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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1665339</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2025.1665339</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Therapeutic potential of natural medicines in diabetic kidney disease: restoring lipid homeostasis via lipophagy modulation</article-title>
<alt-title alt-title-type="left-running-head">Gao et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2025.1665339">10.3389/fphar.2025.1665339</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Junwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1558013/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Yunzhou</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cai</surname>
<given-names>Xudong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Hailing</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/544134/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xing</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Nephrology, Ningbo Municipal Hospital of Traditional Chinese Medicine, Affiliated Hospital of Zhejiang Chinese Medical University</institution>, <addr-line>Ningbo</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Beijing Key Lab for Immune-Mediated Inflammatory Diseases, China-Japan Friendship Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1172484/overview">Stalin Antony</ext-link>, University of Electronic Science and Technology of China, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1130223/overview">Tingting Liu</ext-link>, First Affiliated Hospital of Anhui Medical University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3035968/overview">Jiayi Zhou</ext-link>, University of North Carolina at Chapel Hill, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jie Xing, <email>xj851023@163.com</email>; Hailing Zhao, <email>h20058101248@126.com</email>; Xudong Cai, <email>13777124877@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1665339</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Gao, Wu, Cai, Zhao and Xing.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Gao, Wu, Cai, Zhao and Xing</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Diabetic kidney disease (DKD), one of the most prevalent microvascular complications of diabetes mellitus, is characterized by a complex pathogenesis in which lipid metabolism dysregulation plays a central role. Increasing evidence indicates impaired lipophagy, a selective autophagic process responsible for degrading lipid droplets, contributes substantially to renal lipid accumulation and subsequent kidney injury in DKD. Natural medicines, leveraging their multi-target and multi-pathway regulatory properties, exert considerable therapeutic potential through modulation of lipophagy and restoration of lipid homeostasis. This review synthesizes current studies on the efficacy of natural medicines in enhancing renal lipophagy and attenuating lipid-mediated kidney injury in DKD. We systematically analyze major classes of natural medicines, including flavonoids, polyphenols, terpenoids, alkaloids, and polysaccharides, and discuss their mechanisms of action through key signaling pathways such as AMPK/mTOR, PPAR&#x3b1;/&#x3b3;, and SIRT1/FoxO1. These natural medicines effectively reduce renal lipid accumulation, mitigate oxidative stress and inflammation, and alleviate pathological damage in various DKD models. Their pleiotropic effects suggest promising therapeutic avenues for DKD through the restoration of lipophagic flux and lipid homeostasis. Nonetheless, significant challenges remain, including incomplete elucidation of precise molecular mechanisms and a scarcity of robust clinical validation. Future research must prioritize the rigorous identification of natural medicines, detailed mechanistic exploration, and well-designed clinical trials to translate the potential of natural medicine-mediated lipophagy regulation into effective therapeutic strategies for DKD.</p>
</abstract>
<kwd-group>
<kwd>natural medicines</kwd>
<kwd>lipophagy</kwd>
<kwd>diabetic kidney disease</kwd>
<kwd>autophagy</kwd>
<kwd>renal lipidmetabolism</kwd>
<kwd>lipid homeostasis</kwd>
</kwd-group>
<counts>
<page-count count="9"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Ethnopharmacology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Diabetic kidney disease (DKD), a prevalent microvascular complication of diabetes mellitus, demonstrates a significant association with the progression of end-stage renal disease (<xref ref-type="bibr" rid="B30">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="B53">Wu et al., 2023</xref>). Its pathogenesis encompasses multifactorial biological processes, including dysregulated glucose and lipid metabolism, hemodynamic alterations, oxidative stress, inflammatory responses, and fibrotic remodeling (<xref ref-type="bibr" rid="B8">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="B33">Ma et al., 2023</xref>; <xref ref-type="bibr" rid="B48">Tian et al., 2024</xref>; <xref ref-type="bibr" rid="B51">Wang et al., 2023</xref>; <xref ref-type="bibr" rid="B68">Zhou et al., 2023</xref>). Lipid metabolic dysregulation is a critical contributor in DKD, as excessive lipid deposition in renal tissues disrupts glomerular filtration barrier integrity and accelerates kidney injury (<xref ref-type="bibr" rid="B52">Wang et al., 2024</xref>). Although pharmacotherapies