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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2023.1271117</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The gut-lung axis in the CFTR modulator era</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lussac-Sorton</surname>
<given-names>Florian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Charpentier</surname>
<given-names>&#xc9;l&#xe9;na</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Imbert</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>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lefranc</surname>
<given-names>Maxime</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bui</surname>
<given-names>St&#xe9;phanie</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>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fayon</surname>
<given-names>Michael</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>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Berger</surname>
<given-names>Patrick</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>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Enaud</surname>
<given-names>Rapha&#xeb;l</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>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Delhaes</surname>
<given-names>Laurence</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="fn001">
<sup>*</sup>
</xref>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Univ. Bordeaux, Centre de Recherche Cardio-Thoracique de Bordeaux, INSERM U1045</institution>, <addr-line>Pessac</addr-line>, <country>France</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>INSERM, Centre de Recherche Cardio-thoracique de Bordeaux</institution>, <addr-line>Pessac</addr-line>, <country>France</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>CHU Bordeaux, Service de Parasitologie et Mycologie, Centre de Ressources et de Comp&#xe9;tences de la Mucoviscidose (CRCM), Service de P&#xe9;diatrie, Service d&#x2019;Exploration Fonctionnelle Respiratoire, CIC</institution>, <addr-line>Bordeaux</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Suhana Chattopadhyay, College Park, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Vedita Anand Singh, The Scripps Research Institute, United States; Priyanka Sharma, Rutgers, The State University of New Jersey, United States; Ruta Jog, Rutgers, The State University of New Jersey, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Florian Lussac-Sorton, <email xlink:href="mailto:florian.lussac-sorton@u-bordeaux.fr">florian.lussac-sorton@u-bordeaux.fr</email>; Laurence Delhaes, <email xlink:href="mailto:laurence.delhaes@u-bordeaux.fr">laurence.delhaes@u-bordeaux.fr</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1271117</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Lussac-Sorton, Charpentier, Imbert, Lefranc, Bui, Fayon, Berger, Enaud and Delhaes</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Lussac-Sorton, Charpentier, Imbert, Lefranc, Bui, Fayon, Berger, Enaud and Delhaes</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The advent of CFTR modulators represents a turning point in the history of cystic fibrosis (CF) management, changing profoundly the disease&#x2019;s clinical course by improving mucosal hydration. Assessing changes in airway and digestive tract microbiomes is of great interest to better understand the mechanisms and to predict disease evolution. Bacterial and fungal dysbiosis have been well documented in patients with CF; yet the impact of CFTR modulators on microbial communities has only been partially deciphered to date. In this review, we aim to summarize the current state of knowledge regarding the impact of CFTR modulators on both pulmonary and digestive microbiomes. Our analysis also covers the inter-organ connections between lung and gut communities, in order to highlight the gut-lung axis involvement in CF pathophysiology and its evolution in the era of novel modulators therapies.</p>
</abstract>
<kwd-group>
<kwd>gut-lung axis</kwd>
<kwd>microbiota</kwd>
<kwd>mycobiota</kwd>
<kwd>cystic fibrosis</kwd>
<kwd>CFTR modulators</kwd>
</kwd-group>
<contract-num rid="cn004">RCI20210502769</contract-num>
<contract-sponsor id="cn001">Centre Hospitalier Universitaire de Bordeaux<named-content content-type="fundref-id">10.13039/501100010457</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Universit&#xe9; de Bordeaux<named-content content-type="fundref-id">10.13039/501100006251</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Institut National de la Sant&#xe9; et de la Recherche M&#xe9;dicale<named-content content-type="fundref-id">10.13039/501100001677</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Association Vaincre la Mucoviscidose<named-content content-type="fundref-id">10.13039/501100006342</named-content>
</contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="80"/>
<page-count count="9"/>
