Abstract
Reversible protein phosphorylation, regulated by protein phosphatases, fine-tunes target protein function and plays a vital role in biological processes. Dysregulation of this process leads to aberrant post-translational modifications (PTMs) and contributes to disease development. Despite the widespread use of artificial catalysts as enzyme mimetics, their direct modulation of proteins remains largely unexplored. To address this gap and enable the reversal of aberrant PTMs for disease therapy, we present the development of artificial protein modulators (APROMs). Through atomic-level engineering of heterogeneous catalysts with asymmetric catalytic centers, these modulators bear structural similarities to protein phosphatases and exhibit remarkable ability to destabilize the bridging μ3-hydroxide. This activation of catalytic centers enables spontaneous hydrolysis of phospho-substrates, providing precise control over PTMs. Notably, APROMs, with protein phosphatase-like characteristics, catalytically reprogram the biological function of α-synuclein by directly hydrolyzing hyperphosphorylated α-synuclein. Consequently, synaptic function is reinforced in Parkinson’s disease. Our findings offer a promising avenue for reprogramming protein function through de novo PTMs strategy.
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Introduction
Proteins execute a wide variety of biological functions ranging from catalysts to structural basis and signaling messengers in living systems1. Among these processes, reversible protein phosphorylation stands out as a major form of post-translational modification (PTM) that orchestrates protein function2,3. Protein phosphatases, working in collaboration with kinases, precisely regulate this dynamic phosphorylation-dephosphorylation cycle4,5. However, in the pathological microenvironment, the catalytic activity of protein phosphatases becomes compromised6,7, leading to irreversible phosphorylation of neuronal proteins, including α-synuclein (α-syn)8 and tau protein9. This dysregulation ultimately disrupts the structure and biological function of these neuronal proteins, severely impairing synaptic function and contributing to the onset and progression of neurodegenerative diseases10,11,12. Despite efforts to recruit protein phosphatases for protein dephosphorylation13 and to disentangle14 or eliminate15,16 hyperphosphorylated protein aggregates, the imbalance in the kinase and protein phosphatase system6,7 persists as an inevitable challenge, irreversibly exacerbating aberrant PTMs of neuronal proteins.
Artificial catalysts with enzymatic activities17,18,19 hold great potential as alternative solutions to modulate proteins by compensating for compromised endogenous catalytic activities20,21,22. However, their efficacy as substitutes for natural enzymes is hindered by the lack of highly efficient catalytic centers23, particularly in the context of phosphatase mimetics. A critical aspect contributing to the exceptional catalytic performance of natural enzymes is the presence of the asymmetric unit at catalytic centers24,25,26. While small-molecule asymmetric catalysts can selectively generate favorable intermediates for efficient catalytic reactions27,28, their practical biomedical applications are hindered by inherent challenges associated with small molecules29,30, such as off-target side effects31 and untargeted biodistribution29,32. In this regard, nanomaterials based heterogeneous catalysts with asymmetric catalytic centers show promise in overcoming the inherent limitations of small-molecule asymmetric catalysts due to their modifiable surface29,33. Although progress has been made in this area, the rational design of heterogeneous catalysts with natural enzyme-like asymmetric catalytic centers remains elusive, primarily due to the difficulty in precisely doping the catalytic centers with heterogeneous metals at the atomic level.
Here, we report the development of the artificial protein modulator (APROM) that exhibits protein phosphatase-like characteristics through atomic-level engineering of heterogeneous catalysts with asymmetric catalytic centers (Fig. 1). Our strategy involves precisely incorporating site-specific single manganese atoms into heterogeneous ceria nanoparticular catalysts (Mn/CeO2-x) through a self-aggravating surface oxygen vacancy (SOV)-driven cation exchange reaction. The resulting APROM possesses asymmetric catalytic centers comprising Mn, Ce, and SOVs, which exhibit a unique steric effect that activates the catalytic centers for spontaneous hydrolysis of phospho-substrates, thereby reversing aberrant PTMs of neuronal proteins. Notably, the APROM demonstrates protein phosphatase-like behavior and has the ability to restore the biological function of phosphorylated α-syn (p-α-syn) through de novo PTMs, effectively fueling synaptic function. Moreover, the APROM exhibits antioxidant activity, enabling the restoration of mitochondrial function to maintain energy homeostasis which is crucial for synaptic activity. These findings highlight the potential for developing asymmetric heterogeneous catalysts as artificial protein modulators, and provide a promising platform for reprogramming neuronal protein functions.
Results
Synthesis and characterization of APROMs with asymmetric catalytic centers
To synthesize the APROM with asymmetric catalytic centers, we developed a facile self-aggravating SOV-driven cation exchange strategy (Fig. 2a), resulting in tunable Mn-to-Ce ratios denoted as APROM1, APROM2, and APROM3 (Supplementary Fig. 1). Transmission electron microscopy (TEM) and high-resolution TEM (HRTEM) images confirm the successful synthesis of ultrafine APROMs (Fig. 2b). For comparison purposes, we also synthesized ceria nanoparticles (CeNPs) with symmetric catalytic centers using a previously reported method34 (Fig. 2b). X-ray diffraction (XRD) patterns of APROMs closely match those of CeNPs, without characteristic peaks corresponding to Mn detected (Supplementary Fig. 2). To investigate the elemental composition and chemical state of APROMs, we performed X-ray photoelectron spectroscopy (XPS) analysis. The high-resolution XPS spectra of Mn 2p, Ce 3d, and O 1s demonstrate the presence of Mn, Ce, and O elements in APROMs (Fig. 2c–e), consistent with the energy-dispersive X-ray spectroscopy (EDS) mapping results (Supplementary Fig. 3), confirming the successful doping of Mn into the ceria lattice. Importantly, we observed an increase in the number of SOVs, considered as catalytic centers of APROMs35, accompanied by an increase in the Ce3+-to-Ce4+ ratio. Notably, APROM2, with a Ce-to-Mn ratio of approximately 3, exhibits the highest abundance of SOVs and the highest ratio of Ce3+-to-Ce4+ (Fig. 2d, e, Supplementary Table 1). To further investigate the local coordination environment of APROMs, we conducted structure-sensitive X-ray absorption fine structure (XAFS) measurements. Fourier-transform extended XAFS (FT-EXAFS) spectra at the Ce-L3-edge display peaks at approximately 1.8 and 3.6 Å, corresponding to Ce-O and Ce-M (M = Ce or Mn) bonds, respectively (Fig. 2f). Notably, the amplitudes of the second Ce-M shell of APROMs are reduced due to the disordering effect36 induced by Mn substitution, confirming the formation of asymmetric catalytic centers. FT-EXAFS spectra at the Mn-K-edge reveal an intense first Mn-O coordination shell for APROMs, while the characteristic metallic Mn-Mn interaction at approximately 2.4 Å is not observed (Fig. 2g). Moreover, wavelet transform (WT) analysis of Mn-K-edge EXAFS oscillations further confirms the atomically dispersed nature of Mn species in APROMs (Fig. 2h–l). To gain further insights into the enhanced generation of asymmetric catalytic centers, density functional theory (DFT) calculations were performed. Three models, including CeO2, Ce0.75Mn0.25O2, and Ce0.5Mn0.5O2, were constructed to simulate the formation of SOVs. The calculated SOV formation energy (∆ESOV) of Ce0.75Mn0.25O2 decreases to 1.95 eV, while that of Ce0.5Mn0.5O2 increases to 3.93 eV, as compared to CeO2 (3.90 eV) (Fig. 2m). Moreover, the bond length calculation reveals that the Mn-O bond (~2.105 Å) is relatively shorter than the Ce-O bond (~2.399 Å) in Ce0.75Mn0.25O2, indicating the migration of adjacent oxygen towards Mn. As a result, the interaction between oxygen and Ce is weakened, making oxygen susceptible to detach from the fluorite lattice. However, with increased Mn substitution, the unit cell of Ce0.5Mn0.5O2 contracts (Fig. 2b, Supplementary Fig. 2b), allowing for stable bonding between oxygen and Ce as well as Mn. Consequently, catalytic centers favor the substitution of only one Ce in the CeO2 unit cell, as supported by both experimental and theoretical results. Charge density diagrams reveal that the charge of oxygen inclined towards adjacent Mn in the Ce0.75Mn0.25O2-x model, resulting in the reduction of Ce and an uneven distribution of electrons in asymmetric catalytic centers (Fig. 2n, o, Supplementary Fig. 4). Collectively, these findings indicate that appropriate Mn substitution facilitates structural reconstruction for the generation of asymmetric catalytic centers.
