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Nature Communications logoLink to Nature Communications
. 2025 Dec 9;16:10998. doi: 10.1038/s41467-025-66408-1

Breathing mode in Nd-CoOx for active and stable proton exchange membrane water electrolysis

Yong Feng 1,#, Jianhua Wang 2,#, Kun Feng 1,, Bai Xu 1, Jiabin Xu 1,3, Shuo Li 1, Cheng Lu 1, Xing Fan 4,, Haiping Lin 2, Jun Zhong 1,
PMCID: PMC12689798  PMID: 41365880

Abstract

Proton-exchange membrane water electrolysis in acidic solutions holds great promise for advancing the green-hydrogen economy but limited by using precious-metal catalysts. Here, we develop a low-cost Co3O4-based catalyst with oxygen vacancies and Nd-insertion (Nd-CoOx). This catalyst achieves a low overpotential of 317 mV at 10 mA cm−2 for acidic oxygen evolution reaction and remains stable over 800 h. The oxygen vacancies in Nd-CoOx enhance its catalytic activity, while Nd enables the long-term stability through a flexible “breathing mode” during oxygen evolution reaction, as revealed by in-situ methods such as X-ray absorption spectroscopy and Raman spectroscopy. The presence of Nd also improves the catalytic activity with the oxide path mechanism. This favorable strategy can be extended to other lanthanides. When used as the anode, Nd-CoOx delivers good performance in water electrolysis to achieve 200 mA cm−2 at a low cell voltage of 1.69 V with low degradation over 100 h, and can reach 1 and 2 A cm−2 at 1.93 V and 2.12 V, respectively.

Subject terms: Hydrogen energy, Electrocatalysis


Proton-exchange-membrane water electrolysis is crucial for advancing the green-hydrogen economy but is limited by the use of precious-metal catalysts. Here, the authors report a Nd-CoOx catalyst in which Nd confers long-term stability via a flexible atomic “breathing mode.”

Introduction

Water splitting through electrolysis offers a promising route to produce green hydrogen. Various methods have been applied for water splitting, while proton-exchange membrane water electrolysis (PEMWE) in acidic solutions stands out. It provides good hydrogen purity, high current density, and efficient energy conversion1,2. However, the slow oxygen evolution reaction (OER) kinetics remains a major challenge. This reaction includes four proton-coupled electron transfer steps and needs catalysts with both high activity and stability in acidic solutions3,4. Up to now, only rare and expensive Ir- or Ru-based catalysts meet these requirements1,5. Unfortunately, their high cost and limited reserve result in significant barriers to large-scale implementation. Developing low-cost, noble-metal-free catalysts with high efficiency and long-term stability for acidic OER is therefore an urgent priority.

A large amount of 3 d transition metal oxides have been developed as efficient OER catalysts610. Their multiple chemical states allow them to enhance catalytic activity across a wide pH range. However, most 3 d transition metal oxides suffer from severe structural degradation in acidic environments. Recently, Co-based catalysts have shown significant progress for acidic OER1115. They offer both high activity and improved stability after modification. Theoretical calculations suggest that spinel-type Co3O4 could achieve OER activity comparable to that of Ir- and Ru-based oxides16. Unfortunately, Co3O4 faces challenges in acidic conditions. It undergoes severe dissolution during operation17. Its catalytic performance is further limited by poor conductivity and a lack of sufficient active sites2. To address these problems, various strategies have been developed to modify Co-based catalysts. These include defect engineering, hetero-structure formation, and elemental doping. For instance, introducing oxygen vacancies in Co3O4 was used to improve catalytic activity, while careful control of vacancy content could enhance the stability for acidic OER2. Huang et al. demonstrated that incorporating CeO2 into Co3O4 would modify the local bonding environment, improving stability under acidic conditions11. By incorporating Mn into the spinel lattice of Co3O4, the Co2MnO4 material was prepared and showed a highly extended lifetime in acid environment18. Recently, La and Mn co-doping in Co3O4 achieved a small overpotential of 353 mV at 10 mA cm−2. This system maintained low degradation for over 360 h in an H-cell, with La stabilizing the surface and Mn improving bulk conductivity13. Beyond La and Mn, W doping also showed notable success12,14. Especially, by introducing W into Co oxide to form a CoWO4 catalyst with vacancies, water-hydroxide networks would fill these vacancies, enabling stable operation for 175 h at 10 mA cm−2 in an H-cell and for 600 h at 1 A cm−2 in PEMWE14. These advancements highlight the potential of modified Co-based materials for acidic OER.

In this work, we reveal the presence of a “breathing mode” in the atomic structure of Nd-modified Co3O4 with oxygen vacancies (Nd-CoOx). This feature enables stable and efficient OER in acidic conditions. The catalyst exhibits a low overpotential of 317 mV at 10 mA cm−2 in an H-cell and remains stable for at least 800 h. The oxygen vacancies in Nd-CoOx enhance its catalytic activity. At the same time, the “breathing mode” around Nd provides structural flexibility, which allows the atomic structure to adapt during OER and prevents structural failure under external potentials. We observed these dynamic structural changes by using in-situ methods such as X-ray absorption spectroscopy (XAS) and Raman spectroscopy. The insertion of Nd also improves the acidic OER activity by creating the oxide path mechanism (OPM). When used as the anode, Nd-CoOx enables PEMWE to obtain a current density of 200 mA cm−2 at a small cell voltage of 1.69 V, with minimal degradation over 100 h. The system also delivers 1 A cm−2 at 1.93 V and 2 A cm−2 at 2.12 V. These performances surpass those of the IrO2 anode, which requires 2.05 V and 2.27 V to reach the same current densities, respectively. These results emphasize the potential of Nd-CoOx as an efficient and cost-effective catalyst for acidic OER in PEMWE systems.

