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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2024.1477882</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Gut dysbiosis mediates the association between antibiotic exposure and chronic disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Guarner</surname> <given-names>Francisco</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Bustos Fernandez</surname> <given-names>Luis</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Cruchet</surname> <given-names>Sylvia</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Dami&#x00E3;o</surname> <given-names>Ad&#x00E9;rson</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Maruy Saito</surname> <given-names>Aldo</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name><surname>Riveros Lopez</surname> <given-names>Juan Pablo</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<contrib contrib-type="author">
<name><surname>Rodrigues Silva</surname> <given-names>Luciana</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author">
<name><surname>Valdovinos Diaz</surname> <given-names>Miguel Angel</given-names></name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Centro Medico Teknon</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country></aff>
<aff id="aff2"><sup>2</sup><institution>Centro Medico Bustos Fernandez, Instituto de Gastroenterologia</institution>, <addr-line>Buenos Aires</addr-line>, <country>Argentina</country></aff>
<aff id="aff3"><sup>3</sup><institution>Institute of Nutrition and Food Technology, Universidad de Chile</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Gastroenterology, University of S&#x00E3;o Paulo School of Medicine</institution>, <addr-line>S&#x00E3;o Paulo</addr-line>, <country>Brazil</country></aff>
<aff id="aff5"><sup>5</sup><institution>Catedra de Pediatria, Hospital Cayetano Heredia, Universidad Peruana Cayetano Heredia</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Pediatric Gastroenterology, El Bosque University</institution>, <addr-line>Bogot&#x00E1;</addr-line>, <country>Colombia</country></aff>
<aff id="aff7"><sup>7</sup><institution>Pediatric Gastroenterology Service, Federal University of Bahia</institution>, <addr-line>Salvador</addr-line>, <country>Brazil</country></aff>
<aff id="aff8"><sup>8</sup><institution>Servicio de Gastroenterolog&#x00ED;a, Hospital M&#x00E9;dica Sur</institution>, <addr-line>Ciudad de M&#x00E9;xico</addr-line>, <country>Mexico</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001"><p>Edited by: Angel Lanas, University of Zaragoza, Spain</p></fn>
<fn fn-type="edited-by" id="fn0002"><p>Reviewed by: Jonathan Soldera, University of Caxias do Sul, Brazil</p><p>Mary Fafutis-Morris, University of Guadalajara, Mexico</p></fn>
<corresp id="c001">&#x002A;Correspondence: Francisco Guarner, <email>fguarner@icloud.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1477882</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Guarner, Bustos Fernandez, Cruchet, Dami&#x00E3;o, Maruy Saito, Riveros Lopez, Rodrigues Silva and Valdovinos Diaz.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Guarner, Bustos Fernandez, Cruchet, Dami&#x00E3;o, Maruy Saito, Riveros Lopez, Rodrigues Silva and Valdovinos Diaz</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>Antibiotics are safe, effective drugs and continue to save millions of lives and prevent long-term illness worldwide. A large body of epidemiological, interventional and experimental evidence shows that exposure to antibiotics has long-term negative effects on human health. We reviewed the literature data on the links between antibiotic exposure, gut dysbiosis, and chronic disease (notably with regard to the &#x201C;developmental origins of health and disease&#x201D; (&#x201C;DOHaD&#x201D;) approach). Molecular biology studies show that the systemic administration of antibiotic to infants has a rapid onset but also often a long-lasting impact on the microbial composition of the gut. Along with other environmental factors (e.g., an unhealthy &#x201C;Western&#x201D; diet and sedentary behavior), antibiotics induce gut dysbiosis, which can be defined as the disruption of a previously stable, functionally complete microbiota. Gut dysbiosis many harmful long-term effects on health. Associations between early-life exposure to antibiotics have been reported for chronic diseases, including inflammatory bowel disease, celiac disease, some cancers, metabolic diseases (obesity and type 2 diabetes), allergic diseases, autoimmune disorders, atherosclerosis, arthritis, and neurodevelopmental, neurodegenerative and other neurological diseases. In mechanistic terms, gut dysbiosis influences chronic disease through direct effects on mucosal immune and inflammatory pathways, plus a wide array of direct or indirect effects of short-chain fatty acids, the enteric nervous system, peristaltic motility, the production of hormones and neurotransmitters, and the loss of intestinal barrier integrity (notably with leakage of the pro-inflammatory endotoxin lipopolysaccharide into the circulation). To mitigate dysbiosis, the administration of probiotics in patients with chronic disease is often (but not always) associated with positive effects on clinical markers (e.g., disease scores) and biomarkers of inflammation and immune activation. Meta-analyses are complicated by differences in probiotic composition, dose level, and treatment duration, and large, randomized, controlled clinical trials are lacking in many disease areas. In view of the critical importance of deciding whether or not to prescribe antibiotics (especially to children), we suggest that the DOHaD concept can be logically extended to &#x201C;gastrointestinal origins of health and disease&#x201D; (&#x201C;GOHaD&#x201D;) or even &#x201C;microbiotic origins of health and disease&#x201D; (&#x201C;MOHaD&#x201D;).</p>
</abstract>
<kwd-group>
<kwd>antibiotics</kwd>
<kwd>probiotics</kwd>
<kwd>DOHaD</kwd>
<kwd>long-term</kwd>
<kwd>dysbiosis</kwd>
<kwd>chronic disease</kwd>
<kwd>neuroinflammation</kwd>
<kwd>SCFA</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="219"/>
<page-count count="14"/>
<word-count count="14606"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Gastroenterology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Worldwide, antibiotics continue to save millions of lives, relieve suffering, and prevent long-term illness (<xref ref-type="bibr" rid="ref1">1</xref>). Large quantities of these drugs are involved: for example, over 250 million prescriptions of antibiotics were issued in the USA alone in 2016 (<xref ref-type="bibr" rid="ref2">2</xref>). One can reasonably hypothesize that worldwide, most people (especially children) are treated with an antibiotic at least once a year (<xref ref-type="bibr" rid="ref3 ref4 ref5 ref6">3&#x2013;6</xref>). Antibiotics are extremely effective and generally lead to the eradication of the targeted pathogenic bacteria (<xref ref-type="bibr" rid="ref7">7</xref>). By definition, antibiotics create dysbiosis [defined in several ways (<xref ref-type="bibr" rid="ref8">8</xref>)] by killing significant components of the gut community (<xref ref-type="bibr" rid="ref9 ref10 ref11">9&#x2013;11</xref>) (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Broadly, levels of <italic>Enterobacteriaceae</italic>, <italic>Bacteroidaceae</italic>, enterococci, and drug-resistant <italic>Escherichia coli</italic> rise following antibiotic treatment in adults, whereas levels of bifidobacteria, lactobacteria, actinobacteria and <italic>Lachnospiraceae</italic> decrease (<xref ref-type="bibr" rid="ref11 ref12 ref13">11&#x2013;13</xref>). Despite the emergence of microbial resistance as a long-term public health risk, antibiotics are still irreplaceable in the treatment of bacterial infections (<xref ref-type="bibr" rid="ref14">14</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The relative abundance of representative species in fecal samples of volunteers during a 6-month follow-up period after a four-day course of a combination of meropenem, gentamicin, and vancomycin [data extracted from Palleja et al. (<xref ref-type="bibr" rid="ref11">11</xref>)]. The relative abundance of the dominant fermentative species (&#x201C;Survivors&#x201D;) dropped during the antibiotic treatment and recovered slowly over the follow-up period. The relative abundance of subdominant, resistant bacteria (&#x201C;Opportunists&#x201D;) increased rapidly.</p>