The evolution of asymmetric catalytic centers via a self-aggravating SOV-driven cation exchange strategy
Control experiments using APROM2 as a model were conducted to provide detailed insights into the atomic-scale evolution process. Initially, CeO2-x nanocrystals with a small amount of symmetric catalytic centers are formed, as observed in Supplementary Fig. 5. The driving forces from the composing SOVs37 enable preferential absorption of Mn at the as-constructed symmetric catalytic centers. Subsequently, the much larger radius of SOVs (1.38 Å) compared to Mn (ionic radii of Mn2+, Mn3+ and Mn4+ are 0.83 Å, 0.65 Å and 0.53 Å, respectively) and Ce (ionic radii of Ce3+ and Ce4+ are 1.14 Å and 0.97 Å, respectively) allows SOVs to act as sub-nano reaction containers in the cation exchange reaction, where Mn substitutes surrounding Ce. Moreover, SOVs play a crucial role as excellent transporters of Mn through the ceria lattice, resulting in the uniform dispersion of Mn within the heterogeneous structure and successful formation of asymmetric catalytic centers (Fig. 2a, p–r, Supplementary Figs. 6 and 7). This mechanism prevents the formation of homogeneous, core-shell, or Janus-like structures38,39,40. Importantly, Mn doping facilitates SOV formation by decreasing ∆ESOV (Fig. 1m), further establishing a positive feedback loop of cation exchange mediated by SOVs. High-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM) images reveal that Mn preferentially substitutes Ce around the SOVs, confirming the formation of asymmetric catalytic centers (Fig. 2p, q, Supplementary Figs. 6 and 7). This observation strongly suggests that the presence of SOVs drives the cation exchange reaction. Consequently, APROM2 with a molar ratio of approximately 25% Mn is successfully prepared, as quantified by inductively coupled plasma mass spectrometry (ICP-MS) (Fig. 2s). As expected, during the reconstruction of catalytic centers, only cubic fluorite structures are formed without any invisible Mn-related phases (Supplementary Fig. 8). Additionally, based on the positive correlation between luminance and atomic number, the dark points representing low-atomic-number Mn indicate that Mn is monatomically dispersed in the ceria lattice without forming aggregates (Fig. 2q, Supplementary Fig. 7).
In order to gain a clear insight into the evolution of asymmetric catalytic centers at the atomic level, DFT calculations were performed. The calculation results reveal that Mn is more accessible to the subsurface of the nanoparticle, particularly at SOV sites, compared to Ce, due to a lower energy barrier (∆Emo) (Fig. 2t, u, Supplementary Table 2). Importantly, the energetically favored Mn is the one adjacent to the SOV, as evidenced by its lower formation energy (Ef) compared to the non-SOV-adjacent Mn (Fig. 2v). These findings are consistent with the observations from HAADF-STEM images, indicating that Mn preferentially exchanges with Ce around SOV sites to form asymmetric catalytic centers in terms of kinetics. Moreover, the calculations show that the doping of the second Mn into the Mn/CeO2-x unit cell requires a larger Ef compared to doping into other unit cells, suggesting uniform Mn substitution. Additionally, the dissociation of lattice oxygen species into SOVs is facilitated by Mn substitution, promoting cation exchange reactions through a self-aggravating SOV-driven mechanism. Subsequently, Mn dopants competitively migrate inward due to a significantly lower migration energy barrier (∆Emi) compared to Ce (Fig. 2w, Supplementary Table 2), resulting in the uniform distribution of Mn dopants. Ultimately, the precise incorporation of site-specific Mn into the ceria lattice leads to the formation of asymmetric catalytic centers. Notably, the self-aggravating SOV-driven cation exchange strategy exhibits unusual phenomena, including a slow exchange rate, an SOV-mediated positive feedback loop of cation exchange, and the atomic-level uniform distribution of guest cations, which enable the controllable construction of asymmetric catalytic centers, distinguishing itself from traditional cation exchange methods38,39,40,41.