Results

Morphology and structure characterization

The Nd-CoOx catalyst was prepared using a two-step synthesis method combining microwave-assisted heating (MAH) and solution combustion synthesis (SCS) (Fig. 1a). In the first step, carbon cloth (CC) was immersed in a solution containing Co2+ and Nd3+ ions, with microwave heating applied to assist the process. In the second step, the wet CC substrate, loaded with Co2+ and Nd3+ ions, was treated multiple times using the SCS method. This treatment created a rapid oxidation environment, resulting in the formation of the Nd-CoOx catalyst on the CC substrate. The oxidation process produced oxidized Co species, while the rapid treatment resulted in the generation of oxygen and cobalt vacancies. Additionally, the incorporation of Nd ions likely resulted in Nd-insertion within the oxidized Co species. More preparation information can be observed in the Methods section. Scanning electron microscopy (SEM) images (Supplementary Fig. 1) reveal the morphology of Nd-CoOx and control samples (CoOx and NdOx). All samples exhibit porous sheet-like structures on the surface of the CC substrate (ribbons). Synchrotron radiation-based X-ray diffraction (SR-XRD) patterns (Supplementary Fig. 2) show that the primary crystalline phase in both Nd-CoOx and CoOx is Co3O4 (JCPDS No. 42-1467). No distinct peaks for Nd-based materials are observed, suggesting that Nd is likely inserted into the Co3O4 structure. The atomic ratio of Co to Nd in Nd-CoOx is determined to be approximately 15:1 using inductively coupled plasma optical emission spectrometry (ICP-OES, Supplementary Table 1). Transmission electron microscopy (TEM) images of Nd-CoOx (Fig. 1b) confirm its porous sheet morphology. High-resolution TEM (HRTEM) images (Fig. 1c) show the crystal structure for Co3O4, with lattice spacing values of 0.245 nm and 0.467 nm for the (311) and (111) planes of Co3O4, respectively2. A similar Co3O4 structure is observed in the CoOx control sample (Supplementary Fig. 3). Dark-field energy-dispersive X-ray spectroscopy (EDX) elemental mapping images (Fig. 1d) show the homogeneous distributions of Co, Nd, and O elements in Nd-CoOx.

Fig. 1. Morphology and structural information of Nd-CoOx.

Fig. 1

a Schematic illustration for the preparation of Nd-CoOx. bd TEM (b), HRTEM (c), and dark-field EDX elemental mapping (d) images of Nd-CoOx. e The aberration-corrected HAADF-STEM image of Nd-CoOx. f The corresponding intensity profiles for the red (Line 1) and yellow (Line 2) arrows in Fig. 1e. g The diagram of compressive stress field induced by Nd.

The atomic structure of Nd-CoOx was carefully probed by using aberration-corrected high-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM). In HAADF-STEM, atoms with higher atomic numbers typically produce stronger signal intensities1. As exhibited in Fig. 1e, bright spots corresponding to Nd atoms, which have a higher atomic number than Co, are clearly visible. In contrast, the lighter O atoms are not detectable under the current imaging conditions. These observations strongly suggest that Nd atoms are atomically dispersed within the Co3O4 lattice in Nd-CoOx. Atomic distances around the Nd atoms are analyzed, specifically along Line 1 and Line 2 in Fig. 1e. The Nd-Co distance in Nd-CoOx is measured to be approximately 0.30 nm, while the neighboring Co-Co distance is slightly smaller at about 0.27 nm (shown in Fig. 1f). This difference is likely due to the insertion of larger Nd atoms into the Co3O4 lattice. As illustrated in Fig. 1g, the substitution of Co atoms with larger Nd atoms compresses the local atomic structure, reducing the Co-Co distance in the lattice. Such local structural modifications may play a critical role in maintaining structural stability during the OER3,4.

X-ray photoelectron spectroscopy (XPS) has been used to probe the electronic structures of the catalysts (Supplementary Fig. 4). In the Co 2p spectra of commercial Co3O4 (Com. Co3O4), two distinct peaks are observed at 795.5 eV and 780.5 eV (Supplementary Fig. 4a). These peak positions align well with previously reported values2,5. In comparison, the Co 2p peaks for both CoOx and Nd-CoOx shift to lower binding energy. This shift indicates a lower chemical state of Co in these samples, likely due to the presence of oxygen vacancies (VO) created during the fast oxidation process. The Nd 3 d XPS spectra (Supplementary Fig. 4b) reveal a lower chemical state of Nd in Nd-CoOx compared to NdOx. This change is attributed to the influence of CoOx. In the O 1 s spectra (Supplementary Fig. 5a), features at 531.3 eV for both CoOx and Nd-CoOx are associated with VO in the metal oxides19,20. The presence of VO introduces excess electrons, which can occupy the metal d-orbitals, leading to a lower oxidation state21. Further evidence of VO is provided by electron paramagnetic resonance (EPR) measurements (Supplementary Fig. 5b). CoOx and Nd-CoOx exhibit much stronger EPR signals at g = 2.003 compared to Co3O4, suggesting the presence of VO. These VO are expected to enhance OER kinetics, thereby improving catalytic activity2,22.

Synchrotron radiation-based XAS has been used to examine the local electronic structure of Nd-CoOx. Fig. 2a displays the normalized Co K-edge X-ray Absorption Near Edge Structure (XANES) spectra for CoOx, Nd-CoOx, CoO, and Co3O4. Both CoOx and Nd-CoOx show different XANES spectra with a comparison to that of standard Co3O4. The white-line peak positions for CoOx and Nd-CoOx are lower than that of Co3O4 but higher than that of CoO. This suggests a reduced Co oxidation state in the Co3O4 structure, likely caused by VO. As displayed in the inset of Fig. 2a, the average valence states of Co in CoOx and Nd-CoOx are calculated from the edge positions, which are approximately 2.2 and 2.3 in CoOx and Nd-CoOx, respectively23. The XANES spectra of CoOx and Nd-CoOx also exhibit a pronounced pre-edge peak A at approximately 7709 eV (quadrupolar transition from 1 s to 3 d), which might be attributed to the lowered symmetry with oxygen vacancies and defects24,25.

Fig. 2. Electronic structure of the catalysts.

Fig. 2

a, b Co K-edge XANES spectra (a) and the corresponding Fourier-transform curves of EXAFS spectra (b) of CoO, Co3O4, CoOx and Nd-CoOx. c WT plots of Co3O4, CoOx and Nd-CoOx at Co K-edge. d, e Nd L3-edge XANES spectra (d) and the corresponding Fourier-transform curves of EXAFS spectra (e) of Nd2O3, NdOx and Nd-CoOx. f Structure models for Co3O4, CoOx and Nd-CoOx with Nd-insertion.

