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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2025.1654997</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Gut&#x2013;lung axis in allergic rhinitis: microbial dysbiosis and therapeutic strategies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yang</surname>
<given-names>WeiKeng</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Wu</surname>
<given-names>Hui</given-names>
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<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<name>
<surname>Li</surname>
<given-names>Xiuyun</given-names>
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<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Wan</surname>
<given-names>Zhi</given-names>
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<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
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<surname>Kong</surname>
<given-names>Wei</given-names>
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<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<surname>Huang</surname>
<given-names>Congfu</given-names>
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<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><label>1</label><institution>The Second Affiliated Hospital, School of Medicine, The Chinese University of Hong Kong, Shenzhen &#x0026; Longgang District People&#x2019;s Hospital of Shenzhen</institution>, <city>Shenzhen</city>, <state>Guangdong</state>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Child Healthcare Department, Maternal and Child Health Hospital of PanYu District (Hexian Memorial Hospital of PanYu District)</institution>, <city>Guangzhou</city>, <country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Pediatrics, Longgang District Maternity and Child Healthcare Hospital of Shenzhen City (Longgang Maternity and Child Institute of Shantou University Medical College), Medical Research Institute of Maternal and Child</institution>, <city>Shenzhen</city>, <state>Guangdong</state>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Congfu Huang, <email xlink:href="mailto:78333755@qq.com">78333755@qq.com</email></corresp>
<fn fn-type="equal" id="fn0001"><label>&#x2020;</label><p>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-12">
<day>12</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1654997</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>14</day>
<month>09</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Yang, Wu, Li, Wan, Kong and Huang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Yang, Wu, Li, Wan, Kong and Huang</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-12">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Allergic rhinitis (AR) affects an estimated 10%&#x2013;30% of people worldwide and places a significant burden on both health and healthcare systems. Recent research suggests that imbalances in the gut microbiota may contribute to the development of AR by disrupting immune regulation along the gut&#x2013;lung axis. However, these insights have yet to be fully translated into clinical practice.</p>
</sec>
<sec>
<title>Methods</title>
<p>We performed a systematic review of studies published between 2010 and 2025, including clinical research, animal experiments, and multi-omics analyses, retrieved from PubMed, Web of Science, Embase, Cochrane, CNKI, and Wanfang databases. The review aimed to evaluate immune mechanisms mediated by the gut microbiota and assess microbiota-targeted interventions in AR.</p>
</sec>
<sec>
<title>Results</title>
<p>Patients with AR consistently show reduced fecal butyrate levels, with several studies reporting significant declines, alongside elevated serum IgE concentrations. These changes are closely linked to gut dysbiosis, characterized by reduced abundance of <italic>Faecalibacterium</italic> and imbalances in the Bacteroidetes/Firmicutes ratio. Dysbiosis appears to drive activation of the aryl hydrocarbon receptor (AhR) pathway, evidenced by a 1.5-fold increase in the kynurenine/tryptophan ratio (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), and contributes to impaired regulatory T-cell function. Experimental evidence supports these associations: in murine models, fecal microbiota transplantation (FMT) reduced nasal IL-13 levels by as much as 60% in one study. In human trials, probiotic supplementation, particularly with <italic>Clostridium butyricum</italic>, was linked to reductions in serum IgE in some cohorts. Integration of multi-omics datasets further reveals conserved mechanisms, including butyrate-mediated histone deacetylase inhibition and vagus nerve&#x2013;dependent suppression of mast cell activity. Moreover, combinatorial approaches, such as combining probiotics with FXR agonists, have yielded significant improvements in preclinical models, notably reducing nasal symptom scores.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Gut dysbiosis contributes to the development of AR by disrupting immune&#x2013;metabolic pathways along the gut&#x2013;lung axis. Microbiota-targeted interventions hold promise for both the prevention and management of AR, especially in pediatric populations. To achieve long-term impact, public health strategies that combine dietary modifications with measures to reduce air pollution are urgently needed.</p>
</sec>
</abstract>
<kwd-group>
<kwd>allergic rhinitis</kwd>
<kwd>gut microbiota</kwd>
<kwd>gut&#x2013;lung axis</kwd>
<kwd>short-chain fatty acids</kwd>
<kwd>probiotics</kwd>
<kwd>immune tolerance</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>Longgang District Science and Technology Innovation Bureau</institution>
</institution-wrap>
</funding-source>
<award-id rid="sp1">LGWJ20230-072</award-id>
<award-id rid="sp1">LGWJ2023-038</award-id>
</award-group>
<award-group id="gs2">
<funding-source id="sp2">
<institution-wrap>
<institution>Longgang District Maternity and Child Healthcare Hospital in Shenzhen City</institution>
</institution-wrap>
</funding-source>
<award-id rid="sp2">Y2024011</award-id>
</award-group>
<funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. The research was generously supported by the Research Initiation Fund of Longgang District Maternity and Child Healthcare Hospital in Shenzhen City (grant No. Y2024011), the Longgang District Science and Technology Innovation Bureau (grant Nos. LGWJ2023-038 and LGWJ20230-072), and the Key Medical Disciplines Program in Longgang District.</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="87"/>
<page-count count="16"/>
<word-count count="13191"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microorganisms in Vertebrate Digestive Systems</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Allergic rhinitis (AR) is an IgE-mediated inflammatory disease affecting 10%&#x2013;30% of the global population and contributing to a substantial socioeconomic burden, with annual healthcare expenditures estimated to exceed $20 billion (<xref ref-type="bibr" rid="ref49">Mims, 2014</xref>; <xref ref-type="bibr" rid="ref38">Licari et al., 2023</xref>). Current treatment options, including intranasal corticosteroids, antihistamines, and allergen immunotherapy, primarily provide symptomatic relief without correcting the underlying immune dysregulation (<xref ref-type="bibr" rid="ref53">Ponda et al., 2023</xref>; <xref ref-type="bibr" rid="ref65">Sousa-Pinto et al., 2024</xref>). Importantly, up to 45% of individuals with AR go on to develop comorbid asthma, though the mechanistic pathways linking these conditions remain incompletely understood (<xref ref-type="bibr" rid="ref65">Sousa-Pinto et al., 2024</xref>).</p>
<p>Emerging evidence suggests that gut microbiota dysbiosis plays a central role in the pathogenesis of AR through the gut&#x2013;lung axis (<xref ref-type="bibr" rid="ref71">Trompette et al., 2014</xref>; <xref ref-type="bibr" rid="ref47">Mann et al., 2024</xref>). Short-chain fatty acids (SCFAs), especially butyrate, support regulatory T-cell (Treg) differentiation and attenuate Th2-driven inflammation by activating GPR43/GPR109A signaling pathways and inhibiting histone deacetylases (HDACs) (<xref ref-type="bibr" rid="ref33">Kim, 2023</xref>; <xref ref-type="bibr" rid="ref40">Liu et al., 2025</xref>). Clinical studies have shown that patients with AR exhibit a reduced abundance of Faecalibacterium and altered Bacteroidetes-to-Firmicutes ratios, both of which are associated with higher serum IgE levels and increased nasal eosinophilia (<xref ref-type="bibr" rid="ref43">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="ref86">Zhou et al., 2021</xref>; <xref ref-type="bibr" rid="ref83">Zhang et al., 2023</xref>). However, several critical gaps remain: (1) limited causal evidence derived from human cohort studies; (2) ethnic bias in existing data, with a predominance of Asian and European populations; and (3) insufficient application of multi-omics approaches to uncover patient-specific biomarkers.</p>
<p>This review seeks to address these gaps by: (1) synthesizing causal evidence that connects gut dysbiosis, SCFA depletion, and Th2 polarization across both clinical and preclinical models; (2) evaluating the efficacy and underlying mechanisms of microbiota-targeted interventions, including probiotics and FMT, in diverse patient populations; and (3) proposing an AI-driven framework to advance precision management of AR. In contrast to previous reviews that have primarily examined dietary fiber-derived SCFAs in asthma models (e.g., <xref ref-type="bibr" rid="ref71">Trompette et al., 2014</xref>), AhR signaling in autoimmunity (<xref ref-type="bibr" rid="ref57">Rosser et al., 2020</xref>), or the kynurenine pathway in allergy (<xref ref-type="bibr" rid="ref73">Van der Leek et al., 2017</xref>) more broadly, this work introduces, for the first time, a comprehensive framework of the gut&#x2013;lung axis specifically tailored to AR pathogenesis. By integrating multi-omics approaches, including metagenomics, metabolomics, and immunomics, with rigorous cross-species validation in both human cohorts and murine models, this review aims to provide a unified, mechanistic perspective on AR. This integrated framework underscores the pivotal contributions of three interconnected mechanisms in AR: dysbiosis-associated SCFA depletion, exemplified by reduced <italic>Faecalibacterium</italic> abundance; altered tryptophan metabolism leading to aberrant AhR activation, reflected in an elevated kynurenine-to-tryptophan ratio; and emerging neuroimmune interactions, such as vagus nerve-mediated suppression of mast cell activity. By synthesizing these multi-omics insights, this review advances the gut&#x2013;lung axis paradigm in AR and provides a foundation for the development of mechanism-driven, microbiota-targeted therapeutic strategies.</p>
<p>This review introduces a novel and comprehensive framework that systematically integrates multi-omics evidence, including metagenomics, metabolomics, and immunomics, with rigorous cross-species validation spanning human cohorts and murine models. Through this approach, it delineates a mechanistic connection between gut dysbiosis and the pathogenesis of AR, thereby refining and advancing the current understanding of the gut&#x2013;lung axis.</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methods</title>
<p>This systematic review adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and was prospectively registered in PROSPERO (CRD1061058).</p>
<sec id="sec3">
<label>2.1</label>
<title>Literature search and screening</title>
<p>Databases (PubMed, Web of Science, Embase, Cochrane, CNKI, Wanfang) were systematically searched for clinical, animal, and mechanistic studies published between January 2010 and May 2025 from inception until May 31, 2025. Preprints indexed in medRxiv and bioRxiv were included to capture the emerging evidence. All cited preprints are explicitly identified as such in the reference list. Search terms combined the following three domains:</p>
<list list-type="simple">
<list-item>
<p>1) Allergic rhinitis: &#x201C;IgE-mediated rhinitis,&#x201D; &#x201C;seasonal rhinitis&#x201D;;</p>
</list-item>
<list-item>
<p>2) Gut microbiota: &#x201C;Dysbiosis,&#x201D; &#x201C;butyrate-producing bacteria&#x201D;;</p>
</list-item>
<list-item>
<p>3) Interventions: &#x201C;Probiotics,&#x201D; &#x201C;fecal microbiota transplantation (FMT).&#x201D;</p>
</list-item>
</list>
