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<front>
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<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2025.1518659</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>L-serine metabolic regulation and host respiratory homeostasis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Li</surname>
<given-names>Pan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Wu</surname>
<given-names>Xiaoyan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yanlan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Qin</surname>
<given-names>Ruijing</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Xiong</surname>
<given-names>Pan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qiu</surname>
<given-names>Yangyang</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Environment and Safety Engineering, Taiyuan Institute of Technology</institution>, <addr-line>Taiyuan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>National Engineering Research Center of Immunological Products, Department of Microbiology and Biochemical Pharmacy, College of Pharmacy, Third Military Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Veterinary Medicine, Southwest University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>College of Agronomy and Biotechnology, Southwest University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Shaojuan Liu, South China Agricultural University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Li Wei, Sichuan University, China</p>
<p>Nanjian Luo, Zunyi Medical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Yangyang Qiu, <email xlink:href="mailto:17092156425@163.com">17092156425@163.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1518659</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Li, Wu, Huang, Qin, Xiong and Qiu</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Li, Wu, Huang, Qin, Xiong and Qiu</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>L<bold>-</bold>Serine, a non-essential amino acid (NEAA), can be obtained through diet or <italic>in situ</italic> synthesis. Functionally, L-serine not only serves as the precursor of other amino acids, lipids, and nucleotides, but also participates in the folate/methionine cycle. An increasing number of studies have demonstrated that L-serine is widely used in the adjuvant therapy of many diseases (e.g., inflammation, infections, fibrosis, and tumors). Here, we summarize the synthesis and metabolism of serine followed by its functions in health and disease. Moreover, we delineate the potential mechanisms whereby L-serine is involved in the occurrence and progression of respiratory diseases. This review aims to summarize the research progress of serine in diseases, propose the problems that need to be solved in the future, and provide guidance for subsequent research and development.</p>
</abstract>
<kwd-group>
<kwd>serine</kwd>
<kwd>inflammation</kwd>
<kwd>infection</kwd>
<kwd>respiratory diseases</kwd>
<kwd>PHGDH</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="102"/>
<page-count count="10"/>
<word-count count="4804"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Microbes and Innate Immunity</meta-value>
</custom-meta>
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</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Amino acids are one of the many biologically active macromolecules that build biological organisms and are the basic materials for cell structure and tissue repair (<xref ref-type="bibr" rid="B68">Rusciano et&#xa0;al., 2016</xref>). As one of the basic structural substances constituting the immune system, amino acids contribute to the development of immune organs, the proliferation and differentiation of immune cells, and the secretion of cytokines, all of which regulate the immune response (<xref ref-type="bibr" rid="B29">Kelly and Pearce, 2020</xref>). Insufficient intake of amino acids results in immune organ atrophy and impaired immune cell function. Rational supplementation of amino acids has a positive effect on the regulation of the immune function of the body (<xref ref-type="bibr" rid="B37">Lieu et&#xa0;al., 2020</xref>).</p>
<p>Serine, including D-serine and L-serine, is known as non-essential amino acid (NEAA), which is synthesized in the body from glycine and 3-phosphoglyceric acid (<xref ref-type="bibr" rid="B33">Lee et&#xa0;al., 2018</xref>), and L-serine can be converted to D-serine by serine racemase (SR) (<xref ref-type="bibr" rid="B82">Wolosker, 2018</xref>). L-serine has numerous functions, including the production of small molecules involved in cellular metabolism, for example: as the precursors for the synthesis of amino acids (e.g., glycine, cysteine, and taurine), nucleotides (e.g., purine and pyrimidine nucleotides), neurotransmitters, and phospholipids (e.g., sphingolipids and phosphatidylserine), as well as a methyl donor for protein and DNA synthesis (<xref ref-type="bibr" rid="B52">Murtas et&#xa0;al., 2020</xref>). Similarly, serine plays a critical role in the regulation of the immune system and prevention of diseases. Yu reported that serine metabolism can inhibit ATP6V0D2-mediated YAP lysosomal degradation, thereby regulating antiviral innate immunity (<xref ref-type="bibr" rid="B71">Shen et&#xa0;al., 2021</xref>). Furthermore, L-serine has been found to have beneficial effects in the treatment of neurological conditions such as depression, schizophrenia, chronic fatigue syndrome, and intellectual disability (<xref