The Fourier-transform (FT) curves of extended X-ray absorption fine structure (EXAFS) spectra are displayed in Fig. 2b. Strong FT peaks at 1.49 Å and 1.63 Å (the actual fitted bond length values are 1.93 and 2.12 Å in Supplementary Table 2) correspond to the Co-O bonds in Co3O4 and CoO, respectively, as expected from their different bond lengths, consistent with previous literature26. Compared to the Co-O FT peak in Co3O4 at 1.49 Å, the CoOx sample shows a longer FT bond length of 1.52 Å (fitted value of 1.95 Å) with reduced peak intensity. This shift is attributed to the presence of VO, which results in fewer Co–O bonds and a lower chemical state for Co. Interestingly, the Co-O FT peak for Nd-CoOx is shorter, appearing at 1.45 Å (fitted value of 1.91 Å). This shift is attributed to Nd-modified electronic and atomic structures. As identified in Fig. 1, when the larger Nd atom replaces a Co atom, the local atomic structure becomes compressed. This compression reduces the Co-Co distance and shortens the surrounding Co-O bond, as observed in Fig. 2b. The detailed R-space (Fourier-transform curves of EXAFS spectra) fitting curves and bond lengths are presented in Supplementary Fig. 6 and Supplementary Table 2. The fitted Co-O bond length for CoOₓ is 1.95 Å, which is longer than Co3O4 at 1.93 Å. However, in Nd-CoOx, the Co-O bond length is significantly reduced to 1.91 Å. These results align well with the Fourier-transform curves of EXAFS data. The progression of local structural changes—from typical Co3O4 to CoOₓ with VO (longer Co-O bonds), and finally to Nd-CoOₓ with both vacancies and Nd-insertion (shorter Co-O bonds due to compression)—is illustrated in Fig. 2f. Wavelet transform (WT) plots of Nd-CoOₓ, CoOₓ, and Co3O4 are also shown in Fig. 2c. The WT plots provide two-dimensional information for both k-space and R-space data, facilitating the discrimination of backscattering atoms27. The heavier atom (with a higher atomic number) typically exhibits a better ability to scatter photoelectrons, leading to their oscillations occurring at higher frequencies (high k values)28. In Fig. 2c, Co3O4 shows the Co-O peak at a k value of ~8.0 Å−129, while for Nd-CoOx, this peak shifts to a higher k value (~8.3 Å−1), indicating the Nd-insertion.

Figure 2d presents the Nd L3-edge XANES spectra for Nd-CoOx, NdOx, and Nd2O3. Nd-CoOx shows the lowest white-line intensity, indicating a relatively lower valence state for Nd. The corresponding Fourier-transform curves of EXAFS curves are shown in Fig. 2e. For NdOx, the Nd-O FT peak appears at 2.01 Å, similar to that of standard Nd2O3. This indicates an oxidized Nd structure in NdOx. In contrast, the Nd-O FT peak for Nd-CoOx sample occurs at 1.94 Å, standing for a shorter Nd-O bond. This reduction in bond length is attributed to the insertion of Nd into the smaller Co3O4 lattice (primarily on the surface Co vacancy sites). The limited space at the Co sites in the Co3O4 lattice forces the Nd-O bond to shorten. The longer Nd-O bonds also exert compressive forces on the surrounding Co-O bonds, as illustrated in Fig. 2f. This local electronic and structural modulation may play an important role in improving the OER performance.

Evaluation of OER performance

The electrocatalytic OER activities of Nd-CoOx and reference samples were evaluated in a standard three-electrode cell using 0.1 M HClO4 electrolyte. Commercial Co3O4 and IrO2 were used as reference catalysts. The Nd concentration in Nd-CoOx was optimized, as exhibited in Supplementary Fig. 7. As illustrated in Fig. 3a, NdOx is almost inactive for OER. Commercial Co3O4 displays an overpotential of 509 mV to obtain a current density of 10 mA cm−2. Introducing oxygen vacancies (VO) in CoOx significantly enhances its performance, reducing the overpotential to 418 mV at 10 mA cm−2. This improvement highlights the critical role of VO in boosting OER activity. However, both catalysts show lower activity compared to the benchmark IrO2 catalyst, which requires 335 mV at 10 mA cm−2. Remarkably, the introduction of Nd into CoOx to form Nd-CoOx further improves the OER performance. Nd-CoOx exhibits an overpotential of just 317 mV at 10 mA cm−2, even lower than that of commercial IrO2 (335 mV). The LSV curves without iR correction and the corresponding performance errors are summarized in Supplementary Fig. 8. Since pure NdOx shows negligible OER activity, the good performance of Nd-CoOx is primarily assigned to the synergistic effect of Nd and CoOx.

Fig. 3. Electrochemical OER performance of Nd-CoOx catalyst.

Fig. 3

a Polarization curves of the prepared electrocatalysts in 0.1 M HClO4 (pH: 1.08 ± 0.02) at room temperature (~25 °C) with 90% iR correction (5 mV s−1 scan rate). The compensation resistances are shown in Supplementary Table 3. b Chronopotentiometric response of Nd-CoOx at 10 mA cm−2 for over 800 h (the inset shows the stability of CoOx and commercial Co3O4). c Catalytic durability of Nd-CoOx catalyst with an initial polarization curve and the curve after 5000 cycles. d Current-voltage polarizations (with 90% iR- correction) of the PEMWE cell with Nd-CoOx as the anodic catalyst (commercial Pt/C as the cathode catalyst, IrO2 for comparison) at 80 °C. The compensation resistances of Nd-CoOx ║ Pt/C and IrO2 ║ Pt/C cells are 0.1 ± 0.02 Ω and 0.09 ± 0.01 Ω, respectively. e Chronopotentiometry testing of Nd-CoOx at 200 mA cm−2 in the PEMWE cell for over 100 h.

Tafel slopes of the catalysts are shown in Supplementary Fig. 9. Nd-CoOx exhibits a smaller Tafel slope of 82 mV dec−1 compared to CoOx (89 mV dec−1), IrO2 (97 mV dec−1), and Co3O4 (96 mV dec−1). This indicates more favorable OER kinetics for the Nd-CoOx30. Electrochemical impedance spectroscopy (EIS) curves (see Supplementary Fig. 10 and Supplementary Table 3) reveal that Nd-CoOx has the smallest charge transfer resistance (Rct) of 8.9 Ω, indicating quick charge transfer properties. Double-layer capacitance (Cdl) measurements are applied to estimate the electrochemically active surface area (ECSA) of the catalysts. Nd-CoOx shows a significantly higher Cdl value when compared to CoOx and NdOx (Supplementary Fig. 11), indicating the presence of more active sites due to Nd-incorporation. The combination of a smaller Tafel slope, lower charge transfer resistance, and higher active site density confirms that Nd-CoOx is a competitive catalyst for the acidic OER.

