Open Access Article
Jixuan Yang†
ab,
Yaxin Cheng†bc,
Hao Ma†d,
Zirui Wangb,
Ting Wangc and
Yuanmiao Sun
*b
aSouthern University of Science and Technology, Shenzhen, Guangdong 518055, China
bInstitute of Technology for Carbon Neutrality, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China. E-mail: sunym@siat.ac.cn
cCollege of the Environment & Ecology, Fujian Key Laboratory of Coastal Pollution Prevention and Control, Xiamen University, Xiamen 361102, P. R. China
dSchool of Information and Electronic Engineering, Shandong Technology and Business University, Yantai 264005, China
First published on 10th March 2026
Introducing local coordination asymmetry through heteroatom substitution in homonuclear dual-atom catalysts (DACs) is an effective strategy to modulate the electronic state of metal centers. However, this approach often results in chaotic and unpredictable changes in electron transfer between the metals and coordinating atoms, which limits precise adjustment of the intermediate adsorption. In this study, we propose a spatially extended asymmetric coordination design strategy that enables simultaneous and precise regulation of electron transfer and differentiation of metal electronic states. Based on first-principles calculations, the constructed homonuclear DACs embedded in a hexagonal boron nitride/graphene (h-BN/Gra) heterostructure demonstrate well-defined electron transfer. The electronegativity differences among B, N, and C coordination atoms lead to distinct d-orbital configurations at the metal centers, which in turn modulate the *OH–*OH deprotonation behavior, following the trend of N coordination > C coordination > B coordination. The constructed volcano plot using the descriptor of ΔG*O–*OH − ΔG*OH–*OH provides clear theoretical guidance and design principles for optimizing oxygen evolution reaction activity. This work establishes a conceptual transition from local to spatially extended asymmetric coordination, offering a new theoretical framework for the rational design of asymmetric DACs.
Broader contextDeveloping efficient electrocatalysts is essential for advancing sustainable energy conversion technologies, particularly for water electrolysis, where the oxygen evolution reaction (OER) remains a major kinetic bottleneck. Dual atom catalysts (DACs) have emerged as a promising platform due to the combination of high metal utilization and cooperative catalytic effects. However, the rational design of homonuclear DACs remains challenging. Introducing asymmetry through local coordination engineering, typically via heteroatom substitution, often results in poorly controlled electronic structures, which limits the precise optimization of OER activity. This work introduces a spatially extended asymmetric coordination design strategy that represents a conceptual transition beyond local coordination asymmetry. By embedding homonuclear DACs into a heterostructured support with intrinsically distinct coordination environments, this approach enables simultaneous and deterministic regulation of electron transfer and differentiation of metal electronic states. As a result, well-defined relationships between the coordination environment, electronic structure, and OER energetics can be established, providing clear theoretical guidance for catalyst optimization and offering a generalizable framework for the rational design of asymmetric DACs. |
Single-atom catalysts (SACs) possess atomically dispersed metal sites with high atomic utilization efficiency and uniform active centers, exhibiting great potential for the OER.19,20 However, SACs face two severe drawbacks in electrocatalysis, i.e., adsorption rigidity and intrinsic linear scaling relationships between adsorption energies.21 The former hinders adjustment of the configuration to accommodate different intermediates while the latter fundamentally restricts catalytic efficiency in reactions involving multiple or complex intermediates.22 Building on SACs, the introduction of a second metal active site leads to the formation of dual-atom catalysts (DACs). DACs can retain the advantages of SACs as well as enable more flexible regulation of intermediate adsorption through electronic coupling and synergistic interactions between adjacent metal centers,23 thereby providing more configurational space for adsorption manipulation.24 In addition, DACs can facilitate the direct coupling of oxygenated intermediates, which helps circumvent the intrinsic linear scaling relationship between *OH and *OOH species.25 This process can bypass the high-energy *OOH formation step and effectively lower the overall reaction barrier.26
Despite these merits, the full potential of DACs remains unexploited, primarily because of their homonuclearity feature, i.e., the nearly identical electronic states of the metal centers under identical coordination environments.27 This restricts the precise regulation of intermediate adsorption and subtle manipulation of reaction pathways. To overcome this limitation, introducing asymmetry at the homonuclear dual-metal sites has been proposed.28,29 A simple and experimentally achievable strategy is substituting one of the original coordination atoms (e.g., N) with a heteroatom, such as S, P, or B,30,31 to break the local symmetry and construct asymmetrically coordinated DACs. The substitution of a coordinating atom can influence the local electron transfer between the metal center and the coordination environment, thereby bringing electronic state differences to the metal centers.