</caption>
<graphic xlink:href="fmed-11-1477882-g001.tif"/>
</fig>
<p>However, antibiotics also have negative effects on health. The acute (short-term) effects have been extensively studied; for example, between 5 and 20% of antibiotic users (depending on the population studied) will develop antibiotic-associated diarrhea with days or weeks of treatment initiation, and the incidence is greatest in frail, hospitalized patients and young children (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref15 ref16 ref17 ref18 ref19">15&#x2013;19</xref>). There is now a large body of epidemiological evidence to show that exposure to antibiotics has chronic (long-term) negative effects on human health&#x2014;effects likely to be accentuated by poor antibiotic stewardship, inappropriate prescribing, excessive or chronic administration, and off-label use.</p>
<p>The present review covers the literature data on the long-term negative health effects of antibiotic exposure, the link to dysbiosis, and how the associated risks might be managed through the evidence-based administration of specific probiotics. Although this review was not systematic, we searched the PubMed database for recent publications (from January 1st, 2023, to June 15th, 2024) using logical combinations of the following keywords: antibio&#x002A;, exposure, microbiot&#x002A;, microb&#x002A;, gut, intestine&#x002A;, dysbiosis, DOHaD, thousand days, health, disease, and probiotic.</p>
</sec>
<sec id="sec2">
<label>2</label>
<title>The gut microbiota and its maturation</title>
<p>From the mouth to the anus, the adult human gastrointestinal tract has a surface area of around 30 m<sup>2</sup> and a luminal volume of around 3&#x2009;L (<xref ref-type="bibr" rid="ref20">20</xref>). After the skin, the gastrointestinal tract constitutes the body&#x2019;s largest interface with the environment. The gut carries 10<sup>13</sup>&#x2013;10<sup>14</sup> microbes from thousands of species, which contain several million genes in total&#x2014;far more than in the human genome. Here, we shall use the term &#x201C;gut microbiota&#x201D; to refer to the set of microbial (mainly bacterial) species contained in the environment of the human gastrointestinal tract. We prefer &#x201C;microbiota&#x201D; to the term &#x201C;microbiome,&#x201D; which we take to encompass not only the microorganisms (bacteria, archaea, and lower and higher eukaryotes) and their genomes but also the human cells and substances in the surrounding gut (<xref ref-type="bibr" rid="ref21">21</xref>). Although there are huge inter- and intra-individual variations in the composition of the gut microbiota, over 99% of the gut microbiota is composed of species from the Firmicutes, Bacteroidetes, Proteobacteria, and Actinobacteria (<xref ref-type="bibr" rid="ref22">22</xref>).</p>
<p>It is generally accepted that a human&#x2019;s gut microbiota starts to form after birth (i.e., <italic>ex utero</italic>) and reaches maturity at around the age of 3&#x2009;years (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). Interesting, this period coincides largely with the &#x201C;first 1,000&#x2009;days&#x201D; (from conception to the age of 2&#x2009;years)? The &#x201C;first 1,000&#x2009;days&#x201D; concept grew out of a body of research on the importance of the early life environment for the child&#x2019;s current and future mental, physical and emotional health states (<xref ref-type="bibr" rid="ref25 ref26 ref27 ref28 ref29 ref30">25&#x2013;30</xref>). Awareness of this concept grew markedly after a keynote speech by the then US Vice President Hilary Clinton at the &#x201C;1,000&#x2009;Days: Change a Life, Change the Future&#x201D; international conference on global child undernutrition in 2010. Furthermore, the &#x201C;first 1,000&#x2009;days&#x201D; concept fits well with the &#x201C;thrifty phenotype&#x201D; hypothesis, the Barker hypothesis (linking adverse nutrition childhood to metabolic syndromes in adulthood) and the subsequent &#x201C;developmental origins of health and disease&#x201D; (DOHaD) concept; all hold that a poor fetal environment and perturbed early neonatal life prompt the development of disease (<xref ref-type="bibr" rid="ref31 ref32 ref33">31&#x2013;33</xref>). Of course, a focus on the first 1,000&#x2009;days does not mean that day 1,001 is medically and scientifically unimportant. Nevertheless, the &#x201C;first 1,000&#x2009;days&#x201D; concept has been useful for (i) focusing research efforts and public opinion on this critical period in the development of the child and, indeed, of the microbiota, and (ii) emphasizing the importance of the microbiota&#x2019;s origin and development in the first hours, days, weeks, months and then years of the human host&#x2019;s life.</p>
<p>As mentioned above, most experts consider that the human gut microbiota starts to form after birth. However, there is some debate as to the presence of a fetal microbiota, and it is not inconceivable that bacteria from the mother can cross the maternal-fetal barrier (<xref ref-type="bibr" rid="ref34">34</xref>). However, the ethical and practical difficulties of collecting contamination-free samples of fetal tissue have complicated research efforts to settle this debate (<xref ref-type="bibr" rid="ref35 ref36 ref37 ref38 ref39">35&#x2013;39</xref>). Delivery by cesarean section (i.e., the avoidance of contact with the vaginal microbiota) is a major dysbiosis-promoting factor and is associated with a low-<italic>Bacteroides</italic> profile in the first 6&#x2009;months postpartum (<xref ref-type="bibr" rid="ref40">40</xref>). In children delivered by cesarean section, relatively high abundances of <italic>Burkholderiaceae</italic>, <italic>Bacteroidales</italic>, and <italic>Ruminococcaceae</italic> persist for at least 7&#x2009;years (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). It is also noteworthy that the gut microbiota is much less diverse in preterm infants (born after less than 34&#x2009;weeks of gestation) than in term infants&#x2014;even in the absence of antibiotic treatment, which most preterm infants nevertheless receive. Cetinbas et al. used 16S rDNA sequencing to evaluate long-term, antibiotic-induced dysbiosis on the basis of 363 stool samples collected between 26 and 48&#x2009;weeks of adjusted age from 65 preterm infants treated with antibiotics in the NICU and 52 samples from 14 preterm counterparts not treated with antibiotics (<xref ref-type="bibr" rid="ref43">43</xref>). Antibiotic-treated preterm infants were slower to return to a &#x201C;normal&#x201D; gut microbiota, in terms of Shannon diversity and species richness. The difference in the abundance of <italic>Paenibacillus amylolyticus</italic> was quickest to disappear, whereas changes in <italic>Veillonella</italic>, <italic>Shuttleworthia</italic> and <italic>Clostridioides</italic> persisted up to 40&#x2009;weeks of age (<xref ref-type="bibr" rid="ref43">43</xref>).</p>