such as statins have been widely used to correct dyslipidemia, their long-term application may paradoxically enhance renal lipid uptake and exacerbate ectopic lipid accumulation (<xref ref-type="bibr" rid="B20">Huang et al., 2023</xref>), highlighting the urgent clinical need for more effective interventions targeting lipid homeostasis. Lipophagy, a selective autophagic process that degrades intracellular lipid droplets to maintain lipid homeostasis, demonstrates functional impairment in DKD. Relevant studies have shown that lipophagy impairment contributes to lipid metabolic disorders, ultimately promoting renal fibrosis and accelerating DKD progression (<xref ref-type="bibr" rid="B29">Liu et al., 2023</xref>; <xref ref-type="bibr" rid="B57">Yang et al., 2023</xref>). Therefore, restoring lipophagy represents a promising therapeutic strategy to rebalance lipid metabolism and ameliorate renal injury in DKD.</p>
<p>Natural medicines, characterized by their multi-component and multi-target properties, have shown unique advantages in modulating lipid metabolism and alleviating renal injury in DKD (<xref ref-type="bibr" rid="B11">Chung et al., 2023</xref>; <xref ref-type="bibr" rid="B69">Zhu et al., 2023</xref>). Notably, increasing evidence indicates that certain natural medicines can enhance lipophagy activity in kidney tissues, thereby improving lipid turnover and preventing ectopic lipid deposition. Elucidating the mechanistic relationship between lipophagy regulation and natural medicine interventions may provide novel insights for clinical management and future drug development. The mechanisms by which natural medicines promote lipophagy in the kidneys are detailed in <xref ref-type="table" rid="T1">Table 1</xref> and <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Comparative analysis of natural medicines promoting renal lipophagy.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Chemical class</th>
<th align="center">Natural medicines</th>
<th align="center">
<italic>In Vivo/In Vitro</italic>
</th>
<th align="center">Model</th>
<th align="center">Signaling pathways or targets</th>
<th align="center">Functional outcome</th>
<th align="center">References</th>
<th align="center">Strength of evidence</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Polyphenols</td>
<td align="center">Resveratrol</td>
<td align="center">
<italic>In Vivo</italic> and <italic>In Vitro</italic>
</td>
<td align="center">HK-2 cells<break/>Streptozotocin (STZ)-induced diabetic rats</td>
<td align="center">SIRT1/FoxO3 Pathway (SIRT1&#x2191;, FoxO3&#x2191;, PGC-1&#x3b1;&#x2191;)<break/>AMPK&#x3b1;/mTOR/ULK1 Pathway (AMPK&#x3b1;&#x2191;, mTOR&#x2193;, ULK1&#x2191;)</td>
<td align="center">Improves renal lipid accumulation and damage; Attenuates insulin resistance</td>
<td align="center">
<xref ref-type="bibr" rid="B12">Claudia, et al., 2022</xref>; <xref ref-type="bibr" rid="B58">Yong-Qi and Youjia (2020)</xref>
</td>
<td align="center">Strong</td>
</tr>
<tr>
<td align="center">Polyphenols</td>
<td align="center">Paeonol</td>
<td align="center">
<italic>In Vivo</italic> and <italic>In Vitro</italic>
</td>
<td align="center">glucolipotoxicity-treated HK-2 cells<break/>high-fat diet (HFD)&#x2b;STZ-induced diabetic mice</td>
<td align="center">RHEB/mTOR/TFEB Pathway (binds to RHEB, mTOR&#x2193;, TFEB&#x2191;, PGC-1&#x3b1;&#x2191;)</td>
<td align="center">Reduces renal tubular lipid accumulation; Improves renal function</td>
<td align="center">
<xref ref-type="bibr" rid="B1">Ai, et al. (2025)</xref>
</td>
<td align="center">Strong</td>
</tr>
<tr>
<td align="center">Terpenoids</td>
<td align="center">Celastrol</td>
<td align="center">
<italic>In Vivo</italic> and <italic>In Vitro</italic>
</td>
<td align="center">HFD &#x2b; STZ-induced diabetic rats; clear cell renal cell carcinoma cell; <break/>Nude mice with ccRCC (786-O) xenografts fed a HFD</td>
<td align="center">PI3K/AKT/mTOR Pathway (PI3K/AKT&#x2193;, mTOR&#x2193;)<break/>LXR&#x3b1;/ABCA1 Pathway (LXR&#x3b1;&#x2191;, ABCA1&#x2191;)</td>
<td align="center">Attenuates podocyte injury<break/>Improves renal function<break/>Reduces renal lipid accumulation<break/>Suppresses kidney tumor proliferation, migration, and growth</td>
<td align="center">
<xref ref-type="bibr" rid="B5">Chan-juan, et al., 2020</xref>; <xref ref-type="bibr" rid="B36">Nie, et al., 2020</xref>
</td>
<td align="center">Strong</td>
</tr>
<tr>
<td align="center">Terpenoids</td>
<td align="center">Morroniside</td>
<td align="center">
<italic>In Vivo</italic> and <italic>In Vitro</italic>
</td>
<td align="center">palmitic acid-induced HK-2 cell<break/>High-fat/high-fructose diet-fed C57BL/6 mice</td>
<td align="center">AMPK&#x3b1;/TFEB Pathway (AMPK&#x3b1;&#x2191;, TFEB&#x2191;)</td>
<td align="center">Improves renal function; reduces renal lipid accumulation; suppresses inflammation</td>
<td align="center">
<xref ref-type="bibr" rid="B59">Zhang C. et al. (2025)</xref>
</td>
<td align="center">Strong</td>
</tr>
<tr>
<td align="center">Terpenoids</td>
<td align="center">Geniposide</td>
<td align="center">
<italic>In Vivo</italic>
</td>
<td align="center">Unilateral nephrectomy &#x2b; HFD &#x2b; STZ-induced DKD mice</td>
<td align="center">AMPK/ULK1 Pathway (AMPK&#x3b1;&#x2191;, ULK1&#x2191;)</td>
<td align="center">Improves renal function</td>
<td align="center">
<xref ref-type="bibr" rid="B46">Theodomir, et al. (2021)</xref>