<p>The PRISMA flowchart (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>) details the screening steps: 2,358 records were identified; 867 were excluded during title/abstract screening; 117 full-text studies met the inclusion criteria (68 clinical, 32 animal, 17 mechanistic).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Inclusion/exclusion criteria</title>
<p>Inclusion criteria: (1) Studies analyzing interactions between gut microbiota dysbiosis and AR pathogenesis; (2) Measurements of microbial metabolites (i.e., SCFAs, tryptophan) and immune markers (i.e., IgE, Treg/Th2 ratios); (3) Microbiota-targeted interventions (such as probiotics, FMT, and prebiotics).</p>
<p>Exclusion criteria: Non-AR rhinitis, case reports, duplicates, or uncontrolled studies (sample size&#x202F;&#x003C;&#x202F;20).</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Data extraction and quality assessment</title>
<p>Two independent reviewers extracted data (agreement <italic>&#x03BA;</italic>&#x202F;=&#x202F;0.85). The study quality was assessed using (1) Observational studies: Newcastle&#x2013;Ottawa Scale; (2) RCTs: Cochrane Risk of Bias Tool 2.0.</p>
<p>Publication bias was evaluated via funnel plots and Egger&#x2019;s test; asymmetry was adjusted using the trim-and-fill method.</p>
<p><xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 1, 2</xref> provided full exclusion rationales and global prevalence data, respectively.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Data synthesis and integration</title>
<list list-type="simple">
<list-item>
<p>1) Meta-analysis: Random-effects models (RevMan 5.4) calculated the standardized mean differences (SMDs) with 95% CIs. Heterogeneity (I<sup>2</sup>&#x202F;&#x003E;&#x202F;50%) was addressed by using the DerSimonian&#x2013;Laird method. Sensitivity analyses employed leave-one-out validation.</p>
</list-item>
<list-item>
<p>2) Stratified synthesis: Clinical and animal studies were analyzed separately and then integrated thematically. The subgroup analyses included: (1) age (&#x003C;18/&#x2265;18&#x202F;years); (2) region (Asia/Europe/North America); (3) intervention type (probiotics/FMT/combinatorial).</p>
</list-item>
<list-item>
<p>3) Multi-omics integration: Metagenomic, metabolomic, and immunomic data were mapped to pathways (e.g., SCFA-GPR43, AhR-Treg) using QIIME 2 and MetaboAnalyst 5.0. Bonferroni correction applied for metabolomics.</p>
</list-item>
</list>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Ethical statement</title>
<p>This review employed publicly available published data; no new human/animal experiments were conducted. All cited studies complied with the Declaration of Helsinki and obtained ethics approval. All cited studies, including those indexed up to May 2025, complied with the Declaration of Helsinki and were derived from peer-reviewed publications or indexed preprints (bioRxiv/medRxiv).</p>
</sec>
</sec>
<sec id="sec8">
<label>3</label>
<title>Evidence synthesis: gut dysbiosis as a hallmark of allergic rhinitis</title>
<sec id="sec9">
<label>3.1</label>
<title>Epidemiological characteristics</title>
<sec id="sec10">
<label>3.1.1</label>
<title>Global prevalence</title>
<p>AR has a global prevalence of 10%&#x2013;20%, albeit there are significant regional and age differences (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>). For instance, the prevalence of AR among children in China ranges from 10.8 to 21.1%, with higher rates in the urban areas, potentially due to the greater exposure to airborne allergens and pollutants (<xref ref-type="bibr" rid="ref75">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="ref68">Subspecialty Group of Rhinology, Editorial Board of Chinese Journal of Otorhinolaryngology Head and Neck Surgery, and Subspecialty Groups of Rhinology and Pediatrics, Society of Otorhinolaryngology Head and Neck Surgery, Chinese Medical Association, 2022</xref>). In Iran, the prevalence among children was as high as 24.3%, closely related to environmental factors such as exposure to dust mites and air pollution (<xref ref-type="bibr" rid="ref30">Kalmarzi et al., 2020</xref>). In some parts of Europe, such as Poland, local AR (LAR) accounted for 17.4% of AR patients, and its diagnosis relied on nasal mucosa provocation tests. The data available on allergic diseases in Africa are limited. According to a longitudinal study conducted by <xref ref-type="bibr" rid="ref81">Zar et al. (2007)</xref>, the prevalence of AR among South African adolescents aged 13&#x2013;14&#x202F;years was reported to be 20.2 and 25.4% during the period from 1995 to 2002. However, these estimates were derived from studies with relatively small sample sizes and incomplete regional representation, which may have affected their generalizability. These regional differences may be attributed to non-unified diagnostic criteria (e.g., LAR diagnosis is reliant on invasive tests), the synergistic effects of environmental pollutants (such as PM2.5 and volatile organic compounds) not being fully assessed, and population coverage bias (e.g., lack of data on the elderly and indigenous populations in Africa and South America).</p>
</sec>
<sec id="sec11">
<label>3.1.2</label>
<title>Limitations of epidemiological studies</title>
<list list-type="simple">
<list-item>
<p>1) Nonuniform diagnostic criteria: The diagnosis of LAR relies on nasal mucosa provocation tests, which are complex to perform and lack standardized procedures, influencing potential misdiagnoses or missed diagnoses (<xref ref-type="bibr" rid="ref6">Bozek et al., 2019</xref>; <xref ref-type="bibr" rid="ref22">Hoang et al., 2022</xref>).</p>
</list-item>
<list-item>
<p>2) Insufficient research on environmental factors: Most epidemiological studies fail to systematically incorporate the synergistic effects of environmental pollutants (e.g., PM2.5 and volatile organic compounds) on AR incidence, especially the long-term effects of urbanization-related air pollution, which have not been fully assessed so far (<xref ref-type="bibr" rid="ref37">Li et al., 2022</xref>; <xref ref-type="bibr" rid="ref78">Xu et al., 2023</xref>).</p>
</list-item>
<list-item>
<p>3) Population coverage bias: Data on the elderly and specific ethnic groups (e.g., African and South American indigenous populations) are still lacking, and most of the existing conclusions are based on populations from Europe, America, and East Asia (<xref ref-type="bibr" rid="ref38">Licari et al., 2023</xref>; <xref ref-type="bibr" rid="ref78">Xu et al., 2023</xref>).</p>
</list-item>
<list-item>
<p>4) Weak analysis of comorbidity associations: The mechanisms underlying the comorbidities of AR with asthma and atopic dermatitis are under-researched, lacking cross-regional, multicenter prospective cohort studies for validation (<xref ref-type="bibr" rid="ref63">Shen et al., 2019</xref>; <xref ref-type="bibr" rid="ref70">Testa et al., 2020</xref>).</p>
</list-item>
</list>
</sec>
</sec>
<sec id="sec12">
<label>3.2</label>
<title>Limitations of current treatments</title>
<sec id="sec13">
<label>3.2.1</label>
<title>Intranasal corticosteroids</title>
<p>Intranasal corticosteroids (e.g., mometasone furoate and fluticasone propionate) are first-line treatments for AR, which effectively relieve nasal congestion and inflammation. However, long-term use may lead to nasal mucosal atrophy, epistaxis, and drug-induced rhinitis. The long-term use of nasal corticosteroids may cause adverse effects such as nasal mucosal atrophy, with some studies even reporting incidence rates of 10%&#x2013;15% and some patients experiencing symptom rebound after discontinuing the medication (<xref ref-type="bibr" rid="ref5">Bousquet et al., 2020</xref>; <xref ref-type="bibr" rid="ref65">Sousa-Pinto et al., 2024</xref>). In addition, their regulatory effects on comorbidities (e.g., asthma) are limited, with only a partial improvement in the lower respiratory symptoms (<xref ref-type="bibr" rid="ref63">Shen et al., 2019</xref>).</p>
</sec>
<sec id="sec14">
<label>3.2.2</label>
<title>Antihistamines</title>
<p>Second-generation oral or intranasal antihistamines (e.g., loratadine and azelastine) can rapidly relieve nasal itching and sneezing, but they are less effective in controlling nasal congestion and may induce drug resistance with long-term use. With respect to nasal congestion symptoms, approximately 30% of the AR patients demonstrate a poor response to monotherapy with antihistamines and require the combination of leukotriene receptor antagonists (<xref ref-type="bibr" rid="ref61">Seresirikachorn et al., 2019</xref>). Moreover, antihistamines have a weak regulatory effect on Th2-immune imbalance and cannot block disease progression (<xref ref-type="bibr" rid="ref53">Ponda et al., 2023</xref>).</p>
</sec>
<sec id="sec15">
<label>3.2.3</label>
<title>Leukotriene receptor antagonists</title>
<p>Leukotriene receptor antagonists (e.g., montelukast) relieve symptoms by inhibiting leukotriene-mediated inflammation, but their efficacy differs significantly among individuals. The improvement rate in nasal congestion symptoms caused by leukotriene receptor antagonists (such as Montelukast) is approximately 40%, albeit this improvement may be accompanied by neurological and psychiatric side-effects such as insomnia (5%) (<xref ref-type="bibr" rid="ref35">Krishnamoorthy et al., 2020</xref>). Moreover, these drugs do not significantly improve the skin symptoms of patients with comorbid atopic dermatitis (<xref ref-type="bibr" rid="ref63">Shen et al., 2019</xref>).</p>
</sec>
<sec id="sec16">
<label>3.2.4</label>
<title>Immunotherapy (desensitization therapy)</title>
<p>Immunotherapy requires a duration of 3&#x2013;5&#x202F;years; albeit, in some studies (such as in studies conducted in resource-limited areas), patient compliance has been &#x003C;40% (<xref ref-type="bibr" rid="ref53">Ponda et al., 2023</xref>). Approximately 5%&#x2013;15% of patients may experience systemic adverse reactions (such as anaphylactic shock), although the proportion of drug discontinuation remains 3%&#x2013;10%, whereas sublingual immunotherapy (SLIT) offers safety advantages (such as a discontinuation rate &#x003C;5%) (<xref ref-type="bibr" rid="ref62">Shamji et al., 2022</xref>; <xref ref-type="bibr" rid="ref13">Creticos et al., 2024</xref>). Furthermore, the efficacy of immunotherapy is limited in patients with multiple sensitizations, as it has insufficient regulatory effects on established Th2-inflammatory memory (<xref ref-type="bibr" rid="ref13">Creticos et al., 2024</xref>).</p>
</sec>
<sec id="sec17">
<label>3.2.5</label>
<title>Surgical intervention</title>
<p>Surgical procedures (e.g., radiofrequency ablation of the inferior turbinate) are suitable for treating intractable nasal congestion, but have a postoperative recurrence rate as high as 30% and may damage the nasal mucosal function, thereby exacerbating nasal dryness (<xref ref-type="bibr" rid="ref58">Safia et al., 2024</xref>). Surgery cannot correct an immune imbalance and cause no improvement in systemic allergic symptoms (e.g., eye itching) (<xref ref-type="bibr" rid="ref13">Creticos et al., 2024</xref>).</p>
</sec>
<sec id="sec18">
<label>3.2.6</label>
<title>Insufficient regulation of comorbidities by traditional therapies</title>
<p>Approximately 45% of AR patients have comorbid asthma, although intranasal corticosteroids only slightly reduce the frequency of asthma exacerbations and cause limited improvement in airway hyperresponsiveness (<xref ref-type="bibr" rid="ref63">Shen et al., 2019</xref>). Antihistamines and montelukast have no significant therapeutic effects on itching or eczema in patients with comorbid atopic dermatitis, which highlights the limitations of the conventional therapies in systemic immune regulation (<xref ref-type="bibr" rid="ref53">Ponda et al., 2023</xref>).</p>
</sec>
</sec>
</sec>
<sec id="sec19">
<label>4</label>
<title>AR and immune dysfunction</title>
<sec id="sec20">
<label>4.1</label>
<title>Overactivation of Th2-immune responses</title>
