Literature DB >> 36246222

Potential roles of gut microbes in biotransformation of natural products: An overview.

Yucui Zhao1,2,3, Xinqin Zhong1,2,3, Junyuan Yan1,2,3, Congying Sun1,2,3, Xin Zhao1,3, Xiaoying Wang1,2,3.   

Abstract

Natural products have been extensively applied in clinical practice, characterized by multi-component and multi-target, many pharmacodynamic substances, complex action mechanisms, and various physiological activities. For the oral administration of natural products, the gut microbiota and clinical efficacy are closely related, but this relationship remains unclear. Gut microbes play an important role in the transformation and utilization of natural products caused by the diversity of enzyme systems. Effective components such as flavonoids, alkaloids, lignans, and phenols cannot be metabolized directly through human digestive enzymes but can be transformed by enzymes produced by gut microorganisms and then utilized. Therefore, the focus is paid to the metabolism of natural products through the gut microbiota. In the present study, we systematically reviewed the studies about gut microbiota and their effect on the biotransformation of various components of natural products and highlighted the involved common bacteria, reaction types, pharmacological actions, and research methods. This study aims to provide theoretical support for the clinical application in the prevention and treatment of diseases and provide new ideas for studying natural products based on gut biotransformation.
Copyright © 2022 Zhao, Zhong, Yan, Sun, Zhao and Wang.

Entities:  

Keywords:  bioavailability; biotransformation; enzyme system; gut microbes; natural products

Year:  2022        PMID: 36246222      PMCID: PMC9560768          DOI: 10.3389/fmicb.2022.956378

Source DB:  PubMed          Journal:  Front Microbiol        ISSN: 1664-302X            Impact factor:   6.064


Biotransformation and metabolism of natural products based on gut microbes. Created with BioRender.com.

Introduction

The gut microbiota is composed of 1,000–1,250 kinds of bacteria that interact with humans in various forms, such as symbiosis and parasitism, and this interaction greatly affects human health via microbial metabolites as signal molecules (Liu et al., 2017; de Vos et al., 2022). The gut microbes constitute a dynamic and diversified micro-ecosystem, which is a natural barrier to resisting pathogenic bacteria (Chopyk and Grakoui, 2020; Zhao and Maynard, 2022). Gut microbes have abundant enzyme systems, including glucosidase, reductase, lyase, transferase, etc., and greatly expand the metabolic response pool in the human body (Wilson and Nicholson, 2017; Fushinobu and Abou Hachem, 2021). Natural products are small molecules produced naturally by any organism including primary and secondary metabolites. This article mainly describes natural products of plant origin, including nutrients and drugs. They easily interact with gut microbiota because of their complex components and long residence time in the gut. Generally, the residence time for exogenous substances is 1–6 h in the small intestine and 1–3 days in the colon (Chu and Traverso, 2022). Specific gut microbes decompose and transform natural products to produce rich metabolites and functional compounds with physiological activities that cannot be synthesized by the host itself (Koppel et al., 2017; Xie et al., 2020). Microbial transformation in natural products usually refers to the chemical reactions that are used to modify the structure of natural products substrates, such as hydrolysis, methylation, demethylation, redox, and cyclization reaction (Morgan et al., 2022; Rocchetti et al., 2022). Gut microbiota remarkably affects the chemical modification, pharmacological activity, and metabolic mechanism of natural products. The potential utility of gut microbes for large-scale synthesis of active metabolites and production of compounds has not been investigated. Studying these gut microbes, metabolites, and the reactions involved in the interactions between natural products and gut microbiota is of great significance in the exploration of the pharmacological mechanisms and utilization of natural products. In this review, we introduce the resident gut microbes that contribute to the transformation of natural products and summarize the transformation pathways between natural products and specific microbes classified by the reactions. Moreover, the advantages, research methods, and future directions of gut microbial in the conversion of natural products are discussed to provide a theoretical basis for the modern application of natural products and the precise treatment through gut microbiota.

Key gut microbes in the biotransformation of natural products

Oral administration is the preferred route for drug delivery, and oral drugs account for 84% of the top 50 best-selling drugs in the US and European markets (Lennernäs and Abrahamsson, 2005; Vinarov et al., 2021). In recent years, the influence of gut microbiota on the stability of oral administration of natural products has received much attention. The intestinal tract has abundant bacteria that help with normal digestive function, in which about 98% of gut microbes in healthy subjects can be classified into four phyla, Firmicutes, Bacteroidetes, Proteobacteria, and Actinobacteria (Manor et al., 2020; Ye et al., 2021; de Vos et al., 2022). Some gut microbes such as Escherichia coli, Bifidobacterium, Eubacterium, Lactobacillus, Bacteroides, and Streptococcus participate in the biotransformation of natural products, and part of their metabolites are conducive to intestinal absorption and play a notable pharmacological role (Al-Ishaq et al., 2021; Augusti et al., 2021; Figure 1).
Figure 1

Biotransformation of natural products by key gut microbes. (A) β-glucuronidase of E. coli HGU-3 catalyzes hydrolysis of baicalin to yield baicalein (Han et al., 2016; Li D. et al., 2019). (B) Feruloyl esterases from B. animalis, L. reuteri, L. helveticus, and L. fermentum catalyzes hydrolysis of chlorogenic acid into caffeic acid (Raimondi et al., 2015; Pang et al., 2016; Aguirre Santos et al., 2018). (C) β-glucosidase of Eubacterium L-8 and Streptococcus LJ-22 catalyzes hydrolysis of glycyrrhizin to 18β-glycyrrhetinic acid (Kim et al., 1999; Chen B. et al., 2021). (D) α-L-rhamnosidase from Bacteroides sp. 45 catalyzes hydrolysis of rutin to quercetin 3-O-glucoside (Riva et al., 2020). (E) O-Methyltransferase from Blautia sp. MRG-PMF1 catalyzes the demethylation of curcumin to demethoxycurcumin (Burapan et al., 2017a,b). Created with BioRender.com.

Biotransformation of natural products by key gut microbes. (A) β-glucuronidase of E. coli HGU-3 catalyzes hydrolysis of baicalin to yield baicalein (Han et al., 2016; Li D. et al., 2019). (B) Feruloyl esterases from B. animalis, L. reuteri, L. helveticus, and L. fermentum catalyzes hydrolysis of chlorogenic acid into caffeic acid (Raimondi et al., 2015; Pang et al., 2016; Aguirre Santos et al., 2018). (C) β-glucosidase of Eubacterium L-8 and Streptococcus LJ-22 catalyzes hydrolysis of glycyrrhizin to 18β-glycyrrhetinic acid (Kim et al., 1999; Chen B. et al., 2021). (D) α-L-rhamnosidase from Bacteroides sp. 45 catalyzes hydrolysis of rutin to quercetin 3-O-glucoside (Riva et al., 2020). (E) O-Methyltransferase from Blautia sp. MRG-PMF1 catalyzes the demethylation of curcumin to demethoxycurcumin (Burapan et al., 2017a,b). Created with BioRender.com.

Escherichia coli

Escherichia coli is a Gram-negative, spore-free, facultative anaerobic bacterium, which mainly inhabits the intestines of vertebrates (Foster-Nyarko and Pallen, 2022). Part of E. coli can produce glycosidase to participate in the transformation of exogenous substances, resulting in its beneficial role (Rodríguez-Daza et al., 2021; Candeliere et al., 2022). For example, E. coli HGU-3 produces β-glucuronidase to hydrolyze the O-glycosidic bond in baicalin to produce baicalein (Kim et al., 1996, 1998; Han et al., 2016). Baicalein depresses histamine-induced scratching behavior more effectively than baicalin at the same dose and presents anti-inflammatory and anti-oxidant effects by inhibiting Nrf2-ARE and NF-κB signaling pathway (Chen et al., 2000; Trinh et al., 2010; Ye et al., 2014). Some E. coli strains have high specific activity for curcumin conversion. Curcumin is reduced to dihydrocurcumin (DHC) and tetrahydrocurcumin (THC) by the highly expressed NADPH-dependent curcumin/dihydrocurcumin reductase (CurA) of E. coli DH10B, whose whole-genome sequence had already been determined (Hassaninasab et al., 2011; Tan et al., 2014). DHC and THC (20 μM) reduce triglyceride levels in OA-induced L02 and HepG2 cells by regulating mRNA and protein expression levels of SREBP-1C and PPARα and attenuate OA-induced liver adipogenesis in an AMPK-dependent manner; DHC and THC have novel therapeutic benefits over curcumin in hepatic steatosis (Chen et al., 2018; Yu et al., 2018). E. coli Nu, E. coli MC, and E. coli WC-1 have cinnamyl esterase activity, which can release hydroxycinnamic acids through the hydrolysis of conjugated hydroxycinnamates and free hydroxycinnamates exhibit antioxidant and anticancer properties both in vitro and in vivo (Couteau et al., 2001). At present, a good understanding of the genetic and biochemical characteristics of E. coli may contribute to the synthesis of natural product derivatives with various health activities in vitro.