<p>During the potentially unstable first years of life, the gut microbiota can be perturbed by pathogenic microbes and external (environmental) factors, such as diet, xenobiotics, and other exogenous compounds&#x2014;notably antibiotics (<xref ref-type="bibr" rid="ref44">44</xref>). In-depth molecular biology studies have shown very clearly that the systemic administration of an antibiotic to infants has a rapid but often long-lasting impact. For example, Yassour et al.&#x2019;s study of 1,069 samples of feces from 39 children (around half of whom had been treated with antibiotics in the first year of life) collected over a period of 36&#x2009;months showed that antibiotic-treated individuals had less stable gut microbiotas, with low diversity still visible at the age of 3&#x2009;years (<xref ref-type="bibr" rid="ref40">40</xref>). Kwon et al. used 16S rRNA sequencing and linear discriminant effect size analysis to evaluate alpha and beta diversities in fecal samples from (i) 20 infants under 3&#x2009;months of age who had received antibiotics for at least 3&#x2009;days and (ii) 34 age-matched, healthy controls not exposed to antibiotics (<xref ref-type="bibr" rid="ref45">45</xref>). Relative to controls, the relative abundances of <italic>Escherichia</italic>, <italic>Shigella</italic> and <italic>Bifidobacterium</italic> were significantly greater in the antibiotic-treated group, whereas that of <italic>Bacteroides</italic> was significantly lower. The abundances of <italic>Firmicutes</italic> genera (<italic>Allobaculum</italic>, <italic>Enterococcus</italic>, and <italic>Candidatus arthromitus</italic>), <italic>Proteobacteria</italic> genera (<italic>Klebsiella</italic>), and <italic>Actinobacteria</italic> genera (<italic>Bifidobacterium</italic>) were three or four times higher in the treated group than in the control group. A phylogenetic investigation of communities by reconstruction of unobserved states revealed a significant difference in gut microbiome metabolic activity between the two groups; the antibiotic-treated group showed the expression of significantly more genes involved in naphthalene degradation, glycolysis gluconeogenesis, and lipoic acid metabolism and less expression of genes involved in porphyrin metabolism and fatty acid biosynthesis (<xref ref-type="bibr" rid="ref45">45</xref>).</p>
<p>The effects of antibiotics on the gut microbiota of newborns and infants are accentuated by a lack of standardization in antibiotic treatment plans. For example, Schulman et al.&#x2019;s study of 127 neonatal intensive care units (NICUs) in the USA evidenced up to 40-fold variations in dosing regimens (<xref ref-type="bibr" rid="ref46">46</xref>). In France, Leroux et al. study of 44 NICUs found an average of nine different dosing regimens for each of the 41 antibiotics documented (<xref ref-type="bibr" rid="ref47">47</xref>). Similarly, in 43 NICUs in the UK, Kadambari et al. identified 10 different dosing regimens for prescriptions of gentamicin (<xref ref-type="bibr" rid="ref48">48</xref>).</p>
</sec>
<sec id="sec3">
<label>3</label>
<title>&#x201C;Normal,&#x201D; &#x201C;healthy&#x201D; microbiotas: how can dysbiosis be defined?</title>
<p>Although many experts have sought to define dysbiosis, the topic is subject to debate and constitutes a field of research in its own right (<xref ref-type="bibr" rid="ref49">49</xref>). As emphasized by Br&#x00FC;ssow and by Drago et al., no consensus conference has yet worked out a definition of &#x201C;dysbiosis&#x201D; (<xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref51">51</xref>). To the best of our knowledge, none of the learned societies or medical associations in this field have issued a single, unambiguous definition of &#x201C;dysbiosis.&#x201D; Given this lack, there is no &#x201C;gold standard&#x201D; approach to identifying a dysbiotic state (<xref ref-type="bibr" rid="ref52">52</xref>). A conventional, broad definition published by Petersen and Round in 2014 is related primarily to the composition of the microbiota: &#x201C;any change to the composition of resident commensal communities relative to the community found in healthy individuals&#x201D; (<xref ref-type="bibr" rid="ref13">13</xref>). These compositional changes usually encompass a decrease in bacterial diversity, the loss of beneficial microbes, and overgrowth by potential pathogens. More recent definitions have emphasized function as well as composition: for example, Levy et al. define dysbiosis as &#x201C;a compositional and functional alteration in the microbiota that is driven by a set of environmental and host-related factors that perturb the microbial ecosystem to an extent that exceeds its resistance and resilience capabilities&#x201D; (<xref ref-type="bibr" rid="ref53">53</xref>). In this definition, gut microbiota can be viewed as a conceptual energy landscape in which both healthy and dysbiotic states can exist in energy minima. External factors (such as antibiotics, various xenobiotics, dietary components, and pathogens) that exceed a certain threshold cause transitions from a stable, healthy state to a metastable, dysbiotic state (<xref ref-type="bibr" rid="ref54">54</xref>). Levy et al. acknowledged that given the high degree of interindividual variability, it is impossible to define a single &#x201C;healthy&#x201D; microbiota; however, they suggest that the main characteristic of a &#x201C;healthy&#x201D; microbiota in a given individual is richness and stability over time (<xref ref-type="bibr" rid="ref53">53</xref>). Wilkins et al. have suggested that dysbiosis should be defined by reference to a particular disease state, i.e., a single, all-encompassing definition may not be feasible (<xref ref-type="bibr" rid="ref49">49</xref>). Lastly, Malard et al. have defined dysbiosis as the disruption of host-microbe symbiosis and crosstalk, with auto-aggravating signals from both the host and microbes that maintain the metastable dysbiotic state (<xref ref-type="bibr" rid="ref54">54</xref>). Hence, as detailed in the following section, dysbiosis of the gut microbiota can be viewed as the disruption of the positive actions of (i) short-chain fatty acids (SCFAs, produced by the fermentation of host-enzyme-resistant carbohydrates by obligate anaerobes) (<xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref56">56</xref>), (ii) the microbial production of serotonin, catecholamines and other neurotransmitters (affecting gut peristaltic motility and the genesis of the enteric nervous system) (<xref ref-type="bibr" rid="ref57 ref58 ref59 ref60 ref61">57&#x2013;61</xref>), (iii) minimization of the &#x201C;leaky gut&#x201D; in which potentially pathogenic whole bacteria and bacterial wall components can enter the circulation (<xref ref-type="bibr" rid="ref62 ref63 ref64">62&#x2013;64</xref>), and (iv) the bacterial expression of enzymes that influence the levels of host metabolites (<xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref66">66</xref>). In summary, dysbiosis does not have a consensus definition but can usefully be viewed as the disruption of a previously stable, symbiotic, functionally complete microbiota by dietary, xenobiotic or other factors.</p>
</sec>
<sec id="sec4">
<label>4</label>
<title>Mechanistic links between the microbiota, dysbiosis, health, and chronic disease</title>
<p>It is now clear that a stable, functionally rich gut microbiota exerts complex direct and indirect effects on the human host&#x2019;s health through multiple genetic, immune-mediated and metabolic factors. Conversely, dysbiosis of the gut microbiota (i.e., the disruption of a previously stable, functionally complete microbiota) has many harmful short- and long-term effects on health. Common signs of gut dysbiosis include diarrhea, gas, constipation, nausea, and even chest pain (<xref ref-type="bibr" rid="ref67">67</xref>). Admittedly, in most settings, it is difficult to determine whether dysbiosis is the cause or result of disease. Determining the causal nature and direction of a relationship notably requires prospective, longitudinal studies to see whether the dysbiosis or the disease occurs first. However, this approach can be confounded if a patient remains free of symptoms for months or years. A causal role of antibiotic-associated gut dysbiosis can nevertheless be suspected when the disease is more intense after exposure to broad-spectrum antibiotics (compared with narrow-spectrum antibiotics) and shows an antibiotic dose dependence (<xref ref-type="bibr" rid="ref68 ref69 ref70">68&#x2013;70</xref>). Lastly, one cannot rule out direct, negative effects (i.e., not mediated by the gut microbiota) of antibiotics. Some classes of antibiotic affect myocytes and neurons directly; for example, aminoglycosides, capreomycin, and macrolides are ototoxic (<xref ref-type="bibr" rid="ref71">71</xref>, <xref ref-type="bibr" rid="ref72">72</xref>). Below, we describe the main pathways through which the gut microbiota are known to influence human health.</p>
<sec id="sec5">
<label>4.1</label>