<word-count count="4294"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Extra-intestinal Microbiome</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Cystic fibrosis (CF) is the most common severe life-limiting genetic disease in Caucasian populations. It affects more than 80,000 people worldwide, with a prevalence at birth of about 1 in 3,500 in Europe (<xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2017</xref>) but with a wide heterogeneity in its distribution. While it is diagnosed equally in men and women, its clinical expression appears to be more severe in women, which may be linked to estrogen involvement in the disease pathophysiology (<xref ref-type="bibr" rid="B44">Lam et&#xa0;al., 2021</xref>). CF is a monogenic disease with an autosomal recessive inheritance, caused by mutations in the gene coding the cystic fibrosis transmembrane conductance regulator (CFTR) protein, responsible for impaired chloride and bicarbonate secretions across epithelial cell apical membranes. More than 2,000 <italic>cftr</italic> gene mutations have been reported, which are classified into 6 groups according to the subsequent functional defect. These dysfunctions in the CFTR chloride channel cause an accumulation of viscous and dehydrated mucus in exocrine glands epithelia and airway lumen. While pulmonary complications remain the main cause of morbidity-mortality in CF, the disease also affects other organs in particular the gastro-intestinal tract (<xref ref-type="bibr" rid="B40">Karb and Cummings, 2021</xref>). The mucus accumulation may lead to an obstruction of the intestinal lumen as well as pancreatic and bile ducts. People with CF (pwCF) also exhibit an increased risk of gastro-intestinal cancers compared to general population (<xref ref-type="bibr" rid="B76">Yamada et&#xa0;al., 2018</xref>). Hence, CF represents a multi-organ pathology responsible for a wide variety of symptoms across patients&#x2019; lives (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), with respiratory and digestive manifestations playing key roles in disease progression.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Summary of clinical manifestations, documented CFTR modulator effects, and of known lung and gut dysbiosis in pwCF. Adapted from Meoli et al., Pharmaceuticals 2021, and Davies et al., Kendig's Disorders of the Respiratory Tract in Children 2019. IVA, Ivacaftor; BMI, body mass index.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1271117-g001.tif"/>
</fig>
<p>In both the airways and gastro-intestinal tracts altered mucus composition leads to an imbalance in microbial communities. This dysbiosis also contributes to the establishment of chronic inflammation associated with functional lung and digestive decline (<xref ref-type="bibr" rid="B23">Enaud et&#xa0;al., 2019</xref>). Metagenomic approaches based on next generation sequencing have clearly facilitated the investigation of the CF microbiome (<xref ref-type="bibr" rid="B28">Fran&#xe7;oise and H&#xe9;ry-Arnaud, 2020</xref>) which is of great importance to the understanding of the underlying mechanisms and to predict disease evolution. While assessment of both bacterial and fungal communities is well documented using metabarcoding approaches, the viral component of the microbiome requires shotgun metagenomics methods and remains largely unknown (<xref ref-type="bibr" rid="B6">Billard et&#xa0;al., 2017</xref>).</p>
<p>Pulmonary bacterial and to a lesser degree fungal microbiotas have been well documented in pwCF and healthy subjects (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B11">Charlson et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B18">Delhaes et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B80">Zhao et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B48">Marsland and Gollwitzer, 2014</xref>; <xref ref-type="bibr" rid="B75">Willger et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B56">Nguyen et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B21">Dickson et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B52">Moran Losada et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B20">Dickson et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B45">Lamoureux et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B25">Enaud et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Fran&#xe7;oise and H&#xe9;ry-Arnaud, 2020</xref>; <xref ref-type="bibr" rid="B4">Avalos-Fernandez et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B54">Natalini et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B37">Hong et&#xa0;al., 2023</xref>). In the gut, microbial communities have also been well characterized (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B70">Spor et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B36">Hoffmann et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B30">Hallen-Adams et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B35">Hoen et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Nash et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B17">de Freitas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B26">Enaud et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B3">Antosca et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B13">Coffey et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Enaud et&#xa0;al., 2019</xref>); however it should be noted that fungal microbiota (also called mycobiota) has not been specifically addressed yet in pwCF digestive tract. Distant microbial florae display inter-organ connections involving a bidirectional crosstalk. As such, the gut-lung axis is an emerging concept describing how pulmonary and intestinal communities influence each other and are linked to clinical outcomes. In CF, this gut-lung axis is supported by studies results showing how gut bacterial microbiome is correlated with its pulmonary counterpart or the occurrence of respiratory complications (<xref ref-type="bibr" rid="B25">Enaud et&#xa0;al., 2020</xref>).</p>