Bifidobacterium

Bifidobacterium is a widespread and abundant genus belonging to the phylum Actinobacteria and is among the first colonizers of gut microbiota for humans (Satti et al., 2021; He et al., 2022). The most common Bifidobacterium in the human gut include B. adolescentis, B. angulatum, B. bifidum, B. breve, B. catenulatum, B. dentium, B. longum, B. pseudocatenulatum, and B. pseudolongum (Turroni et al., 2009; Hidalgo-Cantabrana et al., 2017), accounting for <10% of the adult human microbiome, but they are linked to host health (Turroni et al., 2008). Certain species of Bifidobacterium can generate phenolic acids by expressing feruloyl esterase. For example, the feruloyl esterase of B. animalis can hydrolyze chlorogenic acid (CHA) into caffeic acid (CAA; Raimondi et al., 2015). CAA (10–30 mg/kg) can prevent acetaminophen-induced acute liver injury in mice by increasing Nrf2 transcription (Raimondi et al., 2015; Pang et al., 2016). The participation of partial Bifidobacterium promotes the metabolism of flavanones, glycosides, and saponins in the gut. β-glucosidase and demethylase in B. longum R0175 promote 3-(3′-hydroxyphenyl) propionic acid and 3-(phenyl) propionic acid production from hesperidin through ring-cleavage and demethylation (Pereira-Caro et al., 2018). B. longum SBT2928 hydrolyzes six major human and two animal bile salts (Tanaka et al., 2000). Thus, Bifidobacterium may regulate bile acid metabolism and reduce cholesterol levels in vivo. In addition, B. breve ATCC 15700 produces β-glucosidase to cleave glycoside at the C-3 and C-20 positions of ginsenoside Rd. to generate deglycosylated ginsenoside compound K (Zhong et al., 2016; Zhang R. et al., 2019). These metabolic characteristics make Bifidobacterium a prime candidate for the development of symbiosis to make natural products potentially beneficial.

Eubacterium

The genus of Eubacterium strains is Gram-positive, which forms one of the core genera of the human gut microbiota and shows widespread colonization of the human gut (Mukherjee et al., 2020). Some Eubacterium species produce glycosidase, reductase, etc., and participate in the metabolism of exogenous substances (Zhang J. et al., 2019; Ellenbogen et al., 2021). E. ramulus is one of the most widely studied flavonoid-degrading gut bacteria, and it is prevalent in the human intestine. Chalcone isomerase and flavanone-/flavanonol-cleaving reductase from E. ramulus degrade certain flavonoids to produce chalcone, and dihydrochalcone (Gall et al., 2014). Dihydrochalcone and its metabolites have anti-inflammatory and antioxidant effects, which can down-regulate the secretion of pro-inflammatory cytokines in RAW 264.7 and rescue LPS-induced oxidative phosphorylation (Choi et al., 2021). Braune et al. investigated the degradation of flavonol quercetin and flavone luteolin by E. ramulus strain wK1 and found that resting cells and enzyme preparations convert these flavonoids into 3, 4-dihydroxyphenylacetic acid, and 3-(3, 4-dihydroxyphenyl) propionic acid via the reduction of 2, 3-position double bonds and subsequent ring fission (Braune et al., 2001). Phloretin hydrolase from E. ramulus strain wK1 hydrolytically cleaves the C-C bond, which is adjacent to the aromatic A-ring of phloretin to 3-(4-hydroxyphenyl)-propionic acid and phloroglucinol (Schoefer et al., 2004; Braune et al., 2019). E. cellulosolvens ATCC 43171T may contribute to the deglycosylation of flavonoid O- and C-glucosides (luteolin 6-C-glucoside and apigenin 6-C-glucoside) through the fermentation of the liberated glucose portion. The deglycosylation of C-glucosides is exclusively catalyzed by bacterial enzymes (Braune and Blaut, 2012; Braune et al., 2016). Eubacterium L-8 hydrolyzed terpenoid glycyrrhizin (GL) to 18β-glycyrrhetinic acid (18β-GA; Kim et al., 2000). 18β-GA prevents OVA-induced airway allergic inflammation by inhibiting NF-κB phosphorylation and enhancing the Nrf2/HO-1 pathway (Liu et al., 2022). These metabolic transformations provide more information about the diverse array of benefits that humans derive from Eubacterium spp. However, further in vivo studies are necessary to maximize the potential benefits the Eubacterium genus has to offer.

Lactobacillus

The genus Lactobacillus belongs to the phylum Firmicutes, which can balance the micro-community and protect gastrointestinal mucosa (Dempsey and Corr, 2022). Some Lactobacillus species are rich in metabolic enzymes, such as α-rhamnosidases, tannase, gallate decarboxylases, etc. and they transform exogenous substances (Reverón et al., 2017; Li B.C. et al., 2019; Ferreira-Lazarte et al., 2021). L. rhamnosus NCTC 10302, which has both β-glucosidase and α-rhamnosidase activities, converts hesperetin-7-O-rutinoside and naringenin-7-O-rutinoside to their respective aglycones and 3-(phenyl) propionic acid by hydrolysis, ring fission, and dehydroxylation (Pereira-Caro et al., 2018). L. plantarum expresses tannase to hydrolyze gallate, protocatechuate esters with a short aliphatic alcohol substituent, and complex gallic tannins to produce gallic acid (Jiménez et al., 2014). Gallic acid (11.5–46 μg/ml) plays a protective role in LPS-induced inflammation and oxidative stress by inhibiting the MAPK/NF-κB pathway and activating the Akt/AMPK/Nrf2 pathway (Tanaka et al., 2018). Fang et al. observed that gallic acid and pyrogallol are produced by the degradation of gallotannins by gallotannin-metabolizing enzymes in L. plantarum WCFS1. This study implies the potential role of prebiotic-probiotic interactions in the prevention of diet-induced metabolic disorders (Reverón et al., 2015; Fang et al., 2019). Daidzein is reduced to dihydrodaidzein by Lactobacillus sp. Niu-O16 with daidzein reductase activity (Wang et al., 2007; Heng et al., 2019). Dihydrodaidzein (2.5–5 μM) inhibits NF-κB activation and MAPK phosphorylation, thereby improving osteoporosis (Kim et al., 2019). L. casei, L. plantarum, and L. acidophilus highly influence the deglycosylation of piceid to resveratrol (Basholli-Salihu et al., 2016). This conversion is important for increasing the bioavailability and bioactivity of piceid. Feruloyl esterases from L. reuteri, L. helveticus, and L. fermentum hydrolyze chlorogenic acid to release caffeic acid (Aguirre Santos et al., 2018). These findings open a new perspective on the role of Lactobacillus in health-promoting pharmaceutical and food product applications. However, the underlying transformation mechanism deserves further study.

Bacteroides

Members of the genus Bacteroides are Gram-negative obligate anaerobes, which account for 25% of the total bacteria in the colon and play multiple roles in the human gut bacteriome (Zafar and Saier, 2021). Bacteroides species such as B. fragilis, B. distasonis, B. ovatus, and B. thetaiotaomicron are commonly detected in the clinic (Wexler, 2007). Bacteroidetes spp. possesses a series of hydrolases and participates in inter-species cross-feeding relationships with their microbial neighbors by converting foreign substances (Sonnenburg et al., 2004; Zafar and Saier, 2021). In vitro co-incubation experiments showed that certain Bacteroides species are involved in the biotransformation of flavonoids. Bacteroides sp. 45 expresses α-L-rhamnosidase and β-rutinosidase for the hydrolysis of rutin into quercetin 3-O-glucoside, quercetin, and leucocyanidin (Yang et al., 2012; Riva et al., 2020; Ferreira-Lazarte et al., 2021). Quercetin 3-O-glucoside is better absorbed than other forms of quercetin and can suppress the inflammatory response in mice with TNBS-induced colitis via the inhibition of the NF-κB and MAPK signaling pathways (Zhang D. et al., 2019). Bacteroides sp. 54 metabolizes quercitrin to hydroxyquercitrin and desmethylquercitrin. Quercitrin is also degraded to quercetin by α-L-rhamnosidase and undergoes further ring-cleavage to yield 3,4-dihydroxybenzoic acid by Bacteroides sp. 45 (Jiang et al., 2014). β-glucuronidase, which is expressed by Bacteroidetes J-37, metabolizes GL to 18β-GA (Kim et al., 1999; Guo et al., 2018). Based on the review of existing studies, natural products are biotransformed under the action of Bacteroidetes to produce metabolites with different functional activities. It is important to understand the whole process of natural products occurring in the body to assess the effect on human health.

Streptococcus

The Streptococcus species are Gram-positive, spherical, or ovoid cells, which are usually arranged in chains or pairs and widely exist in human feces and nasopharynx (Lannes-Costa et al., 2021). Meta-transcriptomic analysis indicates that the phosphotransferase system is majority expressed by Streptococcus, suggesting that these bacteria are the main utilizers of the available carbohydrates in the small intestinal (Zoetendal et al., 2012). Streptococcus LJ-22 expresses β-glucuronidase to metabolize GL to 18β-glycyrrhetinic acid-3-O-β-D-glucuronic acid (GAMG; Kim et al., 2000; Park et al., 2004; Guo et al., 2018). GAMG has anti-allergic activity against LPS-induced RAW264.7 cells with IC50 value of 0.28 mM (Park et al., 2004). In addition, tannic acid is degraded by tannase of Streptococcus gallolyticus subsp. Gallolyticus (SGG) to produce pyrogallol. SGG may contribute to the development of colorectal cancer by eliminating the toxicity of tannic acid to tumor cells (Oehmcke-Hecht et al., 2020). Therefore, further in vivo studies are necessary to determine whether the elimination of these tannic acid-degrading microbes can support the effective treatment of colorectal cancer. S. thermophilus GIM 1.321 has a high production capacity of β-glucosidase for the degradation of fructus anthocyanins into CHA, CAA, and ferulic acid (Cheng J.R. et al., 2016). The administration of CAA and CHA (10/15 mg/kg/day) can lower blood pressure and exert an anti-oxidant effect (Agunloye et al., 2019). Streptococcus strains might be a commensal, pathogenic, and opportunistic pathogen in the gut, and more information is needed about its effect on human health. A better understanding of how Streptococcus metabolizes natural products may allow the regulation of the gut microbiome to improve therapeutic efficacy.