Asymmetric catalytic centers endow APROMs with protein phosphatase-like characteristics
The well-defined asymmetric catalytic centers in the atomic-level engineered APROMs motivate us to investigate relevant protein phosphatase-like properties. In CeNPs, the OH adsorbed on the SOV acts as a stable bridging μ3-hydroxide due to the high symmetry of the catalytic center (Fig. 3a). In contrast, the smaller Mn ionic radius and Mn-O bond length in the asymmetric catalytic center of the APROM allow the bridging μ3-hydroxide to lean towards Mn, thereby destabilizing the OH-Ce interaction (Fig. 3b). Additionally, the asymmetric catalytic center exhibits a stronger electron-induced effect on the O atom of OH, leading to the easy breakage of Ce-O bonds, as evidenced by differential charge density maps of OH absorbed CeNPs and APROM (Fig. 3a, b). The formed bridging μ3-hydroxide further influences the subsequent hydrolysis of phospho-substrates that contain phosphate monoester bonds. Specifically, steric hindrance induced by the stable bridging μ3-hydroxide in CeNPs requires additional energy (0.19 eV) for phospho-substrate adsorption (Fig. 3c). In contrast, when the phospho-substrate is bound to the surface of the APROM, the bridging μ3-hydroxide is quickly replaced by the oxygen of the phosphate group, which is then transferred to the Mn site in the APROM. This is supported by the reaction energy of −1.03 eV, indicating that the APROM can efficiently compete in the spontaneous hydrolysis of phospho-substrates. Differential charge density analysis further explores the SN2 reaction, revealing that the R-O bond of the phospho-substrate is more vulnerable in the APROM compared to CeNPs (Fig. 3d, e). Moreover, the Bader charge of the O atom of OH absorbed in the APROM increases after phospho-substrate absorption, facilitating the nucleophilic attack (Fig. 3f). Additionally, electronic structure analysis based on the density of states (DOS) shows that CeNPs possess a wide band gap of approximately 0.8 eV, which hinders electron conduction (Fig. 3g). However, Mn substitution significantly reduces the band gap in the APROM, enhancing the electron transfer capacity and resulting in the crossing of DOS over the Fermi level. Further analysis of the projected density of states (PDOS) reveals that the DOS near the Fermi level on the surface of the APROM is mainly contributed by the d orbital of Mn (Fig. 3h, i). Overall, thanks to the presence of asymmetric catalytic centers, the APROM exhibits strong catalytic activity in phospho-substrate hydrolysis, resembling the function of protein phosphatases. To further investigate the protein phosphatase-like behavior of APROMs, the as-synthesized APROMs were modified with citric acid via a ligand exchange method, followed by PEGylation, resulting in water-dispersible and stable APROMs (Supplementary Fig. 9). As a proof-of-concept, the protein phosphatase-mimetic activity of APROMs was tested using O-phospho-L-serine (P-Ser) as the phospho-substrate, as phosphorylation at Ser-129 is a predominant pathological PTM of p-α-syn42. Comparative analysis reveals that APROMs exhibit superior protein phosphatase-mimetic activity (Fig. 3j, Supplementary Fig. 10), with APROM2, containing the highest number of asymmetric catalytic centers, exhibiting the most potent protein phosphatase-mimetic activity. According to the Michaelis–Menten plot and Lineweaver–Burk plot, the Michaelis–Menten constant (Km), maximum velocity (Vmax) and turnover number (kcat) of APROM2 are 39.17 mM, 0.49 μM s−1, and 2.47 × 102 s−1, respectively, indicating APROM2 can effectively dephosphorylate P-Ser (Supplementary Fig. 11, Supplementary Table 3). Raman spectra further confirm that the dephosphorylation of P-Ser occurred on asymmetric catalytic centers (Fig. 3k), validating the enhancement of catalytic performance by asymmetric catalytic centers. Asymmetric catalytic centers of APROM2 exhibit exceptional stability, as evidenced by the constant Ce-to-Mn molar ratio and fluorite lattice throughout the catalytic reaction (Fig. 3l, m), indicating that APROM2 can sustainably and efficiently dephosphorylate the phospho-substrate. Inspired by the remarkable dephosphorylation capability of APROM2, we further investigated its protein phosphatase-mimetic activity using p-α-syn as the phospho-substrate. As expected, APROM2 readily dephosphorylates p-α-syn in a concentration-dependent manner (Fig. 3n), and the Km, Vmax, kcat of APROM2 are 0.175 mM, 0.0015 μM s−1, and 0.764 s−1 (Fig. 3o, p, Supplementary Table 3), respectively. This suggests that APROM2 can efficiently dephosphorylate p-α-syn, converting it into α-syn through de novo PTMs. Moreover, APROM2 exhibits pronounced dephosphorylation activity towards O-phospho-L-tyrosine (P-Tyr) and O-phospho-L-threonine (P-Thr), effectively cleaving the phosphate monoester bonds (Fig. 3q). This collective evidence solidifies the notion that APROM2 faithfully emulates the functionality of protein phosphatases, encompassing both protein serine/threonine phosphatases and protein tyrosine phosphatases.
Asymmetric catalytic centers endow APROMs with exceptional antioxidant activity
Ascribed from the reversible Ce3+/Ce4+ redox pair in asymmetric catalytic centers43 (Fig. 2d), APROMs simultaneously possess antioxidant properties, including catalase (CAT)-mimetic and superoxide dismutase (SOD)-mimetic activities, corresponding to the multi-enzymatic activities achieved by artificial catalysts instead of natural enzymes so as to exert synergistic effect21. Remarkably, the SOD-mimetic activity of APROMs is enhanced, with APROM2 performing best in scavenging superoxide radicals (O2-), consistent with the high Ce3+-to-Ce4+ ratio induced by asymmetric catalytic centers (Fig. 4a). More importantly, the SOD-mimetic activity of APROM2 is superior to that of natural SOD (Fig. 4b, c, Supplementary Table 4). Notably, different from the downregulated CAT-mimetic activity affected by decreasing surface Ce4+ levels44, APROMs exhibit superior CAT-mimetic activity in decomposing H2O2 into H2O and O2 compared to CeNPs, despite a lower Ce4+-to-Ce3+ ratio, which possibly due to the presence of asymmetric catalytic centers (Fig. 4d). It’s worth mentioning that APROM2 demonstrates a CAT-mimetic activity approximately 14.8-fold higher than that of CeNPs, with an affinity for H2O2 approximately 3.34-fold higher than that of natural CAT enzyme (Fig. 4e, f, Supplementary Figs. 12 and 13, Supplementary Table 5), as confirmed by steady-state kinetics. Furthermore, APROMs do not generate hydroxyl radicals (·OH) through Fenton-like reactions in the presence of H2O2 (Supplementary Fig. 14). Therefore, APROM2 exhibits exceptional antioxidant activity, capitalizing on its asymmetric catalytic centers.
To gain a deeper understanding of the relationship between enhanced CAT-mimetic activity and asymmetric catalytic centers, DFT calculations were performed to investigate the catalytic mechanism. The key intermediates along the reaction pathway of H2O2 decomposition, along with their respective free energies, are depicted in Fig. 4e, confirming that both CeNPs and the APROM can thermodynamically catalyze the decomposition of H2O2. The differential charge density analysis reveals that the APROM promotes the transfer of electrons to the H2O2 molecule more effectively than CeNPs, facilitating the activation and decomposition of H2O2 (Fig. 4f, g). Interestingly, in the APROM, the desorption of O2, which is a rate-determining step from a thermodynamic perspective, is facilitated through two steps. Firstly, O2 generated at the Ce site is transferred to the Mn site, allowing for the regeneration of the Ce site for H2O2 decomposition. Subsequently, O2 at the Mn site can readily desorb with a low energy barrier. As a result, the CAT-mimetic activity of the APROM is significantly enhanced due to the presence of asymmetric catalytic centers (Fig. 4h).