<p>The core pathological mechanism of AR is the abnormal activation of Th2-immune responses, which can be characterized by the increased secretion of cytokines such as IL-4, IL-5, and IL-13; these cytokines drive eosinophilic infiltration and IgE-mediated inflammatory cascades (<xref ref-type="bibr" rid="ref67">Su et al., 2023</xref>). IL-4 promotes the class-switching of B cells to produce allergen-specific IgE, whereas IL-5 and IL-13 enhance eosinophil differentiation and mucus hypersecretion, thereby exacerbating nasal mucosal edema and airway hyperresponsiveness (<xref ref-type="bibr" rid="ref67">Su et al., 2023</xref>). Past studies have demonstrated that the proportion of Th2 cells in the nasal mucosa of AR patients was significantly elevated and that their activity was positively correlated with the serum IgE levels (<xref ref-type="bibr" rid="ref20">Guo et al., 2024</xref>). In addition, gut microbiota dysbiosis reduces SCFA levels, further weakening the inhibition of Th2 responses and creating a vicious cycle of &#x201C;gut&#x2013;lung axis&#x201D; immune imbalance (<xref ref-type="bibr" rid="ref71">Trompette et al., 2014</xref>; <xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>).</p>
</sec>
<sec id="sec21">
<label>4.2</label>
<title>Impaired Treg function and defective immune tolerance</title>
<p>Treg cells maintain immune tolerance by secreting IL-10 and TGF-<italic>&#x03B2;</italic>, but in AR patients, Treg cell number and function are compromised. Clinical studies have demonstrated that the proportion of Tregs in the peripheral blood of AR patients was decreased by approximately 30% when compared with that in healthy controls and that their ability to suppress Th2 inflammation was weakened (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) (<xref ref-type="bibr" rid="ref64">Shi et al., 2011</xref>). Mechanistically, a decrease in the butyrate levels caused by gut microbiota dysbiosis inhibits HDAC activity, reducing acetylation of <italic>Foxp3</italic> and thereby weakening the stability and function of Treg cells (<xref ref-type="bibr" rid="ref15">Eshleman et al., 2024</xref>). Past studies in animal models suggest that supplementation with <italic>Clostridium butyricum</italic> can increase the Treg ratio (by up to 40% in some studies) and inhibit allergic inflammation (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>). These promising preclinical findings warrant further investigation in human trials. In the ovalbumin (OVA)-induced AR mouse model, intervention with bifidobacteria significantly inhibited nasal mucosal inflammation, with a 40% increase in the Treg proportion when compared with that in the control group (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>).</p>
</sec>
<sec id="sec22">
<label>4.3</label>
<title>Mucosal barrier disruption and allergen translocation</title>
<p>Damage to the nasal and gut mucosal barriers is a critical component of AR pathogenesis. Gut microbiota dysbiosis, such as a reduction in butyrate-producing bacteria, downregulates the expression of tight junction proteins (occludin, claudin-1), increasing gut permeability and promoting the translocation of endotoxins (e.g., LPS) and undigested allergens into the bloodstream, thereby activating systemic Th2 inflammation (<xref ref-type="bibr" rid="ref66">Stoeva et al., 2021</xref>; <xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>). For example, fecal LPS levels in AR patients were twice as high as those in healthy individuals and positively correlated with the extent of nasal mucosal eosinophilic infiltration (<xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>). Moreover, the reduced expression of tight junction proteins (e.g., zonula occludens-1) in nasal mucosal epithelial cells further exacerbates local allergen translocation and increases neural sensitivity, forming a positive feedback loop of &#x201C;allergy-inflammation-barrier disruption&#x201D; (<xref ref-type="bibr" rid="ref68">Subspecialty Group of Rhinology, Editorial Board of Chinese Journal of Otorhinolaryngology Head and Neck Surgery, and Subspecialty Groups of Rhinology and Pediatrics, Society of Otorhinolaryngology Head and Neck Surgery, Chinese Medical Association, 2022</xref>; <xref ref-type="bibr" rid="ref39">Liu et al., 2024</xref>).</p>
</sec>
<sec id="sec23">
<label>4.4</label>
<title>Problems in immune intervention</title>
<sec id="sec24">
<label>4.4.1</label>
<title>Limitations of Th2-targeted therapies</title>
<p>Currently available biologics, such as anti-IL-4R&#x03B1; monoclonal antibodies, provide only partial inhibition of the Th2 pathway and show limited effectiveness in patients with established immune memory or multiple sensitizations. Clinical trial data indicate that nearly 35% of individuals with moderate-to-severe AR fail to respond to single-target antibody therapy, a resistance that may stem from compensatory activation of upstream cytokines, including IL-33 and TSLP (<xref ref-type="bibr" rid="ref53">Ponda et al., 2023</xref>).</p>
</sec>
<sec id="sec25">
<label>4.4.2</label>
<title>Challenges in Treg induction therapy</title>
<p>Allergen immunotherapy, such as desensitization therapy, can induce Treg differentiation and promote long-term immune tolerance. However, its treatment duration of 3&#x2013;5&#x202F;years contributes to poor patient adherence, with completion rates falling below 40% (<xref ref-type="bibr" rid="ref53">Ponda et al., 2023</xref>). In addition, elderly patients often exhibit reduced gut microbiota diversity, which impairs Treg induction and diminishes therapeutic efficacy. Probiotic co-interventions may help overcome this limitation, but standardized treatment protocols remain absent (<xref ref-type="bibr" rid="ref25">Hu et al., 2021</xref>; <xref ref-type="bibr" rid="ref13">Creticos et al., 2024</xref>).</p>
</sec>
<sec id="sec26">
<label>4.4.3</label>
<title>Deficiencies in mucosal barrier repair strategies</title>
<p>Conventional medications, such as intranasal corticosteroids, offer short-term relief from mucosal edema but may induce epithelial atrophy with prolonged use, thereby further weakening barrier integrity (<xref ref-type="bibr" rid="ref65">Sousa-Pinto et al., 2024</xref>). In contrast, interventions aimed at restoring gut barrier function, such as probiotic supplementation combined with dietary fiber, have shown encouraging results in clinical studies. However, treatment efficacy remains inconsistent due to strain-specific effects and inter-individual variability, underscoring the need for optimized therapeutic strategies guided by metagenomic analysis (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref36">Li et al., 2024</xref>).</p>
</sec>
</sec>
</sec>
<sec id="sec27">
<label>5</label>
<title>Interactions between the gut microbiota and the immune system</title>
<sec id="sec28">
<label>5.1</label>
<title>Gut&#x2013;lung axis and systemic immune regulation</title>
<p>The gut microbiota engages in dynamic cross-talk with the host immune system through metabolites such as SCFAs, tryptophan derivatives, and bile acids, thereby influencing distal respiratory inflammation via the gut&#x2013;lung axis. Among these, SCFAs, including butyrate, propionate, and acetate, play a central role in immune regulation. They promote Treg differentiation by activating GPR43 and GPR109A receptors and enhance Treg immunomodulatory capacity through HDAC inhibition, collectively suppressing exaggerated Th2 responses and maintaining immune homeostasis (<xref ref-type="bibr" rid="ref71">Trompette et al., 2014</xref>; <xref ref-type="bibr" rid="ref33">Kim, 2023</xref>; <xref ref-type="bibr" rid="ref41">Liu Y. et al., 2023</xref>; <xref ref-type="bibr" rid="ref47">Mann et al., 2024</xref>). Butyrate, for instance, reinforces Treg stability by increasing histone acetylation at the <italic>Foxp3</italic> gene promoter, thereby mitigating allergic airway inflammation (<xref ref-type="bibr" rid="ref15">Eshleman et al., 2024</xref>; <xref ref-type="bibr" rid="ref40">Liu et al., 2025</xref>). In addition, SCFAs regulate mast cell activity in the lungs via vagal nerve signaling, reducing histamine release and alleviating nasal mucosal symptoms (<xref ref-type="bibr" rid="ref52">Perrigoue et al., 2014</xref>; <xref ref-type="bibr" rid="ref2">Antunes et al., 2023</xref>).</p>
<p>Tryptophan metabolites, such as indole derivatives, suppress Th2 cytokines, including IL-4 and IL-5, by activating AhR and indirectly modulating the polarization of dendritic cells and macrophages (<xref ref-type="bibr" rid="ref73">Van der Leek et al., 2017</xref>; <xref ref-type="bibr" rid="ref57">Rosser et al., 2020</xref>; <xref ref-type="bibr" rid="ref54">Rahim et al., 2021</xref>). Additionally, bile acid metabolism contributes to immune regulation; secondary bile acids like deoxycholic acid strengthen gut barrier integrity and prevent allergen translocation through activation of the farnesoid X receptor (FXR). Conversely, disturbances in bile acid metabolism can exacerbate Th2-driven immune responses (<xref ref-type="bibr" rid="ref60">Seo et al., 2020</xref>; <xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>; <xref ref-type="bibr" rid="ref16">Feng et al., 2024</xref>). Recent evidence also indicates that the gut&#x2013;lung axis is part of a larger interconnected skin&#x2013;gut&#x2013;lung microbiome network, where dysbiosis at one mucosal site can trigger immune dysregulation in distant organs, thereby amplifying allergic inflammation across multiple tissues (<xref ref-type="bibr" rid="ref79">Yang et al., 2025</xref>).</p>
</sec>
<sec id="sec29">
<label>5.2</label>
<title>Metabolite-driven regulation of Treg differentiation and Th2 inflammation</title>
<p>Gut microbiota-derived metabolites regulate immune homeostasis through several interconnected pathways.</p>
<list list-type="simple">
<list-item>
<p>1) Promotion of Treg differentiation: SCFAs, particularly butyrate, promote the differentiation of Tregs by activating GPR109A receptors while concurrently suppressing Th17 and Tfh cell activity, thereby restoring the Th1/Th2 balance (<xref ref-type="bibr" rid="ref3">Bachem et al., 2019</xref>; <xref ref-type="bibr" rid="ref21">Hao et al., 2021</xref>; <xref ref-type="bibr" rid="ref80">Yip et al., 2021</xref>; <xref ref-type="bibr" rid="ref33">Kim, 2023</xref>). In addition, butyrate upregulates <italic>Foxp3</italic> expression through HDAC inhibition, further strengthening the immunosuppressive functions of Tregs (<xref ref-type="bibr" rid="ref15">Eshleman et al., 2024</xref>; <xref ref-type="bibr" rid="ref40">Liu et al., 2025</xref>).</p>
</list-item>
<list-item>
<p>2) Suppression of Th2 inflammation: SCFAs mitigate Th2-mediated responses by inhibiting antigen presentation by dendritic cells (DCs) and downregulating the secretion of IL-4 and IL-5 (<xref ref-type="bibr" rid="ref45">Luu et al., 2021</xref>; <xref ref-type="bibr" rid="ref48">McBride et al., 2023</xref>). Evidence from animal models further supports this effect; in OVA-induced mice, butyrate supplementation markedly reduced eosinophilic infiltration and decreased IL-13 expression in the nasal mucosa (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2023</xref>).</p>
</list-item>
<list-item>
<p>3) Enhancement of immune tolerance: Tryptophan metabolites, such as kynurenine, promote immune tolerance by activating AhR, thereby suppressing IL-4 secretion and attenuating Th2-driven responses. In addition, certain probiotics, including <italic>Lactobacillus</italic> species, metabolize tryptophan into D-tryptophan, which further alleviates allergic symptoms by modulating the Th1/Th2 balance (<xref ref-type="bibr" rid="ref32">Kepert et al., 2017</xref>; <xref ref-type="bibr" rid="ref73">Van der Leek et al., 2017</xref>; <xref ref-type="bibr" rid="ref54">Rahim et al., 2021</xref>).</p>
</list-item>
</list>
</sec>
<sec id="sec30">
<label>5.3</label>
<title>Link between gut barrier disruption and respiratory inflammation</title>
<p>Gut dysbiosis, characterized by reduced butyrate-producing bacteria, compromises gut barrier function:</p>
<list list-type="simple">
<list-item>
<p>1) Downregulation of tight junction proteins: Butyrate, the primary energy substrate for colonocytes, plays a critical role in preserving epithelial barrier integrity by maintaining the expression of tight junction proteins such as occludin and claudin-1. A deficiency in butyrate weakens this barrier, leading to increased intestinal permeability and facilitating the translocation of endotoxins such as LPS, which in turn drives systemic inflammation (<xref ref-type="bibr" rid="ref66">Stoeva et al., 2021</xref>; <xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>; <xref ref-type="bibr" rid="ref31">Kang et al., 2023</xref>).</p>
</list-item>
<list-item>
<p>2) Endotoxin translocation and immune activation: Translocation of LPS across a compromised gut barrier triggers macrophage and neutrophil activation through TLR4 signaling. This activation drives the release of proinflammatory cytokines such as TNF-<italic>&#x03B1;</italic> and IL-6, thereby amplifying respiratory mucosal inflammation (<xref ref-type="bibr" rid="ref17">Folkerts et al., 2020</xref>; <xref ref-type="bibr" rid="ref24">Hu et al., 2022</xref>; <xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>).</p>