Blautia

Blautia species are strictly anaerobic, nonmotile, usually spherical or oval, and widely found in the gut and feces of mammals (Liu X. et al., 2021). There is increasing evidence for the probiotic properties of Blautia on the biotransformation of natural products (Tremaroli and Bäckhed, 2012). In the course of flavonoid biotransformation, the reactions catalyzed by Blautia include demethylation, O-and C- deglycosylation, and C-ring cleavage (Braune and Blaut, 2016), which may be catalyzed by the corresponding enzymes, such as O-glycosidase and β-glucosidases (Braune et al., 2016). Research indicates that the strain Blautia sp. MRG-PMF1 has a hydrolytic ability on aryl methyl ether functional groups by converting 5,7-dimethoxyflavone and 5,7,4-trimethoxyflavone into bioactive chrysin and apigenin, respectively. Blautia sp. MRG-PMF1 also possesses deglycosylation activity, and various isoflavones, flavones, and flavones were found to be metabolized into the corresponding aglycones (Kim et al., 2014). Besides, under anaerobic conditions, Blautia sp. MRG-PMF1 strain metabolizes icariin further to desmethylicaritin with estrogenic effects (Wu et al., 2016). The strain can also catalyze curcumin to produce demethoxycurcumin with anti-inflammatory and anti-cancer properties (Burapan et al., 2017a; Hatamipour et al., 2019). In addition, Blautia sp. AUH-JLD56 is capable of solely biotransforming arctiin or arctigenin into demethylated products with better antioxidant capacity (Liu et al., 2013). Recently, a growing academic interest has been witnessed in the biotransformation and metabolism of herbal plants and functional foods by Blautia. Exploring the biotransformation of Blautia is of great significance for the development of new enzymes and bioactive metabolites (Meng et al., 2020).

Key transformation types involved in natural products microbial metabolism

Complex microbial enzymes catalyze the metabolism of natural products in the gut, resulting in lipophilic and low-molecule-weight metabolites conducive to host utilization/excretion (Weersma et al., 2020). Unlike human genetics, the gut microbiome is modifiable in terms of characteristics, making it a potential therapeutic target to optimize therapy. After oral natural products enter the digestive tract, they will first come into contact with a large number of gut microbes and the active enzymes produced by them. Therefore, natural products’ gut biotransformation may occur before the first-pass effect through the liver (Xie et al., 2020). Natural products can be modified/deconjugated by the gut microbiome, and can also be transported to the liver to modify/bind and then excreted into the gut to react with gut microbes to form a series of metabolites (Koppel et al., 2017). The metabolites transformed by the host-microbial co-metabolic system may be functionally novel and not clearly defined. Therefore, the combination of specific strains, specific metabolic pathways, and specific enzymes associated with health/disease is important for the determination of the effect of gut microbes on the host.

Hydrolysis

Certain natural products have high molecular weight and low lipid solubility, and they are difficult to be absorbed by the body in the intestine and have low bioavailability (Hostetler et al., 2017). Through gut microbes-mediated hydrolysis, their physical properties are changed, and their biological activity and bioavailability are greatly improved (Wu and Tan, 2019). Slámová et al. indicated that most glycosides have low activity and are considered “natural prodrugs” (Slámová et al., 2018). After interacting with gut microbes, the sugar groups of glycosides are removed, and then, the aglycone portion is absorbed by intestinal cells to exert physiological effects (Wilson and Nicholson, 2017; Murota et al., 2018). The hydrolysis reaction is required for further transformation, and the products (e.g., sugars) participate in promoting the growth and survival of gut microorganisms (Theilmann et al., 2017). Figure 2 shows the hydrolysis reaction of partial natural products under the action of gut microbes.
Figure 2

Hydrolysis of natural products under the action of gut microbes. (A–E) Hydrolysis of hesperidin (Mas-Capdevila et al., 2020), geniposide (Jiang et al., 2016), aconitine (Zhang et al., 2015), theasinensin A (Liu Z. et al., 2021), sennoside A or B (Matsumoto et al., 2012).

Hydrolysis of natural products under the action of gut microbes. (A–E) Hydrolysis of hesperidin (Mas-Capdevila et al., 2020), geniposide (Jiang et al., 2016), aconitine (Zhang et al., 2015), theasinensin A (Liu Z. et al., 2021), sennoside A or B (Matsumoto et al., 2012).

Flavonoids

Flavonoids are natural phenolic compounds found abundantly in fruits and vegetables. Gut microbes may be partly responsible for the efficacy of flavonoids (glycoside forms), which have low bioavailability because of the presence of water-soluble sugar components (Murota et al., 2018; Al-Ishaq et al., 2021). Flavanols with 3-hydroxyflavone base (3-hydroxy-2-phenylchromen-4-one) and planar ring system constitute a significant class of flavonoids. In the study of Du et al., isorhamnetin-3-O-neohesperidoside was first deglycosylated to isorhamnetin-3-O-glucoside and subsequently to the aglycone isorhamnetin by Escherichia sp. 23 (Du et al., 2017). The gut microbes and derived enzymes (lactase phlorizin hydrolase) jointly controlled the metabolism of epimedium koreanum nakai-prenylated flavonoids as determined by in vitro assays. In the present study, gut enzymes metabolized flavonoids faster than gut microbes (Zhou et al., 2013). Wu et al. found that α-L-rhamnosidase from Bacteroides thetaiotaomicron VPI-5482 could hydrolyze the α-1,2 glycosidic bond of epimedin C to produce icariside (Wu et al., 2018). β-xylosidase Dt-2,286, which is derived from Dictyoglomus turgidum, is highly active in hydrolyzing xylose and glucose groups in epimedium B to obtain baohuoside I and sagittatoside B (Tong et al., 2021). Flavanones have a 2,3-dihydro-2-phenylchromen-4-one structure. Hesperidin is converted to its active form hesperetin by α-L-rhamnosidase, which is expressed by B. pseudocatenulatum (Mas-Capdevila et al., 2020). Isoflavones are mainly found in legumes. B. breve MCC1274 possesses the highest β-glucosidase activity for the conversion of daidzin to daidzein (Yao et al., 2019). The anthocyanin cyanidin 3-glucoside is converted to cyanidin by E. ramulus and Clostridium saccharogumia (Hanske et al., 2013). Human gut enzymes such as β-glucuronidase play a key role in the hydrolysis of wogonoside to its aglycone form wogonin (Xing et al., 2014). Theasinensin A, a bioactive catechin dimer found in black tea, is degalloylated to yield theasinensin C by human fecal microbiota (Liu Z. et al., 2021). In the present study, we observed the metabolic differences in flavane-3-ols, and the results suggest that steric hindrance may limit the degradation of partial flavane-3-ols C-ring by bacterial enzymes during gut microbial fermentation. Many other flavonoids can also undergo hydrolysis reactions under the action of gut microbes, as shown in Table 1. Notably, considering the structural differences of flavonoids, the degree of degradation of flavonoids by gut microbes varies greatly, thus affecting their bioaccessibility. Further efforts are required to investigate the role of gut metabolism in the bioavailability and absorption of flavonoids and the possible bacteria-flavonoid interaction ctivities.
Table 1

Hydrolysis reaction of gut bacteria to natural products.