<title>Short-chain fatty acids</title>
<p>The SCFAs [acetic (C2), propionic (C3), butyric (C4), and valeric (C5) acids] are produced via the fermentation of host-enzyme-resistant carbohydrates by obligate anaerobes (primarily members of the Bacteroidetes and Firmicutes, including <italic>Roseburia</italic> spp., <italic>Prevotella</italic> spp., <italic>Ruminococus</italic> spp., <italic>Coprococcus</italic> sp., <italic>Akkermansia muciniphila</italic>, <italic>Faecalibacterium prausnitzii</italic>, and <italic>Eubacterium rectale</italic>), in collaboration with bifidobacteria (<xref ref-type="bibr" rid="ref73">73</xref>). SCFAs are produced at up to millimolar concentrations in the gut and have several distinct metabolic and regulatory effects on the host.</p>
<p>Firstly, some of the SCFAs&#x2019; extracellular actions are exerted through via the G-protein-coupled free fatty acid receptors 2 and 3 (FFA2 and FFA3), which are involved in responses to immune challenges (<xref ref-type="bibr" rid="ref74">74</xref>, <xref ref-type="bibr" rid="ref75">75</xref>). Secondly, acetate and propionate bind to the G-protein-coupled olfactory receptor 51E2 (found notably in intestinal and enteroendocrine tissues) and the aryl hydrocarbon receptor (<xref ref-type="bibr" rid="ref76 ref77 ref78 ref79">76&#x2013;79</xref>). Thirdly, butyrate is a competitive inhibitor of histone deacetylase, which leads to the hyperacetylation of histones, increases chromatin accessibility and has major epigenetic effects on gene transcription (<xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref56">56</xref>). Importantly, butyrate&#x2019;s inhibition of histone deacetylase promotes histone acetylation in the Foxp3 gene&#x2019;s promoter and enhancer regions in na&#x00EF;ve T-cells in the colon and promotes their differentiation into peripheral regulatory T cells (key players in the immune tolerance of antigens during development) (<xref ref-type="bibr" rid="ref80">80</xref>, <xref ref-type="bibr" rid="ref81">81</xref>). Hence, a low level of butyrate in the intestinal tract (due to antibiotic-induced dysbiosis) impairs Treg differentiation and the immune system&#x2019;s ability to suppress excessive immune responses, which in turn may lead to mucosal and systemic inflammatory states. Lastly, the low oxygen levels required by the colon-dwelling strict anaerobes associated with a health microbiota are maintained by the <italic>&#x03B2;</italic>-oxidation of bacterially produced butyrate. Indeed, butyrate is the healthy colonocyte&#x2019;s main energy substrate, accounting for 70&#x2013;80% of its energy needs (<xref ref-type="bibr" rid="ref82">82</xref>). A lack of SCFA-producing bacteria will tend to increase oxygen levels in the gut lumen and thus favor the expansion of aerobes and facultative anaerobes with pro-inflammatory potential.</p>
</sec>
<sec id="sec6">
<label>4.2</label>
<title>The enteric nervous system and gastrointestinal dysmotility</title>
<p>The enteric nervous system (ENS) is now acknowledged to be a complex network of neurons and enteric glial cells that controls gastrointestinal motility, blood flow, and immune responses. The gut microbiota&#x2019;s direct or indirect influences on the ENS are signaled to the brain through vagal afferents (<xref ref-type="bibr" rid="ref83">83</xref>). Conversely, the brain&#x2019;s responses to stress may be passed to the ENS by vagal efferents (<xref ref-type="bibr" rid="ref83">83</xref>). The gut microbiota can affect the genesis of the ENS and gut peristaltic motility by producing serotonin (<xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref58">58</xref>). Studies in mice have shown that the administration of antibiotics modified the gut microbiome (with marked decreases in the abundance of <italic>Clostridioides</italic>, <italic>Lachnoclostridium</italic>, and <italic>Akkermansia</italic>), induced intestinal dysmotility, and interfered with the differentiation of myenteric neurons and the expression of the neuronal marker beta III-tubulin in the myenteric plexus (<xref ref-type="bibr" rid="ref84">84</xref>, <xref ref-type="bibr" rid="ref85">85</xref>). These and other observations indicate that antibiotic-induced gut dysbiosis is associated with structural and functional damage to the ENS, including gastrointestinal dysmotility.</p>
</sec>
<sec id="sec7">
<label>4.3</label>
<title>Catecholamines and neurotransmitters</title>
<p>Some gut microbial strains produce and/or respond to compounds that serve as hormones, neurotransmitters or their precursors in the human host, including catecholamines, gamma aminobutyric acid (produced by lactobacilli and bifidobacteria), acetylcholine (lactobacilli), dopamine (<italic>Bacillus</italic> sp.), neuropeptides, noradrenaline (<italic>Bacillus</italic> sp.), serotonin (<italic>Escherichia</italic>, <italic>Enterococcus</italic>, and <italic>Streptococcus</italic>), endocannabinoids, histamine, and tryptophan (<italic>bifidobacteria</italic>) (<xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref59 ref60 ref61">59&#x2013;61</xref>). The gut microbiota can thus be said to have a direct action on the nervous system.</p>
</sec>
<sec id="sec8">
<label>4.4</label>
<title>Intestinal barrier integrity, immune signaling, and inflammation</title>
<p>The gut microbiota helps to protect the intestinal mucosa&#x2014;notably through the presence of mucus-promoting commensals and (in the colon) the supply of butyrate as an energy substrate to colonocytes (<xref ref-type="bibr" rid="ref86">86</xref>). Dysbiosis can trigger the loss of intestinal barrier integrity. The resulting passage of pathogenic and non-pathogenic microbes leads to antigen presentation and the activation of innate and adaptive immune cells. One of the key pro-inflammatory signals in the loss of intestinal barrier integrity is the endotoxin lipopolysaccharide from the cell wall of Gram-negative bacteria (<xref ref-type="bibr" rid="ref87">87</xref>). Lipopolysaccharide induces inflammation by activating Toll-like receptor 4 and upregulating nuclear factor-kappa B (<xref ref-type="bibr" rid="ref88">88</xref>).</p>
</sec>
<sec id="sec9">
<label>4.5</label>
<title>Dietary induction of enzymes</title>
<p>The composition of the diet influences the expression of a wide range of bacterial enzymes (cholesterol dehydrogenase, beta glucosidase and glucuronidase, 7-alpha-hydroxylase, nitroreductase, and azoreductase), notably by bacteria in the colon (<xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref66">66</xref>). In turn, the activity of these enzymes influences levels of key host metabolites.</p>
</sec>
</sec>
<sec id="sec10">
<label>5</label>
<title>Chronic disease, environmental factors, antibiotics, and dysbiosis</title>
<p>Many chronic diseases are known to have both genetic factors and environmental susceptibility/triggering factors, of which antibiotic exposure is only one. Many of these environmental factors are linked to a &#x201C;modern,&#x201D; &#x201C;post-industrial&#x201D; or &#x201C;Western&#x201D; lifestyle, including the &#x201C;Western diet&#x201D; (high in sugar, fat, and processed food components, and low in fiber) and sedentary behavior (typically defined as spending time in a sitting, reclining or lying posture with an energy expenditure of 1.5 metabolic equivalents of task or less) (<xref ref-type="bibr" rid="ref89 ref90 ref91">89&#x2013;91</xref>). Sedentary behavior (including total sitting time and TV viewing time) is associated with an elevated risk of chronic diseases, including diabetes, cardiovascular disease, and (to a lesser extent) cancer&#x2014;even after adjustment for the level of physical activity (<xref ref-type="bibr" rid="ref92">92</xref>). Interestingly, lower sedentary behavior through increased physical activity is known to influence gut microbiota diversity in adults and children, with higher alpha-diversity (notably including SCFA-producing <italic>Lachnospiraceae</italic> and <italic>Erysipelotrichaceae</italic> families and <italic>Akkermansia</italic>, <italic>Roseburia</italic>, and <italic>Veillonella</italic>, genera) in physically active individuals (<xref ref-type="bibr" rid="ref93 ref94 ref95 ref96">93&#x2013;96</xref>). Indeed, SCFAs appear to be the main molecular link between physical activity and the gut microbiome, although few published studies of physically active vs. sedentary populations controlled for dietary confounders (i.e., fiber intake) (<xref ref-type="bibr" rid="ref97">97</xref>). The high-sugar, high-fat &#x201C;Western diet&#x201D; is clearly associated with dysbiosis, as characterized by a decrease in the abundance of Bacteroidetes and bifidobacteria and an increase in organisms that can utilize excess monosaccharides, such as Enterobacteriaceae and Proteobacteria (<xref ref-type="bibr" rid="ref98 ref99 ref100 ref101 ref102 ref103">98&#x2013;103</xref>). Again, the main molecular link between diet, a normal microbiota and the associated health effects on the host is likely to be the SCFAs (<xref ref-type="bibr" rid="ref104">104</xref>).</p>