<p>Before the 2010s, CF therapies were solely able to alleviate the disease symptoms. Over the last decade the development of CFTR modulators which directly address the underlying defects in the impaired protein has represented a turning point in the history of CF management (<xref ref-type="bibr" rid="B15">Davies et&#xa0;al., 2019</xref>). This has dramatically changed the disease&#x2019;s clinical course (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) leading to meaningful improvements in the daily lives of a large CF population and enabling to reach an average life expectancy of nearly 50 years (<xref ref-type="bibr" rid="B40">Karb and Cummings, 2021</xref>). In this review we will focus on CFTR modulators, their impact on pulmonary and intestinal microbiotas and discuss how these novel therapies may modify profoundly the gut-lung axis in CF and which long-term clinical benefit CF patients may expect.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>CFTR modulators</title>
<p>Current advances in CFTR modulators have been reviewed recently (<xref ref-type="bibr" rid="B50">Meoli et&#xa0;al., 2021</xref>). Here, we will focus on CFTR modulators for which microbiota data have been published. Briefly, Ivacaftor (IVA) (Kalydeco<sup>&#xae;</sup>, Vertex pharmaceuticals, Boston, Massachusetts) was the first modulator to obtain approval by the FDA (2012); it belongs to the &#x201c;potentiator&#x201d; class, which increases CFTR gating at the apical surface of epithelial cells allowing for extended channel opening time. IVA was first approved in adult patients with at least one G551D gating mutation, representing only 2% of CF patients (<xref ref-type="bibr" rid="B49">McKone et&#xa0;al., 2003</xref>). Its use has been secondarily extended to other rare CFTR mutations with gating defects and nowadays from the age of 4 months upwards. Its clinical efficacy was demonstrated in children and adult cohorts, with an improvement in lung function (<italic>i.e</italic>., increase of percent predicted forced expiratory volume in 1 second (ppFEV<sub>1</sub>)), a decrease in the rate of pulmonary exacerbations, an improvement in nutritional status (<italic>i.e</italic>., gain of weight and increase in body mass index (BMI)), an improvement in pancreatic function, and a strong reduction of the sweat chloride concentration (<xref ref-type="bibr" rid="B61">Ramsey et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B16">Davies et&#xa0;al., 2013</xref>). IVA displayed an acceptable safety profile (the most common adverse effects being headaches, oropharyngeal pain, upper respiratory tract infections and nasal congestion) (<xref ref-type="bibr" rid="B61">Ramsey et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B16">Davies et&#xa0;al., 2013</xref>). A risk of increased blood liver enzymes has been reported, justifying regular monitoring in all treated patients. No positive effects were observed when tested in patients with the more frequent F508del mutation (<xref ref-type="bibr" rid="B27">Flume et&#xa0;al., 2012</xref>), suggesting that a combination with a corrector is required to rectify the activity defect.</p>
<p>Several CFTR correctors have been developed to treat the protein misfolding and improve its trafficking to the apical surface, lumacaftor (LUM) being the first molecule of this class. Though LUM did not show any significant clinical effects as monotherapy (<xref ref-type="bibr" rid="B12">Clancy et&#xa0;al., 2012</xref>), it proved beneficial when associated with the potentiator IVA, and as such, has been FDA-approved as a combination since 2015 for patients aged 2 years and older, with homozygous F508del mutations (about 40% of pwCF (<xref ref-type="bibr" rid="B74">Wainwright et&#xa0;al., 2015</xref>)). The combination of lumacaftor-ivacaftor (LUM/IVA) (Orkambi<sup>&#xae;</sup>,Vertex pharmaceuticals) was evaluated in two randomized controlled trials, which showed modest but significant benefits on lung function at 24 weeks and on nutritional status (increase in BMI) (<xref ref-type="bibr" rid="B74">Wainwright et&#xa0;al., 2015</xref>). These benefits continued to be observed in the long term at week 96 (<xref ref-type="bibr" rid="B41">Konstan et&#xa0;al., 2017</xref>). LUM/IVA combination displayed an acceptable safety profile in the pivotal trials. However, clinical responses may also vary significantly amongst patients with the same genotype, and acute respiratory events (chest tightness, dyspnea and drop of ppFEV<sub>1</sub>) were reported later on in real life studies, responsible for treatment discontinuation in approximately 20% of patients (<xref ref-type="bibr" rid="B38">Hubert et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Jennings et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Labaste et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B10">Burgel et&#xa0;al., 2020</xref>).</p>