ClassificationGut microbiotaEnzymeSubstrateEnd-productChangesRef.
Flavonoid glycosidesE. coli HGU-3;L. brevis RO1β-glucuronidaseBaicalinBaicalein;oroxylin ABioavailability↑anti-inflammation↑ Yim et al. (2004), Trinh et al. (2010) and Han et al. (2016)
E. cellulosolvens ATCC 43171Tβ-glucosidaseLuteolin 7-O-glucoside;apigenin 7-O-glucosideLuteolin;apigeninBioavailability↑ Braune and Blaut (2012) and Braune et al. (2016)
E. cellulosolvens ATCC 43171TNALuteolin 6-C-glucoside;apigenin 6-C-glucosideLuteolin;apigeninBioavailability↑ Braune and Blaut (2012) and Braune et al. (2016)
Human gut microbesβ-glucuronidaseWogonosideWogoninAnti-inflammation↑ Xing et al. (2014)
Bacteroides JY-6;Fusobacterium K-60β-glucosidaseα-L-rhamnosidaseβ-rutinosidaseRutinQuercetin-3-O-glucoside;quercetin;leucocyanidinBioavailability↑anti-oxidant↑ Riva et al. (2020) and Ferreira-Lazarte et al. (2021)
Escherichia sp. 23β-glucosidaseIsorhamnetin-3-O-neohesperidosideIsorhamnetin-3-O-glucoside;isorhamnetinBioavailability↑anti-inflammation↑ Du et al. (2017)
Rat gut microbes;B. thetaiotaomicron VPI-5482β-glucosidaseα-L-rhamnosidaseEpimedin A, B, CIcariin II;icariin A, BAnti-osteoporosis↑ Cui et al. (2013), Cui et al. (2014) and Wu et al. (2018)
Dictyoglomus turgidum β-xylosidase Dt-2,286Epimedium BBaohuoside I;sagittatoside BAnti-osteoporosis↑ Tong et al. (2021)
B. animalis subsp. lactis AD011β-glucosidaseQuercetin 3-O-glucosideisorhamnetin 3-O-glucosideQuercetin;isorhamnetinAnti-tumor↑anti-inflammatory↑ Youn et al. (2012)
Lactobacillus paracasei A221β-glucosidaseKaempferol-3-O-sophorosideKaempferolAnti-aging↑ Shimojo et al. (2018)
Enterococcus. sp. 8B, 8-2,9-2β-glucosidaseAstilbinTaxifolinCardiovascular protection↑anti-tumor↑anti-inflammatory↑ Zhao et al. (2014) and Zhao et al. (2021)
Human gut microbes;B. pseudocatenulatumα-L-rhamnosidase;β-glucosidaseHesperidinHesperetinAnti-oxidant ↑anti-inflammatory ↑ Mas-Capdevila et al. (2020)
Rat gut microbesβ-glucosidaseCalycosin-7-O-β-D-glucosideCalycosinNeuroprotection↑anti-oxidant ↑ Ruan et al. (2015)
E. ramulus;B. breve MCC1274β-glucosidaseDaidzinDaidzeinNeuroprotection↑ Mace et al. (2019) and Yao et al. (2019)
Dorea species PUEC-deglycosylation enzymes (DgpB-C)3″-oxo-puerarinDaidzeinBioavailability↑ Nakamura et al. (2020)
E. ramulus;Clostridium saccharogumiaβ-glucosidaseCyanidin 3-glucosideCyanidinBioavailability↑ Hanske et al. (2013)
Human gut microbesTannaseTheasinensins ATheasinensins CBioavailability↑ Liu Z. et al. (2021)
Bacillus sp. KM7-1;Bacteroides sp. MANGC-C glucosyl-cleaving enzymeMangiferinNorathyriolAnti-cancer↑anti-diabetes↑ Hasanah et al. (2021)
Strain CG19-1NAMangiferinNorathyriol Braune and Blaut (2011)
TerpenoidsEubacterium. sp. A-44β-glucosidase, carboxylesterasesGeniposideGenipin;geniposidic acidBile secretion↑anti-hepatitis↑ Akao et al. (1994), Jiang et al. (2016) and Tian et al. (2013)
B. fragilis;L. brevis;rat gut microbesβ-glucosidasePaeoniflorinPM-I;albiflorin and its aglycone;Deacyl-paeonifloridinAnti-convulsant↑Bioavailability↑ He et al. (2007) and Ke et al. (2016)
Rat gut microbesGlycoside hydrolasesAsiaticosideCorresponding aglyconesBioavailability↑ Weng et al. (2006)
Eubacterium sp. A-44β-glucosidase;β-D-fucosidaseSaikosaponin B1Prosaikogenin; saikogenin AAnti-inflammatory↑Anti-oxidant↑ Kida et al. (1998)
Eubacterium L-8;Bacteroidetes J-37;Streptococcus LJ-22β-glucuronidaseGL18β-GA;GAMGAnti-platelet aggregation↑anti-allergic↑anti-tumor↑anti-bacterial↑ Kim et al. (1999), Kim et al. (2000), Park et al. (2004) and Guo et al. (2018)
Eubacterium sp. A-44;B. breve ATCC 15700β-glucosidaseGinsenoside Rh2Ginsenoside F2;compound KBioavailability↑Zhong et al. (2016), Zhang R. et al. (2019) and Kim (2018)
B. breve;B. longumEsterasesAlbiflorinBenzoic acidAnti-depression↑Zhao et al. (2018) and Peng et al. (2022)
Human/rat gut microbesβ-glucosidase;α-L-rhamnosidaseArdipusillosides IDeglycosylated productBioavailability↑ Cao et al. (2015)
Human gut microbesNAMogroside IIIMogroside IImogrolBioavailability↑ Yang et al. (2007)
B. adolescentis;B. breveNAPedunculosideDeglycosylated productsBioavailability↑ Wu et al. (2019)
Rat gut microbesNACapilliposide CDeglycosylated productsesterolysis products Cheng Z. et al. (2016)
AnthraquinonesBifidobacterium sp. strain SENβ-glucosidaseSennoside A and BSennidin A/B-8-monoglucosidePurgation↑ Matsumoto et al. (2012)
AlkaloidsPhenolsHuman gut microbesCEsDDAsMDAsToxicity↓ Zhang et al. (2015)
Rat gut microbesNAScopolamineScopineAnti-tumor↑anti-inflammatory↑ Dey (2019)
L. plantarum TannaseGallic tanninsGallic acidAnti-oxidant↑anti-inflammatory↑ Jiménez et al. (2014)
Akkermansia muciniphila TannaseEllagitanninsEllagic acidNeuroprotection↑ Luca et al. (2020)
Rat gut microbesβ-glucosidaseAmygdalinMandelonitrile;prunasin;phenylacetonitrile;hydrogen cyanideToxicity↑Kim et al. (2008) and Qin et al. (2021)
B. animalis Feruloyl esteraseCHACAAAnti-oxidant↑ Raimondi et al. (2015)
L. plantarum;L. johnsonii;L. acidophilusFeruloyl esterasesCAA;p-coumaric acidsferulic acidAnti-oxidant↑ Fritsch et al. (2017)
E. coli Nu;E. coli MC;E. coli WC-1Cinnamyl esteraseConjugated hydroxycinnamatesFree hydroxycinnamatesAnti-oxidant↑anti-cancer↑ Couteau et al. (2001)
SteroidsHuman gut microbesNAPulsatilla saponin DCorresponding deglycosylation productsBioavailability↑ Yan et al. (2018)
OtherMouse gut microbesβ-glucosidaseCycasinDiazomethaneToxicity↑ Goldin (1990)
Hydrolysis reaction of gut bacteria to natural products.

Terpenoids

Terpenoids are the largest class of natural products with anti-cancer, anti-inflammatory, and neuroprotective effects (Agatonovic-Kustrin et al., 2020; El-Baba et al., 2021). Part of terpenoids can also be hydrolyzed by gut microbes. Geniposide produces genipin with the action of β-glucosidase expressed by Eubacterium sp. A-44 (Akao et al., 1994; Jiang et al., 2016). Paeoniflorin is transformed into PM-I under the action of β-glucosidase, which is expressed by L. brevis and B. fragilis (Abdel-Hafez et al., 1999; He et al., 2007). By incubating with rat anaerobic gut microbiota, paeoniflorin is also deglucosed and dephenyled into albiflorin and acyl albiflorin with a small molecular weight (Ke et al., 2016). Peng et al. demonstrated that several Bifidobacteria species with esterase can hydrolyze albiflorin to benzoic acid in vitro (Peng et al., 2022). In vitro study shows that asiaticoside is gradually deglycosylated by glycoside bond hydrolase and produces corresponding aglycones (Weng et al., 2006). Saikosaponin B1 is gradually hydrolyzed to prosaikogenin and saikogenin A under the action of β-glucosidase and β-D-focusidase, which are expressed by Eubacterium sp. A-44 (Kida et al., 1998). Except for the compounds mentioned above, terpenoids ginsenoside Rh2 (Guo et al., 2019), ardipusillosides I (Cao et al., 2015), mogroside III (Yang et al., 2007), and pedunculoside (Wu et al., 2019) can also undergo hydrolysis reactions under the action of gut microbes (Table 1). Therefore, gut microbes play an important role in terpenoid metabolism, and the effects of their metabolites on gut microbiome and human health need to be further studied.

Other compounds

Ellagitannins, which have a very low bioavailability perform a pharmacological role only when it is hydrolyzed into derivatives such as ellagic acid and uroliths under the action of tannase from Gordonibacter urolithinfaciens, Gordonibacter pamelaeae, and Ellagibacter isourolithinifaciens (Beltrán et al., 2018; García-Villalba et al., 2020; Tang et al., 2021). The anthraquinone glycosides extracted from rhubarb are hydrolyzed into anthraquinone aglycones by gut microbes (Li Q. et al., 2020). Sennoside A, a major component of rhubarb extract, is metabolized into rhein anthrone by β-glucosidase of Bifidobacterium sp. strain SEN (Matsumoto et al., 2012; Kon et al., 2014). Under the action of carboxylesterase (CEs), which are expressed by gut microbes, diester diterpenoid alkaloids (DDAs, such as aconitine) hydrolyze the ester bonds of C-8 and C-14 to produce monoester diterpene alkaloids (MDAs, such as hypaconitine), which are less toxic (Zhang et al., 2015). Pulsatilla Chinensis is commonly used in Asia, and its major saponin anemoside B4 can be degraded by gut microbes to produce deglycosylation products (Wan et al., 2017). Table 1 shows that the alkaloids scopolamine (Wu et al., 2019), steroid compound pulsatilla saponin D (Yan et al., 2018), and cycasin (Goldin, 1990) undergo hydrolysis reactions under the action of gut microbes. The hydrolysis reaction is an important step in the metabolism of natural products by gut microbes and is required for the expression of biological activity and further biotransformation. The specific microorganisms and enzymes involved in this reaction should be focused on to fully understand the ultimate fate of natural products and their impact on human health and provide a basis for personalized treatment.