APROM2 reprograms the biological function of α-syn to fuel synaptic function via de novo PTMs
Building upon the remarkable protein phosphatase-like characteristics of APROM2, we further investigated its capacity to reprogram neuronal protein functions through de novo PTMs (Fig. 5a). As a proof-of-concept, we chose α-syn as the neuronal protein of interest. APROM2 exhibits efficient cellular internalization in a time-dependent manner45 (Supplementary Fig. 15) without inducing significant cytotoxicity (Supplementary Fig. 16). In subsequent experiments, we established a primary neuronal model with abnormal PTMs by treating neurons with the neurotoxin 1-methyl-4-phenylpyridinium (MPP+). Upon MPP+ exposure, the intracellular p-α-syn level significantly increases (Fig. 5b, c, Supplementary Fig. 17). The C-terminal region of α-syn, which contains motifs of charged amino acids, is capable of binding to metal ions46. Notably, phosphorylation of Ser 129 within the C-terminal region significantly enhances this affinity47. In line with these observations, APROM2 remarkably dephosphorylates p-α-syn with decreasing the p-α-syn level approximate to the physiological level via effective interaction with p-α-syn, thereby rebalancing the aberrant PTMs. In contrast, although CeNPs demonstrate some reduction in the p-α-syn level in primary neurons, aberrant PTMs of α-syn still persist. Notably, while the antioxidant N-acetylcysteine (NAC) efficiently scavenges reactive oxygen species (ROS) (Supplementary Fig. 18), it only minimally reduces p-α-syn levels (Fig. 5b, c, Supplementary Fig. 19), suggesting that the protein phosphatase-mimetic activity of APROM2, rather than its antioxidant properties, plays a crucial role in reducing p-α-syn levels. Subsequently, the impact of APROM2 on synaptic transmission was assessed using the fluorescent dye FM1-43, which is incorporated into synaptic vesicles during endocytosis and released during vesicle-membrane fusion (Fig. 5d, e). Surprisingly, APROM2 significantly enhances synaptic transmission. Given that α-syn is essential for maintaining synaptic homeostasis11,48, we hypothesize that the dephosphorylation of p-α-syn by APROM2 through de novo PTMs attributes to the restoration of synaptic transmission. Emerging evidence suggests that α-syn, primarily localized at presynaptic terminals, binds to vesicular monoamine transporter 2 (VMAT2)11, facilitating the incorporation of dopamine into synaptic vesicles, and interacts with vesicle-associated membrane protein 2 (VAMP2)48, promoting vesicle-membrane fusion for dopamine release. To test our hypothesis, the colocalization of α-syn with VMAT2 and VAMP2 was examined (Fig. 5f–i). The ability of α-syn to bind with VMAT2 and VAMP2 is significantly impaired following MPP+ exposure, which is substantially restored by treatment with APROM2, confirming APROM2’s ability to reprogram the biological function of α-syn in MPP+-induced cell model of Parkinson’s disease (PD). Recent studies have highlighted synaptic dysfunction as a key initial event in the progressive degeneration of axons and terminals49, which is implicated in PD. Importantly, APROM2 promotes the length and number of neurites, enhancing neuronal connectivity and improving the synaptic plasticity of primary neurons (Fig. 5j, Supplementary Fig. 20).
It is widely recognized that synaptic activity, as a highly energy-demanding process, relies heavily on mitochondrial function50. However, in the pathological microenvironment, mitochondrial dysfunction caused by excessive ROS production disrupts presynaptic energy homeostasis. Encouragingly, APROM2 with antioxidant activities effectively alleviates oxidative stress (Fig. 5k) and exhibits remarkable mitochondrial protection (Fig. 5l, m). This suggests that APROM2 has the potential to maintain presynaptic energy homeostasis. Furthermore, APROM2 treatment alleviates MPP+-induced neurotoxicity and significantly enhances cell viability (Fig. 5n). Collectively, APROM2 fuels synaptic function through de novo PTMs of p-α-syn and protects mitochondria in MPP+-induced cell model of PD, thereby safeguarding neurons against degeneration (Fig. 5o).
APROM2 protects dopaminergic neurons against neurodegeneration in PD
PD is currently incurable, as available treatments only provide temporary relief of motor symptoms51, necessitating the development of more effective therapies. Increasing evidence suggests that p-α-syn contributes to synaptic dysfunction, leading to the onset and progression of PD8,11,12. Therefore, the PD mouse model was built to evaluate the therapeutic effect of APROM2 in vivo (Fig. 6a). Since PD is characterized by progressive motor dysfunction in clinical, behavioral evaluations were assessed, including the rotarod test, the pole test, and the wire hang test (Fig. 6b–d). Motor coordination deficits emerge in PD mice that manifest as increased pole test time spent and decreased rotarod and wire hang test time spent. Dyskinesia in APROM2-treated PD mice is significantly rescued, while CeNPs-treated mice still have motor coordination deficits.
Tyrosine hydroxylase (TH), a rate-limiting enzyme for dopamine synthesis, is regarded as the key pathologic hallmark of PD. Focusing on the substantia nigra (SN) where dopaminergic neurons reside, TH-positive cells are sparse and scattered in PD mice, reflecting the degeneration of dopaminergic neurons in the nigrostriatal pathway (Fig. 6e, f). Consistently, the 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)-induced neuronal death in the SN was further verified by terminal deoxynucleotidyl transferase dUTP nick end labeling (Supplementary Fig. 21). Based on these findings, APROM2 remarkably rescues dopaminergic neurons. In contrast, disappointing neurodegeneration develops in the SN of CeNPs-treated PD mice, despite the protective effect of CeNPs on dopaminergic neurons. Likewise, the loss of striatal dopaminergic fibers provoked by MPTP is rescued to a great extent upon the treatment of APROM2 (Fig. 6g). Overall, these results suggest that APROM2 can restore the motor function of PD by rescuing dopaminergic neurodegeneration.