</list-item>
<list-item>
<p>3) Cross-organ inflammatory amplification: Disruption of the gut barrier influences respiratory immune responses via the gut&#x2013;lung axis, leading to increased eosinophilic infiltration and elevated IL-13 secretion in the nasal mucosa. This process establishes a self-perpetuating loop in which allergen translocation exacerbates inflammation, further reinforcing barrier dysfunction and airway pathology (<xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>; <xref ref-type="bibr" rid="ref39">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="ref50">Nagata et al., 2024</xref>).</p>
</list-item>
</list>
</sec>
</sec>
<sec id="sec31">
<label>6</label>
<title>Evidence of gut dysbiosis in AR</title>
<sec id="sec32">
<label>6.1</label>
<title>Clinical studies</title>
<sec id="sec33">
<label>6.1.1</label>
<title>Gut microbiota characteristics in AR patients</title>
<p>As summarized in <xref ref-type="table" rid="tab1">Table 1</xref>, studies of AR patients across diverse global cohorts consistently report three key features of gut dysbiosis: (1) reduced abundance of butyrate-producing bacteria, (2) diminished overall microbial diversity, and (3) an altered Bacteroidetes-to-Firmicutes ratio. Collectively, these changes promote Th2-driven inflammation through the gut&#x2013;lung axis. Importantly, recent Mendelian randomization analyses provide causal evidence that certain pathogens, such as <italic>Helicobacter pylori</italic>, may inversely influence AR risk through microbiome&#x2013;immune crosstalk, underscoring the complexity of microbiota&#x2013;pathogen interactions in shaping allergic susceptibility (<xref ref-type="bibr" rid="ref84">Zheng et al., 2024</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Gut microbiota dysbiosis in allergic rhinitis (AR) patients: global evidence and public health implications.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Region</th>
<th align="left" valign="top">Age group</th>
<th align="left" valign="top">Gut microbiota alterations</th>
<th align="left" valign="top">Probable mechanisms</th>
<th align="left" valign="top">Translational implications</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Children</td>
<td align="left" valign="top">Increased <italic>Bacteroidetes</italic>, decreased butyrate-producing bacteria (e.g., <italic>Faecalibacterium</italic>), decreased Shannon index</td>
<td align="left" valign="top">Microbial imbalance increases LPS translocation via gut&#x2013;lung axis leading to systemic inflammation</td>
<td align="left" valign="top">Urbanization-driven pollen control public health strategies for air quality control</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref43">Liu et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Children</td>
<td align="left" valign="top">Decreased <italic>Faecalibacterium</italic>, decreased <italic>Roseburia</italic>; increased <italic>Bacteroidetes/Firmicutes</italic> ratio</td>
<td align="left" valign="top">Dysbiosis reduces SCFA synthesis, decreases immune tolerance, and increases Th2 inflammation</td>
<td align="left" valign="top">School probiotics programs; address rural&#x2013;urban disparity</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref86">Zhou et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Children</td>
<td align="left" valign="top">Decreased <italic>Faecalibacterium</italic> abundance; decreased <italic>&#x03B1;</italic>-diversity</td>
<td align="left" valign="top">Reduced butyrate increases IgE levels, exacerbating allergic reactions</td>
<td align="left" valign="top">Early life microbiome screening could identify high-risk populations for pre-emptive interventions</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref83">Zhang et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Adults</td>
<td align="left" valign="top">Decreased <italic>Firmicutes</italic>, increased <italic>Bacteroidetes</italic>; decreased &#x03B1;-diversity</td>
<td align="left" valign="top">Reduced diversity correlates with increased serum IgE; AhR activation (kynurenine/tryptophan ratio increased 1.5-fold) promotes Th2 polarization</td>
<td align="left" valign="top">Industrialized diets linked to dysbiosis necessitate national nutrition policies promoting fiber intake</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref76">Watts et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Global</td>
<td align="left" valign="top">Mixed</td>
<td align="left" valign="top">Decreased <italic>Faecalibacterium prausnitzii</italic> (genetic association)</td>
<td align="left" valign="top">Mendelian randomization: Reduced <italic>F. prausnitzii</italic> abundance increases AR risk (OR&#x202F;=&#x202F;1.32, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05)</td>
<td align="left" valign="top">Genetic screening identifies high-risk individuals for precision probiotics</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref84">Zheng et al. (2024)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Children</td>
<td align="left" valign="top">Increased <italic>Bacteroidetes</italic>, decreased <italic>Firmicutes</italic>; decreased <italic>Faecalibacterium</italic></td>
<td align="left" valign="top">Dysbiosis activates the AhR pathway leading to Th2 polarization</td>
<td align="left" valign="top">Environmental pollutant mitigation (PM2.5/VOCs) is crucial for preventing immune dysregulation</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref10">Chiu et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Children</td>
<td align="left" valign="top">Decreased &#x03B1;-diversity; decreased butyrate-producing bacteria</td>
<td align="left" valign="top">Dysbiosis increases AhR signaling, elevates Th2 cytokine secretion, and causes nasal allergy symptoms</td>
<td align="left" valign="top">Integrates AR management into maternal-child health programs during critical developmental windows</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref77">Wu et al. (2024)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="sec34">
<label>6.2</label>
<title>Animal models: the causal link between dysbiosis and Th2 inflammation</title>
<p>Animal studies provide direct evidence supporting the causal link between gut dysbiosis and the pathogenesis of AR:</p>
<list list-type="simple">
<list-item>
<p>1) Antibiotic-induced dysbiosis models: Disruption of the gut microbiota with antibiotics leads to a marked reduction in butyric acid levels, elevated Th2 cytokines (IL-4, IL-5), decreased Treg populations, and significantly increased eosinophilic infiltration in the nasal mucosa (<xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>).</p>
</list-item>
<list-item>
<p>2) FMT: In murine models, transplantation of microbiota from healthy donors restored microbial diversity, increased the abundance of butyrate-producing bacteria, and reduced serum IgE levels by up to 50%, thereby suppressing Th2-mediated inflammation (<xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>). Conversely, mice receiving microbiota from AR patients showed up to a 60% increase in nasal inflammation, accompanied by exacerbated allergic responses (<xref ref-type="bibr" rid="ref77">Wu et al., 2024</xref>).</p>
</list-item>
</list>
<p>Key conclusion: Both antibiotic-induced dysbiosis and FMT experiments demonstrate that gut microbial imbalance drives Th2 inflammation primarily through disruption of SCFA metabolism, and that restoration of butyrate-producing bacteria can alleviate AR symptoms (<xref ref-type="bibr" rid="ref76">Watts et al., 2021</xref>; <xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="ref77">Wu et al., 2024</xref>) (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Evidence of gut microbiota dysbiosis from animal models of allergic rhinitis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Year</th>
<th align="left" valign="top">Animal model</th>
<th align="left" valign="top">Intervention</th>
<th align="left" valign="top">Microbiota alterations</th>
<th align="left" valign="top">Pathological correlations</th>
<th align="left" valign="top">Probable mechanisms</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">2023</td>
<td align="left" valign="top">OVA-induced mice)</td>
<td align="left" valign="top">Antibiotic-induced dysbiosis</td>
<td align="left" valign="top">Reduced butyrate-producing bacteria (&#x2193;<italic>Clostridium butyricum</italic>), increased Proteobacteria</td>
<td align="left" valign="top">Severe nasal eosinophilic infiltration, elevated Th2 cytokines (IL-4, IL-5), reduced Treg cells</td>
<td align="left" valign="top">Antibiotics reduce butyrate synthesis, impairing Treg differentiation</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref8">Chen et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">2024</td>
<td align="left" valign="top">OVA-induced mice<xref ref-type="table-fn" rid="tfn1"><sup>a</sup></xref></td>
<td align="left" valign="top">FMT (healthy donor)</td>
<td align="left" valign="top">Restored butyrate-producing bacteria, increased diversity</td>
<td align="left" valign="top">Alleviated nasal symptoms, 50% decrease in serum IgE, reduced IL-13 secretion</td>
<td align="left" valign="top">FMT enhances GPR43 signaling, promoting Treg differentiation</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref14">Dong et al. (2024)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">2022</td>
<td align="left" valign="top">AR model mice</td>
<td align="left" valign="top">Antibiotic treatment</td>
<td align="left" valign="top">Significantly reduced gut microbiota diversity, fewer butyrate-producing bacteria</td>
<td align="left" valign="top">Worsened nasal mucosal inflammation, reduced Treg cells</td>
<td align="left" valign="top">Dysbiosis weakened SCFA-mediated immune regulation, causing Th2/Treg imbalance</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref9">Chen et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">2024</td>
<td align="left" valign="top">AR model mice</td>
<td align="left" valign="top">Transplantation of AR patient microbiota</td>
<td align="left" valign="top">Imbalanced <italic>Bacteroidetes/Firmicutes</italic> ratio in recipient mice</td>
<td align="left" valign="top">Increased 60% nasal eosinophilic infiltration and IL-13 secretion</td>
<td align="left" valign="top">Dysbiosis enhanced respiratory Th2 inflammation via the gut&#x2013;lung axis</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref77">Wu et al. (2024)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>OVA, ovalbumin; IL, interleukin; FMT, fecal microbiota transplantation; SCFA, short-chain fatty acid; AR, allergic rhinitis; Treg, regulatory T-cells.</p>
<fn id="tfn1">
<label>a</label>
<p>OVA-induced AR murine model: Sensitized with 50&#x202F;&#x03BC;g OVA + 1&#x202F;mg Al(OH)&#x2083; via intraperitoneal injection on days 0, 7, and 14, followed by intranasal OVA challenge (10&#x202F;&#x03BC;g/day, days 21&#x2013;25).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec35">
<label>6.3</label>
<title>Metabolomics: negative correlation between SCFAs and serum IgE</title>
<p>Metabolomic profiling has identified significant alterations in metabolic pathways among patients with AR:</p>
<list list-type="simple">
<list-item>
<p>1) Reduced SCFA levels: In murine models of AR, fecal butyric acid concentrations were 30%&#x2013;40% lower than those observed in healthy controls and showed a negative correlation with serum IgE levels (<xref ref-type="bibr" rid="ref8">Chen et al., 2023</xref>). Clinical studies further support this finding, reporting a&#x202F;~&#x202F;30% reduction in butyric acid levels among AR patients compared with healthy individuals (<xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>; <xref ref-type="bibr" rid="ref83">Zhang et al., 2023</xref>).</p>
</list-item>
<list-item>
<p>2) Imbalanced tryptophan metabolism: In AR patients, the urinary arginine-to-tryptophan ratio was elevated by approximately 1.5-fold (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), leading to activation of the AhR pathway and aggravation of Th2-mediated inflammation (<xref ref-type="bibr" rid="ref11">Chiu et al., 2024</xref>).</p>
</list-item>
<list-item>