Methylation and demethylation

Gut microbes can express transferases and move functional groups between the two substrates through nucleophilic substitution reactions (Koppel et al., 2017). The addition of methyl to exogenous substances by gut microbes requires chemically activated co-substrates, such as acetyl coenzyme A, adenosine triphosphate, or S-adenosylmethionine, while demethylation requires cofactors that can undergo nucleophilic catalysis, such as COB (I) alamin, and tetrahydrofolate (Kumano et al., 2016). Methylation modification can optimize the physiological activity of natural products, and demethylation can release polar groups for further binding and excretion from the body, and provide a carbon source for the growth of gut microbes (Ticak et al., 2014). Figure 3 shows the methylation and demethylation of natural products under the action of gut microbes.
Figure 3

Methylation and demethylation of natural products under the action of gut microbes. (A) Methylation of rutin (Wu et al., 2017); (B–F) Demethylation of aconitine (Zhang et al., 2017), arctigenin (Jin et al., 2013), 5,7,4-trimethoxyflavone (Kim et al., 2014), 22β-acetoxyl glycyrrhizin (Wang Q. et al., 2015), isoxanthohumol (Paraiso et al., 2019).

Methylation and demethylation of natural products under the action of gut microbes. (A) Methylation of rutin (Wu et al., 2017); (B–F) Demethylation of aconitine (Zhang et al., 2017), arctigenin (Jin et al., 2013), 5,7,4-trimethoxyflavone (Kim et al., 2014), 22β-acetoxyl glycyrrhizin (Wang Q. et al., 2015), isoxanthohumol (Paraiso et al., 2019). The methylation modification can be carried out at the C-2, C-3, C-4, C-5, C-6, C-7, and C-8 positions in the structure of flavonoids, and the bioavailability of methylated flavonoids is greatly improved (Wen and Walle, 2006). Bernini et al. found that O-methylated flavonoids have remarkable anti-cancer activity and resistance to hepatic metabolism (Bernini et al., 2011; Choi, 2019). After oral administration of rutin in rats, many methylated metabolites, such as methylrutin, methylisoquercetin, and methylquercetin sulfate, are detected in fecal samples (Yang et al., 2012; Wu et al., 2017; Riva et al., 2020). Methoxylated isoflavonoids formononetin and biochanin A undergo demethylation to produce daidzein and genistein under the action of E. limosum ATCC 8486 (Hur and Rafii, 2000). Isoxanthohumol yields demethylation products 8-prenylnaringenin by E. limosum (Paraiso et al., 2019). Hesperidin, hesperetin (Pereira-Caro et al., 2018; Jiao et al., 2020), 5,7-dimethoxyflavone, xanthohumol (Paraiso et al., 2019), and 5,7,4′-trimethoxyflavone (Kim et al., 2014) can also undergo demethylation reactions under the action of gut microbes (Table 2).
Table 2

Methylation and demethylation reaction of gut microbes to natural products.

ClassificationGut microbiotaEnzymeSubstrateEnd-productChangesRef.
FlavonoidsRat gut microbesMethyltransferaseRutinMethylrutin;Methyl-isoquercetin;methylquercetin sulfateBioavailability↑ Wu et al. (2017)
Mice gut microbesNAMyricetinMono- and di-methylated myricetinToxicity↓ Zhang et al. (2020)
Rat gut microbesNAHesperidin;hesperetinDemethylated productsBioavailability↑Pereira-Caro et al. (2018) and Jiao et al. (2020)
E. limosum O-demethylaseFormononetin;biochanin ADaidzein;genisteinEstrogen effect↑ Hur and Rafii (2000)
Blautia sp. MRG-PMF1Methyltransferase5,7-dimethoxyflavone;5,7,4′-trimethoxyflavoneChrysin;apigeninAnti-oxidant↑anti-inflammatory↑anti-cancer↑ Kim et al. (2014)
Blautia sp. MRG-PMF1MethyltransferaseIcariinDesmethylicaritinEstrogenic effects↑ Wu et al. (2016)
E. limosum O-demethylaseIsoxanthohumol8-prenylnaringeninAnti-androgen↑anti-osteoporosis↑ Paraiso et al. (2019)
AlkaloidsHuman gut microbesMethyltransferaseQuassic ketoneQuassic alkali butyl Chen F.Z. et al. (2021)
Rat gut microbesMethyltransferasePalmatineColumbamine;Jatrorrhizine;demethyleneberberineBioavailability↑He et al. (2017) and Liao et al. (2021)
Human gut microbesO-demethylaseAconitine16-O-demethylaconitineToxicity↓Zhao et al. (2008) and Zhang et al. (2017)
LignansEubacterium sp. ARC-2;Blautia sp. AUH-JLD56O-demethylaseArctiin;arctigeninDHENL;3′-DMAGAnti-oxidant↑estrogen effect↑Jin et al. (2007), Jin et al. (2013), Liu et al. (2013) and Seyed Hameed et al. (2020)
Blautia producta DSM3507;Gordonibacter strains 3C and 28C;Lactonifactor longoviformis DSM17459TGuaiacol lignan methyltransferase;catechol lignan dehydroxylase; enterodiol lactonizing enzymeSecoisolariciresinolEnterolactone;enterodiolEstrogen effect↑Bess et al. (2020) and Tse et al. (2022)
Human gut microbesSesASesaminEnterolactone;enterodiolEstrogen effect↑ Peñalvo et al. (2005)
Rat gut microbesO-demethylaseMatairesinol2,3-bis(3,4-dihydroxybenzyl) butyrolactone;enterolactoneAnti-inflammatory↑estrogen effect↑Clavel et al. (2006), Yamawaki et al. (2011) and Michalak et al. (2018)
Human/rat gut microbesO-demethylasePhillygeninEnterolactoneAnti-inflammatory↑estrogen effect↑ Michalak et al. (2018)
E. limosum ZL-II;human gut microbesO-demethylaseSilybin A and BDemethylsilybin A;demethylsilybin BAnti-Alzheimer’s disease↑Zhang et al. (2014) and Valentová et al. (2020)
DiketonesBlautia sp. MRG-PMF1Co O-MethyltransferaseCurcuminDMC;bDMCAnti-tumor↑anti-inflammatory↑Burapan et al. (2017a,b)
PhenolsRat gut microbesNADanshensu3-(3-O-methyl-4-hydroxyphenyl)-2-hydroxypropanoic acidBioavailability↑ Gu et al. (2014)
Rat gut microbesO-demethylaseDihydro-isoferulic acidDihydrocaffeic acidAnti-oxidant↑anti-apoptosis↑ Kay et al. (2017)
TerpenoidsRat gut microbesNA22β-acetoxyl glycyrrhizin22β-acetoxyl glycyrrhizin-6″-methyl esterBioavailability↑ Wang Q. et al. (2015)
Eubacterium sp. A-44NAGenipinGeniposidic acidAnti-oxidant↑ Akao et al. (1994)
StilbenoidsHuman gut microbesO-demethylaseThunalbeneIsoresveratrolAnti-oxidant↑ Jarosova et al. (2019)
SteroidsHuman gut microbesNAPulsatilla saponin B3Corresponding Deglycosylation productsBioavailability↑ Liu et al. (2015)
Methylation and demethylation reaction of gut microbes to natural products.

Alkaloids

Alkaloids are nitrogen-containing compounds, which are biosynthesized by both marine and terrestrial organisms, and they have anti-cancer (Tse et al., 2022) and anti-viral activity (Abookleesh et al., 2022). Under the action of enzymes expressed by gut microbes, quassic ketone, the main alkaloid component in bitter wood, is methylated into quassic alkali butyl (Fan et al., 2013; Chen et al., 2021). Isoquinoline alkaloid palmatine yields demethylation products such as columbamine, jatrorrhizine, demethyleneberberine, and demethyleneberberine via in vitro anaerobic incubation (He et al., 2017; Liao et al., 2021). The demethylation of aconitine by gut microbes is demonstrated by ion trap electrospray ionization tandem mass spectrometry, and 16-O-demethylaconitine is produced (Zhao et al., 2008; Zhang et al., 2017).

Lignans

Dietary lignans are phytoestrogens that are mostly found in seeds, nuts, legumes, and vegetables. Arctiin can be demethylated to (−)-dihydroxyenterolactone (DHENL) and other products by Eubacterium sp. ARC-2 strain (Jin et al., 2007, 2013; Seyed Hameed et al., 2020). Liu et al. isolated a bacterium named Blautia sp. AUH-JLD56 from human fecal bacteria, and this species could efficiently transform arctiin or arctigenin into a demethylation metabolite 3′-desmethylarctigenin (3′-DMAG; Liu et al., 2013). Secoisolariciresinol, which is one of the most common lignans found in flaxseed, can be demethylated in the presence of Blautia producta, Gordonibacter and Lactonifactor longoviformis to form enterolactone and enterodiol (Bess et al., 2020; Tse et al., 2022). Sesamin is metabolized into mammalian lignan enterolactone and enterodiol through methylation, demethylation, and other reactions by gut microbes (Peñalvo et al., 2005). Matairesinol and phillygenin can also be demethylated to produce enterolactone (Clavel et al., 2006; Yamawaki et al., 2011; Michalak et al., 2018). Silybin A and B are demethylated into demethylsilybin A and demethylsilybin B by human fecal microbiota (Zhang et al., 2014; Valentová et al., 2020). Polyphenol compound curcumin is demethylated by Blautia sp. MRG-PMF1 to produce metabolites demethoxycurcumin (DMC) and bis-demethoxycurcumin (bDMC; Burapan et al., 2017a,b). The demethylated products of dihydro-isoferulic acid, such as dihydrocaffeic acid, are also obtained in fecal metabolites (Kay et al., 2017). Wang et al. found that the methylation reaction occurs at the internal and external glucuronic acid residues of the licorice saponins 22β-acetoxyl glycyrrhizin sugar chain, yielding 22β-acetoxyl glycyrrhizin-6″-methyl ester (Wang et al., 2015). Compounds such as polyphenols danshensu (Gu et al., 2014), terpenoids genipin (Akao et al., 1994), stilbenoids thunalbene (Jarosova et al., 2019), and steroids pulsatilla saponin B3 (Liu et al., 2015) undergo methylation and demethylation under the action of gut microbes, as shown in Table 2. Methylation and demethylation reactions are important pathways of gut microbial metabolism, and have been confirmed in many studies. However, the genes/enzymes that mediate this reaction have not been fully characterized.