APROM2 promotes synaptic plasticity in PD
To unravel the underlying mechanism of APROM2’s capability to rescue dopaminergic neurons (Fig. 6h), we evaluated the phosphorylation levels of α-syn, a key pathological hallmark of PD, in midbrain tissues. APROM2 effectively reverses the hyperphosphorylation state of α-syn at Ser-129 in both the SN and striatum (ST) (Fig. 6i, Supplementary Figs. 22 and 23). This ability highlights the capacity of APROM2 to rebalance the abnormal PTMs of α-syn and consequently inhibit the subsequent formation of toxic α-syn inclusions (Fig. 6j, Supplementary Fig. 22). More importantly, through APROM2’s de novo PTM strategy, the biological function of α-syn is regained, as verified by the promoted colocalization of α-syn with VMAT2 in dopaminergic neurons that is dependent on dephosphorylation (Fig. 6k–m, Supplementary Fig. 24), as well as colocalization of α-syn with VAMP2 (Fig. 6n). Moreover, synaptic vesicles are significantly recovered with the treatment of APROM2 (Fig. 6o), and the dopamine level of PD mice return to normal physiological levels (Supplementary Fig. 25). This finding indicates the reestablishment of synaptic function. Additionally, consistent with previous studies demonstrating the association between α-syn dysfunction, MPTP-induced mitochondrial dysfunction, and oxidative stress in PD11, we observed an increased level of 4-Hydroxynonenal (4-HNE), an indicator of oxidative damage, in PD mice, which is efficiently reduced by APROM2 (Fig. 6p). Furthermore, APROM2-treated mice exhibit downregulated expression of ionized calcium-binding adapter molecule 1 (IBA-1), a microglia marker, suggesting that APROM2 can inhibit neuroinflammation (Supplementary Fig. 26). These collective results strongly support the notion that APROM2 can promote the synaptic plasticity of dopaminergic neurons in the MPTP mouse model of PD. To evaluate the in vivo toxicity of APROM2, we conducted a biosafety assessment. No visible hemolysis was observed when different concentrations of APROM2 were tested, confirming its excellent blood compatibility (Supplementary Fig. 27). Morphological analysis of the SN and ST reveals no discernible differences following APROM2 treatment (Fig. 6q, Supplementary Fig. 28). Moreover, APROM2 does not induce any noticeable burden on major organs, including the heart, liver, lung, spleen, and kidney (Supplementary Fig. 29). As indicated in phosphoproteomic analysis, the phosphorylation levels of some metabolism-related proteins in the midbrain of APROM2-treated PD mice are lower than those in normal mice, probably attributed to the pleiotropic effects of APROM2, damage caused by MPTP or other factors (Supplementary Figs. 30–34). However, it is worth noting that, compared to PD mice, there is no discernible reduction in phosphorylation levels of aforementioned proteins in APROM2-treated PD mice. Above all, these results demonstrate that APROM2 exhibits excellent biocompatibility and does not induce local or systemic toxicity.
Discussion
Reversible protein phosphorylation, the predominant PTM in eukaryotes, plays a pivotal role in reprogramming protein function across various cellular processes4,5. However, the catalytic activity of protein phosphatases, which regulate this process, is often compromised in pathological conditions6,7, resulting in protein hyperphosphorylation, disruption of proteostasis, and disease development8,9. Despite clinical trials of small-molecule drugs targeting specific protein phosphatases52, their limited regulatory efficacy arises from the complex nature of reversible protein phosphorylation involving multiple protein phosphatases53.
In this study, we present a strategical approach by developing asymmetric catalytic center-engineered APROMs with protein phosphatase-like characteristics. Through a self-aggravating SOV-driven cation exchange strategy, site-specific single manganese atoms are precisely incorporated into ceria nanoparticles, creating asymmetric catalytic centers. These APROMs enable efficient rebalancing of aberrant PTMs of phospho-proteins that possess phosphate monoester bonds at amino acid residues like serine, tyrosine and threonine, through a de novo PTM strategy. As a proof-of-concept, we found the restoration of α-syn biological function using APROMs, resulting in enhanced synaptic plasticity in MPP+-treated primary neurons and the rescue of dopaminergic neurons in MPTP mouse model of PD. While our data support the hypothesis that the dephosphorylation of p-α-syn can restore its biological function in MPP+/MPTP models of PD, a more in-depth investigation in other PD models is still needed, given the ongoing controversy regarding the pathogenic relevance of p-α-syn54,55,56.
Our findings present a promising avenue for reprogramming protein function through the de novo PTM strategy, which involves the dephosphorylation of hyperphosphorylated proteins by APROMs. While our preliminary in vitro and in vivo data demonstrate the direct reprogramming of α-syn by APROMs, future advancements in developing specific protein-targeted APROMs, capitalizing on their modifiable characteristics, are essential. These advancements will enable precise targeting and rebalancing of aberrant PTMs, particularly those involving phosphate monoester bonds at amino acid residues like serine, tyrosine, and threonine within affected areas. This targeted approach holds great promise for selectively reprogramming protein function and maintaining proteostasis, offering potential therapeutic strategies for various diseases. Moreover, the utilization of probe-modified APROMs will facilitate the study of protein-to-protein interaction patterns and the investigation of biological functions associated with reverse-modified proteins in cellular homeostasis.
Methods
Ethical statement
Animal experiments were performed according to institutional guidelines and were approved by the Institutional Animal Care and Use Committee of Zhejiang University School of Medicine and Shanghai Jiao Tong University School of Medicine.
Materials
All reagents and solvents were obtained commercially and used without further purification. Cerium acetylacetonate hydrate, oleylamine, xylene, 1-ethyl-3-(3-dimethly-aminopropyl) carbodiimide (EDC), N-hydroxysuccinimide (NHS), methylene blue, and DNase I were purchased from Sigma-Aldrich. Manganese acetylacetonate, cerium acetate hydrate, citric acid (CA), 2-morpholinoethanesulfonic acid (MES), and N, N-dimethylformamide (DMF) were purchased from Aladdin. TrypLE™ Express, Dulbecco’s Modified Eagle Medium F-12 (DMEM/F12), Neurobasal-A medium, fetal bovine serum (FBS), and B27 were purchased from Abcam. Poly-L-lysine (PLL) was purchased from Solarbio. Acetone, chloroform (CHCl3), ethanol, and ethyl ether were purchased from Sinopharm. mPEG2000-NH2 and NH2-PEG2000-FITC were purchased from Ponsure Biotechnology Company.
Instruments
Transmission electron microscopy (TEM) images were taken to observe the morphology of CeNPs and APROMs (Hitachi HT7700, Japan). High-resolution transmission electron microscopy (HRTEM) images were taken to observe the facet of CeNPs and APROMs (FEI Tecnai F20, USA). High-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM) images were obtained using a spherical aberration-corrected Titan ChemiSTEM microscope (FEI, USA). The concentrations of Ce and Mn were quantified by using ICP-MS (PerkinElmer NexION 300X, USA). The X-ray powder diffraction (XRD) patterns were obtained by using a Rigaku D/Max-2550 PC instrument (Rigaku, Japan). The in situ XRD pattern was obtained via using a D8 Advanced instrument (Bruker, Germany). X-ray photoelectron spectroscopy (XPS) spectra were obtained via using a Thermo Scientific ESCALAB 250 Xi XPS system (Thermo, UK). The hydrodynamic size of CeNPs and APROMs was detected by using Zetasizer Nano ZS90 (Malvern Instruments, UK). Raman spectra were obtained via using LabRAM HR evolution (HORIBA, France). The time-of-flight secondary ion mass spectrometry (ToF-SIMS) was obtained via using ToF-SIMS 5-100 (ION-TOF, Germany).
