1. Introduction
Alzheimer’s disease (AD) is a progressive neurodegenerative disorder characterized by cognitive decline and behavioral changes. Its primary pathological hallmarks are the deposition of extracellular β-amyloid (Aβ) plaques and the formation of intracellular neurofibrillary tangles (NFTs) composed of hyperphosphorylated tau protein [
1]. Presently, around 55 million people globally are affected by Alzheimer’s, with estimates suggesting a rise to 152 million by 2050 [
2]. In the clinic, AD is treated mainly with cholinesterase inhibitors such as donepezil and galantamine, as well as N-methyl-D-aspartate (NMDA) receptor antagonists such as amantadine, which are all focused on symptomatic improvement and lack efficacy in improving the course of the disease. The development of AD is intricate, characterized by multiple interacting factors. Key hypotheses include the amyloid cascade hypothesis, tau pathology, cholinergic dysfunction, neuroinflammation, and oxidative stress [
3], with abnormal Aβ accumulation considered a primary pathogenic factor. The enzymatic cleavage of the amyloid precursor protein (APP) by β-secretases leads to the production of Aβ peptides. Aβ’s hydrophobicity leads to its aggregation into neurotoxic oligomers and protofibrils with β-sheet structures, eventually forming amyloid plaques [
4]. Since its introduction, the amyloid hypothesis has represented one of the core theories explaining the pathological mechanisms behind Alzheimer’s disease. The classic “amyloid cascade hypothesis” primarily emphasizes the deposition of extracellular insoluble fibrillar plaques and their physical disruptive effects. Currently, soluble oligomers (AβO) generated during Aβ aggregation prior to plaque formation are considered the more neurotoxic species. These oligomers can directly impair synaptic function and induce oxidative stress and inflammatory responses, leading to neuronal dysfunction and death. Recent advances in cryo-electron microscopy (cryo-EM) advancements have revealed the structures of Aβ42 fibrils in the human brain, identifying two distinct fibril types: Type I, associated with sporadic AD, and Type II, linked to familial AD. Both types feature S-shaped folded protofibrils [
5]. The Aβ42 fragment, primarily derived from the aforementioned processes, exhibits neurotoxicity and promotes the activation of inflammatory and oxidative cascades [
6]. Therefore, strategies that prevent Aβ aggregation and boost brain antioxidant defenses offer promising therapeutic approaches to AD prevention and management.
Molecular dynamics (MD) simulations have become a pivotal computational tool in pharmacological research and are extensively employed to elucidate the dynamic mechanisms underlying drug–target interactions and molecular recognition processes [
7]. By modeling atomic motions within force fields, MD enables the analysis of binding modes, conformational changes, and binding free energies between small molecules and biomacromolecules such as proteins and nucleic acids at the atomic level. This approach provides mechanistic insights into inhibitor function, stability, and specificity. Compared to static structural analyses, MD simulations capture critical residue interactions, allosteric effects, and water-mediated hydrogen bond networks during binding events, thereby significantly enhancing the depth and reliability of mechanistic studies [
8]. Their unique advantages are evident in drug screening, lead compound optimization, and multi-target drug design.
Caenorhabditis elegans, a classical model organism, possesses a semi-transparent body and a complete intestinal system, facilitating visualization of neurons and fluorescently labeled proteins [
9].
C. elegans offers significant benefits for neurodegenerative disease research due to its high genetic similarity to humans and its simple highly conserved nervous system, which consists of 302 neurons and around 7000 synapses [
10]. Transgenic
C. elegans models such as CL2006, CL4176, and GMC101 have been widely used in recent years to study Aβ toxicity and Tau protein abnormalities in AD. These models express human Aβ1–42 or mutant Tau proteins under muscle- or neuron-specific promoters, recapitulating key AD pathological features, including progressive paralysis, motor decline, shortened lifespan, and Aβ aggregation [
11,
12]. Due to their short lifecycle, low experimental cost, and comprehensive evaluative capacity, these models have become vital tools in AD research, drug screening, and the identification of novel therapeutic targets.