Except for the high activity, the Nd-CoOx catalyst demonstrates robust stability for acidic OER. As displayed in Fig. 3b, Nd-CoOx maintains its activity at the current density of 10 mA cm−2 for at least 800 h. The overpotential increases by only 76 mV after 800 h, corresponding to a degradation rate of just 95 μV h−1. This result strongly confirms the good stability of Nd-CoOx under acidic conditions1,12. In comparison, commercial Co3O4 and CoOx (without Nd) exhibit much shorter stabilities, lasting only 30 h—more than one order of magnitude shorter than Nd-CoOx. Furthermore, Nd-CoOx shows minimal degradation during cycling. After 5000 cyclic voltammetry (CV) cycles, the overpotential increases by just 15 mV at 10 mA cm−2 (Fig. 3c). The stability of Nd-CoOx also extends to large current densities. At 100 and 200 mA cm−2, the catalyst operates stably for over 100 h without significant performance loss (Supplementary Fig. 12). In contrast, CoOx without Nd shows rapid decay at 100 mA cm−2, failing within 20 h (Supplementary Fig. 13b). The beneficial effect of Nd in CoOx for acidic OER is also observed with other lanthanides, such as La and Pr. As shown in Supplementary Fig. 13a, Pr-CoOx and La-CoOx exhibit similar OER activities. Both catalysts maintain stability at 100 mA cm−2 (Supplementary Fig. 13b) and operate for over 200 h at 10 mA cm−2 (Supplementary Fig. 14). The results highlight the versatility of lanthanide incorporation in enhancing OER performance and stability.

To assess the practical application of Nd-CoOx for electrochemical water electrolysis, a proton-exchange membrane electrolyzer was used (Supplementary Fig. 15a). The setup used Nd-CoOx as the anode (for OER) and commercial Pt/C as the cathode (for HER). A Nafion 117 membrane was employed as the proton-exchange membrane. The current-voltage polarization curves (with iR correction) are shown in Fig. 3d. The Nd-CoOx ║ Pt/C cell demonstrates higher catalytic activity when compared to the reference IrO2 ║ Pt/C cell. Notably, the Nd-CoOx ║ Pt/C electrolyzer needs only 1.93 V to obtain a large current density of 1 A cm−2 at 80 °C, and 2.12 V for 2 A cm−2. Both values surpass those of the IrO2 ║ Pt/C electrolyzer, which requires 2.05 V at 1 A cm−2 and 2.27 V at 2 A cm−2. The current-voltage polarization curves (no iR correction) are also presented in Supplementary Fig. 15b. The stability of the PEM electrolyzer with Nd-CoOx was measurd under constant current conditions (Fig. 3e). At the high current density of 200 mA cm−2, the electrolyzer exhibited a stable operating voltage of approximately 1.69 V for over 100 h. Nd-CoOx exhibits high efficiency and robust stability, making it competitive among noble-metal-free catalysts for OER in acidic environment, as summarized in Supplementary Table 4. These results highlight the potential of Nd-CoOx as a good anode catalyst for practical water electrolysis systems.

In-situ investigations

It is well established that VO can enhance the catalytic activity of Co3O4 for acidic OER, as observed with the CoOx sample2,11,13, However, the specific role of Nd in CoOx, which significantly improves both OER activity and stability, remains unclear. This is particularly intriguing because a high concentration of vacancies often leads to structural failure during operation, resulting in poor catalyst durability2, However, the Nd-CoOx catalyst in this study demonstrates good OER stability, maintaining performance for at least 800 h. This robust stability likely arises from the critical role of Nd in stabilizing the CoOx crystal structure. To investigate the working mechanism of Nd-CoOx for stable and active acidic OER, in-situ XAS experiments have been conducted at both the Co K-edge and Nd L-edge during the OER process (Supplementary Fig. 16a). Figure 4a, b show the in-situ Co K-edge XANES and Fourier-transform curves of EXAFS spectra of CoOx, respectively. The XANES spectra for CoOx remain largely unchanged during OER. However, the corresponding Fourier-transform curves of EXAFS data reveal changes in bonding under applied potentials (Fig. 4b). Specifically, the Co-O bond length in CoOx gradually shortens as the applied potential increases from the open-circuit potential (OCP) to 1.65 V vs. RHE. This shortening indicates a decrease in the Co-O distance and suggests a higher Co oxidation state under the applied potential. Similar behavior has also been observed for Co3O4 in the literature11,13. Interestingly, as shown in the magnified view in Fig. 4b, the shortened Co-O bond does not fully recover to its original length after OER (during the OCP again measurement). This indicates some irreversible structural changes that likely contribute to the poor structural stability of CoOx during acidic OER, as previously reported in the literature11.

Fig. 4. In-situ XAS and Raman measurements.

Fig. 4

a, d In-situ XANES spectra of CoOx (a) and Nd-CoOx (d) at Co K-edge under different potentials in 0.1 M HClO4, respectively. b, e The corresponding Fourier-transform curves of EXAFS data for CoOx (b) and Nd-CoOx (e), respectively. c, f In-situ Raman spectra of CoOx (c) and Nd-CoOx (f) under different potentials, respectively. g Structure models for Nd-CoOx during the OER process. h Bond length (Co-O and Nd-O) changes and the Raman shift of A1g peak as a function of applied voltage.