ref-type="bibr" rid="B83">Wolosker and Radzishevsky, 2013</xref>; <xref ref-type="bibr" rid="B93">Zhang et&#xa0;al., 2018b</xref>), as well as alcoholic and non-alcoholic fatty liver disease (<xref ref-type="bibr" rid="B74">Sim et&#xa0;al., 2015</xref>). It is worth noting that L-serine supplementation is not necessarily the gold standard for treating diseases, but sometimes restricting L-serine supplementation is beneficial for treating diseases (<xref ref-type="bibr" rid="B42">Maddocks et&#xa0;al., 2017</xref>). Therefore, maintaining appropriate serine intake is essential for maintaining normal protein synthesis, metabolism, and neurological function. In addition to these physiological functions, L-serine is also widely used as a moisturizer and antioxidant in medications, sports drinks, and cosmetics (<xref ref-type="bibr" rid="B93">Zhang et&#xa0;al., 2018b</xref>).</p>
<p>Here, we summarize the synthesis and metabolism of serine followed by the functions of serine in health and disease. Meanwhile, we delineate the potential mechanisms whereby L-serine influences the occurrence and progression of various diseases. We expect that this review will provide guidance for subsequent research and development in the treatment of inflammatory and respiratory diseases.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>L-serine and metabolic regulation</title>
<sec id="s2_1">
<label>2.1</label>
<title>L-serine forms a complex metabolic network</title>
<p>As a glycogenic amino acid, L-serine has various sources, such as an external diet, intracellular synthesis (from the glycolytic intermediate 3-phosphoglycerate and glycine), and cleavage of proteins and phospholipids <italic>in vivo</italic> (<xref ref-type="bibr" rid="B31">Kishor et&#xa0;al., 2020</xref>). Owing to the existence of the blood-brain barrier, L-serine absorbed from the diet cannot meet the needs of the brain and thus must be synthesized <italic>in situ</italic> (<xref ref-type="bibr" rid="B89">Yoshida et&#xa0;al., 2004</xref>). During <italic>de novo</italic> synthesis, L-serine is converted from 3-phosphoglycerate (3-PG), an intermediate of glycolysis, through a three-step enzymatic reaction, in which 3-phosphoglycerate dehydrogenase (PHGDH) is the first rate-limiting enzyme (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a</bold>
</xref>) (<xref ref-type="bibr" rid="B46">Mattaini et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B71">Shen et&#xa0;al., 2021</xref>). L-serine, on the other hand, is reversibly catalyzed to glycine and CH2-THF by SHMT1 or SHMT2 in the cytosol or mitochondria, respectively, and participates in one-carbon metabolism and the S-adenosine methionine (SAM) metabolic network through the transfer of one-carbon units (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>) (<xref ref-type="bibr" rid="B39">Locasale, 2013</xref>; <xref ref-type="bibr" rid="B46">Mattaini et&#xa0;al., 2016</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Pathways of serine synthesis and metabolism. <bold>(a)</bold> The intermediates in the pathways shown in green are involved in the synthesis of L-serine, either from glucose via glycolysis or from the gluconeogenic intermediate 3P-glycerate. L-serine synthesis involves three main steps. The first step is that PHGDH catalyzes 3P-glycerate to 3P-D-pyruvate. The next step is that the PSAT converts 3P-D-pyruvate into 3P-serine. The last step is serine synthesis through hydrolysis of 3P-serine catalyzed by PSP. <bold>(b)</bold> L-serine can also be obtained from glycine via a process catalyzed by SHMT<sub>2</sub>. <bold>(c)</bold> L-serine metabolism involves two main metabolic pathways. One is the synthesis of glycine, cystine, taurine and GSH through the carbon cycle. <bold>(d)</bold> In the second metabolic pathway of L-serine, SR catalyzes the conversion of L-serine to D-serine, which is oxidized by D-amino acid oxidase to generate amino acid, which is then non-enzymatic hydrolyzed to the corresponding 2-oxic acid and ammonia. <bold>(e)</bold> L-serine is metabolized to pyruvate through a non-phosphorylated pathway. Serine is also involved in the formation of phospholipids. 3P-glycerate, 3-phosphoglycerate; PHGDH, 3-phosphoglycerate dehydrogenase; 3P-D-pyruvate, 3-phosphohydroxypyruvate; PSAT, 3-phosphoserine aminotransferase; GLU, glutamate; &#x3b1;-KET, &#x3b1;-ketoglutarate; 2P-glycerate, 2-phosphoglycerate; 3P-serine, 3-phosphoserine; Pi, inorganic phosphate7; PSP, 3-phosphoserine phosphatase; FA, Fatty acids; AI, Amino acids; DAAO, D-amino-acid oxidase; PEP, phosphoenolpyruvate; MS, methionine synthase; SAM, S-adenosylmethionine; SAH, S-adenosylhomocysteine; C&#x3b2;S; cystathionine &#x3b2;-synthase; C&#x3b3;L, cystathionine &#x3b3;-lyase; N<sup>5</sup>N<sup>10</sup>&#x2013;CH<sub>2</sub>THF, 5,10-methylene-tetrahydrofolate; 5CH<sub>2</sub>THF, 5-methylene-tetrahydrofolate; GSH, glutathione.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1518659-g001.tif"/>
</fig>
<p>Therefore, L-serine is a precursor molecule for the synthesis of many substances, and the metabolism of L-serine includes the synthesis of amino acids, phospholipids, and proteins (<xref ref-type="bibr" rid="B22">Hole&#x10d;ek, 2022</xref>). First, serine, as the main substrate, plays an important role in protein synthesis (<xref ref-type="bibr" rid="B64">Reeds, 2000</xref>). In addition, L-serine mainly synthesizes glycine and cysteine via transsulfuration to participate in the formation of glutathione (GSH), which plays significant roles in redox reactions (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1c</bold>
