestingly, both parameters normalized after 6&#xa0;h of perfusion. Physical recruitment of atelectasis may also have contributed to the normalization. Compliance and resistance values were consistent with published reports, taking into account known differences between single- and double-lung procedures [<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>]. Overall, biological measurements obtained during 6-h EVLP did not indicate increased cellular stress or inflammation in the 2-h WI group compared with the control group. Markers of oxidative stress in tissue (protein carbonylation and oxidized DNA), mitochondrial DNA and LDH release, inflammatory cytokines in perfusate and BAL, and PECAM shedding in the perfusate&#x2014;a marker of endothelial stress&#x2014;were all comparable between the two groups. Transcriptomic analysis further showed that EVLP induced similar gene expression changes in both groups (compared to &#x201c;Time of death&#x201d;), involving pathways related to inflammatory responses, ischemia&#x2013;reperfusion injury, oxidative stress, cell death, immune activation, cell adhesion/migration, and cytoskeletal signaling, consistent with previous reports [<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B21">21</xref>]. No significant differences in gene expression were detected between the WI and control groups at any EVLP time point. Notably, transcriptomic changes induced by WI alone (at 0-h EVLP) overlapped with the EVLP-driven gene expression trajectory, and profiles converged between groups by the end of perfusion. Taken together, these physiological and molecular findings suggest that lungs subjected to 2-h WI can be effectively recovered by 6-h EVLP, supporting the clinical expansion of WI tolerance thresholds.</p>
<p>As a consequence of the disruption of oxygen supply and impaired ATP production in cells, WI generally induces IRI through ROS production, mitochondrial stress, and changes in energetic metabolism, cell death and the release of inflammatory cytokines [<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B22">22</xref>]. However, the lung appears to show resilience to WI, possibly due to lower metabolic demands and higher oxygen storage capacity, as compared to other organs such as the liver and kidney that withstand less than 30&#xa0;min WI [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B23">23</xref>]. For instance, in the pig model, the respiratory functions after transplantation were similar in lung grafts from non-heart-beating donors (with up to 90&#xa0;min WI) and heart-beating donors [<xref ref-type="bibr" rid="B24">24</xref>]. Furthermore, in a clinical study, extension of WI beyond 60&#xa0;min was not associated with higher mortality nor with worse outcomes following lung transplantation [<xref ref-type="bibr" rid="B23">23</xref>]. Indeed, in a retrospective Spanish study, the short and mid-term outcomes were comparable between uncontrolled circulatory death and brain death donors [<xref ref-type="bibr" rid="B25">25</xref>].</p>
<p>In contrast with our results, several experimental studies reported that prolonged WI (1&#x2013;2&#xa0;h) promoted the inflammatory responses upon EVLP in pig and rat models [<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B26">26</xref>]. A main difference of these studies with our model resides in the use of a high dose of methylprednisolone during EVLP in our case, as done in the clinical settings. Indeed, we found that this treatment induced the genomic response of corticosteroid response genes (PDK4 and FKBP5). This treatment may also explain the reduced expression of genes involved in immune activation, cytoskeleton, and adhesion/migration pathways. However, this is unlikely the case for the <italic>ACT, TCRB,</italic> and <italic>ITGA6</italic> genes that were shown in other systems to be unaffected or even upregulated by dexamethasone [<xref ref-type="bibr" rid="B27">27</xref>&#x2013;<xref ref-type="bibr" rid="B29">29</xref>]. The high dose methylprednisolone may also have reduced ROS production, which could account for the low levels of carbonylated proteins and oxidized DNA.</p>
<p>Surprisingly, we observed higher levels of lactate and PECAM in the perfusion fluids of the control group compared with the WI group. One possibility is that the 2-h WI period may have primed lung cells to better tolerate the subsequent EVLP stress. Indeed, for instance, anti-oxidant gene expression pathways were found to be induced by 2-h WI, as reflected by increased levels of <italic>MT1A, GPX4</italic> and <italic>SOD2</italic> transcripts (<xref ref-type="fig" rid="F7">Figure 7</xref>). The anti-oxidant pathway may reduce the glycolytic metabolism in the mitochondria and partially reduce the vascular stress induced by EVLP, resulting in lower levels of lactate and PECAM release.</p>
<p>Our study presents several limitations. The resilience to WI found here in our pig model may not be translatable to other species, and may vary between pig genetic strains [<xref ref-type="bibr" rid="B30">30</xref>]. We used inflated lungs during WI; however, outcomes may differ under rhythmic ventilation. Although the sample size was limited to five pigs, the split-lung design enabled paired intra-animal comparisons, providing greater robustness than independent group analyses. Nevertheless, variability within this small cohort may have masked subtle differences between conditions.</p>