<p>The second dual-combination of a CFTR corrector and potentiator was tezacaftor-ivacaftor (TEZ/IVA) (Symdeko<sup>&#xae;</sup> in the USA and Symkevi<sup>&#xae;</sup> in Europe, Vertex pharmaceuticals), FDA-approved in 2018 for patients aged 6 years and older, with homozygous F508del mutations or heterozygous in association with a residual-function mutation. TEZ/IVA combination showed significant clinical efficacy similar to that of LUM/IVA, but a better side-effect profile with less occurrence of acute respiratory events (<xref ref-type="bibr" rid="B64">Rowe et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B71">Taylor-Cousar et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B46">Lommatzsch and Taylor-Cousar, 2019</xref>). Thereafter, a triple-combination approach was developed by adding elexacaftor (ELX), a new CFTR corrector, to the former TEZ/IVA regimen. ELX and TEZ bind to different sites of the CFTR protein, displaying an additive effect to improve the protein processing. The triple-combination elexacaftor-tezacaftor-ivacaftor (ELX/TEZ/IVA) (Trikafta<sup>&#xae;</sup> in USA and Kaftrio<sup>&#xae;</sup> in Europe, Vertex pharmaceuticals) was approved in 2019 for patients aged 6 years and older having at least one F508del mutation (regardless of the other mutation on the second allele), representing nearly 90% of pwCF (<xref ref-type="bibr" rid="B14">Cystic Fibrosis Foundation, 2022</xref>; <xref ref-type="bibr" rid="B73">Vaincre la Mucoviscidose, 2022</xref>). ELX/TEZ/IVA has been assessed in several randomized clinical trials (<xref ref-type="bibr" rid="B33">Heijerman et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B51">Middleton et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B78">Zemanick et&#xa0;al., 2021</xref>) which demonstrated an unprecedented clinical improvement with an acceptable safety profile leading to a significant decrease in the number of lung transplantations (<xref ref-type="bibr" rid="B9">Burgel et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Pulmonary microbiota</title>
<p>CFTR modulators therapies lead to improved mucus hydration by correcting chloride channel activity, which improves mucociliary clearance and, in turn, induces changes in airway microbial communities. The impact of modulators on the pulmonary microbiome has been more extensively studied during IVA monotherapy (as the first developed molecule) in patients bearing at least one G551D mutation. Results of these studies are summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Briefly, a first study assessing IVA effects reported no significant changes in bacterial alpha-diversity, but a trend towards decreased abundance of pathogens as well as a significant increase in the anaerobe <italic>Prevotella</italic> (<xref ref-type="bibr" rid="B65">Rowe et&#xa0;al., 2014</xref>). A subsequent study performed on 3 patients did not find any significant differences in total bacterial load and global community composition, but described a notable decrease in <italic>Streptococcus mitis</italic> abundance and increase in the anaerobe <italic>Porphyromonas</italic> (<xref ref-type="bibr" rid="B5">Bernarde et&#xa0;al., 2015</xref>). A third study reported a significant increase of bacterial diversity indices during the first year of treatment in patients chronically infected with <italic>P. aeruginosa</italic>, as well as a decrease in the relative abundance of <italic>P. aeruginosa</italic> with reciprocal increase of oropharyngeal bacteria such as <italic>Streptococcus</italic> and <italic>Prevotella</italic> (<xref ref-type="bibr" rid="B34">Hisert et&#xa0;al., 2017</xref>). Nonetheless, these changes were not sustained with a notable rebound observed during the second year of IVA monotherapy (<xref ref-type="bibr" rid="B9">Burgel et&#xa0;al., 2021</xref>). A more recent study reported increased richness and diversity of the pulmonary bacterial microbiome, correlated with lower levels of circulating inflammatory markers (<xref ref-type="bibr" rid="B22">Einarsson et&#xa0;al., 2021</xref>). By contrast, other studies did not find any significant changes in pulmonary bacterial microbiome related to IVA in patients with G551D or S1251N mutations (<xref ref-type="bibr" rid="B59">Peleg et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Harris et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B42">Kristensen et&#xa0;al., 2021</xref>), in spite of limitations due to small sample sizes, short follow-up periods and differences in antibiotic exposures. Overall, these results suggest a trend towards increased bacterial diversity in the airways on IVA monotherapy, accompanied with a decrease but no eradication of <italic>P. aeruginosa</italic> and reciprocal increase in commensal anaerobes.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Impact of CFTR modulators on pulmonary and digestive microbiomes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">CFTR modulators assessed</th>
<th valign="middle" align="center">Authors</th>
<th valign="middle" align="center">Studied population</th>
<th valign="middle" align="center">Follow-up period</th>
<th valign="middle" align="center">Effects on<break/>bacterial microbiota</th>
<th valign="middle" align="center">Effects on<break/>fungal microbiota</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="6" align="center">PULMONARY MICROBIOME</th>
</tr>
<tr>
<td valign="middle" rowspan="7" align="center">IVA</td>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B65">Rowe et&#xa0;al., 2014</xref>
</td>
<td valign="top" align="center">133 patients (with microbiome analysis limited to 14 patients), age 6 and older,<break/>at least one G551D mutation</td>
<td valign="top" align="center">6 months</td>
<td valign="top" align="left">Trend toward a decrease in relative abundance of CF pathogens. Significant increase in <italic>Prevotella</italic> relative abundance.<break/>Reduction of <italic>P. aeruginosa</italic> isolation from respiratory cultures in the whole 133 patient&#x2019;s cohort.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B5">Bernarde et&#xa0;al., 2015</xref>
</td>
<td valign="top" align="center">3 patients, age range 10-16,<break/>at least one G551D mutation</td>
<td valign="top" align="center">mean 10 months</td>