</xref>) (<xref ref-type="bibr" rid="B91">Zhang et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B94">Zhang et&#xa0;al., 2019</xref>). Moreover, L-serine is involved in the synthesis of phospholipids and glycolipids, which are important components of cell membranes and highly direct cell differentiation, proliferation, and apoptosis (<xref ref-type="bibr" rid="B52">Murtas et&#xa0;al., 2020</xref>). In addition, L-serine is a major carbon unit donor of the folate cycle that produces NADPH, NADH and ATP in the one-carbon metabolic reaction, as well as the main carbon unit donor in the methionine cycle to synthesize adenosine, guanosine, and thymine (<xref ref-type="bibr" rid="B10">Ducker and Rabinowitz, 2017</xref>; <xref ref-type="bibr" rid="B30">Kim and Park, 2018</xref>), and a methyl donor for protein and DNA synthesis (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1d</bold>
</xref>) (<xref ref-type="bibr" rid="B52">Murtas et&#xa0;al., 2020</xref>). Collectively, the synthesis and metabolism of serine are summarized in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Transformation from L-serine to its isomer D-serine</title>
<p>In 1992, Hashimoto et&#xa0;al. first reported the presence of large amounts of free D-serine, the optical isomer of L-serine, in mammalian brain tissue (<xref ref-type="bibr" rid="B18">Hashimoto et&#xa0;al., 1992</xref>). Later, Schell and Williams et&#xa0;al. found that the distribution of D-serine varied regionally, i.e. it was clearly located in the astrocytoid cell subpopulation (<xref ref-type="bibr" rid="B69">Schell et&#xa0;al., 1995</xref>), which also implied that D-serine may be involved in a biosynthetic pathway. Wolosker and colleagues purified serine racemase, which can directly racemate L-serine to form D-serine, and found that multiple properties of SR were similar to those of bacterial racemase, suggesting that the D-amino acid biosynthesis pathway is conserved from bacterial to mammalian brains (<xref ref-type="bibr" rid="B84">Wolosker et&#xa0;al., 1999</xref>).</p>
<p>The metabolism of D-serine is catalyzed mainly by D-amino acid oxidase (DAAO) bonding flavin adenine dinucleotide (FAD) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1e</bold>
</xref>) (<xref ref-type="bibr" rid="B58">Pollegioni and Sacchi, 2010</xref>). A comparative study of wild-type (WT) and SR-knockout (SR-KO) mice revealed that the SR is involved primarily in D-serine production in the forebrain of mice, and that there might be other D-serine production pathways may be involved in the brain and peripheral organs (<xref ref-type="bibr" rid="B26">Horio et&#xa0;al., 2011</xref>). Due to differences in tissue culture and immunocytochemical techniques, there is still no clear conclusion on whether D-serine is distributed in astroglia or neurons, and Coyle et&#xa0;al. have already made a clear discussion on this issue (<xref ref-type="bibr" rid="B7">Coyle et&#xa0;al., 2020</xref>); we will not go into the details here.</p>
<p>A study demonstrated that an important rate-limiting factor in maintaining D-serine balance in the brain is L-serine synthesis via the phosphorylation pathway, which is modeled in mice with astrocyte conditions lacking Phgdh. Moreover, D-serine deficiency restricts the function of NMDA receptors (NMDARs) (<xref ref-type="bibr" rid="B87">Yang et&#xa0;al., 2010</xref>). D-serine is an endogenous co-agonist of NMDARs and is required to regulate synaptic plasticity and excitatory transmission in the central nervous system (CNS) (<xref ref-type="bibr" rid="B51">Mothet et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B56">Panatier et&#xa0;al., 2006</xref>). In addition, some studies have proposed the concept of a &#x201c;serine shuttle&#x201d; in astrocyte-neuron metabolism, in which D-serine indirectly regulates NMDAR (<xref ref-type="bibr" rid="B4">Bonvento and Bola&#xf1;os, 2021</xref>; <xref ref-type="bibr" rid="B83">Wolosker and Radzishevsky, 2013</xref>). Therefore, some studies have shown that the level of D-serine in the host may be related to neurological diseases, such as Alzheimer&#x2019;s disease, cognitive dysfunction, schizophrenia, depression, and addiction (<xref ref-type="bibr" rid="B22">Hole&#x10d;ek, 2022</xref>).</p>
<p>However, D-serine has been reported to be nephrotoxic and neurotoxic. For example, astrocytes in primary cultures express SR, synthesize D-serine and acquire A1 (an excitotoxic moiety released from inflammation) reactive astrocyte features (<xref ref-type="bibr" rid="B7">Coyle et&#xa0;al., 2020</xref>). Hippocampal synaptic damage in mouse caused by controlled cortical impact resulted in the conversion of D-serine release from neurons to astrocytes, further exacerbating synaptic damage and dysfunction (<xref ref-type="bibr" rid="B57">Perez et&#xa0;al., 2017</xref>). On the other hand, D-serine mainly causes dose-related (&#x2265;500 mg/kg) nephrotoxicity in rats, manifested as reversible acute tubular necrosis (<xref ref-type="bibr" rid="B55">Okada et&#xa0;al., 2017</xref>). However, compared with humans, the ratio of the oral dose to the serum concentration seems to be higher in rats than in humans, making it difficult to directly apply relevant studies to humans (<xref ref-type="bibr" rid="B47">Meftah et&#xa0;al., 2021</xref>). In conclusion, L-serine, as a precursor of D-serine synthesis, is involved in the regulation of D-serine level, so the transformation from L-serine to D-serine is of great significance to human health.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>L-serine exerts biological functions by regulating metabolism</title>