</td>
<td align="center">Moderate</td>
</tr>
<tr>
<td align="center">Alkaloids</td>
<td align="center">Berberine</td>
<td align="center">
<italic>In Vitro</italic>
</td>
<td align="center">high glucose-induced mouse podocytes</td>
<td align="center">mTOR/P70S6K/4EBP1 Pathway (mTOR/P70S6K/4EBP1 phosphorylation&#x2193;)</td>
<td align="center">Attenuates HG-induced podocyte apoptosis</td>
<td align="center">
<xref ref-type="bibr" rid="B25">Li, et al. (2020)</xref>
</td>
<td align="center">Preliminary</td>
</tr>
<tr>
<td align="center">Flavonoids</td>
<td align="center">Diosgenin</td>
<td align="center">
<italic>In Vitro</italic>
</td>
<td align="center">palmitic acid and high glucose-induced HK-2 cell</td>
<td align="center">miR-148b-3p/DNMT1/FOXO1 Pathway (miR-148b-3p&#x2191;, DNMT1&#x2193;, FOXO1&#x2191;)</td>
<td align="center">Reduces lipid droplet formation in renal tubular cells</td>
<td align="center">
<xref ref-type="bibr" rid="B31">Luo, et al. (2025)</xref>
</td>
<td align="center">Preliminary</td>
</tr>
<tr>
<td align="center">Flavonoids</td>
<td align="center">Calycosin</td>
<td align="center">
<italic>In Vivo</italic> and <italic>In Vitro</italic>
</td>
<td align="center">PA-induced HK-2 cells<break/>KKAy diabetic mice</td>
<td align="center">PI3K/AKT Pathway (PI3K&#x2191;, AKT&#x2191;)</td>
<td align="center">Reduces renal lipid accumulation</td>
<td align="center">
<xref ref-type="bibr" rid="B65">Zhang, et al. (2025b)</xref>
</td>
<td align="center">Strong</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Mechanisms of natural medicines in promoting renal lipophagy. The mechanism of natural medicines promoting renal lipophagy is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. It briefly describes the mechanisms underlying renal lipophagy and the molecular pathways by which natural medicines exert its beneficial effects. The red circles represent different natural medicines in the relevant regulatory pathways. (1) resveratrol, (2) paeonol, (3) celastrol, (4) morroniside, (5) geniposide, (6) berberine, (7) diosgenin, (8) calycosin. This figure was created using BioRender (<ext-link ext-link-type="uri" xlink:href="https://biorender.com">https://biorender.com</ext-link>).</p>
</caption>
<graphic xlink:href="fphar-16-1665339-g001.tif">
<alt-text content-type="machine-generated">Diagram illustrating the process of lipophagy in relation to kidney function. It shows how polyphenols, terpenoids, flavonoids, and alkaloids influence molecular pathways, including mTOR, TFEB, and AMPK&#x3B1;. Key actions include inhibition and activation of various proteins leading to lipid droplet formation, autophagosome and lysosome fusion, and subsequent degradation and recycling.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2">
<title>2 Lipid metabolic dysregulation in diabetic kidney disease</title>
<p>DKD is pathologically characterized by chronic hyperglycemia and profound lipid metabolic disturbances. Renal biopsies from DKD patients exhibited substantial lipid accumulation and increased intracellular lipid droplets compared to healthy controls (<xref ref-type="bibr" rid="B18">Herman-Edelstein et al., 2014</xref>). This lipid accumulation correlates with enhanced lipid synthesis and reduced catabolic processes in renal tubular and glomerular cells under hyperglycemic conditions, leading to aberrant fatty acid accumulation. Such metabolic derangements trigger inflammatory cascades and apoptotic pathways, ultimately compromising renal function (<xref ref-type="bibr" rid="B49">Tu et al., 2025</xref>; <xref ref-type="bibr" rid="B64">Zhang et al., 2025a</xref>). Lipotoxicity manifests through interconnected nephrotoxic mechanisms. First, cytotoxic lipid overload directly impairs cellular function, particularly glomerular integrity (<xref ref-type="bibr" rid="B13">DeFronzo et al., 2021</xref>). Studies reported significant lipid accumulation within glomeruli of obese and diabetic subjects, which accelerates glomerulosclerosis and tubular injury, thereby exacerbating renal dysfunction (<xref ref-type="bibr" rid="B35">Mel&#xe9;ndez-Salcido et al., 2022</xref>). Second, lipid peroxidation amplifies oxidative stress by elevating reactive oxygen species (ROS) beyond endogenous antioxidant capacity. This oxidative environment disrupts cellular membranes, promotes protein denaturation, and induces renal dysfunction. Elevated ROS in diabetic kidneys originates primarily from excessive free fatty acids and lipid peroxides (<xref ref-type="bibr" rid="B2">Ankita et al., 2024</xref>). Furthermore, lipid peroxidation dysregulates renal cellular signaling pathways, impairing physiological cellular functions (<xref ref-type="bibr" rid="B15">Gago-Dominguez and Castelao, 2006</xref>; <xref ref-type="bibr" rid="B49">Tu et al., 2025</xref>). Lastly, lipid dysmetabolism activates localized inflammatory responses, releasing factors such as tumor necrosis factor-&#x3b1; (TNF-&#x3b1;) and interleukin-6 (IL-6), which not only aggravate glomerular and tubular damage but also promote kidney fibrosis (<xref ref-type="bibr" rid="B14">Fern&#xe1;ndez-Real et al., 2012</xref>; <xref ref-type="bibr" rid="B60">Zhang et al., 2012</xref>). Collectively, these pathomechanisms synergistically drive progressive structural and functional deterioration toward end-stage renal disease. Interventions targeting lipid dysregulation may mitigate DKD progression (<xref ref-type="bibr" rid="B49">Tu et al., 2025</xref>).</p>