<td valign="top" align="left">No significant changes in global community composition. Decrease in <italic>Streptococcus mitis</italic> relative abundance and increase of <italic>Porphyromonas</italic>.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B34">Hisert et&#xa0;al., 2017</xref>
</td>
<td valign="top" align="center">12 patients (microbiome analysis in 8 patients), age range 22-57,<break/>at least one G551D mutation</td>
<td valign="top" align="center">&#x2265; 2 years</td>
<td valign="top" align="left">Increase of alpha-diversity during the first year, with decrease in <italic>P. aeruginosa</italic> relative abundance and reciprocal increase of commensal bacteria such as <italic>Streptococcus</italic> and <italic>Prevotella</italic>. Reduction in <italic>P. aeruginosa</italic> loads (assessed by culture and qPCR) in the first year. Rebound during the second year.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B59">Peleg et&#xa0;al., 2018</xref>
</td>
<td valign="top" align="center">20 patients, age range 18-65,<break/>at least one G551D mutation</td>
<td valign="top" align="center">4 weeks</td>
<td valign="top" align="left">No significant changes in microbial composition. In subjects with stable antibiotic exposure, reduction in total bacterial load.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B32">Harris et&#xa0;al., 2020</xref>
</td>
<td valign="top" align="center">31 patients, age 10 and older,<break/>at least one G551D mutation</td>
<td valign="top" align="center">6 months</td>
<td valign="top" align="left">No significant changes in diversity and bacterial loads (total and <italic>P. aeruginosa</italic>).</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B42">Kristensen et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="center">16 patients, mean age 22.5,<break/>at least one S1251N mutation</td>
<td valign="top" align="center">2-12 months</td>
<td valign="top" align="left">Trend toward an increase in alpha-diversity. No significant changes in overall microbial composition.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B22">Einarsson et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="center">14 patients, age range 13-39,<break/>at least one G551D mutation</td>
<td valign="top" align="center">mean<break/>1 year</td>
<td valign="top" align="left">Increase in alpha-diversity, correlated with lower levels of circulating inflammatory markers.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">LUM/IVA</td>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B29">Graeber et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="center">14 patients, age range 12-41, F508del homozygous</td>
<td valign="top" align="center">8-16 weeks</td>
<td valign="top" align="left">Decrease in total bacterial load and increase in alpha-diversity (with reduced IL-1&#x3b2; concentration in sputa).</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B55">Neerincx et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="center">16 patients, median age 25,<break/>F508del homozygous</td>
<td valign="top" align="center">1 year</td>
<td valign="top" align="left">Temporary and moderate decrease in <italic>P. aeruginosa</italic> relative abundance (statistically unsignificant, not sustained after 1 year).</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B37">Hong et&#xa0;al., 2023</xref>
</td>
<td valign="top" align="center">66 CF patients (18 treated with LUM/IVA and 6 with IVA),<break/>age 18 and older</td>
<td valign="top" align="center">no longitudinal follow-up</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Higher alpha-diversity compared to untreated patients</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B24">Enaud et&#xa0;al., 2023</xref>
</td>
<td valign="top" align="center">41 patients, age 12 and older, F508del homozygous</td>
<td valign="top" align="center">6 months</td>
<td valign="top" align="left">No significant changes in diversity and bacterial loads (total and <italic>P. aeruginosa</italic>).<break/>In a subgroup of patients uncolonized with <italic>P. aeruginosa</italic> at baseline, increase in alpha-diversity.</td>
<td valign="top" align="center">No significant changes in diversity and total fungal load.</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="center">ELX/TEZ/IVA</td>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B58">Pallenberg et&#xa0;al., 2022</xref>
</td>
<td valign="top" align="center">31 patients, age range 12-44,<break/>at least one F508del mutation</td>
<td valign="top" align="center">3-12 months</td>
<td valign="top" align="left">Increase in alpha-diversity (evenness) and beta-diversity. Decrease in total bacterial load and relative abundances of <italic>P. aeruginosa</italic> and <italic>S. aureus</italic>.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B69">Sosinski et&#xa0;al., 2022</xref>
</td>
<td valign="top" align="center">24 patients, mean age 32,<break/>at least one F508del mutation</td>
<td valign="top" align="center">mean<break/>6 months</td>
<td valign="top" align="left">Increase in alpha- and beta-diversity. Decrease of the abundance log-ratio of CF pathogens/anaerobes.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B66">Schaupp et&#xa0;al., 2023</xref>
</td>
<td valign="top" align="center">65 patients, age 12 and older,<break/>at least one F508del mutation</td>
<td valign="top" align="center">1 year</td>