The in-situ Co K-edge XANES and Fourier-transform curves of EXAFS spectra of Nd-CoOx have been presented in Fig. 4d, e, respectively. The XANES spectra reveal a positive energy shift with increasing applied potential. This shift indicates a higher chemical state of Co under applied potential, which enhances OER activity14,30. Notably, the energy shift fully recovers after the OER process, as shown in Fig. 4d. Further insights can be drawn from the Fourier-transform curves of EXAFS data in Fig. 4e. The Co-O bond length in Nd-CoOx changes progressively with increasing potential. Interestingly, the Co-O bond shows an increase in length, opposite to the behavior observed for CoOx (see the magnified region from 1.45 to 1.51 Å). Typically, as the chemical state of Co increases with higher potential, the Co-O bond shortens, as seen in CoOx. However, the presence of Nd alters this behavior by modifying the local atomic structure to maintain structural stability. As discussed in Figs. 1 and  2, Nd-insertion significantly compresses the Co-O bond to a shorter initial length than that in normal Co3O4. During applied potentials, the Nd-O bond also undergoes changes, influencing the surrounding Co-O bonds. As shown in Supplementary Fig. 16d, the initial Nd-O FT peak at 1.94 Å shifts to a shorter FT length of 1.89 Å under applied potential. This reduced N-O distance implies a higher chemical state of Nd. The shortened Nd-O bond consequently exerts a stretching effect on the surrounding Co-O bonds, resulting in the observed elongation of the Co-O bond in Fig. 4e. Remarkably, both the elongated Co-O bond and shortened Nd-O bond fully recover to their initial states after the OER process (Fig. 4e and Supplementary Fig. 16d). This recovery highlights the good ability of Nd-CoOx to maintain structural stability during OER, presenting a significant advantage for long-term operation.

To clearly illustrate the bond length changes during OER, structural models of Nd-CoOx with and without applied potential are presented in Fig. 4g. These models highlight the “breathing mode” behavior, where Co-O and Nd-O bonds undergo squeezing and stretching processes to balance atomic-level structural stress during OER. The bond length changes in Nd-CoOx and CoOx are compared in Fig. 4h. For CoOx, only the Co-O bond changes, decreasing in length with increasing potential. Importantly, this bond does not fully recover after OER, indicating irreversible structural changes. In contrast, for Nd-CoOx, the Nd-O bond plays an important role. Changes in the Nd-O bond significantly influence the Co-O bond length, which increases along with applied potential but fully recovers after the reaction. This difference likely explains the disparity in OER stability between Nd-CoOx and CoOx. In CoOx, gradual structural changes during acidic OER result in structural stress and eventual collapse under long-term operation. In Nd-CoOx, the Nd-insertion introduces a controllable and reversible structure change, allowing it to maintain good stability. R-space fitting curves and results for Nd-CoOx during OER, presented in Supplementary Fig. 17 and Supplementary Table 5, further confirm these bond length changes. This dynamic structural adaptability underscores the robust stability of Nd-CoOx in challenging acidic environments.

In-situ Raman spectroscopy was performed to further investigate the “breathing mode” described above (Supplementary Fig. 16b). The Raman spectra for both CoOx and Nd-CoOx, shown in Fig. 4c, f, exhibit characteristic peaks corresponding to the typical Eg, F2g, and A1g features of Co3O4, as reported in the literature30,31. With increasing potential from the open-circuit potential (OCP) to 1.65 V vs. RHE, the main A1g peak shifts significantly. For CoOx, the A1g peak shifts from 694.1 cm−1 to 694.8 cm−1, indicating lattice contraction due to shortened Co-O bonds under applied potential11,30. However, after the OER process, this blue shift does not recover to its initial value (Fig. 4c). This irreversible shift suggests continuous structural stress in the harsh acidic environment, leading to structural failure and limited stability. This behavior aligns with observations reported in previous studies11. For Nd-CoOx, a similar blue shift of the A1g peak is observed, from 692.6 cm−1 to 694.7 cm−1, corresponding to lattice contraction. However, unlike CoOx, the peak fully recovers once the applied potential is removed, as shown in Fig. 4f. This recovery is attributed to the controllable and reversible structural changes enabled by Nd-insertion, which contributes to the catalyst’s long-term stability. The A1g peak shifts with applied potential for both CoOx and Nd-CoOx are compared in Fig. 4h. In CoOx, the peak shows irreversible changes, while in Nd-CoOx, it exhibits flexible and fully recoverable shifts across a relatively larger range. The initial lower A1g value for Nd-CoOx (692.6 cm−1) is likely due to lattice expansion caused by the incorporation of larger Nd atoms into the structure. The in-situ Raman results are consistent with the in-situ XAS findings, further confirming the “breathing mode” in Nd-CoOx. This dynamic mode allows for structural flexibility and stability under harsh OER conditions. Atomic-level structural changes during long-term operation for both Nd-CoOx and CoOx are illustrated in Supplementary Fig. 18a, b, respectively. These results highlight the critical role of Nd-insertion in enhancing structural adaptability and stability.

The XAS results for Nd-CoOx, recorded before and after 800 h operation at 10 mA cm−2, are presented in Supplementary Fig. 19. Measurements at both the Co K-edge and Nd L3-edge reveal that Co and Nd exhibit more oxidized states after the long-term stability test. Despite this oxidation, the catalyst maintains its overall electronic structure, consistent with its robust stability. Additional structural analyses, including XRD, SEM, and TEM results for Nd-CoOx after 800 h of operation, are shown in Supplementary Fig. 20. These analyses reveal that the morphology and crystalline structure of Nd-CoOx remain largely unchanged compared to its initial state before OER. This strongly supports the critical role of the flexible “breathing mode” enabled by Nd-insertion in maintaining structural integrity and stability during extended OER operation.

DFT calculations

Density functional theory (DFT) calculations have been performed to explore the OER working mechanism of Nd-CoOx. According to the aberration-corrected HAADF-STEM result in Fig. 1e and XRD patterns in Supplementary Fig. 2, Co3O4 (311) is the dominant facet, which has thus been used for the calculations. The CoOx catalyst was mimicked by a Co3O4 (311) surface (standard spinel structure), which incorporated oxygen vacancy sites. The computational model of Nd-CoOx was constructed by replacing surface Co atoms with Nd atoms. The configuration of Nd-CoOx is displayed in Supplementary Fig. 21, and the optimized atomic structures around Co and Nd are shown in Fig. 5a. The Co-O bond length in CoOx is approximately 1.915 Å, consistent with values reported in the literature2,32,33. In Nd-CoOx, the incorporation of Nd shortens the Co-O bond to 1.878 Å and extends the Nd-O bond to approximately 2.366 Å. The shortened Co-O bond results from structural distortions induced by Nd, which has a larger atomic radius. These changes in Co-O bond length align closely with the XAS results in Fig. 2. We further perform the calculation to simulate the status with applied potential based on the constant electrode potential model (with structural relaxation and self-consistent field calculations). When an external potential correction of 1.55 V (vs. vacuum energy level) is simulated using the constant electrode potential model, the Co-O bond in Nd-CoOx stretches slightly to 1.885 Å, while the Nd-O bond shortens to 2.325 Å (Fig. 5a). These computational findings strongly support the presence of a flexible “breathing mode” in Nd-CoOx, as revealed by in-situ XAS and Raman spectroscopy.