<p>3) Disrupted bile acid metabolism: Elevated concentrations of secondary bile acids, such as deoxycholic acid, can impair gut barrier integrity, thereby facilitating allergen translocation and promoting systemic inflammation (<xref ref-type="bibr" rid="ref54">Rahim et al., 2021</xref>).</p>
</list-item>
</list>
<p>Key conclusion: Reduced levels of SCFAs, particularly butyrate, are inversely associated with serum IgE concentrations, highlighting their protective role in allergic regulation. In parallel, dysregulated tryptophan metabolism exacerbates allergic responses through aberrant activation of the AhR pathway (<xref ref-type="bibr" rid="ref80">Yip et al., 2021</xref>; <xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>; <xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>; <xref ref-type="bibr" rid="ref11">Chiu et al., 2024</xref>) (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Gut microbiota metabolomic evidence in AR and animal models.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Year</th>
<th align="left" valign="top">Sample type</th>
<th align="left" valign="top">Key findings</th>
<th align="left" valign="top">Mechanistic links</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">2023</td>
<td align="left" valign="top">Mouse feces/serum</td>
<td align="left" valign="top">Fecal butyrate levels decreased by 40%, with a negative correlation between the serum IgE and butyrate levels (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05)</td>
<td align="left" valign="top">Butyrate deficiency weakens <italic>Foxp3</italic> expression by inhibiting HDAC activity, leading to Treg functional suppression and uncontrolled Th2 inflammation</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref8">Chen et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">2023</td>
<td align="left" valign="top">Human feces</td>
<td align="left" valign="top">AR patients displayed a 30% reduction in fecal butyrate levels and an elevation in kynurenine/tryptophan ratio (&#x2191;1.5-fold (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05))</td>
<td align="left" valign="top">Dysregulated tryptophan metabolism activates the AhR pathway, promoting Th2 cytokine secretion; reduced butyrate compromises the gut barrier function, exacerbating allergen translocation</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref11">Chiu et al. (2024)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">2022</td>
<td align="left" valign="top">Human blood/urine</td>
<td align="left" valign="top">AR patients exhibited reduced levels of SCFAs (butyrate, propionate) and elevated levels of secondary bile acids (deoxycholic acid)</td>
<td align="left" valign="top">Secondary bile acids increase gut permeability via FXR signaling, promoting allergen entry into the bloodstream</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref28">Ikeda et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">2021</td>
<td align="left" valign="top">Mouse colonic tissues</td>
<td align="left" valign="top">Mouse colonic tissues | Butyrate upregulated Treg cells by activating GPR109A and suppressed IL-4 and IL-5 secretions</td>
<td align="left" valign="top">SCFAs restore the Th1/Th2 balance through receptor-mediated immune regulation</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref80">Yip et al. (2021)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>HDAC, histone deacetylase; AhR, aryl hydrocarbon receptor; SCFAs, short-chain fatty acids; IL-5, interleukin-5; GPR109A, G-protein coupled receptor 109A; Treg, regulatory T-cells.</p>
</table-wrap-foot>
</table-wrap>
<p>In summary, gut dysbiosis underlies the pathogenesis of AR by disrupting several interconnected mechanisms. A decline in SCFA production, particularly butyrate, impairs Treg differentiation and amplifies Th2-driven inflammatory responses. At the same time, reduced SCFA availability weakens gut barrier integrity, facilitating endotoxin translocation and enhancing allergen sensitization. Together, these processes create a pro-inflammatory environment that drives disease progression (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>; <xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2023</xref>).</p>
</sec>
<sec id="sec36">
<label>6.4</label>
<title>Translational concordance between animal models and clinical findings</title>
<p>A key strength of this review lies in the concordance between preclinical and clinical evidence. FMT experiments in murine models of AR closely recapitulate human observations:</p>
<list list-type="simple">
<list-item>
<p>1) Causal validation: Transplantation of microbiota from AR patients into healthy mice increased nasal IL-13 secretion by 60% (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) and enhanced eosinophil infiltration, reflecting clinical findings of elevated IL-13 in AR patients (<italic>r</italic>&#x202F;=&#x202F;0.72, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) (<xref ref-type="bibr" rid="ref43">Liu et al., 2020</xref>).</p>
</list-item>
<list-item>
<p>2) Therapeutic reversal: In murine models, FMT from healthy donors significantly increased the abundance of <italic>Faecalibacterium</italic> and reduced serum IgE (<xref ref-type="bibr" rid="ref5">Bousquet et al., 2020</xref>) concentrations. These effects parallel human probiotic trials, which demonstrated IgE reductions of up to 22% (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) (<xref ref-type="bibr" rid="ref30">Kalmarzi et al., 2020</xref>; <xref ref-type="bibr" rid="ref1">Airola et al., 2023</xref>), reinforcing the translational potential of microbiota-based interventions.</p>
</list-item>
<list-item>
<p>3) Mechanistic consistency: Dysbiosis-induced immune alterations, including a 30% reduction in Treg populations (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) and a 1.5-fold elevation in the kynurenine-to-tryptophan ratio indicative of AhR pathway activation, were observed consistently across animal and human studies (<xref ref-type="bibr" rid="ref9">Chen et al., 2022</xref>; <xref ref-type="bibr" rid="ref83">Zhang et al., 2023</xref>).</p>
</list-item>
</list>
<p>Collectively, these findings establish the gut&#x2013;lung axis as a conserved pathway in AR pathogenesis and provide robust cross-species validation for microbiota-targeted therapeutic strategies.</p>
</sec>
</sec>
<sec id="sec37">
<label>7</label>
<title>Causal mechanisms of gut&#x2013;lung axis dysregulation in AR</title>
<p>Current evidence strongly supports a causal relationship between gut dysbiosis and the pathogenesis of AR, primarily through depletion of SCFAs and aberrant activation of the AhR pathway. Seminal studies by <xref ref-type="bibr" rid="ref71">Trompette et al. (2014)</xref> first demonstrated that dietary fiber intake and microbiota-derived SCFAs suppress Th2 inflammation in murine asthma, providing the foundation for understanding metabolic-immune interactions. Building on this paradigm, our review extends these insights to AR and highlights a critical distinction: in AR, SCFA deficiency appears to arise not only from limited dietary substrates but also from microbial dysbiosis itself, characterized by the loss of <italic>Faecalibacterium</italic> and other butyrate-producing taxa. Moreover, we identify disrupted tryptophan metabolism, reflected in an elevated kynurenine-to-tryptophan ratio and subsequent AhR activation, as a central pathogenic mechanism unique to AR, differing from its previously described roles in autoimmune disease, as highlighted by <xref ref-type="bibr" rid="ref57">Rosser et al. (2020)</xref>. Crucially, our multi-omics integration uncovers novel neuroimmune interactions within the gut&#x2013;lung axis, most notably vagus nerve&#x2013;mediated suppression of mast cell histamine release&#x2014;a pathway not previously characterized in the context of AR. Consistent preclinical findings, such as a 50% reduction in serum IgE levels following healthy FMT in murine models [<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01 (<xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>)], further reinforce the concept that the gut&#x2013;lung axis functions as a conserved and therapeutically targetable pathway in AR. To our knowledge, this is the first systematic review to consolidate metagenomic, metabolomic, and immunomic evidence specifically for AR, providing a comprehensive framework for precision-based interventions. <xref ref-type="fig" rid="fig1">Figure 1</xref> illustrates the integrated pathogenic mechanisms through which gut dysbiosis drives AR and highlights emerging therapeutic strategies targeting the gut&#x2013;lung axis.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Gut&#x2013;lung axis in allergic rhinitis: integrated mechanisms of microbial dysbiosis and immune metabolites. A schematic illustration of the pathogenic cycle of gut dysbiosis-driven allergic rhinitis (right panel) and the therapeutic mechanisms of microbiota-targeted interventions (left panel). Left (Health): A healthy gut microbiota ferments dietary fiber to produce high levels of short-chain fatty acids (SCFAs, e.g., butyrate). Butyrate: (1) promotes Treg differentiation and function via GPR109A signaling and HDAC inhibition; (2) suppresses mast cell histamine release via vagus nerve signaling; (3) maintains gut barrier integrity. Tryptophan is metabolized into beneficial indole derivatives, which activate AhR to support immune tolerance. Balanced bile acid metabolism via FXR signaling further strengthens the barrier. Right (AR Pathology): Gut dysbiosis (as characterized by reduced <italic>Faecalibacterium</italic> and other butyrate producers) leads to: (1) SCFA deficiency, impairing Treg function and epigenetic <italic>Foxp3</italic> regulation; (2) Increased gut permeability, allowing the translocation of LPS and allergens, which activates TLR4 and systemic Th2 inflammation; (3) Tryptophan metabolism shifts toward kynurenine, activating the AhR pathways that promote Th2 polarization; (4) Bile acid dysregulation further compromises the barrier function. These disruptions collectively drive nasal mucosal Th2 inflammation (elevated levels of IgE, IL-4, IL-5, IL-13) and eosinophilic infiltration. Therapeutic Interventions: Probiotics (e.g., <italic>C. butyricum</italic>, <italic>L. plantarum</italic>), FMT, prebiotics, and combinatorial approaches (e.g., + FXR agonists) aimed to restore microbial balance, increase SCFA production, correct tryptophan metabolism, and repair the gut barrier, thereby breaking the pathogenic cycle and alleviating AR symptoms. SCFAs, short-chain fatty acids; HDAC, histone deacetylase; Treg, regulatory T-cell; Th2, T-helper 2 cell; AhR, aryl hydrocarbon receptor; FXR, farnesoid X receptor; TLR4, toll-like receptor 4; LPS, lipopolysaccharide; FMT, fecal microbiota transplantation; IL, interleukin.</p>
</caption>
<graphic xlink:href="fmicb-16-1654997-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram illustrating the therapeutic mechanisms of microbiota-targeted interventions and the pathogenic cycle of gut dysbiosis-driven allergic rhinitis. On the left, interventions affect the gut-lung axis through dietary fiber, intestinal bacteria, and HDAC inhibitors, influencing Tregs and mast cell signaling. On the right, gut permeability and dysregulation are shown, highlighting the roles of Faecalibacterium, SCFAs, tryptophan, bile acid dysregulation, and Th2 cell polarization in allergic rhinitis pathogenesis, with indicators like LPS translocation to TLR4 activation.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec38">
<label>8</label>
<title>Mechanisms of immune dysregulation driven by SCFA metabolic abnormalities</title>
<sec id="sec39">
<label>8.1</label>
<title>Butyrate regulates Treg differentiation and suppresses Th2 inflammation via GPR43/GPR109A receptors</title>
<p>Butyrate, a key metabolite among SCFAs, exerts direct immunomodulatory effects through activation of the G protein-coupled receptors GPR43 and GPR109A:</p>
<list list-type="simple">
<list-item>
<p>1) Promotion of Treg differentiation: Through GPR109A signaling, butyrate promotes Treg differentiation, suppresses Th17 and follicular helper T (Tfh) cell activity, and helps restore the Th1/Th2 balance. In murine models of AR, butyrate supplementation increased Treg proportions by approximately 40% while reducing Th2 cytokines such as IL-4 and IL-5 (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref80">Yip et al., 2021</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2023</xref>).</p>
</list-item>
<list-item>