Redox reaction

Gut microbes can express many oxidoreductases and transform natural compounds by adjusting various functional groups, such as olefins, carboxylic acid derivatives, nitro, N-oxides, and a, b-unsaturated carboxylic acid derivatives, which influence the activity of natural products in vivo (Lavrijsen et al., 1995; Haiser et al., 2013; Abookleesh et al., 2022). Various cofactors such as NADH, NADPH, flavin, Fe/S cluster, heme, and molybdenum cofactor are involved in the mediation of the transfer of electron or hydride equivalent (H+, 2e−) to the substrate (Vanoni, 2021; Lubner et al., 2022). Figure 4 shows the oxidation and reduction reactions of natural products under the action of gut microbes.
Figure 4

Oxidation and reduction of natural products under the action of gut microbes. (A–C, E, F) Reduction of genistein (Mace et al., 2019), berberine (Feng et al., 2015), curcumin (Hassaninasab et al., 2011), resveratrol (Pallauf et al., 2019), digoxin (Kumar et al., 2018); (D) glycyrrhetinic acid.

Oxidation and reduction of natural products under the action of gut microbes. (A–C, E, F) Reduction of genistein (Mace et al., 2019), berberine (Feng et al., 2015), curcumin (Hassaninasab et al., 2011), resveratrol (Pallauf et al., 2019), digoxin (Kumar et al., 2018); (D) glycyrrhetinic acid. Daidzein is reduced to dihydrodaidzein and further tetrahydrodaidzein under the action of Clostridium sp. strain HGH6 and Lactobacillus. sp. Niu-O16 (Zhao et al., 2011; Heng et al., 2019). The reduced product dihydrogenistein is produced by genistein under the action of human fecal bacteria (Mace et al., 2019). By using UPLC-ESI-Q-TOF-MS/MS analysis, compounds such as the deoxidized metabolites kaempferol and the C2-C3 double bond hydrogenation reduction product taxifolin were identified in the culture solution of rat gut fluid by incubation with quercetin under anaerobic conditions (Qin et al., 2017). Yang et al. discovered a flavone reductase from Flavonifractor plautii ATCC 49531, and this enzyme specifically catalyzes the hydrogenation of the C2-C3 double bound of flavones/flavanols C-ring and acts during the initial step of the entire biodegradation pathway of flavonoid (Goris et al., 2021; Yang et al., 2021). O-desmethylxanthohumol, a chalcone compound, is reduced to O-desmethyl-α, β-dihydroxanthohumol by E. ramulus (Paraiso et al., 2019). Nitroreductase, which is produced by gut microbes, catalyzes ether and coordination bond reactions in alkaloids. Berberine (BBR), as the main component of Coptis Chinensis, can be reduced to dihydroberberine (dhBBR) by nitroreductase expressed by gut microbes, and this reduction product has high polarity. dhBBR could be absorbed in the intestine and then oxidized into the prototype BBR into the blood. The absorption rate of dhBBR in the intestine is five times that of BBR (Feng et al., 2015). Li et al. found that the gut microbes could transform BBR into oxyberberine via oxidation (Li et al., 2020). Oxyberberine, a novel metabolite of BBR, may be a promising bioactive agent worthy to be explored. Coptisine is a natural protoberberine alkaloid with the same maternal structure as BBR. After oral administration of coptisine, the C-O bond is opened and cracked, followed by a reduction reaction to produce hydrogenated BBR (Cui et al., 2018). Avenanthramide-C is reduced by mice and the human gut microbiota into dihydroavenanthramide-C (Wang et al., 2015).

Phenylpropanoids

Caffeic acid (CAA), as the main dietary polyphenol in food and beverage, can easily enter the colon and react with gut microbiota after esterification. CAA is transformed to 3-hydroxyphenylpropionic acid through C4 double bond reduction and dehydroxylation, and then rapidly converted to 3-phenyl propionic acid via the β-oxidation of gut microbes in vitro (Gonthier et al., 2006). CAA can also be dehydroxylated to m-coumaric acid or hydrogenated to dihydrocaffeic acid (García-Villalba et al., 2020). Danshensu, the major monomer phenolic acid of Salvia Miltiorrhiza, undergo dehydrogenation and deoxygenation by gut microbiota to produce 3-phenyl-2-hydroxy propionic acid, 3-(3,4-dihydroxy phenyl) 2-acrylic acid (caffeic acid), and 3-(3,4-dihydroxy phenyl)-propionate (Gu et al., 2014). Glycyrrhetic acid generates 3-oxo-glycyrrhetinic acid by 3β-hydroxysteroid dehydrogenase of Ruminococcus sp. po1-3 in the cecum. Sennosides, a class of natural anthraquinone derivative and dimeric glycosides, are first hydrolyzed by β-glucosidase to produce sennoside-8-O-monoglycoside, and then reduced to rhubaranthrone with purgative effect by Streptococcus in vivo (Hattori et al., 1988). Stilbenoids resveratrol is reduced to dihydroresveratrol by Slackia equolifaciens and Eggerthella lenta ATCC 4305 (Bode et al., 2013; Pallauf et al., 2019) Moreover, diketones curcumin (Hassaninasab et al., 2011; Tan et al., 2014), steroid compounds digoxin (Kumar et al., 2018) and other compounds aristolochic acid (Feng et al., 2019) can also be reduced in the presence of gut microbes (Table 3). Gut microbial flavone reductase and nitroreductase have special catalytic selectivity, filling key gaps in gut microbial transformation pathways. However, the specific genes and enzymes that mediate gut microbial reduction have not been fully determined.
Table 3

Reduction and oxidation reaction of gut microbes to natural products.

ClassificationGut microbiotaEnterobacterial metabolic enzymeSubstrateEnd-productChangesRef.
FlavonoidsClostridium sp. strain HGH6;Lactobacillus sp. Niu-O16Dihydrodaidzein reductase;tetrahydrodaidzein reductaseDaidzeinDihydrodaidzein;tetrahydrodaidzeinAnti-osteoporosis↑Wang et al. (2007) and Heng et al. (2019)
Aeroto Niu-O16NAGenisteinDihydrogenisteinBioavailability↑ Mace et al. (2019)
Rat gut microbesE. ramulusFlavone reductaseQuercetinKaempferol;taxifolinBioavailability↑ Qin et al. (2017)
E. ramulus Flavanone-/flavanonol-cleaving reductaseXanthohumol;O-desmethylxanthohumolα, β-dihydroxanthohumol;O-desmethyl-α, β-dihydroxanthohumolAnti-bacterial↑ Paraiso et al. (2019)
AlkaloidsMouse gut microbesNitroreductaseBBR;coptisinedhBBR;hydrogenated berberineBioavailability↑anti-inflammatory↑Feng et al. (2015) and Cui et al. (2018)
Mouse gut microbesNABBROxyberberineAnti-fungal↑ Li C. et al. (2020)
Mouse/human gut microbesNAAvenanthramide-CDihydroavenanthramide-CAnti-inflammation↑anti-atherogenesis↑ Wang P. et al. (2015)
Phenolic acidsHuman gut microbesNACAADihydrocaffeic acidBioavailability↑Gonthier et al. (2006) and García-Villalba et al. (2020)
Rat gut microbesNAIsoferulic acidDihydrocaffeic acidAnti-oxidant↑anti-apoptosis↑ Kay et al. (2017)
Rat gut microbesNADansensu3-phenyl-2-hydroxy propionic acid;3-(3,4-dihydroxy phenyl) 2-acrylic acid;3-(3,4-dihydroxy phenyl)-propionateBioavailability↑ Gu et al. (2014)
Gordonibacter urolithinfaciens Catechol-dehydroxylaseChlorogenic acid;rosmarinic acidDihydro-chlorogenic acid;dihydro-rosmarinic acidBioavailability↑ García-Villalba et al. (2020)
TerpenoidsRuminococcus sp. po1-33β-hydroxysteroid dehydrogenaseGlycyrrhetinic acid3-oxo-glycyrrhetinic acidAnti-inflammatory↑
AnthraquinoneHuman gut microbes;Streptococcus spp.NASennoside-8-O-monoglycosideRhubaranthronePurgation↑Hattori et al. (1988) and Matsumoto et al. (2012)
StilbenesSlackia equolifaciens; Eggerthella lenta ATCC 4305NAResveratrolDihydroresveratrolAnti-oxidant↑Jung et al. (2009), Bode et al. (2013) and Pallauf et al. (2019)
DiketonesE. coli strain K-12;E. fergusonii ATCC 35469;E. coli strains ATCC 8739 and DH10BCurACurcuminDHC;THCAnti-oxidant↑lipid-lowering↑Hassaninasab et al. (2011) and Tan et al. (2014)
Steroids Eubacterium lenta Cardiac glycoside reductaseDigoxinDihydrodigoxinBioavailability↓ Kumar et al. (2018)
Other classesHuman gut microbesNAAristolochic acidAristololactamsAnti-cancer↑ Feng et al. (2019)
Reduction and oxidation reaction of gut microbes to natural products.