Synthesis of artificial protein modulators (APROMs)
Firstly, a 0.5 g mixture of cerium acetylacetonate hydrate and manganese acetylacetonate in an appropriate molar ratio (molar ratios are 9:1, 7:3 and 5:5 for APROM1, APROM2 and APROM3, respectively) was dissolved in 15 mL of oleylamine under vigorous sonicating. Then, the mixture was heated to 80 °C with a heating rate of 2 °C/min under the argon atmosphere. After aging at 80 °C for 24 h, the resulting nanoparticles (APROMs) were precipitated by the addition of acetone, collected via centrifuge (12,000 × g, 15 min), washed with acetone three times, and finally dispersed in CHCl3 for further use.
To further study the multi-metal collaborative catalytic center evolution mechanism. 0.371 g of cerium acetylacetonate hydrate and 0.129 g of manganese acetylacetonate were dissolved in 15 mL of oleylamine under vigorous sonicating. Then, the mixture was heated to 80 °C with a heating rate of 2 °C/min under the argon atmosphere. After aging at 80 °C for 0, 0.25, 0.5, 1, 3, 6, 12, and 24 h, the resulting nanoparticles were precipitated by the addition of acetone, and collected via centrifuge (12,000 × g, 15 min) for further study.
Synthesis of ceria nanoparticles (CeNPs)
CeNPs were synthesized via a modified reverse micelle method. Firstly, 0.43 g of cerium acetate hydrate and 3.25 g of oleylamine were added into 15 mL of xylene. The mixture was vigorously stirred at room temperature for 12 h, and then heated to 90 °C with a heating rate of 2 °C/min under the argon atmosphere. Subsequently, 1 mL of deionized water was added into the heated mixture. After aging at 90 °C for 3 h, the resulting nanoparticles (CeNPs) were precipitated by the addition of acetone, collected via centrifuge (7000 × g15 min), and finally dispersed in CHCl3 for further use.
Surface modification of APROMs and CeNPs with CA and PEG
1 mL of APROMs or CeNPs and 0.3 g of CA were added into 15 mL of the mixture consisting of DMF and CHCl3, followed by stirring at room temperature for 24 h. Subsequently, CA modified APROMs and CeNPs were precipitated by the addition of ethyl ether, collected via centrifuge (21,000 × g, 15 min), and washed with acetone three times. The obtained CA modified APROMs and CeNPs were dispersed in MES solution (pH = 5.6) and activated with EDC/NHS (7.5 mg of EDC and 7.5 mg of NHS) for 30 min. Afterwards, 40 mg of mPEG2000-NH2 was added, and the mixture was stirred at room temperature overnight to synthesize CA and PEG modified APROMs and CeNPs.
Density functional theory (DFT) calculations
The structure of CeO2 cell was first obtained from Materials Project (legacy.materialsproject.org, Materials ID: mp-20194) and optimized. Ce0.75Mn0.25O2 and Ce0.5Mn0.5O2 cells were gained and replaced one or two Ce atoms to Mn atoms from the CeO2 cell and optimized. Then the CeO2 and Ce0.75Mn0.25O2 bulk structures were cleaved as (1 1 1) surface and modeled with the (2 × 2) periodically repeated supercell, consisting of six atomic layers, with a vacuum space of 20 Å.
The calculations were performed using the DFT method in combination with a standard solid-state pseudopotential (SSSP) for efficiency, as implemented in the Quantum-Espresso package (Version 6.8). The kinetic energy cutoff for wave functions was set as 65 Ry, and the charge density cutoff for SSSP efficiency was set as 780 Ry, as SSSP efficiency recommended. For all geometry optimizations, the energy and force convergence criterion were set as 1.0 × 10−4 arb. units and 1.0 × 10−3 arb. units, respectively. 2 × 2 × 1 Monkhorst–Pack k-point mesh samplings were used. The Hubbard U parameters of Ce and Mn were set as 6 and 2.5 separately. The transition states were located with the nudged elastic band (NEB) algorithm.
Protein phosphatases-mimetic activity assay
The protein phosphatase-mimetic activity of APROMs and CeNPs (20 μg/mL) was detected by using O-phospho-L-serine (P-Ser) as the phospho-substrate. The produced free phosphate was analyzed by using the malachite green assay and the absorbance at 620 nm was measured by using a UV-Vis spectrophotometer UV-2600 (Shimadzu, Japan). A phosphate standard curve was obtained by using KH2PO4 as the substrate.
Additionally, the protein phosphatase-mimetic activity of APROM2 (20 μg/mL) was also detected by using p-α-syn, O-phospho-L-tyrosine (P-Tyr) and O-phospho-L-threonine (P-Thr) as the phospho-substrates. The kinetic assays of APROM2 (20 μg/mL) were carried out at 37 °C using a series of P-Ser concentrations (6.25, 12.5, 25, 50, 100 μM) or a series of p-α-syn concentrations (6.25, 12.5, 25, 50 μM). The Michaelis–Menten constant was calculated by using GraphPad Prism 8.0 (GraphPad Software).
Catalase (CAT)-mimetic activity assay
Firstly, 200 μL of APROMs or CeNPs (0.8 mg/mL) and 800 μL of 3% H2O2 solution were added into PBS buffer (pH = 7.4) with a total volume of 8 mL, and the reaction was carried out at 37 °C. The generated O2 (unit: mg/L) at different reaction times was measured by an oxygen electrode on Dissolved Oxygen Meter JPSJ-606L (Leici, China). The kinetic assays of CeNPs, APROM2 and natural CAT were carried out at 37 °C by adding different amounts (100, 50, 25, 12.5, 6.25 μL) of 30% H2O2 solution into PBS buffer (pH = 7.4) with a total volume of 8 mL. The Michaelis–Menten constant was calculated by using GraphPad Prism 8.0 (GraphPad Software).