<p>As previously mentioned, L-serine participates in complex metabolic networks in the body, so it has the potential to regulate cellular processes such as cell proliferation and immune cell activation by regulating the metabolic microenvironment and nutrient availability. For example, L-serine provides glycine and one carbon unit to effector T (Teff) cells and promotes their proliferation independently of glycolysis (<xref ref-type="bibr" rid="B40">Ma et&#xa0;al., 2017</xref>). In addition, L-serine supports cell proliferation and maintains mitochondrial function through ceramide metabolism (<xref ref-type="bibr" rid="B13">Gao et&#xa0;al., 2018</xref>). On the other hand, L-serine is catalyzed by serine palmitoyl transferase (SPT) to synthesize sphinganine and eventually generate ceramide, which plays a role in neuronal genesis and survival (<xref ref-type="bibr" rid="B53">Muthusamy et&#xa0;al., 2020</xref>). When alanine is the substrate, SPT catalyzes the production of toxic 1-deoxysphinglipids (doxSLs), which may induce neuropathy (<xref ref-type="bibr" rid="B53">Muthusamy et&#xa0;al., 2020</xref>).</p>
<p>Interestingly, L-serine regulates growth hormone and corticosterone concentrations, which may be related to its metabolic rhythm (<xref ref-type="bibr" rid="B85">Wu et&#xa0;al., 2019</xref>). The concentration of L-serine in cerebrospinal fluid (CSF) decreases with age from a mean of 59 &#x3bc;mol/L at the age of 1 week to a mean of 31 &#x3bc;mol/L at the age of 10 years, suggesting that the demand for L-serine varies with age (<xref ref-type="bibr" rid="B79">van der Crabben et&#xa0;al., 2013</xref>). Moreover, L-serine can enhance the circadian phase resetting of mice and humans induced by light, and supplementation with L-serine is helpful for human sleep (<xref ref-type="bibr" rid="B28">Ito et&#xa0;al., 2014</xref>). In mammals, the suprachiasmatic nucleus (SCN) of the hypothalamus is the pacemaker that regulates circadian rhythms (<xref ref-type="bibr" rid="B86">Yan et&#xa0;al., 2020</xref>). L-serine alters the long-term expression pattern of the SCN clock gene through GABA<sub>A</sub> receptors and enhances light-induced phase resetting in mice and humans, so the combination of L-serine and light therapy may help treat circadian rhythm disturbances (<xref ref-type="bibr" rid="B88">Yasuo et&#xa0;al., 2017</xref>).</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>L-serine and host health homeostasis</title>
<sec id="s3_1">
<label>3.1</label>
<title>The role of L-serine in stress and inflammatory responses</title>
<p>As a potential anti-stress factor, L-serine not only decreases the production of ROS induced by cisplatin (<xref ref-type="bibr" rid="B50">Monroe et&#xa0;al., 2021</xref>) but also attenuates the stress response of neonatal chicks (<xref ref-type="bibr" rid="B19">He et&#xa0;al., 2021</xref>); accordingly, researchers suspect that L-serine may be an anti-stress factor. Therefore, studies have investigated the effects of L-serine on the behavior of animals exposed to chronic stress, and the results suggest that the oral administration of L-serine reduces the locomotor activity of socially isolated rats (<xref ref-type="bibr" rid="B73">Shigemi et&#xa0;al., 2010</xref>). In addition, L-serine can attenuate the stress response of neonatal chicks under acute stress conditions (<xref ref-type="bibr" rid="B32">Kurauchi et&#xa0;al., 2009</xref>). Therefore, L-serine may have application value as an anti-stress factor. With respect to the underlying mechanism, a series of studies have shown that L-serine administration attenuates oxidative stress by increasing catalase (CAT), GSH peroxidase (GSH-Px), superoxide dismutase (SOD) and diamine oxidase (DAO) levels while decreasing apoptosis and malondialdehyde (MDA) levels (<xref ref-type="bibr" rid="B20">He et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B99">Zhou et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B102">Zhou et&#xa0;al., 2018c</xref>). This is achieved mainly by contributing to the methionine cycle (<xref ref-type="bibr" rid="B98">Zhou et&#xa0;al., 2017</xref>) and the SIRT1 pathway (<xref ref-type="bibr" rid="B101">Zhou et&#xa0;al., 2018b</xref>), inhibiting hypermethylation of promoter associated with GSH synthesis-related genes, and activating the adenosine 5&#x2019;-monophosphate (AMP)-activated protein kinase (AMPK) pathway (<xref ref-type="bibr" rid="B99">Zhou et&#xa0;al., 2018a</xref>). Therefore, L-serine is a relatively effective small molecule for the treatment of oxidative stress with a low risk of side effects (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2a</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The role and mechanism of L-serine in host homeostasis. <bold>(a)</bold> L-serine is used to prevent and treat fatty liver diseases by increasing homocysteine metabolism. <bold>(b)</bold> L-serine significantly reduces ingestion and weight gain by reducing the expression of foodborne peptides. <bold>(c)</bold> L-serine addition reduces blood sugar and improves blood glucose tolerance, thereby reducing the incidence of type 1 diabetes in Non-obese diabetes (NOD) mice. <bold>(d)</bold> L-serine improves blood glucose tolerance, thus reducing the incidence of diabetes by regulating the composition of sphingomyelin, which regulates insulin folding, proliferation and apoptosis. <bold>(e)</bold> L-serine inhibits oxidative stress by increasing GSH and activating the AMPK pathway. <bold>(f)</bold> L-serine reduces macrophage- and neutrophil-mediated inflammatory responses by inhibiting inflammasomes. <bold>(g)</bold> L-serine significantly reduces the concentrations of inflammatory cytokines (e.g. TNF-&#x3b1;, IL-1&#x3b2;, IL-6 and IL-8) via the NF-&#x3ba;B signaling pathway.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1518659-g002.tif"/>