</sec>
<sec id="s3">
<title>3 Mechanistic role of lipophagy in diabetic kidney disease</title>
<p>Lipophagy, a selective autophagic pathway targeting lipid droplets, preserves intracellular lipid homeostasis by orchestrating lysosomal degradation of neutral lipids. This process prevents lipotoxic cellular damage via coordinated actions of key molecular mediators. Autophagy related 5 (ATG5) serves as an essential component for autophagosome formation through its conjugation with ATG12, thereby facilitating autophagosomal biogenesis (<xref ref-type="bibr" rid="B24">Li and Wang, 2023</xref>; <xref ref-type="bibr" rid="B52">Wang et al., 2024</xref>). Microtubule-associated protein 1A/1B-light chain 3 (LC3) operates as a canonical autophagosomal membrane protein; the conversion of its cytosolic form (LC3-I) to phosphatidylethanolamine-conjugated form (LC3-II) signifies autophagic activity and mediates autophagosome maturation and lysosomal fusion (<xref ref-type="bibr" rid="B27">Li et al., 2023</xref>). The adaptor protein sequestosome 1 (SQSTM1/p62) acts as a pivotal scaffold linking lipid droplets to autophagic machinery, thereby promoting lipophagic degradation (<xref ref-type="bibr" rid="B39">Ruan et al., 2024</xref>). These molecular interactions regulate lipophagic flux and preserve cellular lipid homeostasis.</p>
<p>During the progression of DKD, lipophagic activity is impaired by oxidative stress, chronic inflammation, and metabolic imbalance, aggravating renal lipid accumulation and injury (<xref ref-type="bibr" rid="B3">Chae et al., 2023</xref>). Experimental investigations utilizing high-fat diet-induced murine models demonstrated significantly impaired lipophagy, evidenced by abnormal expression patterns of LC3-II and p62 proteins (<xref ref-type="bibr" rid="B56">Yamamoto et al., 2017</xref>). Mechanistically, lipid overload induces lysosomal dysfunction and impairs lipophagic flux in renal proximal tubular cells, intensifying renal lipotoxicity. The study indicated that renal cells in the diabetic environment initially activate lipophagy as a cytoprotective mechanism against lipid overload; however, once this pathway is compromised, cells experience severe metabolic stress, leading to functional impairment and accelerated renal pathology (<xref ref-type="bibr" rid="B3">Chae et al., 2023</xref>). Consequently, therapeutic strategies targeting molecular mediators of the lipophagy pathway, particularly those enhancing lipid droplet-autophagosome interactions, hold potential for DKD management.</p>
</sec>
<sec id="s4">
<title>4 Botanical medicine targets for lipophagy modulation</title>
<sec id="s4-1">
<title>4.1 AMPK/mTOR signaling pathways</title>
<p>AMP-activated protein kinase (AMPK) serves as a cellular energy sensor activated during energy deficit to coordinate metabolic adaptations and maintain energy homeostasis. AMPK-mediated lipophagy promotion primarily occurs through suppression of downstream mechanistic target of rapamycin (mTOR) signaling (<xref ref-type="bibr" rid="B7">Chauhan et al., 2023</xref>). Under diabetic environment, AMPK activation enhances cellular fatty acid &#x3b2;-oxidation and stimulates autophagic clearance of lipids within renal tubular cells (<xref ref-type="bibr" rid="B7">Chauhan et al., 2023</xref>). Futhermore, mTOR acts as a pivotal signaling integrator that modulates cellular growth and metabolism in response to nutrient availability and growth factors (<xref ref-type="bibr" rid="B17">Goul et al., 2023</xref>; <xref ref-type="bibr" rid="B44">Shi et al., 2024</xref>). Upon AMPK activation, phosphorylation of downstream mTOR effectors suppresses mTOR activity, thereby inducing autophagy and enhancing cellular adaptation to energy stress (<xref ref-type="bibr" rid="B37">Oza et al., 2021</xref>). Importantly, mTOR hyperactivation potently inhibits autophagy, exacerbating intracellular lipid accumulation and renal cellular dysfunction (<xref ref-type="bibr" rid="B37">Oza et al., 2021</xref>). Collectively, AMPK/mTOR signaling represents a core regulatory axis for lipophagy modulation in DKD.</p>
</sec>
<sec id="s4-2">
<title>4.2 PPAR&#x3b1;/&#x3b3; signaling pathways</title>
<p>Peroxisome proliferator-activated receptors (PPARs), including isoforms PPAR&#x3b1;, PPAR&#x3b2;/&#x3b4;, and PPAR&#x3b3;, comprise ligand-activated nuclear transcription factors critically regulating lipid metabolism, inflammatory responses, and energy homeostasis (<xref ref-type="bibr" rid="B9">Chen et al., 2024</xref>). PPAR&#x3b1; and PPAR&#x3b3; agonists demonstrate significant lipophagy-modulating capacities. Substantial evidence confirmed natural medicines ameliorate metabolic syndrome-related pathologies, including DKD and lipid dysregulation, via PPAR signaling modulation (<xref ref-type="bibr" rid="B70">Zou et al., 2023</xref>). Specifically, natural medicines such as resveratrol and genistein activate PPAR&#x3b1;, subsequently enhancing fatty acid catabolism and mitigating ectopic lipid accumulation (<xref ref-type="bibr" rid="B43">Sharma et al., 2024</xref>). PPAR&#x3b3; agonists, including thiazolidinediones, clinically manage type 2 diabetes by improving insulin sensitivity, promoting adipocyte differentiation, and inhibiting adipocyte apoptosis (<xref ref-type="bibr" rid="B32">Ma et al., 2021</xref>; <xref ref-type="bibr" rid="B42">Sharma and Patial, 2022</xref>). These findings collectively underscore the centrality of PPAR signaling in lipid-metabolism regulation and highlight the effectiveness of natural medicines in improving lipid-metabolism disorders in DKD via PPAR-pathway activation.</p>