Other reactions

As shown in Table 4, natural products are also transformed by gut microbes through ring fission, sulfuration, aromatization, and other reactions. Gentiopicroside, a natural iridoid glycoside, can be hydrolyzed to gentianaldehyde by gut microbial β-glucosidase, and then to nitrogen-containing compounds via N-heterocyclic reaction (el-Sedawy et al., 1989). The partial ring-opening of genipin acetone alcohol results in the formation of dialdehyde by gut microbes (Kang et al., 2012). Quinic acid can be aromatized to hippuric acid in the presence of gut microbes (Pero and Lund, 2011). Maren et al. incubated kaempferol-O-glycosides and apigenin-C-glycosides with human fecal samples to generate 3-(4-hydroxyphenyl) propionic acid, 3-phenyl propionic acid, and phenylacetic acid through deglycosylation, ring fission and other reactions (Vollmer et al., 2018). The main hydrolytic and ring-cleaved metabolites, namely, benzoic acid, 2-(3,4-dihydroxy phenyl) acetic acid, and 5-(3,4-dihydroxy phenyl)-γ-valerolactone were obtained via in vitro fermentation of flavan-3-ols procyanidin B2 and A2 with human gut microbes (Stoupi et al., 2010; Ou et al., 2014; Le Bourvellec et al., 2019). Sulfated and hydrogen-reduced metabolites have been detected in the fecal samples of rats after oral administration of luteolin (Li et al., 2017; Káňová et al., 2020). The conversion of daidzein to equol, which is facilitated by gut microbes is another interesting example (Li et al., 2000; Hur et al., 2002; Mayo et al., 2019). Eggerthella lenta and Flavonifractor plautii reductively cleaved the heterocyclic C-ring of both (−)-epicatechin and (+)-catechin giving rise to 1-(3,4-dihydroxyphenyl)-3-(2,4,6-trihydroxyphenyl) propan-2-ol, δ-(31,41-dihydroxyphenyl)-γ-valerolactone, and δ-(31,41-dihydroxyphenyl)-γ-valeric acid (Ozdal et al., 2016). Tea polyphenols are metabolized by gut microbiota (Liu et al., 2018). Tea polyphenols first undergo structural modifications such as methylation and sulfation in the small intestine and then enter the colon to be cleaved into small phenolic acids, which is conducive to absorption (Cheng et al., 2018). SesA, a sesamin-metabolizing enzyme from Sinomonas sp. no. 22, catalyzes the methylene group transfer from sesamin or sesamin monocatechol to tetrahydrofolate with ring cleavage, yielding sesamin mono- or di-catechol and 5,10-methylenetetrahydrofolate (Kumano et al., 2016). The terpenoids astragaloside A (He et al., 2019), flavonoids quercitrin (Jiang et al., 2014) and myricetin (Zhang et al., 2019), the phenol anthocyanidin (Aura et al., 2005), the alkaloid strychnine N-oxide (el-Mekkawy et al., 1993) and the aliphatic myristic acid (Du et al., 2014) can all undergo biotransformation reactions to generate active metabolites under the action of gut microbes. These studies demonstrate the enormous metabolic potential of various gut microbiomes. The gut microbial metabolism of natural products and their role in host health should be the focus of future research.
Table 4

Other reactions of gut microbes to natural products.

ClassificationGut microbiotaBiotransformationEnterobacterial metabolic enzymeSubstrateEnd-productChangesRef.
TerpenoidsHuman gut microbesCyclizationβ-glucosidaseGentiopicrosideGentisaldehyde;nitrogen-containing compoundsAnti-inflammatory↑ el-Sedawy et al. (1989)
Human gut microbesCyclizationNAGeniposideNitrogen-containing compoundsBioavailability↑ Kawata et al. (1991)
Human gut microbesDeglycosylation;deacetylation;dehydrogenationNAAstragaloside ACycloastragenolBioavailability↑ He et al. (2019)
Phenolic acidsRat gut microbesAromatizationNAQuinic acidHippuric acidAnti-cancer↑anti-bacterial↑anti-viral↑ Pero and Lund (2011)
Egerthella lenta DehydroxylationCatechol dehydroxylasesDihydrocaffeic acid3-(3-hydroxyphenyl) propionic acidBioavailability↑ Maini Rekdal et al. (2020)
Human gut microbesRing cleavage;sulfationmethylationNATeapolyphenolsPhenolic acidsBioavailability↑ Cheng et al. (2018)
L. plantarum WCFS1Ring fission;hydrolysisTannase;gallate decarboxylaseGallotanninsGallic acid;pyrogallolAnti-oxidant↑anti-inflammatory↑Reverón et al. (2015) and Fang et al. (2019)
SGG Ring fission;hydrolysisTannase;gallate decarboxylaseGallotanninsGallic acid;pyrogallolAnti-cancer↓ Oehmcke-Hecht et al. (2020)
Gordonibacter urolithinfaciens;Goronibacter pamelaeae;Ellagibacter isourolithinifacensDecarboxylation;lactone-ring cleavage;dehydroxylationNAEllagic acidUrolithinsAnti-cancer↑anti-oxidant↑anti-inflammatory↑Beltrán et al. (2018), García-Villalba et al. (2020) and Tang et al. (2021)
FlavonoidsRat gut microbesSulfationAryl sulfotransferaseLuteolinLuteolin-3′-O-sulfate;luteolin-4′-O-sulfateLi et al. (2017) and Káňová et al. (2020)
Clostridium sp. strain HGH136C-ring fission2-dehydro-O-demethylangolensinDaidzeinO-desmethylangolensinAnti-cancer↑ Hur et al. (2002)
Eggerthella sp. strain YY7918;B. breve ATCC 15700 T;B. longum BB536;L. paracasei CS2Ring-fissionDihydrodaidzein racemaseDihydrodaidzeinS-equolEstroge effect↑Yokoyama and Suzuki (2008) and Mayo et al. (2019)
E. ramulus Ring-fission;reductionChalcone isomerase;flavanone-/flavanonol-cleaving reductaseNaringenin;eriodictyolNaringenin chalcone;phloretin;3-hydroxyphloretinBioavailability↑anti-inflammatory↑Gall et al. (2014) and Braune et al. (2019)
E. ramulus strain wK1Ring-fissionPhloretin hydrolasePhloretin3-(4-hydroxyphenyl)-propionic acid;phloroglucinolBioavailability↑Schoefer et al. (2004) and Braune et al. (2019)
Bacteroides sp. 45;B. fragilis;E. ramulusRing-fissionChalcone isomerase; phloretin hydrolaseQuercetin;luteolin4-hydroxybenzoic acid3,4-dihydroxyphenylacetic acid;3,4-dihydroxybenzoic;3-(3-hydroxyphenyl) propionic acidAnti-platelet aggregation↑anti-tumor↑Jiang et al. (2014) and Braune et al. (2001)
Rat gut microbesRing-fissionsulfationChalcone isomerase; phloretin hydrolaseMyricetin3,4,5-trihydroxyphenylacetic acid;myricetin-3′-O-sulfateAnti-inflammatory↑Zhang S. et al. (2019) and Káňová et al. (2020)
B. longum R0175Ring-cleavage;demethylationPhloretin hydrolase;demethylaseHesperidin3-(3′-hydroxyphenyl) propionic acid;3-(phenyl) propionic acidBioavailability↑ Pereira-Caro et al. (2018)
Eggerthella lenta; Flavonifractor plautii C-ring cleavageNA(−)-epicatechin;(+)-catechin1-(3,4-dihydroxyphenyl)-3-(2,4,6-trihydroxyphenyl) propan-2-ol;δ-(31,41-dihydroxyphenyl)-γ-valerolactone;δ-(31,41-dihydroxyphenyl)-γ-valeric acidBioavailability↑ Ozdal et al. (2016)
Human gut microbesC-ring cleavageA-ring fissiondehydroxylationNAAnthocyanidinProtocatechuic acid;syringic acid;vanillic acid;phloroglucinol aldehydeBioavailability↑ Aura et al. (2005)
Human gut microbesC-ring cleavageA-ring fissiondehydroxylation, etcTannaseProcyanidin B2 and A22-(3,4-dihydroxyphenyl) acetic acid;5-(3,4-dihydroxyphenyl)-γ-valerolactone;benzoic acidAnti-oxidant↑Stoupi et al. (2010), Ou et al. (2014) and Le Bourvellec et al. (2019)
AlkaloidsHuman gut microbesRing fissionNAStrychnine N-oxideStrychnine;16-hydroxystrychnineToxicity↓ el-Mekkawy et al. (1993)
Lignins Eggerthella lenta Ring cleavageBenzyl ether reductasePinoresinolLariciresinol;secoisolariciresinolAnti-apoptosis↑Bess et al. (2020)s and Xiao et al. (2021)
AliphaticsHuman gut microbesDehydroxylationNAMyristic acidQuercetin-3-O-rhamnoside;quercetin;aglycone myricetinAnti-oxidant↑ Du et al. (2014)
Other reactions of gut microbes to natural products. This section summarizes the biotransformation of gut microbiota-mediated natural products from a single reaction. However, some limitations are observed. Firstly, considering the complexity of gut microbes and the diversity of gut microbial enzymes, natural products undergo complex transformations in the intestinal tract. A single reaction can only describe a certain process of metabolism. Therapy can be optimized by activating/inhibiting this process. In addition, considering that gut microbes contain various potentially multifunctional enzymes, more biotransformation reactions underplayed by natural products can be expected from gut microbes. To elucidate how gut microbial metabolism affects human health, researchers should link the functions of interest to genes and enzymes. A deep understanding of the gene sequences of functional enzymes allows organisms with similar sequences to be assigned the same biological activity. Moreover, in addition to the regulation of gut microbes on the disposal of natural products, the regulation of natural products on gut microecology is important as a potential mechanism of efficacy.