</fig>
<p>Obesity is a disease associated with chronic inflammation, oxidative stress, insulin resistance, unbalanced nutrition and other factors (<xref ref-type="bibr" rid="B14">Gasmi et&#xa0;al., 2021</xref>). The addition of L-serine to pregnant mice can change the composition of free amino acids in maternal milk and reduce the weight of offspring (<xref ref-type="bibr" rid="B74">Sim et&#xa0;al., 2015</xref>). L-serine significantly reduces ingestion and weight gain by reducing the expression of foodborne peptides in aging mice (<xref ref-type="bibr" rid="B102">Zhou et&#xa0;al., 2018c</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2b</bold>
</xref>). However, maternal dietary serine supplementation could improve the nutritional status of sows and their offspring, which might contribute to the increased body weight of offspring (<xref ref-type="bibr" rid="B97">Zhou et&#xa0;al., 2022a</xref>). Thus, more experimental studies are necessary to analyze the specific role of serine in obesity.</p>
<p>Additionally, clinical samples revealed that serum L-serine levels were lower in patients with type 2 diabetes and gestational diabetes than in those without (<xref ref-type="bibr" rid="B23">Holm and Buschard, 2019</xref>), and L-serine addition reduced blood sugar and improved blood glucose tolerance, thereby reducing the incidence of type 1 diabetes in Non-obese diabetes (NOD) mice (<xref ref-type="bibr" rid="B67">Rotstein et&#xa0;al., 2010</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2c</bold>
</xref>). Moreover, sphingolipid, which is synthesized from L-serine and palmitoyl-CoA (<xref ref-type="bibr" rid="B67">Rotstein et&#xa0;al., 2010</xref>), has important functions in regulating insulin folding, secretion, proliferation and apoptosis (<xref ref-type="bibr" rid="B24">Holm et&#xa0;al., 2018</xref>). Therefore, the beneficial effect of L-serine supplementation on diabetes may involve regulating the composition of complex sphingolipids (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2d</bold>
</xref>), but a more detailed mechanism needs to be further studied. Collectively, L-serine could exert its effects on obesity and diabetes via various potential mechanisms (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2b&#x2013;d</bold>
</xref>).</p>
<p>Inflammation is a complex process of the immune response (<xref ref-type="bibr" rid="B11">Elinav et&#xa0;al., 2013</xref>). In addition to controlling infection and promoting tissue repair, hyperinflammation can also cause tissue damage and disease (<xref ref-type="bibr" rid="B65">Reijnders et&#xa0;al., 2020</xref>). Therefore, excessive inflammation needs to be controlled by drugs or other clinical methods to avoid tissue damage (<xref ref-type="bibr" rid="B65">Reijnders et&#xa0;al., 2020</xref>). However, medications often have side effects and require the supervision of a doctor. Thus, uncovering the potential role of existing natural nutrients in the treatment of inflammatory diseases could provide new directions for safe drug use.</p>
<p>As mentioned above, L-serine has anti-inflammatory effects and has been proved to have certain therapeutic effects on a variety of inflammation-related diseases, such as fatty liver, obesity, and diabetes (<xref ref-type="bibr" rid="B92">Zhang et&#xa0;al., 2021</xref>). For example, drugs containing L-serine can be used to prevent and treat fatty liver diseases according to a patent (<xref ref-type="bibr" rid="B34">Lee and Yin, 2011</xref>), and L-serine alone further illustrates the potential of L-serine to treat fatty liver disease by reducing alcohol-induced hepatic lipid accumulation and increasing GSH and adenosine methionine levels by increasing homocysteine metabolism in mice and rats (<xref ref-type="bibr" rid="B74">Sim et&#xa0;al., 2015</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2e</bold>
</xref>).</p>
<p>The participation of L-serine in the regulation of signaling pathways can not only relieve stress but also participate in the regulation of the inflammatory response. Studies have shown that L-serine decreases the production of IL-1&#x3b2;, TNF-&#x3b1;, IL-6 and IL-8 through the AMPK and nuclear factor kappa-B (NF-&#x3ba;B) signaling pathways, thereby reducing most of the inflammatory response in the host (<xref ref-type="bibr" rid="B101">Zhou et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B102">Zhou et&#xa0;al., 2018c</xref>). Notably, we recently discovered that exogenous L-serine reduces macrophage and neutrophil-mediated lung inflammation in mice infected with <italic>P. multocida</italic> (<xref ref-type="bibr" rid="B21">He et&#xa0;al., 2019</xref>), and the underlying mechanism might be related to the macrophage inflammasome (unpublished data). Besides, this review highlights the great potential of L-serine in counteracting the growing threat of excessive inflammation (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2f, g</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Significance of L-serine metabolism in the treatment of respiratory disease</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Infectious diseases</title>