<td valign="top" align="left">Increase in alpha-diversity, correlated with reduced inflammatory markers in sputa. Decrease in <italic>P. aeruginosa</italic> relative abundance at 3 months.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="center">DIGESTIVE MICROBIOME</th>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">IVA</td>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B57">Ooi et&#xa0;al., 2018</xref>
</td>
<td valign="top" align="center">16 patients,<break/>age range 5-50,<break/>at least one G551D or G178R mutation</td>
<td valign="top" align="center">median<break/>6 months</td>
<td valign="top" align="left">Increase in <italic>Akkermansia</italic> relative abundance. Moderate decrease in <italic>Enterobacteriaceae</italic> abundance (statistically unsignificant), correlated with reduced fecal calprotectin.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B42">Kristensen et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="center">16 patients,<break/>mean age 22.5, at least one S1251N mutation</td>
<td valign="top" align="center">2-12 months</td>
<td valign="top" align="left">Significant increase in alpha- and beta-diversity. No significant changes in specific genera abundances.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B60">Pope et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="center">12 patients (with pancreatic sufficiency),<break/>age range 21-64, at least one R117H mutation</td>
<td valign="top" align="center">4.4 months</td>
<td valign="top" align="left">No significant changes in diversity and microbial composition.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B63">Ronan et&#xa0;al., 2022</xref>
</td>
<td valign="top" align="center">14 patients,<break/>age range 18-39, at least one G551D mutation</td>
<td valign="top" align="center">median<break/>1 year</td>
<td valign="top" align="left">No significant changes in diversity and microbial composition.</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="middle" align="center">LUM/IVA</td>
<td valign="top" align="center">
<xref ref-type="bibr" rid="B60">Pope et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="center">8 patients (with pancreatic insufficiency),<break/>age range 8-24,<break/>F508del homozygous</td>
<td valign="top" align="center">median<break/>7 months</td>
<td valign="top" align="left">No significant changes in alpha-diversity. Trend toward microbial composition closer to patients with pancreatic sufficiency.</td>
<td valign="top" align="center">NA</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>IVA, Ivacaftor; LUM/IVA, Lumacaftor + Ivacaftor; ELX/TEZ/IVA, Elexacaftor + Tezacaftor + Ivacaftor; NA, not assessed.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Regarding the impact of the LUM/IVA dual-combination on the airway microbiome, a first study reported similarly a moderate decrease in <italic>P. aeruginosa</italic> relative abundance that did not reach statistical significance and was not sustained after 12 months of treatment (<xref ref-type="bibr" rid="B55">Neerincx et&#xa0;al., 2021</xref>). A second study described a significant decrease in total bacterial load and an increase in bacterial alpha-diversity calculated with the Shannon index, along with a reduced concentration of the proinflammatory cytokine IL-1&#x3b2; in pwCF sputa (<xref ref-type="bibr" rid="B29">Graeber et&#xa0;al., 2021</xref>). Regarding the mycobiome, one recent cross-sectional study showed that adult patients treated with modulators (the majority of whom were receiving LUM/IVA) had significantly higher fungal alpha-diversity compared to untreated patients (<xref ref-type="bibr" rid="B37">Hong et&#xa0;al., 2023</xref>). A last study did not find any significant differences in both airway bacterial and fungal microbiota and pulmonary inflammation assessed by calprotectin measurement (<xref ref-type="bibr" rid="B24">Enaud et&#xa0;al., 2023</xref>). However, when focusing on a subgroup of patients uncolonized with <italic>P. aeruginosa</italic> at LUM/IVA initiation, calprotectin levels were lower and a significant increase in bacterial alpha-diversity was observed after 6 months of therapy, suggesting that microbiome changes on LUM/IVA are dependent on <italic>P. aeruginosa</italic> colonization status.</p>
<p>Only three studies have addressed the effect of the most recent and promising ELX/TEZ/IVA triple-combination on pulmonary microbiome in pwCF wearing at least one F508del mutation. One study performed on 24 patients (<xref ref-type="bibr" rid="B69">Sosinski et&#xa0;al., 2022</xref>) demonstrated a significant increase in bacterial alpha- and beta-diversity in the sputa after treatment, as well as a trend towards a reduced bacterial load. Although the relative abundances of specific bacterial taxa were unchanged, the authors described a significant decrease in the CF pathogens to anaerobes log-ratio. These findings were partially confirmed by a subsequent study reporting a significant increase in the evenness of distribution of bacterial taxa, along with a decrease in total bacterial load and relative abundances of major CF pathogens <italic>P. aeruginosa</italic> and <italic>Staphylococcus aureus</italic> (<xref ref-type="bibr" rid="B58">Pallenberg et&#xa0;al., 2022</xref>). Similarly, the authors of a recent study described an increase in bacterial alpha-diversity after 1, 3 and 12 months on ELX/TEZ/IVA (<xref ref-type="bibr" rid="B66">Schaupp et&#xa0;al., 2023</xref>) while the decrease in <italic>P. aeruginosa</italic> relative abundance was only significant at 3 months. In addition, the authors also reported a significant reduction in inflammatory markers (IL-1&#x3b2;, IL-8 and neutrophil elastase) in the sputa. All these findings appear to be consistent with those reported with previous generations of CFTR modulators.</p>