<p>Antibiotic-induced perturbation of the gut microbiome nevertheless constitutes a key &#x201C;environmental&#x201D; factor in the development of chronic disease (<xref ref-type="fig" rid="fig2">Figure 2</xref>). The prevalent use of antibiotics in infants reveals concerning associations between antibiotic exposure and the onset of a number of distinct immunological, metabolic and neurobehavioral health conditions (whether isolated or combined) during childhood. For example, in a time-to-event analysis of medical records for 14,572 children born in Olmsted County (MI, United States) between January 1, 2003, and December 31, 2011, Aversa et al. found that antibiotic exposure in the first 2&#x2009;years of life (i.e., during the first 1,000&#x2009;days) was associated with asthma, allergic, rhinitis, atopic dermatitis, celiac disease, overweight, obesity, attention deficit hyperactivity disorder, and learning disability (<xref ref-type="bibr" rid="ref105">105</xref>). These health risks were influenced by the number, type, and timing of the antibiotic prescriptions. Relationships between antibiotics, dysbiosis, and a number of chronic diseases are described below.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>In industrial and postindustrial societies, a number of environmental factors have detrimental consequences for a vulnerable human microbial ecosystem; these factors include exposure to antibiotics and xenobiotics, sanitation of the living space, Western-type diets, sedentariness, and pollution. This unwanted alterations to the gut microbiome appear to be suboptimal for human health. Interactions between the altered microbiome and the host&#x2019;s immune system contribute to the development of immune dysregulation and inflammatory phenotypes. In turn, these disturbances may lead to chronic inflammation and tissue injury. Individual genetic susceptibility might eventually determine the clinical expression of non-communicable diseases (e.g., inflammatory, autoimmune, metabolic and neoplastic conditions and cognitive disorders).</p>
</caption>
<graphic xlink:href="fmed-11-1477882-g002.tif"/>
</fig>
<sec id="sec11">
<label>5.1</label>
<title>Inflammatory bowel disease</title>
<p>Inflammatory bowel disease (IBD) primarily encompasses Crohn&#x2019;s disease (CD) and ulcerative colitis (UC). Fecal samples from people with IBD (especially CD) are characterized by a low abundance of Firmicutes and a high abundance of Proteobacteria (<xref ref-type="bibr" rid="ref106">106</xref>). Interestingly, people with IBD also have an abnormally high abundance of the mucin-degrading bacteria <italic>Ruminococcus gnavus</italic> and <italic>Cenarchaeum symbiosum</italic>, even though these species are present in the healthy gut (<xref ref-type="bibr" rid="ref106">106</xref>).</p>
<p>A large body of evidence suggests that gut dysbiosis [alone or in combination with other factors, such as diet, smoking, pollution, xenobiotics, and genetic factors causing a leaky gut (i.e., increased permeability)] may cause gut inflammation and thus IBD (<xref ref-type="bibr" rid="ref107">107</xref>). The gut mycobiome and gut virome have been implicated in this dysbiosis, along with the bacterial communities of the gut microbiota (<xref ref-type="bibr" rid="ref107 ref108 ref109">107&#x2013;109</xref>). It has been suggested that dysbiosis early in life leads to CD, whereas dysbiosis at any time in life contributes to the onset of UC (<xref ref-type="bibr" rid="ref110">110</xref>).</p>
<p>Ungaro et al. meta-analysis of 11 observational studies (including 7,208 children and adults diagnosed with IBD) found that exposure to antibiotics increased the risk of being newly diagnosed with CD (odds ratio (OR) [95% confidence interval (CI)]: 1.74 [1.35&#x2013;2.23]) but not ulcerative colitis (1.08 [0.91&#x2013;1.27]) (<xref ref-type="bibr" rid="ref111">111</xref>). However, the data are contradictory: Troelson and Jick&#x2019;s case&#x2013;control study of 461 patients with UC and 683 patients with CD did not find any association with prior antibiotic use (<xref ref-type="bibr" rid="ref112">112</xref>). A nation-wide observational study in Denmark confirmed the association between antibiotic exposure and elevated, independent risks of CD and UC. A positive dose&#x2013;response relationship was also observed: the higher the level of exposure, the greater the risk (<xref ref-type="bibr" rid="ref68">68</xref>).</p>
<p>It has been hypothesized that the effects of dysbiosis in IBD are mediated through SCFAs, the mechanistic roles of which have been outlined above. Holota et al. found that a 14-day course of ceftriaxone treatment in male Wistar rats led to a greater caecum weight, a fall in SCFA levels, the sustained elevation of conditionally pathogenic enterobacteria such as <italic>E. coli</italic>, <italic>Clostridioides</italic>, <italic>Staphylococcus</italic> spp. and hemolytic bacteria, increased colonic epithelial permeability, greater bacterial translocation, and lower levels of FFA2 and FFA3 receptors and SMCT1 and higher levels of MCT1 and MCT4 SCFA transporters in the colonic mucosa. Importantly, the ceftriaxone-treated animals were more susceptible to experimental colitis (<xref ref-type="bibr" rid="ref113">113</xref>).</p>
</sec>
<sec id="sec12">
<label>5.2</label>
<title>Irritable bowel syndrome</title>
<p>Although irritable bowel syndrome (IBS) does not feature gut inflammation and tissue damage, there is evidence of (i) dysbiosis in people with this functional gastrointestinal disorder (FGID) and (ii) an association between antibiotic use and the development of FGIDs. Saffouri et al. reported that the microbial composition of the small intestinal was significantly altered in symptomatic patients with IBS, with lower phylogenetic alpha diversity, richness, and evenness, and significant decreases in the abundances of <italic>Porphyromonas</italic>, <italic>Prevotella</italic>, and <italic>Fusobacterium</italic> (<xref ref-type="bibr" rid="ref114">114</xref>). Jones et al. retrospectively studied electronic medical records from over 15,000 patients seen in general practice in the UK. Antibiotics were prescribed more frequently to patients with one or more FGIDs than to healthy individuals. A significant minority (7&#x2013;14%) of individuals with an FGID received their first recorded antibiotic in the 12&#x2009;months prior to the FGID diagnosis (<xref ref-type="bibr" rid="ref115">115</xref>).</p>
</sec>
<sec id="sec13">
<label>5.3</label>
<title>Celiac disease</title>
<p>People with active celiac disease have dysbiosis, with greater abundances of <italic>Enterobacteriaceae</italic>, <italic>Proteobacteria</italic>, <italic>Staphylococcaceae</italic>, and <italic>Proteobacteria</italic> (<xref ref-type="bibr" rid="ref70">70</xref>). Furthermore, a reduced abundance of <italic>Streptococcus mutans</italic> and <italic>Streptococcus anginosus</italic> was observed in patients with active celiac disease patients and also in those with nonactive disease. Sander et al.&#x2019;s analysis of data from a register-based cohort study conducted in Denmark from 1995 to 2012 and in Norway from 2004 to 2012 showed that exposure to systemic antibiotics in the first year of life was associated in a dose-dependent manner with the diagnosis of celiac disease (OR [95%CI]: 1.26 [1.16&#x2013;1.36]) (<xref ref-type="bibr" rid="ref116">116</xref>), although further research on this topic is required. People with celiac disease should consume a gluten-free diet throughout their life: however, the latter is associated with a microbiota characterized by low abundances of <italic>Bifidobacterium</italic> sp. and <italic>Lactobacillus</italic> sp., and higher abundances of pathobionts like <italic>E. coli</italic> and the Enterobacteriaceae (<xref ref-type="bibr" rid="ref117">117</xref>).</p>