<p>2) Suppression of Th2 inflammation: Activation of GPR43 by butyrate diminishes the antigen-presenting capacity of DCs and decreases IL-4 and IL-5 secretion, thereby attenuating allergic inflammation. In animal studies, butyrate treatment significantly reduced nasal eosinophilic infiltration and lowered IL-13 expression (<xref ref-type="bibr" rid="ref7">Cait et al., 2018</xref>).</p>
</list-item>
</list>
</sec>
<sec id="sec40">
<label>8.2</label>
<title>Epigenetic modulation (HDAC inhibition) stabilizes <italic>Foxp3</italic> gene expression</title>
<p>Butyrate strengthens Treg function by inhibiting HDAC activity and modulating epigenetic regulation:</p>
<list list-type="simple">
<list-item>
<p>1) Stabilization of <italic>Foxp3</italic>: Through H3K27 acetylation, butyrate enhances <italic>Foxp3</italic> promoter activity, thereby stabilizing the immunosuppressive function of Tregs. Clinical evidence shows that butyrate deficiency in AR patients is associated with reduced Treg frequencies and significant downregulation of <italic>Foxp3</italic> expression (<xref ref-type="bibr" rid="ref15">Eshleman et al., 2024</xref>).</p>
</list-item>
<list-item>
<p>2) Anti-inflammatory gene regulation: Butyrate suppresses the transcription of proinflammatory cytokines, including TNF-<italic>&#x03B1;</italic> and IL-6, by inhibiting HDAC9, ultimately dampening systemic inflammation. Supporting evidence comes from liver disease models, where butyrate ameliorates hepatic inflammation in alcoholic liver disease through HDAC inhibition (<xref ref-type="bibr" rid="ref43">Liu et al., 2020</xref>).</p>
</list-item>
</list>
</sec>
<sec id="sec41">
<label>8.3</label>
<title>Gut&#x2013;lung axis neuroimmune crosstalk (vagus nerve-mediated regulation of mast cell activity)</title>
<p>SCFAs regulate distal airway inflammation through vagus nerve&#x2013;mediated neuroimmune crosstalk: (1) Mast cell suppression: Butyrate reduces histamine release from pulmonary mast cells via vagal signaling, thereby alleviating nasal mucosal symptoms. Experimental evidence from OVA-induced murine models demonstrates that SCFA supplementation significantly decreases histamine levels in the nasal mucosa (<xref ref-type="bibr" rid="ref17">Folkerts et al., 2020</xref>). (2) Neuronal signaling: Gut microbiota&#x2013;derived metabolites modulate vagus nerve activity through systemic circulation, indirectly shaping respiratory immune responses. This establishes a bidirectional regulatory network (<xref ref-type="bibr" rid="ref71">Trompette et al., 2014</xref>; <xref ref-type="bibr" rid="ref47">Mann et al., 2024</xref>), often referred to as the &#x201C;gut&#x2013;lung axis,&#x201D; linking intestinal microbial metabolism to airway inflammation.</p>
</sec>
<sec id="sec42">
<label>8.4</label>
<title>Dysregulation of tryptophan metabolism (elevated kynurenine/tryptophan ratio) and AhR pathway activation</title>
<p>Aberrant tryptophan metabolism amplifies Th2-driven inflammation through activation of the AhR pathway: (1) AhR activation: Patients with AR show elevated kynurenine-to-tryptophan ratios, which enhance AhR signaling and stimulate the production of interleukin-4 (IL-4) and IL-5. Clinical metabolomic analyses further demonstrate a positive correlation between AhR activation and serum IgE concentrations (<xref ref-type="bibr" rid="ref7">Cait et al., 2018</xref>; <xref ref-type="bibr" rid="ref11">Chiu et al., 2024</xref>). (2) Immune dysregulation: Tryptophan-derived metabolites, such as kynurenine, impair immune tolerance by inhibiting Treg differentiation and promoting Th2 polarization. Probiotic interventions have been shown to mitigate AhR-mediated inflammation by modulating tryptophan metabolism and restoring immune balance (<xref ref-type="bibr" rid="ref27">Hubbard et al., 2015</xref>).</p>
<p>In summary, the core pathogenic mechanisms of AR converge on dysregulated SCFA metabolism, which disrupts immune homeostasis through multiple pathways. These include receptor-mediated signaling via GPR43 and GPR109A, epigenetic regulation through HDAC inhibition, neuroimmune modulation via vagus nerve activity, and metabolic reprogramming through aberrant AhR activation. Together, these interconnected mechanisms amplify Th2-skewed inflammation and impair immune tolerance, driving the pathogenesis of AR (<xref ref-type="bibr" rid="ref80">Yip et al., 2021</xref>; <xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="ref15">Eshleman et al., 2024</xref>).</p>
</sec>
</sec>
<sec id="sec43">
<label>9</label>
<title>Synergistic regulation by multiple microbial metabolites: crosstalk between the AhR and FXR-signaling pathways</title>
<p>Beyond SCFAs, gut microbiota-derived metabolites of tryptophan and bile acids act synergistically to modulate Th2-driven inflammation and maintain immune tolerance, primarily through activation of the AhR and FXR pathways.</p>
<sec id="sec44">
<label>9.1</label>
<title>Tryptophan metabolism and AhR signaling</title>
<p>Tryptophan is metabolized by the gut microbiota into a range of bioactive compounds, including indole derivatives (e.g., indole-3-acetic acid) and kynurenine. In patients with AR, the kynurenine-to-tryptophan ratio is significantly elevated (approximately 1.5-fold, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), leading to enhanced AhR signaling. This activation promotes DC-mediated secretion of IL-4 and IL-5, thereby driving Th2 polarization (<xref ref-type="bibr" rid="ref11">Chiu et al., 2024</xref>) and amplifying allergic inflammation. In contrast, probiotic strains such as <italic>Lactobacillus</italic> metabolize tryptophan into D-tryptophan, which suppresses AhR activation and helps restore Th1/Th2 balance. Experimental findings demonstrate that this modulation results in a 25% reduction in IL-4 levels and a 30% increase in IFN-<italic>&#x03B3;</italic> expression (<xref ref-type="bibr" rid="ref73">Van der Leek et al., 2017</xref>; <xref ref-type="bibr" rid="ref54">Rahim et al., 2021</xref>), with <italic>Lactobacillus plantarum</italic> showing particularly strong effects (<xref ref-type="bibr" rid="ref32">Kepert et al., 2017</xref>).</p>
</sec>
<sec id="sec45">
<label>9.2</label>
<title>Bile acid metabolism and FXR signaling</title>
<p>Animal models of AR have demonstrated that secondary bile acids, such as deoxycholic acid, enhance intestinal barrier integrity through activation of FXR. This signaling increases the expression of tight junction proteins, including occludin (by approximately 50%), thereby reducing allergen translocation (<xref ref-type="bibr" rid="ref51">Neuschwander-Tetri et al., 2015</xref>). Furthermore, pharmacological activation of FXR with the agonist obeticholic acid has been shown to decrease IL-13 levels in the nasal mucosa and lower serum IgE concentrations in OVA-induced AR mice, highlighting its therapeutic potential in restoring immune homeostasis (<xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>).</p>
</sec>
<sec id="sec46">
<label>9.3</label>
<title>Crosstalk between AhR and FXR</title>
<p>The AhR and FXR pathways demonstrate reciprocal regulation. Activation of AhR can suppress FXR transcriptional activity, thereby exacerbating bile acid dysregulation, whereas FXR agonists have the capacity to counteract AhR-driven Th2 inflammation (<xref ref-type="bibr" rid="ref73">Van der Leek et al., 2017</xref>; <xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>). This crosstalk underscores the therapeutic value of targeting multiple pathways simultaneously. Notably, clinical trials have reported that combining butyrate-producing probiotics with FXR agonists yields greater reductions in nasal symptom scores compared with monotherapy, suggesting a synergistic benefit (<xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>; <xref ref-type="bibr" rid="ref44">Lungaro et al., 2024</xref>).</p>
</sec>
</sec>
<sec id="sec47">
<label>10</label>
<title>Current advances in gut microbiota-targeted interventions</title>
<p>Probiotics such as <italic>C. butyricum</italic> and <italic>L. plantarum</italic> have demonstrated efficacy in restoring immune homeostasis (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>; <xref ref-type="bibr" rid="ref44">Lungaro et al., 2024</xref>). Similarly, FMT from healthy donors has been shown to markedly reduce Th2-driven inflammation in preclinical models (<xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Wu et al., 2024</xref>). Emerging combinatorial strategies such as the use of probiotics in conjunction with FXR agonists have produced synergistic effects in murine studies, leading to significant reductions in nasal symptoms and serum IgE levels (<xref ref-type="bibr" rid="ref51">Neuschwander-Tetri et al., 2015</xref>; <xref ref-type="bibr" rid="ref28">Ikeda et al., 2022</xref>). Innovative approaches are also under exploration, including engineered probiotics capable of delivering anti-inflammatory molecules (e.g., IL-10) and bacteriophage therapies designed to selectively target pathogenic bacteria (<xref ref-type="bibr" rid="ref12">Choi et al., 2019</xref>; <xref ref-type="bibr" rid="ref72">Uribe-Herranz et al., 2020</xref>). Looking ahead, AI-integrated multi-omics frameworks hold promise for advancing precision medicine by predicting patient-specific microbial biomarkers, such as the abundance of <italic>Faecalibacterium</italic> (<xref ref-type="bibr" rid="ref36">Li et al., 2024</xref>).</p>
<sec id="sec48">
<label>10.1</label>
<title>Clinical efficacy and mechanisms of probiotics</title>
<sec id="sec49">
<label>10.1.1</label>
<title>Roles of <italic>C. butyricum</italic> and <italic>Lactobacillus</italic></title>
<p>Probiotic strains such as <italic>C. butyricum</italic> and <italic>Lactobacillus</italic> species ameliorate immune dysregulation in AR by restoring butyrate-producing bacteria and increasing SCFA levels (<xref ref-type="table" rid="tab4">Table 4</xref>). In a clinical trial, an 8-week oral administration regimen reduced nasal symptom scores by approximately 30% and was accompanied by decreases in serum IgE and IL-5 levels (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>). Mechanistically, these effects were associated with expansion of Treg populations and suppression of Th2 cytokine secretion (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref44">Lungaro et al., 2024</xref>). Preclinical models further corroborate these findings: <italic>C. butyricum</italic> significantly reduced eosinophil infiltration in nasal tissues, increased Treg frequencies by about 40%, and inhibited IL-13 and IL-5 expression (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="ref44">Lungaro et al., 2024</xref>). Similarly, <italic>Lactobacillus</italic> strains alleviate allergic inflammation by metabolizing tryptophan into D-tryptophan, thereby restoring Th1/Th2 balance (<xref ref-type="bibr" rid="ref32">Kepert et al., 2017</xref>; <xref ref-type="bibr" rid="ref54">Rahim et al., 2021</xref>). Recent mechanistic reviews confirm that such strain-specific immunomodulatory effects extend beyond respiratory allergies, with conserved pathways including Treg induction and epithelial barrier enhancement also described in ocular and food allergy models (<xref ref-type="bibr" rid="ref18">Forouhandeh et al., 2024</xref>). These findings support the translational potential of precision probiotics as targeted therapeutic approaches across allergic phenotypes.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Comparative clinical efficacy of probiotic strains in allergic rhinitis management.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Strain</th>
<th align="left" valign="top">Action mechanism</th>
<th align="left" valign="top">Clinical efficacy</th>
<th align="left" valign="top">Limitations</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><italic>Clostridium butyricum</italic></td>
<td align="left" valign="top">Enhances Treg proportions; suppresses Th2 cytokines</td>
<td align="left" valign="top">Reduces rhinorrhea (<italic>p</italic>&#x202F;=&#x202F;0.048); Serum IgE &#x2193;22%; Symptom improvement increased by 20% (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) with fiber co-administration</td>
<td align="left" valign="top">High doses (10<sup>9</sup>&#x202F;CFU/day) may induce gastrointestinal discomfort</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref23">Hou et al. (2024)</xref>; <xref ref-type="bibr" rid="ref44">Lungaro et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="top"><italic>Lactobacillus plantarum</italic></td>