</sec>
<sec id="s4">
<label>4</label>
<title>Digestive microbiota</title>
<p>To date the impact of CFTR modulators on the intestinal microbiome has been less extensively studied compared to its pulmonary counterpart. Several studies suggest that IVA monotherapy may have an impact on the intestinal microbiome in pwCF with gating defects; such results are summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. A first study showed that IVA provokes a significant increase in the relative abundance of the bacterial genus <italic>Akkermansia</italic> (<xref ref-type="bibr" rid="B57">Ooi et&#xa0;al., 2018</xref>) which is known for its anti-inflammatory effects and as a biomarker of healthy gut mucosa (<xref ref-type="bibr" rid="B19">Derrien et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B62">Rodrigues et&#xa0;al., 2022</xref>). This finding was associated with a significant decrease in intestinal inflammation assessed by fecal calprotectin measurement, while bacterial alpha- and beta-diversities were unchanged. Conversely, another study reported a significant increase in both alpha- and beta-diversity indices after IVA treatment, whereas no significant changes were found in specific bacterial genera abundances (<xref ref-type="bibr" rid="B42">Kristensen et&#xa0;al., 2021</xref>). Two other studies did not show any significant effect related to IVA monotherapy on the gut microbiome (<xref ref-type="bibr" rid="B60">Pope et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B63">Ronan et&#xa0;al., 2022</xref>). Finally, trends toward a bacterial microbiota composition closer to subjects with normal exocrine pancreatic function were reported with LUM/IVA dual-combination (<xref ref-type="bibr" rid="B60">Pope et&#xa0;al., 2021</xref>). These limited findings need to be further validated by larger studies, especially with next-generation modulators like the ELX/TEZ/IVA triple-combination. Moreover, it must be noted that the intestinal mycobiota has not been assessed to date in patients treated with CFTR modulators. By extrapolation based on similarities regarding the bacterial component (<xref ref-type="bibr" rid="B23">Enaud et&#xa0;al., 2019</xref>) it may display similarities with patterns reported in inflammatory bowel diseases, which are characterized by a notable increase in the Basidiomycota/Ascomycota ratio during flares episodes and a decrease during remission (<xref ref-type="bibr" rid="B68">Sokol et&#xa0;al., 2017</xref>). In addition, although the intestinal mycobiome has been reported to influence airway outcomes (<xref ref-type="bibr" rid="B79">Zhang et&#xa0;al., 2017</xref>) no studies have currently examined this hypothesis or the role of the gut in the context of CF.</p>
</sec>
<sec id="s5" sec-type="discussion">
<label>5</label>
<title>Discussion and perspectives: towards a gut-lung axis analysis in pwCF on CFTR modulators</title>
<p>In this review we have summarized the published data regarding the impact of CFTR modulators on pulmonary and digestive microbiomes respectively. However, these two microbial florae are not strictly independent as indicated by growing evidence describing inter-organ connections (<xref ref-type="bibr" rid="B25">Enaud et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Fran&#xe7;oise and H&#xe9;ry-Arnaud, 2020</xref>), and supporting the concept of a gut-lung axis. Due to the anatomical links the microbial communities of both tracts have direct interactions through gastroesophageal content inhalations and sputum swallowing (<xref ref-type="bibr" rid="B25">Enaud et&#xa0;al., 2020</xref>). Long-reaching interactions between the airways and intestine are also involved, mediated via the mesenteric lymphatic system through which microbial metabolites are exchanged (<xref ref-type="bibr" rid="B7">Bingula et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B1">Anand and Mande, 2018</xref>; <xref ref-type="bibr" rid="B25">Enaud et&#xa0;al., 2020</xref>). Among them, short-chain fatty acids synthesized by intestinal bacteria are of particular importance given their well-known immunomodulatory properties. Such fatty acids have been shown to mitigate the airway inflammatory response (<xref ref-type="bibr" rid="B72">Trompette et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B31">Halnes et&#xa0;al., 2017</xref>).</p>
<p>In pwCF, several studies suggest interactions between bacterial communities at the pulmonary and digestive levels. In infants with CF, a high degree of concordance was observed between bacterial genera evolution over time at both sites, with some genera colonizing the gut prior to their appearance in the respiratory tract (<xref ref-type="bibr" rid="B47">Madan et&#xa0;al., 2012</xref>). Furthermore, the gut microbiome is closely related to CF respiratory complications. Indeed, some gut microbiota alterations (such as a decrease of <italic>Parabacteroides</italic>) precede the onset of <italic>P. aeruginosa</italic> colonization, while its composition is associated with CF exacerbation in early life (<xref ref-type="bibr" rid="B35">Hoen et&#xa0;al., 2015</xref>). Regarding dietary exposures, breastfeeding was associated with microbial diversity of the respiratory tract as well as a prolonged time to first CF exacerbation (<xref ref-type="bibr" rid="B47">Madan et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B35">Hoen et&#xa0;al., 2015</xref>), the role of short-chain fatty acids being discussed but not demonstrated yet. Finally, the oral administration of probiotics (supposed to modulate the gut microbiota) showed a significant reduction in the number of pulmonary exacerbations, although the size of effect is unclear (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2017</xref>).</p>