Superoxide dismutase (SOD)-mimetic activity assay
The SOD-mimetic activity of APROMs and CeNPs (20 μg/mL) was tested by the Total Superoxide Dismutase Assay Kit with WST (Dojindo, Japan). Nitrotetrazolium blue chloride (NBT), an O2− sensitive probe, was used to study the kinetic assay of APROM2 and natural SOD (Beyotime, China). APROM2 or natural SOD were mixed with NBT (100 μg/mL), xanthine oxidase (0.3 U/mL), and various concentrations of xanthine (0.01875, 0.0375, 0.075, 0.15, 0.3 mM) in tris-HCl buffer (0.1 M). The mixed solution was continuously monitored the absorbance at 550 nm by using a UV-Vis spectrophotometer UV-2600 (Shimadzu, Japan). The Michaelis–Menten constant was calculated by using GraphPad Prism 8.0 (GraphPad Software).
Cell culture
SH-SY5Y cells obtained from Procell Life Science & Technology Co., Ltd (CL-0208, Wuhan, China) were cultured in DMEM supplemented with 10% FBS at 37 °C under the humidified 5% CO2 atmosphere.
The midbrains of mice within 24 h of birth were harvested quickly on a cold stage, and then digested by TrypLE™ Express containing 1 mg/mL DNase I at 37 °C for 12 min. Subsequently, the cell suspension was passed through filters and centrifuged at 200 × g for 5 min. The cells were resuspended in DMEM/F12 medium supplemented with 10% FBS, and plated onto PLL coated plates at 37 °C and 5% CO2 atmosphere for 4 h. Then, the culture medium was replaced by Neurobasal-A medium supplemented with 2% B27. The maturation of primary neurons required 7-8 days in vitro (DIV) with medium changes every 2-3 days. The experiments, including the assessment of cellular ROS-scavenging capability, mitochondrial protective effect, and microscopy images of primary neurons, were conducted over a period of 7-8 DIV. Additionally, experiments measuring phosphorylation levels, synaptic activity and colocalization analysis were carried out after an additional week of culture.
In vitro cell uptake assay
SH-SY5Y cells (106 cells/mL) were seeded in confocal laser scanning microscopy (CLSM)-specific dishes for CLSM imaging. SH-SY5Y cells were incubated with FITC modified APROM2 (20 μg/mL) at 37 °C for 1, 2, 4, 6, and 12 h, respectively. Then, SH-SY5Y cells were washed with PBS three times, and fixed in 4% paraformaldehyde for 15 min. The nuclei were stained with DAPI for 8 min. Subsequently, SH-SY5Y cells were observed by using a laser scanning confocal microscope (Olympus FV1200, Japan).
Cell viability assay
To test the biocompatibility of APROM2 and CeNPs, SH-SY5Y cells were cultured with different concentrations of APROM2 (0, 2.5, 5, 10, 20, 30 μg/mL) or CeNPs (0, 2.5, 5, 10, 20, 30 μg/mL) for 24 h at 37 °C and 5% CO2 atmosphere. Then, 100 μL of DMEM medium containing 50 μg of MTT was added to each well. 3 h later, the cultured medium was extracted and 100 μL of dimethyl sulfoxide was added to each well. Afterward, the absorbance at 570 nm was measured on a microplate reader (Bio Tech, USA).
To investigate the protective effect of APROM2 and CeNPs, DMEM medium containing MPP+ (1 mM) and APROM2 (20 μg/mL) or CeNPs (20 μg/mL) was added into culture dishes, and SH-SY5Y cells were cultured for 24 h at 37 °C and 5% CO2 atmosphere. Then, 100 μL of DMEM medium containing 50 μg of MTT was added to each well. 3 h later, the cultured medium was extracted and 100 μL of dimethyl sulfoxide was added to each well. Afterward, the absorbance at 570 nm was measured on a microplate reader (Bio Tech, USA).
In vitro immunofluorescence
After different treatments, primary neurons were fixed with 4% paraformaldehyde for 20 min, permeabilized with 0.2% Triton X-100 for another 20 min, and then blocked with 5% bovine serum albumin in PBS for 1 h at room temperature. Subsequently, primary neurons were incubated with primary antibodies at 37 °C for 2 h: anti-phospho-synuclein alpha (Ser129) (cat. no. AF3285, 1:500, Affinity Biosciences), anti-VMAT2 (cat. no. PA5-112713, 1:200, Thermo Fisher Scientific), anti-VAMP2 (cat. no. DF6381,1:200, Affinity Biosciences), and anti-α-syn (cat. no. OM239190, 1:200, Omnimabs). Then, primary neurons were incubated with second antibodies from Boster Biological Technology Co., Ltd. for 1 h at room temperature. The nuclei were stained with DAPI. The fluorescence images were obtained by using a laser scanning confocal microscope (Olympus FV1200, Japan) and the Pearson’s correlation coefficient was calculated by using Fiji software (version 1.54 f).
Analysis of synaptic activity
Fluorescent dye FM1-43 was used to mimic the release of neurotransmitters as it can be incorporated into the synaptic vesicle membrane, and the release of neurotransmitters was measured by the decrease of FM1-43 fluorescence intensity in primary neurons. Firstly, DMEM medium containing MPP+ (50 μM) and APROM2 (20 μg/mL) or CeNPs (20 μg/mL) was added into culture dishes, and primary neurons were cultured for 24 h. Then, primary neurons were incubated with HEPES buffer containing 100 μM FM1-43, 1 mM Ca2+ and 30 mM K+ for 2 min, and the fluorescent signal was tested by using a Nikon confocal microscope (Nikon, Japan). Subsequently, neurons were incubated with HEPES buffer containing 1 mM Ca2+ and 15 mM K+ for 5 min, during which FM1-43 contained synaptic vesicles were released. The fluorescent signal was detected again by using a Nikon confocal microscope.
Cellular ROS-scavenging capability
To assay the ROS-scavenging capability of APROM2 and CeNPs, DMEM medium containing MPP+ (50 μM) and APROM2 (20 μg/mL) or CeNPs (20 μg/mL) was added into culture dishes, and primary neurons were cultured for 24 h. Subsequently, primary neurons were incubated with DCFH-DA at 37 °C for 20 min and fixed in 4% paraformaldehyde for 15 min. The nuclei were stained with DAPI. The fluorescence images were obtained by using a laser scanning confocal microscope.
Analysis of mitochondrial protective effect
To test the mitochondrial protective effect of APROM2 and CeNPs, DMEM medium containing MPP+ (50 μM) and APROM2 (20 μg/mL) or CeNPs (20 μg/mL) was added into culture dishes, and primary neurons were cultured for 24 h. Afterward, primary neurons were washed three times with PBS and treated according to the JC-1 kit. Finally, primary neurons were detected by a laser scanning confocal microscope.