Traditional Chinese Medicine (TCM) and ethnomedicine offer a rich repository of natural compounds, which are useful due to their diverse range of sources and broad pharmacological activities, making them a significant treasure trove for modern drug discovery. Recent years have witnessed a surge in research focused on isolating and identifying single chemical constituents from traditional medicines with potential anti-Alzheimer’s disease (AD) activity. As a notable example in this field, the Yi ethnomedicine Tianma is derived from the dried tuber of
Gastrodia elata Blume (Orchidaceae). In classical TCM theory, it is characterized by a neutral nature and sweet flavor, primarily acting on the Liver channel. Its documented functions include calming endogenous wind to relieve convulsions, suppressing hyperactive liver yang, and dispelling wind to unblock collaterals, which establishing it as a key therapeutic agent for dizziness and headache. Contemporary scientific investigations aim to elucidate its pharmacologically active material basis. Among them, 3,4-dihydroxybenzaldehyde (DBD), also known as protocatechuic aldehyde, is a key natural phenolic aldehyde active monomer found in
Gastrodia elata. Its molecular structure is characterized by two adjacent phenolic hydroxyl groups (at the 3- and 4-positions) and an aldehyde group attached to the benzene ring. The ortho-dihydroxy structure confers significant electron-donating capacity, enabling effective scavenging of free radicals and chelation of metal ions and thereby inhibiting oxidative stress-mediated cellular damage [
13]. Evidence indicates that DBD exhibits anti-inflammatory and antioxidant activities across various disease models. In Parkinson’s disease (PD) cell models, protocatechuic aldehyde markedly enhances cell viability, mitochondrial redox activity, and membrane potential, while reducing intracellular reactive oxygen species (ROS) levels [
14]. Additionally, it restores Akt pathway activity suppressed by oxidative stress and inhibits H
2O
2-induced overoxidation of DJ-1 in SH-SY5Y cells [
15]. The presence of two phenolic hydroxyl groups and an aldehyde group in its structure endows the molecule with the capacity to act as both a hydrogen bond donor and acceptor, coupled with moderate hydrophobicity (LogP~1.3). This unique combination of properties enables DBD to flexibly engage with biological macromolecules through multifaceted non-covalent interactions, including hydrogen bonding, hydrophobic effects, and π-π stacking. These interactions are likely provide the chemical basis for its ability to disrupt the structural stability of Aβ fibrils, thereby contributing to the inhibition of amyloid fibril formation. Resveratrol interacts with Aβ-42 dimers via π-π stacking interactions, inducing conformational changes in Aβ oligomers and attenuating their cytotoxicity [
16]. Quercetin similarly inhibits Aβ fibrillogenesis by reducing β-sheet and turn structures while increasing the proportion of disordered Aβ42 dimer conformations [
17]. Natural polyphenols are crucial in developing new therapeutics due to their unique phenolic ring structures, which facilitate anti-amyloidogenic activity by engaging in hydrophobic interactions and π-π stacking with aromatic residues in amyloid proteins, thus preventing further fibril aggregation [
18]. These mechanistic insight provides a theoretical foundation for developing polyphenol-based neuroprotective agents.
In this study, we employ molecular dynamics simulations combined with a C. elegans model to investigate the protective effects of DBD against Aβ toxicity and its underlying mechanisms. Molecular dynamics simulations suggested that DBD can bind to and destabilize Aβ protofibrils. In the AD C. elegans model, DBD treatment led to multifaceted phenotypic improvements, including delayed paralysis progression, enhanced resistance to oxidative stress, improved locomotor behavior, and extended lifespan within the model context. To explore the mechanisms involved, we assessed relevant biochemical markers and found that DBD treatment reduced levels of reactive oxygen species (ROS) and lipofuscin, as well as Aβ deposition in the worms. Additionally, comprehensive target metabolomics and GFP reporter gene analyses reveal the mechanisms underlying DBD’s anti-AD activity. The results of this study can guide future research on the therapeutic potential of Gastrodia elata active compounds in AD.