<td align="left" valign="top">Modulates tryptophan metabolism (&#x2193;kynurenine); inhibits AhR activation; balances Th1/Th2 responses</td>
<td align="left" valign="top">Alleviates nasal itching and rhinorrhea (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05); Significantly reduces symptom scores compared to placebo</td>
<td align="left" valign="top">Requires prolonged administration to sustain effects; efficacy may be strain-specific</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref32">Kepert et al. (2017)</xref>; <xref ref-type="bibr" rid="ref23">Hou et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="top"><italic>Lactobacillus casei</italic></td>
<td align="left" valign="top">(Similar proposed mechanism, but less effective)</td>
<td align="left" valign="top">No significant improvement in nasal itching scores (<italic>p</italic>&#x202F;=&#x202F;0.12) vs. placebo</td>
<td align="left" valign="top">Less effective than <italic>L. plantarum</italic> in AR management</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref32">Kepert et al. (2017)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>AhR, aryl hydrocarbon receptor; IL, interleukin; Treg, regulatory T-cells; SCFAs, short-chain fatty acids; <italic>L. plantarum</italic>, <italic>Lactobacillus plantarum</italic>; <italic>L. casei</italic>, <italic>Lactobacillus case.</italic></p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec50">
<label>10.1.2</label>
<title>Microbial diversity and immune homeostasis</title>
<p>Probiotics contribute to immune regulation in AR by restoring gut microbiota diversity, strengthening intestinal barrier integrity, and limiting endotoxin translocation, such as LPS. Mechanistic studies show that probiotic supplementation upregulates tight junction proteins, including occludin and claudin-1, thereby reducing intestinal permeability and suppressing systemic inflammation (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref66">Stoeva et al., 2021</xref>). In parallel, probiotics activate GPR43 and GPR109A receptors, which enhance Treg differentiation and attenuate Th2-mediated inflammatory responses. Together, these processes establish a coordinated &#x201C;gut&#x2013;lung axis&#x201D; regulatory network that links microbial metabolites to immune homeostasis (<xref ref-type="bibr" rid="ref47">Mann et al., 2024</xref>).</p>
</sec>
</sec>
<sec id="sec51">
<label>10.2</label>
<title>FMT: preclinical evidence and translational potential</title>
<sec id="sec52">
<label>10.2.1</label>
<title>Therapeutic efficacy of FMT</title>
<p>In OVA-induced murine models of AR, FMT from healthy donors restores the abundance of butyrate-producing bacteria such as <italic>Faecalibacterium</italic>, lowers serum IgE levels, and reduces nasal IL-13 secretion (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>). These findings highlight the therapeutic potential of FMT, although its efficacy remains to be validated in human clinical trials. Mechanistic studies indicate that FMT promotes Treg differentiation and suppresses DC antigen presentation through upregulation of colonic GPR43 expression, thereby attenuating Th2-driven inflammation (<xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="ref77">Wu et al., 2024</xref>).</p>
</sec>
<sec id="sec53">
<label>10.2.2</label>
<title>Reverse translational validation</title>
<p>Transplantation of microbiota from AR patients into healthy mice disrupts the Bacteroidetes-to-Firmicutes ratio and leads to aggravated nasal eosinophil infiltration along with elevated IL-13 levels. These findings provide direct evidence that gut dysbiosis contributes causally to respiratory allergies through the gut&#x2013;lung axis (<xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Wu et al., 2024</xref>).</p>
</sec>
</sec>
<sec id="sec54">
<label>10.3</label>
<title>Synergistic effects of combinatorial interventions</title>
<sec id="sec55">
<label>10.3.1</label>
<title>Probiotics and dietary fiber synergy</title>
<p>In OVA-induced murine models of AR, transplantation of healthy donor microbiota markedly restored the abundance of butyrate-producing bacteria such as <italic>Faecalibacterium</italic>, reduced serum IgE concentrations (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), and suppressed nasal IL-13 secretion by approximately 60% (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) (<xref ref-type="bibr" rid="ref14">Dong et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Wu et al., 2024</xref>). Complementary clinical evidence indicates that combination therapies, compared with monotherapy, not only provide greater improvement in nasal symptom scores (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) but also more effectively restore gut microbial diversity (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>).</p>
</sec>
<sec id="sec56">
<label>10.3.2</label>
<title>Postbiotics and precision modulation</title>
<p>Postbiotics, such as inactivated bacterial cells and microbial metabolites, offer a practical alternative to probiotics by circumventing the challenges of live bacterial colonization while directly modulating mucosal immunity. Evidence from animal studies demonstrates that combining postbiotics with probiotics more effectively suppresses mast cell-mediated histamine release and alleviates nasal mucosal edema (<xref ref-type="bibr" rid="ref54">Rahim et al., 2021</xref>; <xref ref-type="bibr" rid="ref76">Watts et al., 2021</xref>) compared with probiotics alone. In addition, microbiota-directed complementary foods (e.g., MDCF-2) have been shown to selectively promote the growth of <italic>Prevotella copri</italic> through targeted glycans, presenting promising new strategies for personalized therapy in AR (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>).</p>
</sec>
</sec>
<sec id="sec57">
<label>10.4</label>
<title>Public health economic considerations</title>
<p>Microbiota-targeted therapies hold considerable promise for reducing the long-term economic burden of AR. Data from clinical trials (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>; <xref ref-type="bibr" rid="ref82">Zhang et al., 2025</xref>) suggest that widespread probiotic interventions could lower recurrent AR-related healthcare utilization, including consultations and medication refills by approximately 30% (95% CI: 22&#x2013;38%), largely driven by reductions in serum IgE levels and symptom severity. Although FMT involves higher upfront costs [estimated at ~$1,500 per procedure, based on data from recurrent <italic>Clostridioides difficile</italic> infection (<xref ref-type="bibr" rid="ref55">Ramai et al., 2019</xref>)], its capacity to mitigate comorbid asthma affecting nearly 45% of AR patients (<xref ref-type="bibr" rid="ref63">Shen et al., 2019</xref>) and reduce long-term corticosteroid dependence may yield substantial downstream cost savings (<xref ref-type="bibr" rid="ref63">Shen et al., 2019</xref>; <xref ref-type="bibr" rid="ref70">Testa et al., 2020</xref>). Nevertheless, comprehensive cost-effectiveness analyses and budget impact models specific to AR are lacking. This gap is particularly critical in low-resource settings, where the disease burden is high and access to advanced microbiota-targeted therapies remains limited.</p>
</sec>
</sec>
<sec id="sec58">
<label>11</label>
<title>Current challenges and proposed solutions in intervention strategies</title>
<p>Despite recent progress, several important limitations remain:</p>
<list list-type="simple">
<list-item>
<p>1) Observational bias: Most available evidence is derived from cross-sectional studies, which restricts the ability to establish temporal causality between gut dysbiosis and the progression of AR. Longitudinal cohorts tracking microbiota dynamics from early childhood through AR onset are urgently needed.</p>
</list-item>
<list-item>
<p>2) Ethnic homogeneity: Current research is largely based on Asian and European populations, limiting the generalizability of findings across diverse ethnic groups.</p>
</list-item>
<list-item>
<p>3) Translational gaps: The strain-specific efficacy of probiotics, combined with high interindividual variability in microbiota composition, underscores the need for larger, racially diverse clinical trials to validate therapeutic strategies.</p>
</list-item>
</list>
<sec id="sec59">
<label>11.1</label>
<title>Strain- and dose-dependent efficacy variation</title>
<p>Although probiotics such as <italic>C. butyricum</italic> and <italic>Lactobacillus</italic> species have shown potential in modulating the gut microbiota and suppressing Th2 inflammation, clinical outcomes remain highly variable, largely due to strain- and dose-dependent heterogeneity. Distinct <italic>Lactobacillus</italic> strains, for example, display inconsistent efficacy owing to differences in metabolic activity, gastric acid resistance, and immunomodulatory capacity (<xref ref-type="bibr" rid="ref32">Kepert et al., 2017</xref>; <xref ref-type="bibr" rid="ref34">Kim et al., 2019</xref>). In a randomized controlled trial involving AR patients, <italic>L. plantarum</italic> supplementation significantly reduced nasal itching scores (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), whereas <italic>Lactobacillus casei</italic> showed no statistically significant benefit (<italic>p</italic>&#x202F;=&#x202F;0.12), highlighting the necessity of precise strain selection (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>. Moreover, interindividual variability in baseline gut microbiota composition, such as differences in the abundance of butyrate-producing bacteria or intestinal pH, can further influence probiotic colonization, metabolic output, and clinical efficacy. This underscores the need for personalized therapeutic strategies guided by metagenomic profiling (<xref ref-type="bibr" rid="ref74">Vieira et al., 2016</xref>). Future research should also evaluate the synergistic potential of multistrain probiotic formulations and refine strain&#x2013;host compatibility using advanced <italic>in vitro</italic> models, such as gut epithelial co-culture systems (<xref ref-type="bibr" rid="ref46">Maldonado-G&#x00F3;mez et al., 2016</xref>; <xref ref-type="bibr" rid="ref69">Suez et al., 2019</xref>).</p>
</sec>
<sec id="sec60">
<label>11.2</label>
<title>Combinatorial approaches for elderly patients</title>
<p>Elderly patients with AR often display reduced responsiveness to single-strain probiotic therapy, largely due to age-associated gut barrier dysfunction and diminished microbial diversity. Research indicates that downregulation of tight junction proteins, such as occludin, along with impaired SCFA synthesis, contributes to this compromised state. These findings support the use of combined probiotic&#x2013;prebiotic (synbiotic) interventions, such as pairing probiotics with xylooligosaccharides, to promote butyrate-producing bacterial populations and enhance barrier repair (<xref ref-type="bibr" rid="ref59">Salazar et al., 2017</xref>; <xref ref-type="bibr" rid="ref19">Ghosh et al., 2020</xref>). Clinical trials further demonstrate that synbiotic therapy not only provides greater improvements in nasal symptoms compared with probiotic monotherapy but also achieves superior restoration of microbial diversity (<xref ref-type="bibr" rid="ref59">Salazar et al., 2017</xref>; <xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>). Postbiotics, including heat-killed bacterial cells and their metabolites, offer an additional strategy by directly modulating mucosal immunity without requiring colonization, thereby representing a promising therapeutic avenue for elderly patients (<xref ref-type="bibr" rid="ref87">&#x017B;&#x00F3;&#x0142;kiewicz et al., 2020</xref>).</p>
</sec>
<sec id="sec61">
<label>11.3</label>
<title>Integrative multi-omics for mechanistic insights</title>
<p>Advancing our understanding of microbiota&#x2013;host interactions in AR requires the integration of metagenomic, metabolomic, and immunomic datasets to uncover key regulatory pathways. Multi-omics frameworks successfully applied in other immune-mediated diseases (<xref ref-type="bibr" rid="ref29">Integrative HMP (iHMP) Research Network Consortium, 2019</xref>; <xref ref-type="bibr" rid="ref85">Zhou et al., 2019</xref>) offer a promising model for AR research. For instance, metagenomics can quantify the abundance of butyrate-producing bacteria, metabolomics can trace shifts in butyrate and tryptophan-derived metabolites, and immunomics can characterize the balance between Th2 and Treg responses (<xref ref-type="bibr" rid="ref26">Huang et al., 2017</xref>; <xref ref-type="bibr" rid="ref36">Li et al., 2024</xref>). Integrating these datasets through AI-driven approaches holds the potential to predict patient-specific responses to probiotic interventions, paving the way for precision medicine in AR management (<xref ref-type="bibr" rid="ref36">Li et al., 2024</xref>).</p>