Acute PD mice model and in vivo therapy
7-8 week-old male C57BL/6 mice obtained from Shanghai SLAC Laboratory Animal Co. Ltd. (Shanghai, China) were trained for the behavioral tests and randomly divided into four groups (Sham group, MPTP group, CeNPs group, and APROM2 group). Mice from each group were administrated with saline, CeNPs (2 mg/kg body weight), or APROM2 (2 mg/kg body weight) by tail vein injection. 24 h later, mice were treated with MPTP (20 mg/kg body weight) via subcutaneous injection four times at 2 h intervals to induce PD. The control group was treated with the equivalent volume of saline. 24 h later, mice were administrated with saline, CeNPs (2 mg/kg body weight), or APROM2 (2 mg/kg body weight) again by tail vein injection. 24 h after the last injection, behavioral assessments were performed, including rotarod test, hang test and pole test. Afterward, mice were sacrificed for further study.
In vivo immunohistochemistry and immunofluorescence
Mouse brains were fixed in 10% formalin, embedded in paraffin, and sectioned. Brain sections were collected for further analysis of TH positive neurons and dopaminergic fibers (anti-TH antibody, cat. no. 25859-1-AP, 1:5000, Proteintech), p-α-syn levels (anti-phospho-synuclein alpha (Ser129) antibody, cat. no. AF3285, 1:500, Affinity Biosciences), α-syn inclusion (anti-α-syn antibody, cat. no. FNab09891, clone number: 5C6, 1:1000, FineTest), colocalization of α-syn (anti-α-syn antibody, cat. no. OM239190, 1:200, Omnimabs) with VMAT2 (anti-VMAT2 antibody, cat. no. PA5-112713, 1:200, Thermo Fisher Scientific) or VAMP2 (anti-VAMP2 antibody, cat. no. DF6381,1:200, Affinity Biosciences), oxidative stress (anti-4-HNE antibody, cat. no. bs-6313R, 1:200, Bioss) and inflammation (anti-IBA1 antibody, cat. no. BM5765, 1:100, Boster) by immunohistochemical staining or immunofluorescence staining.
Co-immunoprecipitation
Proteins were extracted by incubating brain tissues with co-immunoprecipitation lysis buffer (20 mM Tris (pH = 7.5), 150 mM NaCl, 1% Triton X-100), supplemented with freshly added protease inhibitor cocktail and phosphatase inhibitor cocktail, for 30 min on ice. The lysates were then centrifuged (13,700 × g) for 10 min at 4 °C. Subsequently, the supernatant was incubated overnight at 4 °C with rocking, along with anti-α-syn (cat. no. OM239190, Omnimabs), anti-VAMT2 (cat. no. ab259970, clone number: EPR24197-51, Abcam), anti-p-α-syn (cat. no. AF3285, Affinity Biosciences), or IgG (cat. no. 30000-0-AP, Proteintech). Then, samples were incubated with magnetic protein A/G beads (MedChemExpress) for 60 min at 4 °C with gentle rocking. The formed complexes were washed with chilled buffers, and then eluted by boiling in 5X loading buffer for western blotting analysis.
Hematoxylin and eosin (H&E) staining
Mice were treated with saline, CeNPs, and APROM2 (2 mg/kg body weight) once every two days in two doses. 1 d after the last injection, hearts, livers, spleens, lungs, kidneys, and brains were harvested, fixed in 10% formalin, embedded in paraffin, sectioned, and stained by H&E for further analysis.
Statistics & reproducibility
Data were presented as means ± s.e.m. (n ≥ 3) and data analysis was performed using GraphPad Prism Software Version 8.0 (GraphPad Prism, USA) and Origin 2018 (OriginLab Corporation, USA). For statistical comparison, we performed one-way ANOVA to determine the significance. Sample size choice was based on previous studies (refs. 57,58,59,60), not predetermined by a statistical method. Sample sizes were indicated in the legend of each Figure and Supplementary Figure. No data were excluded. We confirm all attempts at replication were successful. Replicates were conducted for all experiments quantified as described in the Figure legends. Figures 2b, p, q, 5b, j, k, 6f, g, i–q and Supplementary Figs. 3, 5a, 6, 7, 9, 15, 17, 18, 19a, 21, 24, 26, 28, 29 were repeated at least three times and representative example are shown. All samples were randomly allocated into experimental groups. Investigators were not blinded for nanomaterial synthesis, because determination of nanoparticles concentrations are considered as objective measures, not subject to bias. For in vivo experiments, the investigators were blinded to group allocation during data collection and analysis.
Reporting summary
Further information on research design is available in the Nature Portfolio Reporting Summary linked to this article.
Data availability
The data generated in this study are provided in the Figures, Supplementary Information, and Source Data file. Source data are provided with this paper.
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Acknowledgements
We gratefully acknowledge the support from the National Key Research and Development Program of China (2022YFB3203801, 2022YFB3203804, and 2022YFB3203800 to D.L. and F.L.), Leading Talent of “Ten Thousand Plan”-National High-Level Talents Special Support Plan, National Natural Science Foundation of China (32071374 to F.L.), Program of Shanghai Academic Research Leader under the Science and Technology Innovation Action Plan (21XD1422100 to D.L.), Explorer Program of Science and Technology Commission of Shanghai Municipality (22TS1400700 to D.L.), start-up funds from Shanghai Jiao Tong University (22×010201631 to D.L.), Zhejiang Provincial Natural Science Foundation of China (LR22C100001 to F.L.), Innovative Research Team of High-Level Local Universities in Shanghai (SHSMU-ZDCX20210900 to D.L.), the CAS Interdisciplinary Innovation Team (JCTD-2020-08 to D.L.), Shanghai Municipal Science and Technology Commission (21dz2210100 to D.L.). The authors thank the beamline BL14W1 of Shanghai Synchrotron Radiation Facility (SSRF, China) for providing the beamtime.
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D.L. and F.L. conceived and supervised the project. D.L., F.L., P.L. and B.Z. developed the study. P.L. fabricated the catalyst. P.L., H.Y. and (Shiyi Yu) S.Y. characterized the catalyst. J.Z and C.F carried out the XAFS measurements. Y.Z. and L.C. performed the in-situ XRD characterizations. B.Z. performed the DFT calculation. P.L., H.Y. and Y.C. performed the cell and animal experiments and analyses. P.L. drafted the manuscript. B.Z., H.Y, P.X., (Shengfei Yang) S.Y, J.Z, Y.Z. and C.F. provide constructive advice for data analysis and manuscript writing. All the authors discussed the results and approved the final version of the manuscript.
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Lin, P., Zhang, B., Yang, H. et al. An artificial protein modulator reprogramming neuronal protein functions. Nat Commun 15, 2039 (2024). https://doi.org/10.1038/s41467-024-46308-6
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DOI: https://doi.org/10.1038/s41467-024-46308-6
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