3. Discussion
Alzheimer’s disease (AD) is a major neurodegenerative disorder with significant global public health impacts. Its pathogenesis is complex, and therapies capable of effectively halting or reversing disease progression are currently lacking [
26]. Among various pathological hypotheses, the β-amyloid (Aβ) cascade hypothesis and oxidative stress theory are considered intertwined core processes. Oxidative stress is not only an early key event in AD but also forms a vicious cycle with Aβ toxicity, jointly driving neuronal damage and cognitive decline [
27]. Consequently, exploring compounds that can simultaneously intervene in Aβ toxicity and oxidative stress has become a crucial strategy in current AD drug development [
22,
28].
Gastrodia elata, a traditional Chinese herb, has shown potential in neuroprotection through its active components, such as 4-hydroxybenzyl alcohol, which has been reported to ameliorate Aβ-induced toxicity [
29]. This study focuses on DBD, another phenolic component from
Gastrodia elata, aiming to systematically evaluate its anti-AD potential and preliminarily explore its mechanism of action [
30].
Computational simulations in this study suggested that DBD could bind to Aβ fibrils and might thereby reduce their structural stability, supporting its potential to interfere with Aβ aggregation. Subsequently, in
C. elegans AD models expressing human Aβ1-42 (strains CL4176), DBD treatment significantly improved the paralysis phenotype induced by Aβ expression, extended lifespan, and showed no reproductive toxicity at effective concentrations. Phenotypic improvements were accompanied by enhanced motility and increased resistance to oxidative stress (heat and juglone). Further biochemical analyses demonstrated that DBD effectively reduced levels of reactive oxygen species (ROS) and lipofuscin in the worms. Notably, thioflavin S staining revealed a significant reduction in amyloid-like deposits in DBD-treated worms. It is important to emphasize that the
C. elegans model used in this study induces toxicity through ectopic expression of Aβ in body wall muscles. Its core pathology aligns more closely with generalized cellular stress and mitochondrial dysfunction triggered by misfolded protein aggregation, rather than specifically mimicking intraneuronal Aβ deposition as seen in AD. Therefore, the alleviation of paralysis and reduction in deposits by DBD should first be interpreted as an overall amelioration of proteotoxic stress. While molecular docking and dynamics simulations provide structural-level support for DBD’s potential interference with Aβ fibrillization, the reduction in thioflavin S staining is consistent with a decrease in amyloid-like deposition. This outcome may stem from the direct inhibition of the Aβ aggregation process, or it could be achieved through enhancing cellular autophagy clearance capacity and improving intracellular homeostasis [
31]. Further mechanistic studies require more direct experimental investigations to delve deeper into these possibilities.