</sec>
<sec id="s4-3">
<title>4.3 SIRT1/FoxO1 signaling pathways</title>
<p>Sirtuin 1 (SIRT1), an NAD<sup>&#x2b;</sup>-dependent deacetylase, orchestrates critical cellular processes including autophagy, metabolic regulation, and senescence. SIRT1 activates autophagic machinery through deacetylation, thereby enhancing intracellular lipid clearance. Mechanistically, SIRT1 activation deacetylates forkhead box protein O1 (FoxO1), augmenting FoxO1-mediated autophagic processes that promote lipid elimination (<xref ref-type="bibr" rid="B50">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B54">Xu M. et al., 2024</xref>). FoxO1, acting as a transcription factor, modulates expression of lipophagy-related genes such as adipose triglyceride lipase (ATGL), whose activation accelerates fatty acid oxidation and lipid hydrolysis (<xref ref-type="bibr" rid="B4">Chakrabarti et al., 2011</xref>; <xref ref-type="bibr" rid="B61">Zhang et al., 2016</xref>). Moreover, SIRT1 activation promotes autophagy via the AMPK signalling pathway, and its interaction with FoxO1 becomes particularly critical under diabetic conditions (<xref ref-type="bibr" rid="B6">Chang et al., 2015</xref>; <xref ref-type="bibr" rid="B55">Xu Y. et al., 2024</xref>). Therefore, pharmacologically enhancing SIRT1 activity to promote FoxO1 deacetylation may therapeutically ameliorate renal lipid dysmetabolism in DKD, offering novel biological targets and therapeutic rationale.</p>
</sec>
</sec>
<sec id="s5">
<title>5 Natural medicines modulating renal lipophagy</title>
<sec id="s5-1">
<title>5.1 Polyphenols</title>
<p>Polyphenols abundant in traditional medicinal and dietary plants orchestrate lipophagy chiefly via activation of central signaling cascades including AMPK, SIRT1 and transcription factor EB (TFEB) (<xref ref-type="bibr" rid="B16">Giulia et al., 2020</xref>; <xref ref-type="bibr" rid="B66">Zhenyu et al., 2023</xref>). Resveratrol, a non-flavonoid polyphenol derived from many dietary plants, ameliorates renal lipid accumulation by deacetylating FoxO3, peroxisome proliferator-activated receptor-&#x3b3; coactivator-1&#x3b1; (PGC-1&#x3b1;), and Beclin1 (<xref ref-type="bibr" rid="B12">Claudia et al., 2022</xref>). In DKD models, Resveratrol significantly mitigates lipid accumulation and insulin resistance in DKD by activating autophagy via the AMPK&#x3b1;/mTOR pathway (<xref ref-type="bibr" rid="B58">Yong-Qi and Youjia, 2020</xref>). Specifically, it enhances phosphorylation of AMPK&#x3b1;, which inhibits mTOR activity and promotes autophagy activating kinase 1 (ULK1) activation. This cascade upregulates autophagy-related proteins Beclin1 and LC3 II/I, leading to the degradation of lipid droplets and improvement in renal lipid metabolism (<xref ref-type="bibr" rid="B58">Yong-Qi and Youjia, 2020</xref>). Beyond resveratrol, other polyphenolic metabolites exhibit nephroprotective efficacy. Ai et al. demonstrated that paeonol ameliorates DKD by activating TFEB-mediated lipophagy (<xref ref-type="bibr" rid="B1">Ai et al., 2025</xref>). Paeonol directly binds to RHEB, acting as an mTOR inhibitor, which promotes TFEB dephosphorylation and nuclear translocation. This activates the transcription of lysosomal genes lysosomal-associated membrane protein-2 (LAMP2), ATPase H &#x2b; transporting V1 subunit A (ATP6V1A), and PGC-1&#x3b1;, enhancing lysosome biogenesis and restoring autophagic flux, ultimately leading to the clearance of excess renal tubular lipids and improved renal function (<xref ref-type="bibr" rid="B1">Ai et al., 2025</xref>).</p>
</sec>
<sec id="s5-2">
<title>5.2 Terpenoids</title>
<p>Commonly isolated from traditional medicinal plants, terpenoids exhibit significant effects on renal lipophagy. Celastrol, isolated from the botanical drug <italic>Tripterygium wilfordii</italic> Hook. f (Celastraceae), ameliorates DKD by activating renal lipophagy through PI3K/AKT/mTOR pathway inhibition. In high-fat/high-glucose-diet and STZ-induced diabetic rats, celastrol significantly downregulated PI3K, p-AKT, and mTOR expression, leading to increased LC3-II levels, thereby attenuating podocyte injury, glomerular basement membrane thickening, and proteinuria (<xref ref-type="bibr" rid="B36">Nie et al., 2020</xref>). In addition, celastrol exerts pronounced renal lipophagy-regulatory efficacy by inducing lipophagy in clear cell renal cell carcinoma via liver X receptor &#x3b1; (LXR&#x3b1;)/ATP-binding cassette transporter A1 (ABCA1) pathway activation (<xref ref-type="bibr" rid="B5">Chan-juan et al., 2020</xref>). Celastrol activates LXR&#x3b1; to transcriptionally upregulate ABCA1, which is essential for cholesterol efflux and autophagic degradation of lipid droplets. Concurrently, celastrol induces canonical autophagy by inhibiting mTOR activity, enhancing LC3-I-to-LC3-II conversion, and degrading p62, thereby promoting lipid droplet sequestration and lysosomal breakdown (<xref ref-type="bibr" rid="B5">Chan-juan et al., 2020</xref>). By alleviating this lipid-rich environment, celastrol inhibits the epithelial-mesenchymal transition process, ultimately suppressing cancer cell proliferation, migration, invasion, and tumor growth (<xref ref-type="bibr" rid="B5">Chan-juan