<p>The gut-lung axis involvement in pwCF receiving CFTR modulators has been far less extensively investigated. To date, only one study has assessed bacterial communities in both the airways and gut in 16 patients with the rare S1251N mutation treated with IVA monotherapy (<xref ref-type="bibr" rid="B42">Kristensen et&#xa0;al., 2021</xref>). The authors reported significant improvements in the gut microbiota diversity that were not observed in the respiratory samples (including sputum, nasopharynx and oropharynx samples). Nonetheless, these findings are limited by the small sample size (n=16, among which only 8 patients were followed during 12 months). In addition, the authors suggested a follow-up time in excess of 12 months to detect significant improvements in lung microbiota on CFTR modulators, since the development of respiratory tract microbiota appeared to be presaged by gut colonization (<xref ref-type="bibr" rid="B47">Madan et&#xa0;al., 2012</xref>).</p>
<p>Further studies are thus required to fully decipher the gut-lung axis evolution on modulator therapies, involving a joint analysis of pulmonary and fecal samples. Moreover, microbiome analyses have so far been almost exclusively limited to the bacterial kingdom, the fungal kingdom being neglected in the assessment of pwCF microbiotas on modulators, especially in the digestive tract analysis. In addition, the use of shotgun metagenomics approaches will allow to investigate the viral component of the microbiome, providing an exhaustive inter-kingdom assessment of CF microbial communities. The entire microbiome data should also be correlated with clinical parameters and surrogate inflammatory biomarkers for a comprehensive evaluation of the CF disease landscape in a personalized medicine approach that next generation of CFTR modulators will enable (<xref ref-type="bibr" rid="B77">Yi et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B24">Enaud et&#xa0;al., 2023</xref>).</p>
<p>Regarding the populations studied, it should be noted that the patients included in the quoted studies were over 5 years of age, including a majority of adults with already established chronic colonization and infection (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The modulators&#x2019; impact should also be assessed in future studies in large pediatric populations including children under 5 years of age, since CFTR modulator treatment will be initiated earlier, before the patients are chronically colonized and the gut-lung axis mucosa irreversibly damaged (<xref ref-type="bibr" rid="B24">Enaud et&#xa0;al., 2023</xref>). Moreover, other features such as pwCF gender should be considered, since differential outcomes between men and women treated with IVA have been described (<xref ref-type="bibr" rid="B67">Secunda et&#xa0;al., 2020</xref>). Finally, early published studies being focused on the assessment of patients treated with IVA monotherapy, future studies are needed to investigate the gut-lung axis in patients receiving combinations of modulators such as LUM/IVA, TEZ/IVA and ELX/TEZ/IVA.</p>
<p>In conclusion, the advent of CFTR modulators marks a turning point in the history of CF management and outcome, with unprecedented clinical improvements and favorable safety profiles, even if data about long-term adverse effects are not yet available. The impact of such molecules on the resident microbial communities of the respiratory and digestive tracts has only been partially deciphered, mostly with first-generation therapies such as IVA. While the results of available studies are not totally consistent, they suggest that CFTR modulators may induce an increase in bacterial diversity, associated with a decrease in conventional culture-based CF pathogens in the airways and an increase in anti-inflammatory bacteria in the gut. The impact of next-generation modulators on the gut-lung axis will have to be more extensively investigated in future studies, with additional data regarding the mycobiota and virobiota, especially in younger pwCF who will benefit even more from these innovative therapies.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>FL-S: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. &#xc9;C: Conceptualization, Writing &#x2013; review &amp; editing. SI: Conceptualization, Writing &#x2013; review &amp; editing. ML: Writing &#x2013; review &amp; editing. SB: Writing &#x2013; review &amp; editing. MF: Writing &#x2013; review &amp; editing. PB: Writing &#x2013; review &amp; editing. RE: Conceptualization, Writing &#x2013; review &amp; editing. LD: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The authors declare financial support was received for the research, authorship, and/or publication of this article. LD team had annual grants from the Bordeaux University Hospital, University of Bordeaux and INSERM U1045; they also benefited from Vaincre la Mucoviscidose&#x2019;s grant (RCI20210502769). All the funders had no role in article design, data analysis, decision to publish, or preparation of the manuscript.</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
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