<p>In addition to the regulation of inflammatory response, L-serine was found to be a potential protective substance to pulmonary infections. For example, metabolomics analysis of the liver metabolic profile of L-leucine treated tilapia during <italic>Streptococcus iniae</italic> infection reveals that serine is one of the two key metabolites. Exogenous L-serine reduces the mortality of tilapia infected with <italic>S. iniae</italic> (<xref ref-type="bibr" rid="B9">Du et&#xa0;al., 2017</xref>). Moreover, the intraperitoneal injection of L-serine in mice could reduce the load of <italic>Klebsiella pneumoniae</italic> in the infected lung and increase mouse survival, which might be attributed to the promotion of macrophage phagocytosis and provide a natural way to promote host clearance of lung pathogens (<xref ref-type="bibr" rid="B38">Liu et&#xa0;al., 2018</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3a</bold>
</xref>). Our findings also revealed that exogenous L-serine supplementation significantly increased the survival rate of mice and decreased the colonization of <italic>P. multocida</italic> in the lungs, mainly through the alleviation of macrophage- and neutrophil-mediated inflammation in infected lungs (<xref ref-type="bibr" rid="B21">He et&#xa0;al., 2019</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3a</bold>
</xref>). Moreover, researchers have revealed that, compared with those in healthy, COVID-19 positive asymptomatic pregnant females, serine metabolic pathways are upregulated and increase along with increasing severity (<xref ref-type="bibr" rid="B25">Hora et&#xa0;al., 2023</xref>). Consequently, D&#x2010;serine, phenylacetaldehyde, and pyruvate were upregulated in pregnant women with COVID&#x2010;19, which was also positively correlated with IL&#x2010;9 in the mild group. An Egyptian girl born to consanguineous parents was identified to have a homozygous mutation in PHGDH, resulting in recurrent episodes of prolonged and severe chest infections (<xref ref-type="bibr" rid="B90">Zaki et&#xa0;al., 2017</xref>). Similarly, Zhou et&#xa0;al. revealed that decreased L-serine levels were identified as the most crucial metabolic biomarker in low-virulent <italic>Acinetobacter baumannii</italic> strains compare to that of high-virulent strains. L-serine can reduce the virulence gene expression of <italic>A. baumannii</italic> in Beas 2B cells and inhibit the activation of the NLRP3 inflammasome by decreasing the generation of ROS and mtROS and lowering the release of inflammatory cytokines (IL-18 and IL-1&#x3b2;) through the upregulation of SIRT1 (<xref ref-type="bibr" rid="B96">Zhou et&#xa0;al., 2024</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3b</bold>
</xref>). Taken together, these findings suggest that L-serine plays a role in the anti-infection of hosts and can serve as a novel strategy for the treatment of many pathogens. However, the underlying mechanisms still need to be elucidated.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The role of L-serine and metabolism on the treatment of respiratory diseases. <bold>(a)</bold> L-serine enhances phagocytosis and decreases inflammation to help treat respiratory infectious diseases, such as, <italic>Klebsiella pneumoniae</italic> and <italic>Pasteurella multocida</italic>, in a mouse model. <bold>(b)</bold> L-serine upregulates SIRT1 to inhibit NLRP3 activation and decrease inflammation in <italic>Acinetobacter baumannii</italic> infected Beas 2B cells (human alveolar epithelial cells). <bold>(c)</bold> Serine and its metabolites serve as biomarkers of PAH. <bold>(d)</bold> Dairy intake of L-serine promotes collagen biosynthesis and improves cardiovascular fitness to treat cardiopulmonary vascular disease. <bold>(e)</bold> Inhibition of PHGDH impairs serine biosynthesis inhibits fibrogenesis and attenuates lung fibrosis in mice. <bold>(f)</bold> Disturbance of serine biosynthesis may alter cysteine and glutathione redox balance and contribute to asthma progression.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1518659-g003.tif"/>
</fig>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Pulmonary arterial hypertension</title>
<p>Pulmonary arterial hypertension (PAH) is a multifactorial, chronic disease process that results in pulmonary arterial endothelial dysfunction and smooth muscular hypertrophy, leading to right ventricular failure and even death (<xref ref-type="bibr" rid="B27">Humbert et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B49">Mocumbi et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B60">Provencher et&#xa0;al., 2024</xref>). Although many molecular pathways related to PAH, such as endothelin-1 dependent (<xref ref-type="bibr" rid="B61">Pulido et&#xa0;al., 2013</xref>), prostacyclin-mediated (<xref ref-type="bibr" rid="B78">Tuder et&#xa0;al., 1999</xref>), vascular calcium channels (<xref ref-type="bibr" rid="B75">Sitbon et&#xa0;al., 2005</xref>) and nitric oxide driven pathways (<xref ref-type="bibr" rid="B77">Tonelli et&#xa0;al., 2013</xref>) have been extensively studied and applied to alleviate patients&#x2019; pain, overall mortality in PAH patients has not significantly changed (<xref ref-type="bibr" rid="B70">Shah et&#xa0;al., 2022</xref>). The newly identified features of the disease increasingly regard PAH as a multipronged disease involving multiple points of interaction between genetics, metabolomics, imbalance of vasoconstrictor and vasodilator