et al., 2020</xref>). Other terpenoids also contribute to renal therapeutics. Morroniside, a secoiridoid metabolite from <italic>Cornus officinalis</italic> Siebold and Zucc (Cornaceae), attenuates lipid metabolism disorder-driven chronic kidney disease by activating AMPK&#x3b1;/TFEB-mediated lipophagy (<xref ref-type="bibr" rid="B59">Zhang C. et al., 2025</xref>). Specifically, morroniside promotes AMPK&#x3b1; phosphorylation, triggering TFEB nuclear translocation to upregulate lipophagy, thereby enhancing ectopic lipid droplet clearance in high-fat/high-fructose diet-fed mice and palmitic acid-injured renal tubular cells (<xref ref-type="bibr" rid="B59">Zhang C. et al., 2025</xref>). Geniposide, an iridoid glycoside from <italic>Gardenia jasminoides</italic> J. Ellis (Rubiaceae), exerts renoprotective effects in DKD primarily by enhancing autophagy and reducing oxidative stress. It activates the AMPK/ULK1 autophagy pathway through phosphorylation of AMPK and ULK1, while simultaneously inhibiting AKT phosphorylation, reducing 4-HNE accumulation, TUNEL-positive apoptotic cells, and elevating NAD(P) H quinone oxidoreductase-1 (NQO-1), manganese superoxide dismutase (MnSOD2) and glutathione peroxidase-1 (GPX-1) expression (<xref ref-type="bibr" rid="B46">Theodomir et al., 2021</xref>).</p>
</sec>
<sec id="s5-3">
<title>5.3 Alkaloids</title>
<p>Characteristically obtained from medicinal plants, alkaloids like berberine reshape lipid droplet homeostasis by modulating SIRT3-mediated lipophagy, partially alleviating cardiac lipotoxicity in diabetic cardiomyopathy. Given the pathophysiological parallels between diabetic cardiomyopathy and DKD, including lipid accumulation and lipotoxicity, berberine, an isoquinoline alkaloid from <italic>Coptis chinensis</italic> Franch (Ranunculaceae), may confer analogous lipophagic benefits in DKD (<xref ref-type="bibr" rid="B10">Chen et al., 2025</xref>). Furthermore, berberine inhibits the mTOR/ribosomal protein S6 kinase 1 (P70S6K)/eukaryotic translation initiation factor 4E-binding protein 1 (4EBP1) signaling axis to activate podocyte autophagy, thereby attenuating high glucose-induced podocyte apoptosis (<xref ref-type="bibr" rid="B25">Li et al., 2020</xref>). In induced acute kidney injury (AKI) model, berberine conferred renoprotection by regulating the histone deacetylase 4 (HDAC4)-FoxO3a axis to induce autophagy and inhibit apoptosis (<xref ref-type="bibr" rid="B67">Zhi et al., 2023</xref>). Berberine also upregulates Klotho expression in cisplatin-induced AKI, activating the AMPK/mTOR/ULK1/Beclin-1 autophagy pathway to mitigate oxidative injury (SOD activity increased by 86%; MDA decreased by 54%), inflammation, and cell death (<xref ref-type="bibr" rid="B40">Salah et al., 2025</xref>). Additionally, neferine, a bisbenzylisoquinoline alkaloid from <italic>Nelumbo nucifera</italic> Gaertn (Nelumbonaceae), protects against cisplatin-induced AKI by activating autophagy via the AMPK/mTOR pathway, significantly reducing renal injury (<xref ref-type="bibr" rid="B27">Li et al., 2023</xref>). Although lipid autophagy was not explicitly examined, neferine&#x2019;s AMPK-driven autophagy induction aligns with mechanisms governing lipophagy, suggesting broad applicability in lipid clearance during renal injury.</p>
</sec>
<sec id="s5-4">
<title>5.4 Polysaccharides</title>
<p>Primarily extracted from diverse natural sources such as algae, polysaccharides demonstrate notable renoprotective properties. Trehalose, a non-reducing disaccharide isolated from <italic>Selaginella lepidophylla</italic> (Hook. and Grev.) Spring (Selaginellaceae), demonstrates notable renoprotective properties. Studies indicated that it alleviates renal ischemia-reperfusion injury, potentially via autophagy enhancement coupled with oxidative stress, inflammation, and apoptosis suppression (<xref ref-type="bibr" rid="B28">Lingling et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Suwen et al., 2020</xref>). Specifically, Trehalose&#x2019;s renoprotective effects are primarily mediated through TFEB-driven autophagy, which indirectly mitigates renal damage by clearing oxidized organelles and suppressing oxidative stress (<xref ref-type="bibr" rid="B28">Lingling et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Suwen, et al., 2020</xref>). Fucoidan, a principal constituent of the Chinese medicinal preparation Haikun Shenxi, attenuates renal cellular senescence phenotypes, including SA-&#x3b2;-galactosidase activity and klotho/p53/p21 expression by modulating autophagy-associated AMPK/ULK1 signaling (<xref ref-type="bibr" rid="B38">Qian et al., 2020</xref>). Although studies on trehalose and fucoidan have not explicitly addressed lipophagy, they demonstrated that trehalose enhances global autophagy, which in turn indirectly influences lipid metabolism.</p>
</sec>
<sec id="s5-5">
<title>5.5 Flavonoids</title>