To understand DBD’s effects at a systems level, we performed untargeted metabolomic analysis on DBD-treated worms. A total of 612 differential metabolites (VIP > 1,
p < 0.05) were identified. The alterations in these metabolites indicate a remodeling of the metabolic network in DBD-treated worms [
32,
33]. Among the significantly upregulated metabolites, we identified several substances previously reported in the literature to exert neuroprotective activities, primarily associated with antioxidant and anti-Aβ toxicity mechanisms. For instance, vanillic acid (VA) significantly enhances antioxidant capacity by upregulating HO-1 expression through the activation of the Akt/GSK-3β/Nrf2 pathway [
34]. Verbascoside mitigates neuroinflammation and apoptosis by downregulating pro-inflammatory cytokines IL-1β, IL-6, and TNF-α, while upregulating the PI3K/AKT pathway [
35]. Docosahexaenoic acid (DHA) and its metabolites not only reduce Aβ42 production but also improve synaptic plasticity through antioxidative effects [
36]. Rosmarinic acid (RA) exhibits dual regulatory roles by intervening in amyloidogenic pathways and decreasing oxidative stress markers MDA and NOx while increasing SOD activity [
37]. Metabolites such as uric acid derivatives improve tau hyperphosphorylation and Aβ toxicity via PI3K/Akt/GSK-3β pathways [
38]. Gut microbiota-derived metabolites such as END and ENL from SDG inhibit Aβ deposition via the GPER-CREB/BDNF pathway, whereas L-theanine provides neuroprotection by influencing SIRT1 and AGEs/RAGE signaling pathways [
39,
40]. The upregulation of these endogenous protective metabolites strongly suggests that DBD may not function merely as a single direct-acting molecule but rather as a “metabolic switch” activating or promoting the host’s intrinsic neuroprotective pathways. Concurrently, levels of several metabolites associated with disease progression were downregulated after DBD treatment. For example, the accumulation of succinyl-CoA and its derivatives can trigger acute brain injury, and putrescine produced by astrocytic urea metabolism is closely linked to memory impairment [
41]. D-ribose, due to its strong glycation ability, is a significant pathogenic factor that accelerates the abnormal modifications of tau and Aβ proteins through the formation of advanced glycation end products (AGEs) [
42]. Elevated levels of metabolites such as ergothioneine and 1,7-dimethyluric acid are positively correlated with AD risk [
43], while oxidation of methionine impairs clustering function, further aggravating Aβ toxicity [
44]. The overall metabolomic profile indicates that DBD intervention shifts the worm’s metabolic state toward one more conducive to resisting proteotoxicity and oxidative damage.
Building on the antioxidant stress direction suggested by metabolomics, we further validated DBD’s effects on key stress-response pathways at the molecular level. The results showed that DBD significantly promoted the nuclear translocation of the transcription factor DAF-16 and enhanced the expression of its downstream target gene sod-3. Concurrently, DBD activated another crucial transcription factor, SKN-1, and its downstream target gene gst-4. DAF-16/FOXO and SKN-1/Nrf2 are evolutionarily highly conserved central pathways regulating lifespan, oxidative stress response, and autophagy. This study clearly establishes a strong correlation between DBD treatment and the activation of these two key pathways. Their coordinated activation provides a plausible explanation for the observed antioxidant, anti-aging, and anti-proteotoxic phenotypes, suggesting that DBD may function by activating an intrinsic cellular defense network mediated by DAF-16 and SKN-1. However, it is essential to note that the current evidence establishes correlation. To establish the functional necessity of DAF-16 and SKN-1 in mediating DBD’s protective effects, future loss-of-function experiments using genetic tools are required. If DBD’s protective effects are abolished in daf-16 or skn-1 loss-of-function backgrounds, it would provide the most direct evidence for the mechanism.
4. Materials and Methods
4.1. Reagents and C. elegans Strains
The compound DBD was acquired from Chengdu Alpha Biotechnology Co., Ltd. (Chengdu, China). The compound was precisely weighed with an ME104 electronic balance, dissolved in deionized water to a 10 mM concentration, sterilized by filtration, and stored at −20 °C as a stock solution. Serial dilutions of the DBD stock solution were prepared using an OP50 bacterial culture to achieve target concentrations (0.125, 0.25, 0.5, 1, 2, and 4 mM) and were subsequently mixed into NGM agar plates. Control groups were administered a comparable volume of bacterial suspension devoid of the drug. The optimal drug concentration was determined via paralysis assays and subsequently used in all further experiments.