</sec>
<sec id="sec14">
<label>5.4</label>
<title>Neurological, neurodevelopmental, and neurodegenerative diseases</title>
<p>The increase in the prevalence of multifactorial neurodevelopmental diseases (NDDs, including autism spectrum disorder and attention deficit-hyperactivity disorder) over the last few decades suggest that the prevalence of environmental triggering and/or susceptibility factors (such as antibiotic exposure) during prenatal, perinatal, and postnatal time windows has also increased. Dysbiosis is a known feature of NDDs; individuals with these conditions, notably have a higher fecal abundance of <italic>Bacterioidetes</italic> and <italic>Megamonas,</italic> and a lower abundance of bifidobacteria, <italic>Veillonella</italic>, <italic>Escherichia</italic>, <italic>Ruminococcaceae</italic>, <italic>Streptococcaeceae</italic>, <italic>Peptostreptococcaceae</italic>, and <italic>Erysipelotrichaceae</italic> (<xref ref-type="bibr" rid="ref118 ref119 ref120">118&#x2013;120</xref>).</p>
<p>Population-based studies have highlighted a clear association between antibiotic exposure and the risk of neurodegenerative diseases. For example, Kim et al. conducted a retrospective study of claims data in a Korean nationally representative cohort (<italic>n</italic>&#x2009;=&#x2009;313,161 participants) (<xref ref-type="bibr" rid="ref69">69</xref>). After adjustments for covariates, used of antibiotics for 91 or more days over the period from 2002 to 2005 had an elevated risk of dementia in general (adjusted hazard ratio [95%CI]&#x2009;=&#x2009;1.44 [1.19&#x2013;1.74]), Alzheimer&#x2019;s disease (AD: 1.46 [1.17&#x2013;1.81]) and vascular dementia (1.38 [0.83&#x2013;2.30]) during the follow-up period from 2006 to 2013. The researchers noted a dose dependency; people having received five or more classes of antibiotic during the study period had higher risks of dementia and AD (but not vascular dementia) (<xref ref-type="bibr" rid="ref69">69</xref>). A large body of epidemiological research has linked the use of antibiotics during pregnancy (for the treatment of maternal infections) in particular with an elevated risk of NDDs and of cognitive disorders in adulthood (<xref ref-type="bibr" rid="ref121">121</xref>, <xref ref-type="bibr" rid="ref122">122</xref>). The risk appears to be lowest with narrow-spectrum antibiotics (<xref ref-type="bibr" rid="ref123">123</xref>, <xref ref-type="bibr" rid="ref124">124</xref>).</p>
</sec>
<sec id="sec15">
<label>5.5</label>
<title>Autoimmune diseases</title>
<p>In people with multiple sclerosis (MS), the microbiota is characterized by elevated abundances of Firmicutes, Lachnospiraceae, <italic>Bifidobacterium</italic>, <italic>Roseburia</italic>, <italic>Coprococcus</italic>, <italic>Butyricicoccus</italic>, <italic>Lachnospira</italic>, <italic>Dorea</italic>, <italic>Faecalibacterium</italic>, and <italic>Prevotella</italic> (most of which produce SCFAs) and elevated abundances of Bacteroidetes, <italic>Akkermansia</italic>, <italic>Blautia</italic>, and <italic>Ruminocococcus</italic> (<xref ref-type="bibr" rid="ref125">125</xref>). Jangri et al. used 16S rRNA sequencing and gene expression analysis to study the microbiome in 60 people with MS and 43 healthy controls. The MS group presented elevated abundances of <italic>Methanobrevibacter</italic> and <italic>Akkermansia</italic> and a lower abundance of <italic>Butyricimonas</italic>.</p>
<p>Juvenile idiopathic arthritis (JIA) is the most common rheumatic disease in children. Although the multifactorial (genetic and environmental) etiology of JIA is poorly understood, antibiotic exposure in early life has been linked to the onset of JIA (<xref ref-type="bibr" rid="ref126 ref127 ref128">126&#x2013;128</xref>). For example, Hestetun et al. studied 535,294 children born in Norway from 2004 to 2012 (<xref ref-type="bibr" rid="ref129">129</xref>). Of these, 149,534 (27.9%) were exposed to systemic antibiotics prenatally and 236,340 (44.2%) were exposed during the first 24&#x2009;months postpartum. The onset of JIA was associated with postpartum antibiotic exposure (adjusted OR [95%CI]&#x2009;=&#x2009;1.40 [1.24&#x2013;1.59]) but not prenatal antibiotic exposure. Interestingly, the association was stronger in children having received sulfonamides, trimethoprim, and broad-spectrum antibiotics (<xref ref-type="bibr" rid="ref129">129</xref>). However, reverse causality cannot be ruled out because inflammatory joint symptoms (especially in children) may be misinterpreted as resulting from a bacterial infection.</p>
</sec>
<sec id="sec16">
<label>5.6</label>
<title>Obesity</title>
<p>Researchers have evidenced complex interactions between the diet, the gut microbiota, inflammation, and obesity. Mechanistically, the pathways involve the microbial production of energy substrates, inflammatory effects on metabolism, and even an impact on satiety through the gut-brain axis (<xref ref-type="bibr" rid="ref130">130</xref>). There appears to be a signature microbiotic profile for obesity: obese individuals have greater abundances of <italic>E. coli</italic>, Lactobacillaceae, <italic>Escherichia</italic>, <italic>shigella</italic>, and Negativicutes (<xref ref-type="bibr" rid="ref131">131</xref>, <xref ref-type="bibr" rid="ref132">132</xref>). A large number of population-based studies have linked antibiotic administration to mothers during pregnancy and/or to infants in the first months of life to an elevated risk of being overweight later in childhood (<xref ref-type="bibr" rid="ref133 ref134 ref135">133&#x2013;135</xref>).</p>
</sec>
<sec id="sec17">
<label>5.7</label>
<title>Allergy</title>
<p>Impaired or delayed maturation of the microbiota (with degraded mucus, elevated intestinal permeability, and a low proportion of SCFA-producing bacteria) during the first year postpartum may be a feature of allergic disease (<xref ref-type="bibr" rid="ref136">136</xref>, <xref ref-type="bibr" rid="ref137">137</xref>). Ahmadizar et al. meta-analysis of 22 studies highlighted an association between antibiotic exposure in the first 2&#x2009;years of life and the subsequent diagnosis of eczema (OR: 1.26) and allergic rhinitis (OR: 1.23) (<xref ref-type="bibr" rid="ref138">138</xref>). However, the results of the analyzed studies were somewhat contradictory and antibiotic exposure was not linked to objective measures of atopy, such as the serum specific IgE level or prick tests positivity or weald size.</p>
<p>Lu et al.&#x2019;s analysis of asthma trajectories in the Longitudinal Study of Australian Children found that any antibiotic exposure in the first 2&#x2009;years of life increased the risk [95%CI] of early-persistent asthma by a factor of 2.3 [1.47&#x2013;3.67] (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="bibr" rid="ref139">139</xref>). In an incidence density study nested within a data collection project, Bentouhami et al. assessed 1,128 mother&#x2013;child pairs in Belgium (<xref ref-type="bibr" rid="ref140">140</xref>). Excessive systemic antibiotic use in the first year of life (defined by the researchers as more than four courses) had more than twice the incidence density ratio [95%CI] of asthma (2.18 [0.98, 4.87], <italic>p</italic>&#x2009;=&#x2009;0.06), relative to all other children.</p>