<p>Flavonoids, derived from fruits, vegetables, and medicinal plants, have garnered considerable scientific interest owing to their antioxidant, anti-inflammatory, and antidiabetic properties, demonstrating remarkable efficacy in countering lipid dysregulation associated with DKD (<xref ref-type="bibr" rid="B19">Hu et al., 2021</xref>). Diosgenin, extracted from <italic>Dioscorea zingiberensis</italic> C.H.Wright (Dioscoreaceae), has garnered attention for its beneficial effects on lipid metabolism in DKD, improving lipid metabolism by regulating the miR-148b-3p/DNA methyltransferase 1 (DNMT1)/FOXO1 axis and inhibiting lipid droplet formation in human kidney-2 (HK-2) cells (<xref ref-type="bibr" rid="B31">Luo et al., 2025</xref>). Calycosin, an isoflavonoid metabolite from <italic>Astragalus mongholicus</italic> Bunge (Fabaceae), mitigates lipid accumulation in DKD by restoring autophagy via phosphatidylinositol 3-kinase (PI3K)/protein kinase B (AKT) pathway inhibition (<xref ref-type="bibr" rid="B65">Zhang et al., 2025b</xref>). Marein, derived from <italic>Coreopsis tinctoria</italic> Nutt (Asteraceae), mitigated lipid accumulation by inducing lipophagy through suppression of the PI3K/AKT/mTOR pathway (<xref ref-type="bibr" rid="B63">Zhang et al., 2023</xref>). In sodium oleate-induced hepatoma G2 (HepG2) cells and High fat and sugar diet (HFSD)-fed mice, Marein downregulates p-PI3K, p-AKT, and p-mTOR, leading to increased LC3-II/LC3-I ratios and enhanced co-localization of autophagosomes with lipid droplets. This promotes lysosomal degradation of lipids, reducing cellular triglycerides (TG), total cholesterol (TC), and low-density lipoprotein cholesterol (LDL-C) while elevating high-density lipoprotein cholesterol (HDL-C) (<xref ref-type="bibr" rid="B63">Zhang et al., 2023</xref>). Notably, marein promotes renal autophagy in DKD by activating the PI3K/AKT pathway while inhibiting mTOR, evidenced by upregulated LC3-II/I, Beclin-1 and ATG5 with p62 degradation, thereby improving insulin sensitivity and attenuating nephropathy in db/db mice (<xref ref-type="bibr" rid="B26">Li et al., 2021</xref>). Quercetin, a flavonoid abundantly present in fruits and vegetables, has been substantiated to exert beneficial regulatory effects on autophagic processes. In the context of DKD, quercetin alleviates renal fibrosis by inhibiting excessive AMPK-dependent autophagy (<xref ref-type="bibr" rid="B23">Lai et al., 2020</xref>). In high-fat diet/streptozotocin-induced type 2 diabetic rats and high glucose-treated rat mesangial cells, quercetin downregulated key autophagy markers, including LC3II/I, Beclin-1, ATG5, and increased P62 accumulation in kidney tissue, concurrently reducing collagen deposition (<xref ref-type="bibr" rid="B23">Lai et al., 2020</xref>). Conversely, In the context of metabolic dysfunction-associated steatotic liver disease (MASLD), quercetin inhibits the mTOR/Yin-Yang1 (YY1) pathway, relieving its suppression on lipophagy and enhancing autophagic flux and lipid droplet degradation, as evidenced by increased Beclin1 expression and LC3-II conversion alongside decreased p62 levels (<xref ref-type="bibr" rid="B21">Katsaros et al., 2024</xref>). This divergence reflects a cell-type and disease-stage-specific effect: hepatocytes under lipid overload benefit from autophagy activation, whereas rat mesangial cells exposed to chronic hyperglycemia are adversely affected by autophagy overactivation. In addition, quercetin should be regarded neither as a universal autophagy activator nor as an inhibitor. Its net effect is dictated by tissue-specific signalling networks and dosing regimens. Thus, these contrasting outcomes underscore the necessity of conducting tissue-specific dose&#x2013;response studies prior to translating quercetin or any other autophagy-modulating agent into human trials for DKD.</p>
<p>Cross-class comparison reveals that AMPK/mTOR modulation is the most consistently reported mechanism, being independently documented for resveratrol, celastrol, geniposide, berberine and marein in at least two different DKD models each. In contrast, TFEB-mediated lysosome biogenesis has been verified only for paeonol and morroniside, while SIRT3-dependent lipophagy is presently limited to berberine in diabetic cardiomyopathy and warrants confirmation in DKD models. Simultaneous engagement of AMPK/mTOR and SIRT1/FoxO3 axes by resveratrol suggests potential synergy, whereas PI3K/AKT inhibition is confined to celastrol, calycosin and marein. This convergence indicates that distinct natural medicines have independently evolved to target the same nutrient-sensing and autophagy checkpoints. Notably, Several of the polyphenols and flavonoids discussed above have been classified as pan-assay interfering substances (PAINS) that can produce false-positive read-outs in biochemical or cell-free screens owing to metal chelation, redox reactivity, aggrega-tion, or membrane modulation (<xref ref-type="bibr" rid="B71">Magalh&#xe3;es et al., 2021</xref>). Future work should incorporate PAINS-aware chemical filters, counter-screens for aggregation and, whenever possible, orthogonal genetic or clinical trial validation.</p>
</sec>
</sec>
<sec id="s6">
<title>6 Clinical-translational outlook</title>