responses, endothelial and smooth muscle dysfunction, thrombosis and platelet dysregulation, and mitochondrial and miRNA abnormalities. Recently, research based on a Mendelian randomization study revealed that of 574 metabolites, serine was negatively associated with the clinical severity of PAH (<xref ref-type="bibr" rid="B2">Alhathli et&#xa0;al., 2024</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). Rare variant analysis has revealed that loss-of-function mutations within activating transcription factor 4 (ATF4), a transcription factor responsible for the upregulation of serine synthesis under conditions of serine starvation, are associated with higher risk for PAH, which further suggests serine is closely related PAH. Moreover, diary intake of serine can facilitate YAP- and TAZ-driven glutamine and serine catabolism to sustain proline and glycine anabolism and promote collagen biosynthesis, which improves cardiovascular function in PAH rodent models (<xref ref-type="bibr" rid="B62">Rachedi et&#xa0;al., 2024</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3d</bold>
</xref>). These evidences suggest that amino acids, especially serine, are very important for the homeostasis of pulmonary arterial fitness.</p>
</sec>
<sec id="s3_2_3">
<label>3.2.3</label>
<title>Pulmonary fibrosis</title>
<p>Pulmonary fibrosis is a chronic progressive disorder and the most common interstitial lung disease; it progresses with the accumulation of extracellular matrix (ECM) proteins such as collagen, along with the recruitment of fibroblasts and myofibroblasts (<xref ref-type="bibr" rid="B63">Rajesh et&#xa0;al., 2023</xref>). The activation of myofibroblasts involves further metabolic remodeling to support biosynthetic requirements, such as collagen. Transforming growth factor (TGF)-&#x3b2;, a key cytokine that promotes fibrogenesis, is upstream of PHGDH, and knockdown of SMAD3 can reduce TGF-&#x3b2;-induced PHGDH expression to impair collagen protein synthesis (<xref ref-type="bibr" rid="B54">Nigdelioglu et&#xa0;al., 2016</xref>). Robert et&#xa0;al. further revealed that inhibiting PHGDH via NCT-503 can inhibit fibrogenesis and attenuate lung fibrosis in mice (<xref ref-type="bibr" rid="B17">Hamanaka et&#xa0;al., 2018</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3e</bold>
</xref>). Glycine is one of the major amino acids that forms collagen and is pivotal for collagen synthesis (<xref ref-type="bibr" rid="B16">Hamanaka and Mutlu, 2021</xref>). As L-serine is one of the major glycine synthesis pathways <italic>in vivo</italic>, thus, targeting amino acids, such as L-serine could be a potential approach for pulmonary fibrosis treatment (<xref ref-type="bibr" rid="B48">Miguel et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Rajesh et&#xa0;al., 2023</xref>). Another recent study based on Raman spectroscopy and comparative machine learning suggested that metabolites with immune and inflammatory functions, such as serine, can serve as the top predictors of lung fibrosis and pneumonitis (<xref ref-type="bibr" rid="B81">Wiebe et&#xa0;al., 2024</xref>). Consistently, serum metabolic analysis of the anti-pulmonary fibrosis effects of Shuangshen Pingfei Formula (SSPF) on bleomycin-induced pulmonary fibrosis in rats revealed that serine may be a useful biomarker for pulmonary fibrosis treatment (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s3_2_4">
<label>3.2.4</label>
<title>Asthma</title>
<p>Asthma is a serious health and socioeconomic issue worldwide (<xref ref-type="bibr" rid="B41">Maciag and Phipatanakul, 2020</xref>; <xref ref-type="bibr" rid="B45">Masoli et&#xa0;al., 2004</xref>), and is no longer regarded as a single disease (<xref ref-type="bibr" rid="B3">Anderson, 2008</xref>). Researchers have focused on the identification of key metabolites useful for the diagnosis, monitoring and treatment of asthma (<xref ref-type="bibr" rid="B44">Maniscalco et&#xa0;al., 2019</xref>). A recent study on the metabolic features of exacerbating atopic asthma in children revealed that 103 metabolites, including serine, significantly differ from those in children with stable asthma. Consequently, the metabolite pathway, such as glycine, serine, and threonine metabolism is significantly enriched (<xref ref-type="bibr" rid="B6">Cottrill et&#xa0;al., 2023</xref>). Serine is a precursor of cysteine and is involved in the synthesis of glutathione. Disturbances in serine biosynthesis may account for alterations in the cysteine and glutathione redox balance, which are closely related to severe asthma in children (<xref ref-type="bibr" rid="B12">Fitzpatrick et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B76">Stephenson et&#xa0;al., 2015</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3f</bold>
</xref>). Another study that combined whole blood transcriptome and serum metabolite analysis also demonstrated that serine and its metabolic pathway are negatively correlated with exposure to air pollutants such as PM2.5 and NO<sub>2</sub> with childhood asthma history (<xref ref-type="bibr" rid="B36">Liao et&#xa0;al., 2022</xref>). During treatment of OVA-induced allergic asthma with traditional Chinese medicines, such as Dingchuan Decoction (DCD) (<xref ref-type="bibr" rid="B35">Li et&#xa0;al., 2024</xref>) and Nepeta bracteata (DBJJ, Dabao Jingjie in Chinese) (<xref ref-type="bibr" rid="B1">Abulaiti et&#xa0;al., 2024</xref>), the metabolite serine and its related pathways are both therapeutic targets.</p>
</sec>
<sec id="s3_2_5">
<label>3.2.5</label>