<p>However, the relationships with allergies appear to be complex, and some studies have evidenced positive associations with antibiotic exposure. For example, Schoch et al. retrospectively studied 4,106 infants in Florida from 2011 to 2017, roughly half of whom had received antibiotics during the study period (<xref ref-type="bibr" rid="ref141">141</xref>). Antibiotic exposure (as noted in electronic health records) during the first year of life (and especially during the first month of life) was associated with a lower risk of atopic dermatitis. The researchers suggested that there may be a &#x201C;critical window&#x201D; for immune tolerance in human infants, which is influenced by antibiotic exposure (<xref ref-type="bibr" rid="ref141">141</xref>).</p>
</sec>
<sec id="sec18">
<label>5.8</label>
<title>Kawasaki disease</title>
<p>Dysbiosis has been reported as a susceptibility factor in Kawasaki disease (KD) (<xref ref-type="bibr" rid="ref142 ref143 ref144">142&#x2013;144</xref>). Teramato used 16S rRNA gene analysis to characterize the fecal microbiota of 26 children with KD and 57 age-matched healthy controls (median age, 36.0&#x2009;months). The KD group had a higher relative abundance of pro-inflammatory <italic>Ruminococcus gnavus</italic> and lower relative abundance of butyrate-producing <italic>Blautia</italic> spp. (<xref ref-type="bibr" rid="ref144">144</xref>). Antibiotic exposure might be a factor in the physiopathology of KD. Kim et al. studied 17,818 <italic>c</italic>hildren aged under 5 diagnosed with KD between 2016 and 2019, together with 89,090 matched controls. Use of antibiotics in the previous 6 or 12&#x2009;months was associated with the development of KD (OR [95%CI]: 1.18 [1.12&#x2013;1.26] and 1.23 [1.14&#x2013;1.32], respectively). The researchers suggested that antibiotic-related changes in the gut microbiota might have a role in the development of KD (<xref ref-type="bibr" rid="ref145">145</xref>). Kim et al. findings were in line with those of a previous study in Japan (<xref ref-type="bibr" rid="ref146">146</xref>). However, Burns has pointed out that the establishment of a causal dysbiotic relationship between antibiotic exposure and KD would require adequately powered studies with appropriate matching criteria and a comparison of fecal samples from patients with KD vs. samples from patients without KD but similar levels of inflammation (<xref ref-type="bibr" rid="ref147">147</xref>).</p>
</sec>
<sec id="sec19">
<label>5.9</label>
<title>Atherosclerosis</title>
<p>In a study of the atherosclerosis-prone apolipoprotein E-knockout mouse model, Kappel et al. used 16S ribosomal RNA serum metabolomics to evidence an antibiotic-induced fall in the abundance of certain Bacteroidetes and Clostridia. Antibiotic administration was associated with a greater atherosclerotic lesion size, independently of diet. The results of a serum metabolome analysis was suggestive of disturbances in tryptophan, trimethylamine-N-oxide and lipid metabolism by the gut microbiota (<xref ref-type="bibr" rid="ref148">148</xref>).</p>
</sec>
<sec id="sec20">
<label>5.10</label>
<title>Cancer</title>
<p>A moderate body of evidence suggests that excessive or prolonged antibiotic use is associated not only with a slightly greater risk of cancer onset but also a relative reduction in the effectiveness of cancer treatments (encompassing chemotherapy, radiotherapy, and immunotherapy) (<xref ref-type="bibr" rid="ref149 ref150 ref151">149&#x2013;151</xref>). The strength of the association between antibiotic exposure and cancer onset varies from one type of cancer to another and from one class of antibiotics to another (<xref ref-type="bibr" rid="ref152">152</xref>). Relationships have been shown for breast cancer, endocrine gland cancers, pancreatic cancer and (to a lesser extent) lung cancer, esophageal cancer, gastric cancer, and ovarian cancer (<xref ref-type="bibr" rid="ref150 ref151 ref152 ref153 ref154 ref155">150&#x2013;155</xref>). Unsurprisingly (in view of the extreme proximity to the gut and the impact on public health), colorectal cancer has been extensively investigated with regard to antibiotic exposure. Most investigators have found a significant, dose-dependent association with colon cancer but not with rectal cancer (<xref ref-type="bibr" rid="ref156">156</xref>, <xref ref-type="bibr" rid="ref157">157</xref>). The elevated risk of colon cancer might be related to low SCFA levels.</p>
</sec>
</sec>
<sec id="sec21">
<label>6</label>
<title>Mitigation of the potential long-term negative health effects of antibiotic exposure</title>
<p>The quotation &#x201C;all disease begins in the gut&#x201D; is often attributed to Hippocrates <italic>circa</italic> 400&#x2009;BC. The father of modern medicine was probably not fully correct but, as seen for the diseases reviewed above, the DOHaD concept can be logically extended to what we term the &#x201C;gastrointestinal origins of health and disease&#x201D; (&#x201C;GOHaD&#x201D;) or even the &#x201C;microbiotic origins of health and disease&#x201D; (&#x201C;MOHaD&#x201D;). It should nevertheless be borne in mind that the ORs for the associations between antibiotic exposure and the onset of chronic disease are generally quite low (i.e., between 1 and 1.5) and, despite the investigators&#x2019; best efforts in study design and data analysis, may be influenced by confounding factors.</p>
<p>More generally, we found that most of the clinical data on the chronic effects of antibiotics were generated in Europe and in North America. Further research in low- and middle-income countries is warranted because the latter are especially burdened by antibiotic resistance problems, vulnerability to infections by antibiotic-resistant pathogens, and the corresponding effects on the gut microbiota (<xref ref-type="bibr" rid="ref158">158</xref>).</p>
<p>Probiotics have long been viewed as a means of treating the acute gastrointestinal disorders associated with antibiotic-associated gut dysbiosis (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref159 ref160 ref161">159&#x2013;161</xref>). Can probiotics be recommended as adjunct treatments to mitigate the negative effects of antibiotics? The European Society for Paediatric Gastroenterology Hepatology and Nutrition (ESPGHAN) recommends strain-specific probiotics for the prevention of antibiotic-associated diarrhea in children, whereas the American Gastroenterological Association (AGA) guidelines indicate that strain-specific probiotics may be used to prevent <italic>Clostridiodes difficile</italic> infections (<xref ref-type="bibr" rid="ref162">162</xref>, <xref ref-type="bibr" rid="ref163">163</xref>). For adults and children with IBDs like CD or UC, the AGA guidelines only recommend the use of probiotics only in the context of a clinical trial (<xref ref-type="bibr" rid="ref162">162</xref>). Similarly, the guidelines issued by the European Crohn&#x2019;s and Colitis Organisation and the ESPGHAN state that in patients with CD, probiotics should not be used to induce or maintain remission (<xref ref-type="bibr" rid="ref163 ref164 ref165">163&#x2013;165</xref>). According to the guidelines issued by the World Gastroenterology Organisation, there is evidence of strain-specific efficacy of probiotics in the prevention of antibiotic-associated diarrhea in adults or children who are receiving antibiotic therapy (<xref ref-type="bibr" rid="ref166">166</xref>).</p>
<p>Hence, in view of the links between gut dysbiosis and the chronic diseases described above, one can reasonably hypothesize that the administration of probiotics will provide a degree of disease modification or symptom prophylaxis and mitigate the long-term consequences of antibiotic exposure. The main species to have been tested are lactic acid bacteria (such as <italic>Lacticaseibacillus rhamnosus GG, Limosilactobacillus reuteri</italic>, <italic>Lacticaseibacillus paracasei, Lactiplantibacillus plantarum, Lactobacillus acidophilus, Lactobacillus helveticus</italic>, <italic>Bifidobacterium lactis, Bifidobacterium breve</italic>, and <italic>Streptococcus thermophilus</italic>) <italic>and the yeast Saccharomyces boulardii</italic>. The positive reported short-term effects of probiotics in various patient populations (IBD, celiac disease, cancer, obesity, types 1 and 2 diabetes mellitus, allergic disease, idiopathic nephrotic syndrome, KD; multiple sclerosis, rheumatoid arthritis, and systemic lupus erythematosus, atherosclerosis, and neurological, neurodevelopmental and neurodegenerative diseases) will not be described in detail here because (i) the topic falls outside the scope of this review and (ii) the results have been extensively reviewed elsewhere in the literature (<xref ref-type="bibr" rid="ref103">103</xref>, <xref ref-type="bibr" rid="ref159 ref160 ref161">159&#x2013;161</xref>, <xref ref-type="bibr" rid="ref163 ref164 ref165">163&#x2013;165</xref>, <xref ref-type="bibr" rid="ref167 ref168 ref169 ref170 ref171 ref172 ref173 ref174 ref175 ref176 ref177 ref178 ref179 ref180 ref181 ref182 ref183 ref184 ref185 ref186 ref187 ref188 ref189 ref190 ref191 ref192 ref193 ref194 ref195 ref196 ref197 ref198 ref199 ref200 ref201 ref202 ref203 ref204 ref205 ref206 ref207 ref208 ref209 ref210">167&#x2013;210</xref>). Certain studies showed a positive effect of certain probiotic strains in combination with antibiotics and have provided a rationale for using probiotics to protect the gut microbiota and intestinal barrier functions.</p>