This study utilized various transgenic C. elegans strains, including CL4176, CL2006, TJ356, LD1, CF1553, CL2166, and the wild-type N2 strain. The transgenic strains utilized in this study were selected to model Aβ pathology and monitor protective stress pathways. Aβ expression was achieved using CL4176 (dvIs27 [myo-3p::A-β(1–42)::let-851 3′UTR + rol-6(su1006)]X) and CL2006 (dvIs2 [pCL12 (unc-54::human Aβ(1–42) minigene) + rol-6(su1006)]). Concurrently, key defense pathways were tracked with the following reporters: TJ356 (zIs356 [daf-16p::daf-16a/b::GFP + rol-6(su1006)]) for DAF-16, LD1 (ldIs7 [skn-1b/c::GFP + rol-6(su1006)]) for SKN-1, CF1553 (muIs84 [pAD76 (sod-3::GFP) + rol-6(su1006)]) for SOD-3, and CL2166 (dvIs19 [pAF15 (gst-4p::GFP::NLS)] III) for GST-4. Strains were sourced from the Caenorhabditis Genetics Center (CGC) at the University of Minnesota and cultured on Escherichia coli OP50. Cultures were incubated at 20 °C, with CL4176 maintained at 16 °C.
4.2. Molecular Docking and Molecular Dynamics Simulations
Native fibrils were isolated via cryo-electron microscopy (PDB ID: 5OQV). The Aβ42 tetramer was selected as the protofibril model, given its characterization as the minimal nucleating fibril of Aβ [
45]. AutoDock Vina facilitated molecular docking with a grid box of 262,798 × 112 × 80 Å. PyMOL and LigPlot+ (version 2.2) were employed to visualize docking conformations and identify interactions between Aβ42 protofibrils and the DBD domain.
Molecular dynamics simulations were performed using GROMACS and the AMBER99SB-ILDN force field to analyze the conformational dynamics of Aβ42 protofibrils (control) and Aβ42 protofibril-DBD complexes (treatment) [
46]. Force field parameters for DBD were generated via the Automated Topology Builder (ATB). The protofibril was centered within a cubic simulation box, maintaining a minimum solute-box edge distance of 1.0 nm. To simulate physiological pH conditions and maintain overall neutrality, 0.15 M NaCl was added to each system. Post energy minimization, the solvent environment comprised 19,677 and 19,664 water molecules modeled with TIP3P, surrounding the control DBD system. The treatment of long-range electrostatic interactions was conducted with the Particle Mesh Ewald (PME) algorithm. After steepest descent energy minimization, systems underwent equilibration in the NVT ensemble for 500 ps, followed by the NPT ensemble for another 500 ps, using the Parrinello-Rahman barostat and velocity-rescale thermostat at 1 bar and 310 K. Subsequently, production MD simulations were performed for 500 ns under these conditions [
47].
4.3. Paralyzing Assay
In the CL4176 nematode model, human Aβ1–42 is expressed in body wall muscle cells, regulated by the myosin promoter. At 16 °C, the smg-1 pathway remains active, recognizing and degrading Aβ transcripts containing erroneous 3’ untranslated regions. At the L3 stage, increasing the temperature to 25 °C deactivates the smg-1 pathway, allowing Aβ1–42 mRNA expression and aggregation of Aβ oligomers in muscle cells, resulting in progressive paralysis phenotypes [
48]. To induce Aβ1–42 expression, CL4176 worms were shifted from 15 °C to 25 °C starting at the L3 stage. This timing ensured developmental synchrony while providing a sufficient induction window for the paralytic phenotype to become fully penetrant during adulthood. Synchronized L1-stage CL4176 worms were placed on NGM plates, with or without pharmacological agents, at a density of approximately 30–50 worms per plate, using three parallel plates for each group. The temperature was maintained at 16 °C for 36 h, and then raised to 25 °C for the next 24 h. Worm paralysis was monitored and recorded every 2 h until complete paralysis was observed.
4.4. Lipofuscin Quantification
L4-stage C. elegans of the N2 strain were synchronized and placed on NGM plates containing varying drug concentrations: high, medium, low, or none. After being cultured for 10 days at 20 °C, the worms were collected with PBS immobilized with 0.2% levamisole (Sichuan Microbiological Biotechnology, Chengdu, China) and examined under a fluorescence microscope to observe spontaneous lipofuscin autofluorescence. ImageJ software was utilized to measure fluorescence intensity. The experiment was conducted independently three times, with each group consisting of a minimum of 20 worms.