<p>The clinical translation of natural medicines that promote lipophagic activity represents an intricate and formidable endeavor. Although the role of natural medicines in modulating lipophagy has been extensively investigated, their transition into clinical application continues to confront considerable challenges. First and foremost, the safety of natural medicines is a critical issue in clinical translation. A study has revealed that berberine induces significant cardiotoxicity <italic>in vitro</italic> and complete cardiac arrest at concentrations reaching 10&#xa0;&#x3bc;M (<xref ref-type="bibr" rid="B62">Zhang et al., 2018</xref>). Furthermore, a 26-week chronic oral toxicity investigation in rats identified marked hepatorenal toxicity following geniposide administration at a dosage of 100&#xa0;mg/kg/day (<xref ref-type="bibr" rid="B47">Tian et al., 2018</xref>). Additionally, the potential for pharmacokinetic interactions upon co-administration with conventional therapeutics presents a substantial complicating factor. A study indicated that resveratrol and kaempferol inhibit aryl hydrocarbon receptor (AHR)-mediated transcription, potentially modulating cytochrome P450 enzymes such as CYP1A1 and CYP1B1. This interference may disrupt the metabolic pathways of concomitant medications, including anthracycline-based chemotherapeutic agents (<xref ref-type="bibr" rid="B34">MacPherson and Matthews, 2010</xref>). Hence, systematic investigation into the pharmacological and toxicological properties of natural agents, alongside their interactive potential with modern pharmaceuticals, is indispensable for ensuring both safety and therapeutic efficacy. It is also pertinent to note that the scarcity of robust clinical trial evidence constitutes a significant impediment to widespread clinical adoption. A randomized, double-blind, placebo-controlled study evaluated the efficacy of resveratrol in sixty patients presenting with type 2 diabetes and proteinuria (<xref ref-type="bibr" rid="B41">Sattarinezhad et al., 2019</xref>). The study found that resveratrol significantly reduced the urinary albumin-to-creatinine ratio, although no significant changes were observed in glomerular filtration rate or serum creatinine, and it enhanced serum antioxidant enzyme levels (<xref ref-type="bibr" rid="B41">Sattarinezhad et al., 2019</xref>). Clinical data pertaining to other metabolites that induce lipophagy remain exceedingly sparse, despite a proliferation of <italic>in vitro</italic> and <italic>in vivo</italic> studies corroborating their biological activities. Finally, study employing animal and cellular models is inherently constrained by the limitations of these systems. Although existing rodent models emulate certain features of DKD, such as albuminuria and glomerular matrix expansion, none comprehensively replicate the entirety of human disease pathology, particularly advanced lesions including nodular glomerulosclerosis and progressive renal failure (<xref ref-type="bibr" rid="B22">Kitada et al., 2016</xref>). Moreover, variables such as genetic background, strain-specific susceptibilities, comorbid conditions (e.g., hypertension, IgA deposition), and methodologies of model induction (e.g., streptozotocin toxicity, lipotoxicity) further constrain the translatability of findings derived from these systems (<xref ref-type="bibr" rid="B22">Kitada et al., 2016</xref>). Cellular models, while illuminating molecular mechanisms, often exhibit substantial discrepancies between <italic>in vitro</italic> behavior and <italic>in vivo</italic> physiological responses. These inherent limitations collectively impede the clinical translation of natural medicines. Thus, the development of more sophisticated animal models or the adoption of advanced <italic>in vitro</italic> systems, such as three-dimensional cell cultures and organ-on-a-chip technologies, capable of more faithfully mimicking human pathophysiology, would markedly enhance translational efficiency.</p>
</sec>
<sec sec-type="conclusion" id="s7">
<title>7 Conclusion</title>
<p>The therapeutic potential of natural medicines in DKD is increasingly recognized, particularly for their distinct advantages in ameliorating lipid metabolic disorders via lipophagic modulation. Substantial evidence confirms that natural medicines, including flavonoids, polyphenols, terpenoids, alkaloids, and polysaccharides, orchestrate lipophagy through multiple signaling pathways, thereby reducing renal lipid deposition and oxidative stress while promoting pathological amelioration in DKD. Despite encouraging findings, the precise molecular mechanisms underlying natural medicine-mediated lipophagic regulation warrant deeper exploration. While natural medicines present a promising frontier for DKD research and application, formidable obstacles remain. Future studies should prioritize the precise identification of natural medicines, systematic validation of their targets, rigorous assessment of clinical efficacy, translatability, and safety profiles.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>JG: Conceptualization, Formal Analysis, Investigation, Writing &#x2013; original draft. YW: Writing &#x2013; review and editing. XC: Writing &#x2013; review and editing. HZ: Conceptualization, Formal Analysis, Writing &#x2013; review and editing. JX: Conceptualization, Formal Analysis, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the Zhejiang Province Traditional Chinese Medicine Science and Technology Program (No. 2023ZL152), the Zhejiang Province Traditional Chinese Medicine Key Discipline Construction Project (No. 2024-XK-63), the Ningbo Traditional Chinese Medicine Nephrology Clinical Research Center (No. 2024L001), and the Science and Technology Department of State Administration of Traditional Chinese Medicine&#x2013;Zhejiang Provincial Administration of TCM to jointly build a Science and Technology Plan (No. GZY-ZJ-KJ-24048).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s11">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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