<p>Probiotics have been tested in animal models of chronic disease and in observational or interventional clinical studies, with moderate, variable but generally positive results: evidenced significant differences or improvements in clinical disease scores, symptom scores, and disease marker levels, whereas other studies found no benefit. In the field of cognitive and psychiatric disorders and mental health problems, the term &#x201C;psychobiotic&#x201D; has been used to describe probiotics that act through the gut-brain axis. Following on from extensive preclinical data on an association between antibiotic-induced gut dysbiosis and psychopathologies in the rat (<xref ref-type="bibr" rid="ref211">211</xref>), there is preliminary evidence to suggest that specific probiotics may improve cognitive function, particularly in people with age-related mild cognitive impairment (<xref ref-type="bibr" rid="ref212">212</xref>, <xref ref-type="bibr" rid="ref213">213</xref>).</p>
<p>In the literature on probiotics, the most common design is the randomized, controlled trial of the efficacy and safety of a probiotic in patients. The second most common design is the pharmacokinetic study, which documents the recovery and/or clearance of an oral dose of probiotic or measures pre&#x2212;/post differences in the abundances of probiotic strains. According to McFarland, three models of dysbiosis have been frequently evaluated (<xref ref-type="bibr" rid="ref214">214</xref>). In model A (restoration), probiotic therapy is initiated and studied after the microbiota of initially healthy patients has become disrupted (e.g., by antibiotic exposure). In model B (alteration), patients with a pre-existing disruption of the microbiota are studied after probiotic therapy. In model C (no dysbiosis), volunteers with no disruptive events are studied before and after probiotic therapy. In McFarland&#x2019;s systematic review of 63 trials (published in 2014), 83% of the probiotic products evaluated in model A restored the microbiota. The corresponding proportion was 56% in model B. Only 21% of the probiotics evaluated in model C had an effect on the microbiota. Clinical efficacy was more commonly observed for with strains capable of restoring the normal microbiota (<xref ref-type="bibr" rid="ref214">214</xref>).</p>
<p>Furthermore, meta-analyses of trials in better-studied disease areas have sometimes failed to show a clear, beneficial effect of probiotics. However, the meta-analyses&#x2019; authors almost always highlight the degree of interstudy heterogeneity with regard to probiotic doses, strains, and treatment durations. Larger, multicenter, randomized, controlled trial of probiotics (possibly simultaneously investigating the gut microbiota and disease markers) are warranted.</p>
<p>The gut virome and gut mycobiome have attracted less attention than the gut&#x2019;s bacterial communities but, as mentioned above, are known to be abnormal in people with IBD (<xref ref-type="bibr" rid="ref107 ref108 ref109">107&#x2013;109</xref>, <xref ref-type="bibr" rid="ref215">215</xref>). We recommend further investigation of the potential indirect effects of antibiotic treatment and probiotics on the gut virome and mycobiome. Specific strains of yeast probiotics are a topic of interest; as mentioned above, one of the most effective and frequently evaluated probiotics is a yeast (<italic>Saccharomyces boulardii</italic> CNCM I-745) and therefore is not directly affected by antibiotics (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref216 ref217 ref218">216&#x2013;218</xref>). <italic>Saccharomyces boulardii</italic> is not a natural member of the human gut microbiota and is eliminated rapidly after probiotic administration is discontinued. However, when present as a probiotic, certain strains of <italic>S. boulardii</italic> exert several beneficial actions (including protection of the mucus layer, the stimulation of SCFA production by Lachnospiraceae and Ruminococcaceae, and a reduction in local inflammation) that counter antibiotic-associated dysbiosis (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref216 ref217 ref218">216&#x2013;218</xref>). In terms of the composition of the microbiota, treatment with <italic>S. boulardii</italic> is associated with increased abundances of Bacteroidaceae and Prevotellaceae and the suppression of pioneer bacteria (<xref ref-type="bibr" rid="ref218">218</xref>). Treatment with <italic>S. boulardii</italic> CNCM I-745 can mitigate antibiotic-associated dysbiosis and diarrhea (<xref ref-type="bibr" rid="ref219">219</xref>). More studies are needed to explore the full potential of this versatile probiotic yeast (<xref ref-type="bibr" rid="ref218">218</xref>).</p>
</sec>
<sec sec-type="conclusions" id="sec22">
<label>7</label>
<title>Conclusion</title>
<p>The results of our review indicate that antibiotic exposure is associated with a number of negative long-term (i.e., chronic) effects on health. Gut dysbiosis might be the causal link between antibiotic exposure and these chronic negative effects, although the lack of a replicable consensus definition of dysbiosis can lead to ambiguity in the interpretation of the data. Given that certain well-studied probiotics (such as <italic>S. boulardii</italic> CNCM I-745 and <italic>L. rhamnosus</italic> GG) are inexpensive, safe and effective in preventing short-term negative consequences of antibiotic exposure (including dysbiosis), there is no reason to summarily rule out potential longer-term benefits in a particular chronic disease setting or patient population. We recommend that decisions to initiate probiotic treatment should be made on a case-by-case basis after informed, evidenced-based discussion between the patient and his/her physician.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec23">
<title>Author contributions</title>
<p>FG: Conceptualization, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. LB: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SC: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AD: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AM: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. JR: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. LR: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. MV: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec24">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was funded by an educational grant from Biocodex SAS (Gentilly, France). The grant also covers the journal&#x2019;s open access fee. Editorial assistance in the preparation of this article was provided by David Fraser (Biotech Communication SARL, Ploudalm&#x00E9;zeau, France) and funded by Biocodex SAS.</p>
</sec>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>FG received research grants from Abbvie, Takeda, and AB-Biotics and was a member of the Biocodex Microbiota Institute&#x2019;s scientific advisory board.</p>
<p>The remaining authors declare that the study 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="disclaimer" id="sec26">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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