</sec>
<sec id="sec62">
<label>11.4</label>
<title>Future directions for precision modulation technologies</title>
<sec id="sec63">
<label>11.4.1</label>
<title>Engineered bacteria and phage therapy as novel approaches</title>
<p>Emerging strategies for precise modulation of the gut microbiota include the use of engineered bacteria, bacteriophage therapy (<xref ref-type="bibr" rid="ref12">Choi et al., 2019</xref>; <xref ref-type="bibr" rid="ref72">Uribe-Herranz et al., 2020</xref>; <xref ref-type="bibr" rid="ref1">Airola et al., 2023</xref>), and microbiota-directed complementary foods. Engineered bacterial strains, such as genetically modified <italic>Bacteroides fragilis</italic> designed to secrete anti-inflammatory mediators like IL-10, have shown promise in suppressing Th2-driven inflammation and enhancing immune tolerance (<xref ref-type="bibr" rid="ref12">Choi et al., 2019</xref>). Bacteriophage therapy offers another innovative approach by selectively eliminating pathogenic bacteria or reshaping microbial metabolism. For instance, engineered phages capable of regulating bacterial gene expression may modulate SCFA synthesis, although their interactions with host immunity remain incompletely understood (<xref ref-type="bibr" rid="ref12">Choi et al., 2019</xref>; <xref ref-type="bibr" rid="ref1">Airola et al., 2023</xref>). Additionally, microbiota-directed complementary foods, such as MDCF-2 enriched with specific glycans to promote the growth of <italic>Prevotella copri</italic>, represent a personalized nutritional strategy with therapeutic potential in AR (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>).</p>
</sec>
<sec id="sec64">
<label>11.4.2</label>
<title>Translational roadmap for clinical implementation of phage therapy</title>
<p>To advance phage therapy toward clinical application, a structured translational medicine framework is required:</p>
<list list-type="simple">
<list-item>
<p>1) Preclinical validation phase:</p>
</list-item>
</list>
<list list-type="simple">
<list-item>
<p>1) Delivery system optimization: Encapsulating phages in PLGA nanoparticles enhances colonic targeting and protects them from gastric acid degradation. Animal studies have shown that nanoencapsulated phages achieve a 2.5-fold higher colonic colonization efficiency compared with free phages (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) (<xref ref-type="bibr" rid="ref4">Bendiks and Kopp, 2013</xref>).</p>
</list-item>
<list-item>
<p>2) Safety profiling: Long-term (12-week) phage administration in OVA-induced AR murine models necessitates monitoring of gut microbiota stability and immunotoxicity biomarkers, including serum IL-6 and TNF-<italic>&#x03B1;</italic> levels (<xref ref-type="bibr" rid="ref45">Luu et al., 2021</xref>).</p>
</list-item></list>
<list list-type="simple">
<list-item>
<p>1) Clinical trial design:</p>
</list-item>
</list>
<list list-type="simple">
<list-item>
<p>1) Phase I trial: Fifty patients with moderate-to-severe AR were enrolled to assess single-dose safety and dose&#x2013;response relationships. Primary endpoints included the incidence of adverse events and alterations in the fecal SCFA profile.</p>
</list-item>
<list-item>
<p>2) Phase II trial: A randomized, double-blind study tested phage therapy in combination with <italic>C. butyricum</italic> (10<sup>9</sup>&#x202F;CFU/day) and xylooligosaccharides (5&#x202F;g/day). Primary endpoints included achieving at least a 40% reduction in nasal symptom scores and a 30% decrease in serum IgE levels (<xref ref-type="bibr" rid="ref4">Bendiks and Kopp, 2013</xref>; <xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>).</p>
</list-item>
</list>
<sec id="sec65">
<label>11.4.2.1</label>
<title>Future directions</title>
<p>The integration of AI, particularly supervised machine learning algorithms such as Random Forests, Support Vector Machines (SVMs), and neural networks, with multi-omics platforms (metagenomics, metabolomics, immunomics) is essential for advancing personalized therapies in AR. These predictive models can be trained on comprehensive datasets that capture: (i) baseline metagenomic signatures, including the relative abundance of <italic>Faecalibacterium prausnitzii</italic>, <italic>Clostridium</italic> clusters IV/XIVa, the Bacteroidetes/Firmicutes ratio, and &#x03B1;-diversity indices; (ii) metabolomic profiles such as fecal and plasma butyrate concentrations, kynurenine/tryptophan ratios, and bile acid spectra; (iii) immunologic markers, including serum IgE levels, Th2/Treg ratios, and cytokine panels (IL-4, IL-5, IL-13); and (iv) clinical phenotypes, including symptom scores and allergen sensitization profiles. The primary objective would be to predict patient-specific therapeutic responsiveness, defined by outcomes such as a&#x202F;&#x2265;&#x202F;30% reduction in IgE or a&#x202F;&#x2265;&#x202F;40% improvement in nasal symptom scores, to targeted interventions like <italic>C. butyricum</italic> or defined probiotic consortia.</p>
<p>Beyond prediction, AI-driven frameworks can also simulate host&#x2013;microbiota metabolic interactions, such as SCFA production potential and tryptophan metabolism flux. These simulations could guide the rational design of combinatorial strategies&#x2014;for example, identifying the most synergistic pairing of probiotic strains, prebiotic fiber type or dosage, and adjunct therapies such as FXR agonists (e.g., ursodeoxycholic acid, UDCA), before clinical implementation. Conceptual demonstrations of such integrative approaches in other inflammatory conditions highlight their potential to accelerate precision therapeutics in AR (<xref ref-type="bibr" rid="ref36">Li et al., 2024</xref>).</p>
</sec>
</sec>
</sec>
<sec id="sec66">
<label>11.5</label>
<title>Health system barriers</title>
<p>Current clinical trials rarely address several critical dimensions: (1) the long-term economic impact of microbiota-based therapies, such as weighing the costs of sustained probiotic supplementation against potential savings from reduced corticosteroid use; (2) practical implementation challenges in primary care, including the availability of FMT infrastructure and the storage requirements for probiotics in rural healthcare settings; and (3) equity gaps, as 78% of existing studies focus on urban populations while largely neglecting low-income and rural communities (<xref ref-type="bibr" rid="ref78">Xu et al., 2023</xref>).</p>
</sec>
</sec>
<sec id="sec67">
<label>12</label>
<title>Public health translation</title>
<p>Mechanistic insights into gut&#x2013;lung axis dysregulation, such as SCFA depletion and aberrant AhR activation, provide a strong scientific basis for developing population-level strategies that preserve or restore a healthy microbiota to prevent or manage AR. This highlights the importance of incorporating microbiota-focused interventions, such as promoting breastfeeding and fiber-rich, diverse diets, into maternal and child health programs to support early-life immune development in high-risk infants (<xref ref-type="bibr" rid="ref4">Bendiks and Kopp, 2013</xref>; <xref ref-type="bibr" rid="ref56">Roduit et al., 2014</xref>). In addition, evaluating the combined impact of dietary strategies with environmental interventions, such as reducing air pollution exposure, is essential, given that these external factors are known to exacerbate dysbiosis and Th2-driven inflammation (<xref ref-type="bibr" rid="ref10">Chiu et al., 2020</xref>; <xref ref-type="bibr" rid="ref42">Liu L. F. et al., 2023</xref>).</p>
</sec>
<sec sec-type="conclusions" id="sec68">
<label>13</label>
<title>Conclusion</title>
<p>This systematic review identifies gut microbiota dysbiosis as a central driver of AR pathogenesis, primarily through SCFA depletion, AhR activation, and disruption of the gut&#x2013;lung axis. Dysbiosis is characterized by a reduction in butyrate-producing bacteria such as <italic>Faecalibacterium</italic>, leading to impaired Treg function and exacerbation of Th2-mediated inflammation. Evidence from both clinical and preclinical studies underscores the therapeutic potential of microbiota-targeted interventions: probiotics, including <italic>C. butyricum</italic> and <italic>L. plantarum</italic>, have demonstrated efficacy in human trials, while FMT has shown promising results in animal models. These interventions restore immune homeostasis and are associated with reductions in serum IgE levels (22%&#x2013;50%) and improvements in nasal symptoms (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>; <xref ref-type="bibr" rid="ref44">Lungaro et al., 2024</xref>). Moreover, combinatorial strategies such as probiotics combined with prebiotics have yielded superior outcomes in clinical trials (<xref ref-type="bibr" rid="ref23">Hou et al., 2024</xref>), highlighting the promise of multi-targeted approaches to effectively reduce the burden of AR.</p>
<p>Persistent challenges include ethnic disparities in available evidence, strain-specific variability in probiotic efficacy, and practical barriers to implementation in primary care settings. To overcome these hurdles, future efforts should prioritize:</p>
<list list-type="simple">
<list-item>
<p>1) AI-driven precision medicine: Development of machine learning models that integrate multi-omics datasets to predict patient-specific therapeutic responses.</p>
</list-item>
<list-item>
<p>2) Public health integration: Incorporation of microbiota-friendly strategies into population health initiatives, including prebiotic dietary programs, air pollution control measures (e.g., reduction of PM2.5 exposure), and microbiota screening within maternal&#x2013;child health systems.</p>
</list-item>
<list-item>
<p>3) Equitable access: Cost-effective scaling and deployment of advanced microbiota-targeted therapies, such as engineered probiotics and phage therapy, in resource-limited settings.</p>
</list-item>
</list>
<p>By linking mechanistic insights with broader public health strategies, these approaches lay the foundation for microbiota-based solutions to mitigate the global burden of AR.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec69">
<title>Author contributions</title>
<p>WY: Validation, Methodology, Formal analysis, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Data curation. HW: Validation, Methodology, Visualization, Formal analysis, Conceptualization, Writing &#x2013; review &#x0026; editing, Resources. XL: Validation, Investigation, Supervision, Methodology, Conceptualization, Writing &#x2013; review &#x0026; editing. ZW: Validation, Visualization, Formal analysis, Methodology, Writing &#x2013; review &#x0026; editing. WK: Data curation, Investigation, Validation, Writing &#x2013; review &#x0026; editing, Software, Visualization. CH: Resources, Project administration, Funding acquisition, Data curation, Writing &#x2013; original draft, Conceptualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank all the reviewers who participated in the review, as well as MJEditor (<ext-link xlink:href="http://www.mjeditor.com" ext-link-type="uri">www.mjeditor.com</ext-link>) for providing English editing services during the preparation of this manuscript.</p>
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<sec sec-type="COI-statement" id="sec70">
<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>
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<sec sec-type="ai-statement" id="sec71">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
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<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2025.1654997/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2025.1654997/full#supplementary-material</ext-link></p>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/966013/overview">Jianan Zhao</ext-link>, Temple University, United States</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/447190/overview">Zhang Guimin</ext-link>, Tianjin First Central Hospital, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1944188/overview">Kamran Hosseini</ext-link>, Shiraz University of Medical Sciences, Iran</p>
</fn>
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