Fig. 5. DFT calculations and the working mechanism.

Fig. 5

a Optimized computational models of CoOx and Nd-CoOx without applied potential, along with the model of Nd-CoOx with potential correction (1.55 V with reference to the vacuum energy level). b The DEMS signals of 32O2, 34O2 and 36O2 tested for Nd-CoOx in H218O acidic solution. c Gibbs free energy diagrams for Nd-CoOx and CoOx through AEM and OPM pathways at 0 V and 1.55 V (with constant electrode potential corrections). d Illustration of the OPM pathway on Nd-CoOx. e Schematic diagrams of the structural variations of CoOx and Nd-CoOx before and after OER.

Differential electrochemical mass spectrometry (DEMS) was used to experimentally identify the OER reaction pathway (Supplementary Fig. 22a). The detailed analysis procedures are illustrated in the Supplementary Information. As shown in Fig. 5b, the Nd-CoOx catalyst, after five cycles of cyclic voltammetry in an acidic solution containing H218O, produces three gaseous products: 32O2, 34O2, and 36O2. According to the literature34,35. The adsorbate evolution mechanism (AEM) typically generates only 34O2 and 36O2, without producing 32O2. The detection of 32O2 in this study indicates a reaction pathway different from AEM, including direct coupling between surface-adsorbed 16O atoms on Co sites and lattice 16O, or 16O atoms on adjacent metal (such as Nd) sites. This behavior is characteristic of the lattice-oxygen-mediated mechanism (LOM) or the oxide path mechanism (OPM)1,36. Further evidence comes from tetramethylammonium (TMA+) experiments, shown in Supplementary Fig. 22b. The results show minimal changes in the reaction when TMA+ is added, effectively ruling out the LOM pathway37,38. Considering all experimental results, the evidence suggests that the OER process on the Nd-CoOx catalyst follows the OPM pathway. This mechanism has been illustrated in Fig. 5d.

DFT calculations have been further used to probe the reaction mechanism of OER on Nd-CoOx. Gibbs free energy (ΔG) diagrams of the AEM and OPM pathways are presented in Fig. 5c and Supplementary Data 1. In the AEM pathway, the reaction proceeds via a sequence of intermediates: OH*, O*, OOH*, and finally O2 formation on the active sites. The potential-determining step (PDS) in this pathway should be the conversion of OH* to O*, which requires a significant free energy uphill of 2.166 eV. In contrast, the OPM pathway follows a different sequence: OH* → OH*-OH* → O*-OH* → O2. The PDS in this case is the transition from O*-OH* to O2 (see Fig. 5c), which involves a substantially lower ΔG of 1.879 eV. These findings suggest that, thermodynamically, the OPM pathway is much more favorable than the AEM pathway. The impact of applied bias voltages on the OER free energy profiles was also studied using constant electrode potential models. At a higher bias voltage of U = 1.55 V, all steps in the OPM pathway become thermodynamically downhill, while the AEM pathway still requires an energy uphill of 0.301 eV. By comparing the energy profiles of the two pathways, it is clear that the sluggish kinetics of the AEM pathway arise from the slow formation process of O* intermediate with high-energy. Meanwhile, the OPM pathway prevents such high-energy intermediates entirely, resulting in more efficient kinetics. For comparison, the Gibbs free energy diagrams for CoOx through AEM and OPM pathways are also provided in Fig. 5c and Supplementary data 1. Schematic illustrations of the adsorbed intermediates on optimized CoOx structure through the AEM and OPM pathways can be found in Supplementary Fig. S23 and S24, respectively. The AEM pathway is more favorable for CoOx according to the calculations. However, the PDS energies for CoOx following the AEM pathway are 2.205 eV (0.00 V) and 0.266 eV (1.55 V), which are much higher than those for Nd-CoOx following the OPM pathway (1.879 eV (0.00 V) and −0.013 eV (1.55 V)). These results demonstrate that Nd incorporation modifies the fundamental OER mechanism from AEM to OPM and then significantly enhances the catalytic performance by lowering the reaction energy barriers. This conclusion is well-aligned with the enhanced catalytic activity of Nd-CoOx, as demonstrated in Fig. 3a.

The charge transfer analysis can be observed in Supplementary Fig. 25, in which O* adsorption on CoOx results in a large electron transfer (0.71 e-) from the catalyst, with an adsorption free energy of 1.366 eV (far from the ideal value of 2.46 eV). In contrast, O* adsorption on Nd-CoOx exhibits a weaker interaction, with only 0.53 e- transferred, leading to a much higher adsorption free energy of 2.754 eV (close to the ideal value of 2.46 eV). The electronegativity difference between Nd and Co induces the surface charge redistribution, thereby affecting the adsorption energy of intermediates and triggering the OPM pathway. A comparison between Nd-CoOx (with oxygen vacancies) and Nd-Co3O4 (without oxygen vacancies) is also shown in Supplementary Fig. 25c and 25d, demonstrating that oxygen vacancies further reduce the adsorption of the O*-OH* intermediate (reduced electron transfer and longer Co-O bonds). The calculated energy values on CoOx and Nd-CoOx are provided in Supplementary Table 6.

The working mechanism of Nd-CoOx is illustrated in Fig. 5e. For the CoOx catalyst, OER activity is enhanced by the presence of vacancies. However, under acidic conditions and high applied potentials, the active Co sites become further oxidized. This oxidation shortens the Co-O bond length, leading to continuous lattice contraction. Over time, unevenly distributed structural stress, especially around the vacancies, causes structural failure (Fig. 5e). As a result, CoOx displays limited OER stability. In contrast, the insertion of Nd into CoOx introduces a flexible “breathing mode” in the atomic structure. This flexibility helps resist structural failure under applied potential, ensuring sustained durability during acidic OER. Additionally, the presence of Nd near Co enhances the OER activity by enabling the reaction to proceed via the OPM pathway. This results in a catalyst that is both stable and highly active, making it suitable for PEMWE. The beneficial role of Nd in enhancing the performance of CoOx offers a universal strategy that could be extended to other lanthanides, such as La or Pr, as discussed in Fig. 3f. This approach highlights the potential of lanthanide incorporation for improving catalytic performance in acidic OER.