<title>Lung related cancer</title>
<p>In addition to participating in the body&#x2019;s metabolic network, the L-serine metabolic network is often hijacked by tumors to promote cancer cell proliferation. For example, cancer cells resynthesize serine through glucose or rely on foreign serine to promote cell proliferation (<xref ref-type="bibr" rid="B59">Possemato et&#xa0;al., 2011</xref>). Conversely, limiting L-serine supplementation can effectively inhibit the growth and proliferation of tumor cells (<xref ref-type="bibr" rid="B43">Maddocks et&#xa0;al., 2013</xref>).</p>
<p>As mentioned earlier, PHGDH is critical for L-serine biosynthesis, and its high expression in diseases, such as cancers, increase the throughput of serine synthesis (<xref ref-type="bibr" rid="B59">Possemato et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B72">Shen et&#xa0;al., 2022</xref>). In low-glucose treated bronchial epithelial cells, the conversion of serine to glycine is consistently increased, along with the upregulation of the mitochondrial one-carbon metabolism enzymes, serine hydroxymethyltransferase (SHMT2) and methylenetetrahydrofolate dehydrogenase (MTHFD2) (<xref ref-type="bibr" rid="B15">Haitzmann et&#xa0;al., 2024</xref>). Furthermore, the contribution of de nova synthesis of serine dramatically increased under low serine/glycine conditions. Consequently, inhibited PHGDH combined with suppressed pyruvate kinase (PK) M2 can inhibit cancer cell proliferation and induce G2/M phase arrest in non-small cell lung cancer A549 cells (<xref ref-type="bibr" rid="B80">Wang et&#xa0;al., 2023</xref>). During lung adenocarcinoma (LUAD) development, CBX4, a chromobox protein facilitates PHGDH transcription through interaction with GCN5, inducing increased histone acetylation on the PHGDH promoter, subsequently increasing serine biosynthesis and promoting LUAD proliferation (<xref ref-type="bibr" rid="B95">Zhao et&#xa0;al., 2024</xref>). Moreover, the overexpression of PHGDH in a mouse model resulted in resistance to erlotinib in xenografts, and the knockdown of PHGDH rescued the tumoricidal effect and restored sensitivity to erlotinib in both cell lines and xenografts (<xref ref-type="bibr" rid="B8">Dong et&#xa0;al., 2018</xref>). Interestingly, although increased PHGDH expression supports cancer cell proliferation, studies have demonstrated that low PHGDH induces abnormal protein glycosylation through activation of the hexosamine-sialic acid pathway, thus non-catalytically enhancing cancer spread and metastasis (<xref ref-type="bibr" rid="B66">Rossi et&#xa0;al., 2022</xref>). In summary, aberrant activation or dysregulation of L-serine-related metabolic enzymes and metabolic pathways is an important mechanism that promotes the malignant progression of tumors, and the heterogeneity of PHDGH in tumors may be a marker of tumor metastasis. For more information, a systematic review summarized the role of serine metabolism on the oncogenesis and treatment of lung cancers (<xref ref-type="bibr" rid="B100">Zhou et&#xa0;al., 2022b</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Concluding remarks and future perspective</title>
<p>L-serine has a variety of physiological functions, including the synthesis of amino acids, nucleotides, and lipids; DNA methylation; and protein phosphorylation. Thus, L-serine metabolism plays a vital role in the hemostasis of individuals, especially its function, which is closely related to the immune system, thus, L-serine is an important biomarker and treatment target. With the rapid development of metabolomics, this method enables us to capture the simultaneous status of many small-molecule metabolites and uncovers that serine is closely related to various diseases, including infectious diseases, lung fibrosis, pulmonary hypertension, asthma and lung cancers. Overall, this review highlights serine as a novel and feasible preventive and therapeutic option for tackling the increasing threat. However, most studies on serine for diseases treatment have been carried out in animals, and reproducibility and systematization in human trails are lacking. To draw more definitive conclusions, further research and verification should be carried out, such as controlling the sample type, dividing the disease course, expanding the sample size, and extending the follow-up period.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="author-contributions">
<title>Author contributions</title>
<p>PL: Funding acquisition, Resources, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. XW: Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YH: Data curation, Visualization, Writing &#x2013; review &amp; editing. RQ: Data curation, Resources, Visualization, Writing &#x2013; review &amp; editing. PX: Conceptualization, Resources, Visualization, Writing &#x2013; review &amp; editing. YQ: Supervision, Visualization, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft.</p>
</sec>
<sec id="s6" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work is funded by the Taiyuan Institute of Technology Scientific Research Initial Funding (2022KJ015), the Fundamental Research Program of Shanxi Province (202303021212276), and the Scientific and Technological Innovation Programs of Higher Education Institutions in Shanxi (No. 2022L545).</p>
</sec>
<sec id="s7" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s8" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<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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