<p>Critically, additional experiments with full transplantation following extended WI periods and EVLP should be conducted to better assess functional recovery; indeed, the biological metrics used here likely do not capture the full complexity of tissue repair and recovery. In particular, our analyses focused largely on transcriptomics, which are limited to RNA-level changes. WI followed by EVLP may also additionally affect translational and post-translational processes, metabolism, enzymatic activities, and cell death pathways -including apoptosis, ferroptosis and pyroptosis- which were not assessed here. Notably, no differences in cytokine expression were detected at the protein level between control and WI groups during EVLP. Additional studies using unbiased bulk RNA-seq would strengthen the conclusions or alternatively, may reveal differential expression modulation specific to the 2-h WI group. Extending EVLP beyond 6&#xa0;h may also uncover delayed biological effects. Finally, while our model focuses on a 2-h WI duration in a controlled experimental setting, the circulatory death in real life involves additional phases of hypoperfusion and inter-organ signaling responses induced by WI. Despite these limitations, our results provide a reference point, i.e., 2-h WI, at which lungs appear amenable to rehabilitation by EVLP.</p>
<p>Donation after circulatory death is highly considered for the future of organ donation. Furthermore, the end-of-life pathways are increasingly linked to protocols of organ donation, therefore, knowledge regarding the impact of WI duration is of highest importance. Future research should systematically extend WI duration followed by EVLP to identify measurable biomarkers defining lung tolerance limits to WI. Prolonged WI duration in experimental models may reveal transcriptomic, metabolic or protein expression patterns during EVLP that diverge from control conditions, signaling impaired recovery. While a ceiling effect in the EVLP response may occur even in control conditions, such models are worth pursuing, as the identification of a non-recovery signature could help determine which WI-exposed lungs are suitable or not for transplantation and may also unravel therapeutic targets.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<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 accession number(s) can be found in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>. The PCR array data were deposited on ZENODO under DOI <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.18389866">10.5281/zenodo.18389866</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The experiments were performed in compliance with the EU guidelines and the French regulations (DIRECTIVE 2010/63/EU, 2010; Code rural, 2018; D&#xe9;cret n&#xb0;2013-118, 2013). The procedures received authorization of the Ministry of Higher Education and Research and the experimental protocols were approved by the COMETHEA ethic committee under the number APAFIS&#x23; DAP2022120510144946 v3. The surgery was carried out at the Medical Imaging in Animal platform (accreditation B78-322-2, doi.org/10.15454/1.5572348210007727E12). The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>AP: Investigation, Formal Analysis, Visualization, Funding acquisition, Writing &#x2013; review and editing. FP: Investigation, Formal Analysis, Data curation, Writing &#x2013; review and editing. CM: Investigation, Funding acquisition, Writing &#x2013; review and editing. LJ: Formal Analysis, Visualization, Writing &#x2013; review and editing. SJ: Investigation, Writing &#x2013; review and editing. CR: Investigation, Resources, Writing &#x2013; review and editing. VG: Investigation, Resources, Writing &#x2013; review and editing. CB: Formal Analysis, Investigation, Writing &#x2013; review and editing. JL: Investigation, Investigation, Writing &#x2013; review and editing. JR: Investigation, Investigation, Writing &#x2013; review and editing. MG: Investigation, Investigation, Writing &#x2013; review and editing. MLG: Investigation, Validation, Resources, Writing &#x2013; review and editing. IS-C: Validation, Formal Analysis, Visualization, Resources, Writing &#x2013; original draft, Funding acquisition, Writing &#x2013; review and editing. ES: Investigation, Validation, Resources, Funding acquisition, Writing &#x2013; review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<ack>
<title>Acknowledgements</title>
<p>We thank the @BRIDGe platform (GABI) for the histology slide preparations and the scanner usage and the well-appreciated assistance of Marthe Vilotte. The surgery was done thanks to the Surgery platform facility &#x201c;Plateau de Chirurgie et Imagerie M&#xe9;dicale de l&#x2019;Animal&#x201d; within the Microscopy and Imaging Facility for Microbes, Animals and Foods, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.15454/1.5572348210007727E12">https://doi.org/10.15454/1.5572348210007727E12</ext-link>. A previous version of this manuscript has been deposited in the HAL open repository as a preprint manuscript. The deposited version is substantially similar to the present submission and is available at: (<ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://hal.inrae.fr/hal-05218200">https://hal.inrae.fr/hal-05218200</ext-link>). This work has not been formally published in a peer-reviewed journal.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was used in the creation of this manuscript. During the preparation of the manuscript, correction of writing was done using Chat Gpt 5 (Open AI).</p>
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<sec sec-type="supplementary-material" id="s11">
<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.frontierspartnerships.org/articles/10.3389/ti.2026.16314/full#supplementary-material">https://www.frontierspartnerships.org/articles/10.3389/ti.2026.16314/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table2.xlsx" id="SM1" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table3.xlsx" id="SM2" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table1.docx" id="SM3" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table4.xlsx" id="SM4" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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