Discussion

In this work, we report the Nd-CoOx catalyst as a stable and efficient material for acidic OER. It achieves a low overpotential of 317 mV at 10 mA cm−2 and demonstrates robust durability, operating stably for at least 800 h. The incorporation of Nd introduces a “breathing mode”, characterized by the squeezing and stretching of Nd-O and Co-O bonds during OER. This dynamic behavior, identified through in-situ XAS and Raman spectroscopy, balances atomic-level structural stress, significantly enhancing stability under acidic conditions. DFT calculations further reveal a low energy barrier of the catalyst for acidic OER via the OPM pathway. When used as the anode in a PEMWE, the Nd-CoOx catalyst delivers good performance. It requires only 1.69 V to obtain a high current density of 200 mA cm−2 over 100 h and reaches 1 A cm−2 at a cell voltage of 1.93 V (2.12 V at 2 A cm−2).

Methods

Chemicals and reagents

Commercial Co3O4 (99.9%), Co(NO3)2·6H2O (99%), Nd(NO3)3·6H2O (99.9%), La(NO3)3·6H2O (99.9%) and Pr(NO3)3·6H2O (99.9%) have been obtained from Shanghai Aladdin Industrial Co., Ltd. Ethylene glycol (EG, 99%), Ethanol (EA), Isopropyl alcohol (IPA, 99.5%) and IrO2 (99.9%) have been obtained from Shanghai Macklin Biochemical Industrial Co., Ltd. HClO4 (70-72%) has been obtained from Yonghua Chemical CO., LTD. Carbon cloth (CC) has been obtained from Suzhou Keshenghe Metal Materials Co., Ltd. Nafion (5 wt%) has been obtained from Sigma-Aldrich (Shanghai) Trading Co., Ltd. Platinum carbon loaded on carbon paper (20 wt% Pt/C) and cation exchange membrane (Nafion 117) have been obtained from Suzhou Sinero Technology Co., Ltd. Deionized water (resistivity ≥18.2 MΩ) was produced using an ultrapure water purification system. All reagents were of analytical grade and used directly without additional purification.

Preparation of CoOx and M-CoOx porous nanosheets on carbon cloth

The CoOx catalysts were prepared through microwave heating and the solution combustion method. Carbon cloth (CC) (2 cm × 4 cm) was carefully cleaned under ultrasonication treatment to remove the surface oxides. Then 3.6 mM Co(NO3)2·6H2O and 5 mL Ethylene glycol (EG) were mixed to form a homogeneous solution. The cleaned CC was put in the above solution for 20 s with microwave heating. Subsequently, the CC was taken out and ignited directly with an alcohol lamp, and the final catalyst was obtained after repeating the ignition several times. M-CoOx was synthesized by using the same steps, except for the addition of 0.4 mM (M(NO3)3·xH2O (M = La, Pr, Nd). The optimal loading of Nd-CoOx catalysts was around 7.5 mg cm−2 on CC. Nd-CoOx electrocatalyst prepared on CC was used as a working electrode in a three-electrode system. Nd-CoOx electrocatalyst powder was scraped from the CC and used as an anode catalyst in PEMWE.

Preparation of IrO2 electrodes

7.5 mg IrO2, 20 μL Nafion (5 wt%), 250 μL ethanol, and 230 μL deionized water were mixed and then ultrasonicated for 30 min to form a homogeneous ink. 50 μL ink was dropped on carbon cloth and then dried at 60 °C in va acuum for 12 h to form the IrO2 electrode (0.25 cm−2). It was around 3 mg cm−2 IrO2 on carbon cloth.

Proton-exchange membrane (PEM) cell test

Nd-CoOx (or IrO2) has been used as the anode with Pt/C on carbon paper (Pt/C-CP) as the cathode in a PEM cell. 5 mg Nd-CoOx was added into a mixture of isopropanol (500 μL), deionized water (450 μL) and Nafion solution (50 μL, 5 wt%). After sonication in a water bath for 60 min, a homogeneous anode ink was obtained. To construct the membrane electrode assembly (MEA), the Nafion 117 membrane was sprayed with anodic ink under vacuum adsorption to prevent swelling, with the anodic loading about 5 mgcat cm−2. Subsequently, the Pt/C-CP, 0.4 mm Ti plate and the Nafion 117 membrane (loaded with anodic ink) were hot pressed at 363 K for 30 s, obtaining the membrane electrode assembly (MEA). The PEM cell was measured in pure water for 60 min at 80 °C (effective area around 1.0 cm−2).

Materials characterization

SEM (ZEISS G500), HRTEM (TALOS 200X), ICP-OES (Avio 200), XPS (Thermo Fischer ESCALAB 250X), and XRD (Empyrean powder diffractometer) have been employed for structural characterizations. XAS measurements were performed at the Shanghai Synchrotron Radiation Facility (https://cstr.cn/31124.02.SSRF.BL11B) and National Synchrotron Radiation Laboratory (https://cstr.cn/31131.02.HLS.XMCD.a and https://cstr.cn/ 31131.02.HLS.XMCD.b). The XAS data were analyzed by using the ATHENA and ARTEMIS software39. The XANES spectra were firstly normalized by subtracting pre-edge and post-edge background, and then treated by calibrating the energy shift based on E0 of the reference samples. The EXAFS results were analyzed by using the Fourier transform of k-space data in a window (Hanning window with dk = 1) of 2.0−11.0 Å−1 for Co K-edge, and k-weighting was set to three without phase shift. The selected k ranges (2.0−11.0 Å−1 for Co K-edge) were also used for wavelet transform analysis (Morlet function, kappaMorlet = 15, sigmaMorlet = 1). The first shell peaks of the FT spectra were fitted by using shell structural models based on the crystal structures of Co3O4.