4.5. Lifespan Assay
L4-stage C. elegans of the CL4176 strain were synchronized and placed on NGM plates with varying drug concentrations (1, 2, and 4 mM) or drug-free controls, all containing 12 μM Fudr to prevent progeny production. The worms were maintained at 16 °C, designated as Day 0 of survival. Every two days, the number of deceased worms was documented, and the surviving worms were moved to new plates with the same drug concentration for ongoing observation until all had perished.
4.6. Motility and Pharyngeal Pumping Assays
Synchronized L3-stage N2 worms were placed on NGM plates with varying drug doses (high, medium, low, or none) and kept at 20 °C, marking the start as day 0. To assess locomotor activity, worms were transferred to fresh plates with 0.1 mL M9 buffer on days 4, 6, and 8. The number of body bends (sinusoidal movements) that each worm completed in a 30-s interval was quantified, with 10 worms assayed per plate. A sinusoidal movement consists of a head swing combined with a body bend.
Following synchronization at the L3 stage, worms were maintained at 20 °C on plates containing varying drug concentrations or no drug. Pharyngeal pumping was documented under a dissecting microscope at specified time points (days 4, 6, and 8). The pumping frequency was determined by counting the pharyngeal contractions within 30 s for each of the 20 worms per group.
4.7. Reproductive Capacity and Body Length Assay
Total progeny were counted to assess the effects of drugs on reproduction [
49]. The reproductive capacity of synchronized L4-stage CL4176 worms was assessed using a daily transfer protocol. Briefly, two worms were placed on NGM plates with varying drug doses (high, medium, low) or vehicle control at 16 °C, and transferred daily from day 1 until the end of the egg-laying period. Egg plates were incubated at 16 °C, with larval hatching counted on day 3, followed by daily and cumulative egg counts on subsequent days.
L4-stage CL4176 worms were placed on plates with varying drug concentrations (high, medium, low, or none), each supplemented with 12 μM Fudr to prevent egg-laying, for body length measurement. Worms were collected in PBS after 2 days, anesthetized with 0.2% levamisole, and imaged using a fluorescence microscope. At least 20 worms per group were measured for body length using ImageJ software.
4.8. Stress Resistance Assays
Heat Stress: Following the placement of synchronized L1 wild-type N2 worms on drug-containing or control NGM plates (three replicates per group, 30 worms each), the cultures were maintained at 20 °C for two days prior to a temperature upshift to 37 °C, where their survival was observed hourly until mortality was complete. The experiment was conducted independently on three separate occasions.
Oxidative Stress: L1-synchronized N2 worms were cultured at 20 °C on plates with different drug concentrations until reaching the L4 stage, after which they were transferred to NGM plates with 300 μM juglone to induce oxidative stress. Each group consisted of three plates with approximately 30 worms each. Survival was assessed hourly until all worms had died. Death was defined by complete body stiffening and unresponsiveness to light and mild vibrations. The experiment was conducted independently on three separate occasions.
4.9. ROS Detection
Synchronized L1-stage N2 nematodes were placed on NGM plates with varying drug concentrations high, medium, low, and none at approximately 50 worms per plate. The organisms were grown at 20 °C for 2.5 d. Subsequently, a 5 mM paraquat solution was added to the NGM plates. After a treatment period of 4 h, the worms were gathered and rinsed three times with PBS buffer, with the supernatant being discarded each time. Each sample was treated with 50 μL of 10 μM DCFH-DA solution and incubated at 37 °C for 30 min. Subsequently, the samples were washed three times with PBS. Finally, a 30 μL worm suspension was placed on a glass slide, covered with a coverslip, and examined using a fluorescence microscope. Parameters were adjusted, images were saved, and fluorescence intensity was measured using ImageJ.