Biotransformation contributions to mining the active substance and mechanism

The increasing research about gut microbiota gradually reveals the relationship between high pharmacological action and low oral availability of most natural products. Most glycosides have complex parent structures and are difficult to be absorbed by the intestine cells, thus limiting their tissue-specific bio-accessibility. These compounds are transformed into small molecule metabolites/unique metabolites through degradation reactions that are dependent on microbial/gut microbial enzymes and thus have a wide range of effects on the host (Wardman et al., 2022). Gut microbes also act on dietary phenolics to produce functional metabolites that contribute to host health (Loo et al., 2020). Importantly, the biotransformation by gut microbes facilitates the therapeutic effects of natural products. The typical metabolization model of ginsenosides to compound K (CK) has been widely reported (Figure 5), with enhanced anti-tumor, anti-inflammatory, and lipid-lowering effects (Kim et al., 2013; Kim, 2018). At 50 μM, CK inhibits the growth of glioblastoma cells by upregulating caspase-3-, caspase-8-, caspase-9- and cAMP-dependent protein kinases (Lee et al., 2017); At 20 μM, CK reduces hepatic lipid accumulation in human hepatocellular carcinoma cells by activating AMPK (Zhang et al., 2022); CK attenuates macrophage inflammation and foam cell formation via autophagy induction and by modulating NF-κB, p38 and JNK/MAPK signaling (Lu et al., 2020). The bioavailability of curcumin metabolites is dependent on the microbiota dependent (Hassaninasab et al., 2011). For instance, DMC increases PPARγ expression, resulting in autophagy and NF-κB inhibition and subsequently inhibiting LPS-induced inflammation (Tang et al., 2021). DMC mitigates inflammatory responses in vivo and in vitro by inhibiting the secretion of inflammatory factors and activation of MAPK and NF-κB pathways (Lu et al., 2022). The chemical stability of DMC increases because of the absence of the methoxyl group in their prototype benzene ring structure, thus explaining the strong beneficial effects of curcumin (Burapan et al., 2017a). Notably, urolithin A (UA), a natural compound that is produced by gut microbes from ingested ellagitannins and ellagic acid, has significant anti-inflammatory and neuroprotective effects. At 1 μM, UA is sufficient for the decreased production of TNF-α and MCP-1 and the inactivation of TLR3/TRIF signaling in poly (I:C)-induced RAW264.7 cells (Huang et al., 2022). UA improves systemic insulin sensitivity and reduces liver IL-1β levels in high-fat diet mice (Toney et al., 2019). UA ameliorates cognitive impairment in APP/PS1 mice and inhibits neuroinflammation by decreasing the levels of IL-6, IL-1β, and TNF-α in the cortex and hippocampus (Gong et al., 2019). These studies highlight the importance of identifying natural products-microbial metabolism. Moreover, many in vitro pharmacological activity measurements should be performed in conjunction with microbial metabolites, which actually interact with biochemical receptors in vivo.
Figure 5

Biotransformation of ginsenosides (Kim et al., 2008) and efficacy of metabolite compound K. Created with BioRender.com.

Biotransformation of ginsenosides (Kim et al., 2008) and efficacy of metabolite compound K. Created with BioRender.com. The composition, structure, function, and metabolites of gut microbes have become potential targets for natural products to exert beneficial effects and reduce toxicity as well. For instance, gut microbes can catalyze the ester bond hydrolysis of C-8 and C-14 of DDAs through CEs or catalyze the ester exchange of C-8 to produce less toxic MDAs (Zhang et al., 2015; Ding et al., 2019). The digoxin-reducing type strains of E. lenta contain cardiac glycoside reductase that can reduce the α and β-unsaturated lactone on the digoxin ring and metabolize it into dihydrodigoxin with less activity, thereby inhibiting its possible cardiotoxicity (Kumar et al., 2018). However, this ability is limited, and 50% of digoxin can be inactivated by gut microbial transformation (Lu et al., 2014). Cardiac glycoside reductase may be an effective biomarker for digoxin inactivation, and its expression can be inhibited by arginine (Haiser et al., 2013). Therefore, diet could explain the inter-individual variations in digoxin reduction and may modulate microbial metabolic activity in vivo. By contrast, toxic compounds can be produced by gut microbes. Cycasin is hydrolyzed into carcinogenicity diazomethane under the action of β-glucosidase from gut microbes (Goldin, 1990). Therefore, small molecule inhibitors of microbial gut enzymes should be developed to play a regulatory role in specific transformation in this complex habitat. The toxicity difference between metabolites transformed by gut microbiota and precursor substances is worthy of further study. Moreover, excessive drugs may cause imbalance and adverse reactions in gut microbes (Lindell et al., 2022), and the effects of different doses of natural products on gut microbes and metabolism need further investigation.

Multivariate technologies for studying biotransformation

Considering that gut microbes can increase the host’s complex and variable response to drugs/natural products, this process is of great interest to researchers. Research on biotransformation is mainly conducted via in vitro approach (Sousa et al., 2008) as follows: (1) Intestinal fluid transformation. The large-scale preparation of transformed products can be realized by intestinal fluid biotransformation; (2) Incubation with a sample of the host microbiota. The type and quantity of prototype drugs and metabolites can be detected using the method. It has the advantage of accurate representation of the entire gut microbiome of the individual; (3) Incubation of representative strains. This method affords high-throughput potential, which is valuable for large-scale drug studies and contributes to the industrial production of beneficial metabolites. In addition, organ-on-a-chip microphysiological systems (Ashammakhi et al., 2020), gastrointestinal organoids (Singh et al., 2020), and various predictive/computational tools (Machado et al., 2018; Chowdhury and Fong, 2020) may help improve our understanding of microbial metabolism in the future. In addition, the relationships between natural product metabolism and gut microbes have been studied in animal models, and the results can be used to investigate the distribution and form of metabolites (Yoshisue et al., 2000). Germ-free/antibiotic-treated animals with conventional animals have been compared to prove the key roles of gut microbes on natural product metabolism. The limitation of this method is that inherent gastrointestinal and microbiological differences exist between humans and rodents (Nguyen et al., 2015). Detailed microbiota and metabolite analysis of feces collected from subjects in clinical trials can comprehensively reflect the metabolic process of natural products in vivo and be used to explain individual differences. In addition, the application of sequencing technology needs to be increased to study the microbial transcriptional activity and metabolic profile. By using the single-cell method, the physiological structure of gut microbes can be characterized to determine their metabolic activity (Zheng et al., 2022). Metatranscriptomics (RNA-Seq) allows the direct analysis of gene expression profiles of microorganisms with strong metabolic activity in the human gut (Berlinberg et al., 2022). The combination of single-cell methods, metatranscriptomics, and metagenomics has been used to identify and characterize the active subsets of gut microbiota and determine their metabolic responses to natural products.

Conclusions and future remarks

The gut microbiota is a reservoir of genes that encode various metabolic enzymes (Flint et al., 2012). The activation of biological activities and potential health benefits of most natural products (e.g., flavonoids, alkaloids, and lignin) are extremely dependent on gut microbes as a substrate-machining factory (Braune and Blaut, 2016; Seyed Hameed et al., 2020; Plamada and Vodnar, 2021). Much research effort has been devoted to understanding how microbes uniquely modify natural products and the effects of these metabolites on host health (Luca et al., 2020; Shabbir et al., 2021). The following conclusions have been made: (1) gut microbes can transform natural products (Xie et al., 2020); (2) natural products can regulate the composition and abundance of gut microbes (Saccon et al., 2021); and (3) gut microbes can mediate the multi-component synergy of natural products (Feng et al., 2019). Although high-throughput methods are being developed to help people understand the importance of the gut microbiome in the metabolism of natural products, microbial metabolism-based screening has not been adopted as part of the drug development process, because its mechanism remains unclear (Zimmermann et al., 2019). Moreover, the great plasticity and interindividual differences of gut microbes are notable (Vujkovic-Cvijin et al., 2020). Therefore, researchers need to improve the understanding of the physiological, chemical, and microbial contributions of gut microbes to the metabolism of natural products to help in explaining the individual differences in natural product responses and provide support for personalized treatment (Kolodziejczyk et al., 2019; Javdan et al., 2020). Most of the data in the present study were obtained independently of the clinic, but clinical trials are already underway, and the results will influence clinical practice in the foreseeable future. Increasing studies on the mechanism of how to exert the curative effect, the application of fecal transplantation, specific bacterial transplantation, and animal models will help in clarifying the role of gut microbes. Nevertheless, standardization of operation, reproducibility of experimental results, and variation between species and individuals greatly reduce the authenticity and stability of the research, and a standard and scientific operating procedure remain to be put forward. Thus, confirming the symbolic functional extremely involved in biotransformation and its material basis will help in exploring the mechanism of natural products in the treatment of diseases and explaining the treatment mode of indirect interaction between natural products with low bioavailability and gut microbiota.

Author contributions

YZ contributed to the data collection and preparation of the original draft. XZ, JY, and CS provided brief article ideas and language modifications. XZ and XW supervised and revised the manuscripts. All authors contributed to the article and approved the submitted version.

Funding

This work was supported by the National Natural Science Foundation of China under grant no. 81873104, 81830112, and 82192914.

Conflict of interest

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.

Publisher’s note

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.
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