Electrochemical measurements

A standard three-electrode system (CHI 760E) was used at room temperature ( ~ 25 °C). 0.1 M HClO4 solution was used in all tests with Pt wire, Ag/AgCl, and the synthesized samples (0.5 × 0.5 cm) as counter, reference, and working electrodes, respectively. Backward scan (from positive to negative potentials, 5 mV s−1) was utilized to avoid the oxidative peaks. A scan rate of 100 mV s−1 was applied during the long-term cyclic voltammetry (CV) measurements. The potential was converted to the value versus the reversible hydrogen electrode (RHE) according to Eq. (1)

ERHE=EAg/AgCl+EAg/AgCl0+0.059×pH 1

where E0Ag/AgCl is the difference value between standard hydrogen electrode and Ag/AgCl electrode. The pH value of the electrolyte was measured multiple times, and the average value obtained was approximately 1.08 ± 0.02. E0Ag/AgCl was determined by referencing to a Pt/C working electrode in a H2-saturated solution, and the corrected potential was about 0.2 V. The electrochemical impedance spectroscopy measurement (EIS) measurements were conducted at a current density of 10 mA cm−2, with an additional alternating voltage of 5 mV applied over the frequency range of 0.1 Hz to 100 kHz.

CV test was performed within a small potential window (0.86 – 0.96 V vs Ag/AgCl) at scan rates from 20 to 100 mV s−1 (20 mV s⁻¹ intervals) to determine the double-layer capacitance (Cdl), from which the electrochemically active surface area was estimated. A 90% iR compensation was applied to the polarization curves obtained at high current densities. Chronopotentiometry (CP) measurements were performed to assess the long-term stability under various current densities.

Preparation of 0.1 M HClO4 solution: Measuring approximately 8.6 mL of concentrated HClO4 (70%–72%) and slowly adding it, under stirring, to deionized water (500 mL) in a beaker. Following cooling, the solution was quantitatively transferred to a 1000 mL amber volumetric flask, diluted to the mark with deionized water, and homogenized. Finally, the electrolyte was stored in a dark, cool environment at ambient temperature.

DFT calculations

All the DFT calculations were conducted by using Vienna ab initio Simulation Package (VASP 5.4.4)40,41. The electron-ion interactions were described in terms of the projector augmented-wave (PAW) potentials42. The exchange and correlation interactions between electrons were described by the revised Perdew-Burke-Ernzerhof (PBE) within the generalized gradient approximation (GGA-RPBE)43. The Co-Nd system was constructed as a model for theoretical calculations. The plane wave cutoff for these systems was 500 eV. The criterion of convergence of energy was set to 1 × 10−4 eV. The internal coordinates of each system were fully optimized until the residual Hellmann-Feynman forces were less than 0.02 eV/Å per atom. The lattice parameters in the direction perpendicular to the surface were set as 30 Å, which could thus avoid interactions between periodic slabs. The Brillouin zones were sampled by 1 × 2 × 1 k-point meshes generated according to the Monkhorst-Pack scheme. The Hubbard U (DFT + U) corrections for 3 d and 4 f species were made. Based on the previous works, the Ueff of Co was set as 3, and the Ueff value of Nd (4f-transition metal) was set as 544,45. The reaction Gibbs free energies (ΔG) could be obtained using Eq. (2):

ΔG=ΔE+ΔEZPETΔS 2

In which E was the energy that could be directly obtained from the DFT calculations.EZPE was zero-point energy. T was 298.15 K in this work, and S was the entropy. Constant potential calculations were employed to unravel the properties of electrochemical processes as a function of the electrode potential. Therefore, the reaction free energies for Nd-CoOx were calculated under constant electrode potentials. The electrode potential (U) referenced to that of SHE was given by Eq. (3)46:

U=μeΦSHEe 3

In which (e) and ΦSHE represented the chemical potential of electrons and work function of the SHE, respectively. We used 4.4 eV for ΦSHE47. The information energy (Ef) was calculated by Eq. (4):

Ef=EtotalEsubstrateECo 4

Where Etotal, Esubstrate, and ECo were the energies of the whole catalyst, the system without Co atom, and an isolated Co atom in vacuum, respectively. The dissolution potentials of cobalt (Udiss) was obtained by Eq. (5):

Udiss=Udiss0Ef/Ne 5

Where Udiss0 was the standard dissolution potential of Co atom, and N was the transferred electron number during the dissolution48.

Supplementary information

41467_2025_66408_MOESM2_ESM.pdf (174.7KB, pdf)

Description of Additional Supplementary Files

Supplementary Data 1 (69.4KB, zip)

Source data

Source Data (50MB, xlsx)

Acknowledgements

We acknowledge the support from the National Synchrotron Radiation Laboratory (https://cstr.cn/31131.02.HLS.XMCD.a and https://cstr.cn/ 31131.02.HLS.XMCD.b) and the Shanghai Synchrotron Radiation Facility (https://cstr.cn/31124.02.SSRF.BL11B) for the XAS experiments. This work is supported by the National Key R&D Program of China (2020YFA0406103), the National Natural Science Foundation of China (U1932211, 12205213, 22373063, 22302005), China Postdoctoral Science Foundation (2023M730044), Jiangsu Key Laboratory of Carbon-Based Functional Materials and Devices (ZZ2201), Collaborative Innovation Center of Suzhou Nano Science & Technology, the Priority Academic Program Development of Jiangsu Higher Education Institutions (PAPD), and the 111 Project.

Author contributions

J.Z. designed the overall project. K.F. and Y.F. performed most of the experiments, including material synthesis, characterization, and electrochemical tests. H.P.L., X.F. and J.H.W. contributed to the DFT calculations. B.X., J.B.X., S.L., and C.L. assisted with the XAS experiments. All the authors discussed the results and contributed to writing the paper.

Peer review

Peer review information

Nature Communications thanks Paola D’Angelo and the other anonymous reviewer(s) for their contribution to the peer review of this work. A peer review file is available.

Data availability

The data that support the plots within this article and other findings of this study are available within the article and its Supplementary Information. Any additional relevant data is available from the corresponding authors upon request. Source data are provided with this paper.

Competing interests

The authors declare no competing interests.

Footnotes

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

These authors contributed equally: Yong Feng, Jianhua Wang.

Contributor Information

Kun Feng, Email: kunfeng@suda.edu.cn.

Xing Fan, Email: xingf@pku.edu.cn.

Jun Zhong, Email: jzhong@suda.edu.cn.

Supplementary information

The online version contains supplementary material available at 10.1038/s41467-025-66408-1.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

41467_2025_66408_MOESM2_ESM.pdf (174.7KB, pdf)

Description of Additional Supplementary Files

Supplementary Data 1 (69.4KB, zip)
Source Data (50MB, xlsx)

Data Availability Statement

The data that support the plots within this article and other findings of this study are available within the article and its Supplementary Information. Any additional relevant data is available from the corresponding authors upon request. Source data are provided with this paper.


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