4.10. Aβ Fibril Deposition Assay
L1-synchronized CL2006 nematodes were cultured on NGM plates with bacterial suspension at 20 °C until reaching the L4 stage. They were then moved to NGM plates with a high, medium or low doses of the drug, or no drug, with three parallel plates per group, each containing about 50 worms. Worms were harvested into Eppendorf (EP) tubes with M9 buffer after two days of cultivation, centrifuged, and repeatedly washed to remove bacteria. Worms were preserved in 1 mL of 4% paraformaldehyde at 4 °C for 24 h. The fixative solution was discarded, and 1 mL of permeabilization solution was added, followed by incubation at 37 °C for 24 h. Following three TBST washes, worms were stained with fluorescent dye thioflavin S at room temperature for 2 min and subsequently decolorized twice with 50% ethanol for 2 min each. Imaging was performed using a confocal laser microscope: worm suspensions were placed on slides and coverslipped, parameters were adjusted, and images were saved, focusing on the head region, specifically the anterior pharynx, to observe Aβ protein deposition.
4.11. Comprehensive TM Analysis
Synchronized L1-stage CL4176 nematodes were cultured on NGM plates with or without 4 mM drug at 16 °C for 48 h, followed by a temperature shift to 25 °C for approximately 30 h. The worms were then harvested in M9 buffer, washed 2–3 times with sterile water, snap-frozen in liquid nitrogen, and stored at −80 °C for subsequent sequencing. For metabolite extraction, thawed samples were homogenized in a ball mill with stainless steel beads at 30 Hz and extracted with ice-cold 70% aqueous methanol at 4 °C prior to analysis. Non-targeted metabolomics was initially conducted to identify metabolites, which were subsequently matched with the Metware Internal Metabolite Database (MWDB) for comprehensive TM analysis. Metabolomic differences were assessed using ultra-high-performance liquid chromatography-tandem mass spectrometry (UPLC-MS/MS) alongside internal databases and multivariate statistical analysis. We acquired untargeted metabolomic data using on an UPLC-TripleTOF 6600 QTOF system (AB SCIEX, Framingham, MA, USA) and targeted data using on an UPLC-Q-Trap system. A pooled QC sample was injected periodically to ensure data quality. Compound annotation was achieved by comparing the acquired MS/MS spectra and retention times from the LC-QTOF-MS/MS analyses against integrated commercial (MWDB and its AI library) and public databases (Metlin, HMDB, KEGG). Metabolites were considered differential if they had a VIP score greater than 1 and a p-value less than 0.05.
4.12. Expression of DAF-16/FOXO, SKN-1/NRF2, GST-4, and SOD-3 in Transgenic Strains Carrying GFP Reporters
L1-synchronized worms were maintained under drug treatment or control conditions on NGM plates over a 72-h period. Worms were collected with PBS and washed three times, the supernatant was discarded, and worms were anesthetized with levamisole. They were then mounted on slides for imaging. Fluorescent images were acquired using a fluorescence microscope and analyzed with ImageJ after subtracting background signals. For the TJ356 strain, worms were incubated in a blank medium for 72 h and subsequently subjected to a 30-min heat shock at 37 °C as a positive control. The GFP fluorescence intensity of skn-1 in the intestinal region of pharyngeal-labeled worms was assessed, and daf-16 nuclear localization was quantified by counting fluorescent puncta per worm [
50]. The whole-body fluorescence intensity of SOD-3::GFP and GST-4::GFP was quantified in the CF1553 and CL2166 strains, employing three independent replicates with a minimum of 10 worms per group.
4.13. Statistical Analysis
We employed the following analytical protocols: data were analyzed using GraphPad Prism 8.0 and are presented as mean ± SD (n = 3). Group comparisons were performed by t-test or one-way ANOVA; survival analysis was carried out using the log-rank test. Statistical significance (p < 0.05) is indicated as * p < 0.05, ** p < 0.01, and *** p < 0.001.