However, the disruption of local symmetry in DACs typically induces chaotic and unpredictable changes in electron transfer between the d-orbitals of metals and the p-orbitals of coordinating atoms, because electrons may redistribute within the local environment. As a result, replacing a single coordinating atom generally cannot allow precise prediction of the electronic states of metal centers, nor can it reliably establish a stable differentiation on the electronic states of metal centers.32 Meanwhile, such disruption of local symmetry typically can only produce minor differences in the electronic states of the metal centers, making it difficult to adjust the intermediate adsorption across a wider energy range on the dual-metal sites and,33 therefore, leading to limited manipulation of the reaction activity and selectivity. To address these drawbacks, the design of spatially extended asymmetric coordination of DACs becomes an urgent issue, which can simultaneously achieve precise control of electron transfer and stable electronic state differences, as well as a wide energy range for intermediate adsorption on dual-metal sites.
In this work, we computationally designed and demonstrated a homonuclear DACs system with a spatially extended asymmetric coordination environment, i.e., the hexagonal boron nitride/graphene heterostructure (h-BN/Gra heterostructure). Spatially extended asymmetric coordination refers to a structural motif in which each metal center maintains a uniform local coordination sphere composed of identical coordinating atoms, and the overall asymmetry originates from the spatial differentiation of coordination environments between distinct metal sites. This type of asymmetry is fundamentally different from heteroatom-substitution-induced asymmetry, in which the local replacement of individual coordinating atoms directly breaks the coordination symmetry at a single metal site. The system's stability was confirmed through the verification of its negative formation energy and positive dissolution potential. We systematically investigated how spatially extended asymmetry affects electron transfer, alters the electronic state of metal centers, and influences the OER catalytic performance. We found that differences in electronegativity among the B, N, and C coordinating atoms lead to distinct electronic states at the metal sites. These electronic states can precisely modulate their d-electron configurations, especially influencing the dz2 orbital, and thereby influence the deprotonation of the *OH–*OH intermediate (Fig. 1a). Our results indicate that a more positively charged metal center enhances deprotonation capability, following the trend of N coordination > C coordination > B coordination. Furthermore, during the *OH–*OH deprotonation process, the B-coordinated metal atom cannot effectively stabilize *O, resulting in over-adsorption of *O–*OH. Finally, we identified the *O–*OH intermediate as a key reaction species and ΔG*O–*OH − ΔG*OH–*OH as an effective descriptor for overall OER activity. In this work, a transition in coordination design from local to spatially extended asymmetry was achieved. By elucidating the relationship between electron transfer and intermediate adsorption, this study reveals new pathways for holistically modulating catalytic reactions and offers a theoretical framework for the rational design of spatially extended asymmetric coordination systems.
The formation energy (Ef) of the DACs is calculated as
| Ef = (E2M/slab − Eslab − 2EM(bulk))/2 | (1) |
The dissolution potential (Udiss) is evaluated as
![]() | (2) |
is the standard dissolution potential of the bulk metal, and Ne is the number of electrons involved in the dissolution process. A positive Udiss (>0 V vs. SHE) indicates that the metal atoms bind strongly to the substrate, ensuring the stability of the DACs under electrochemical conditions.
The OER can be described as a four-electron transfer process with multiple intermediates. The AEM of OER process in acid media follows:
| H2O + * → *OH + H+ + e− | (3) |
| *OH → *O + H+ + e− | (4) |
| *O + H2O → *OOH + H+ + e− | (5) |
| *OOH → * + O2 + H+ + e− | (6) |
| H2O + * → *OH + H+ + e− | (7) |
| *OH + H2O → *OH–*OH + H+ + e− | (8) |
| *OH–*OH + H2O → *O–*OH + H+ + e− | (9) |
| *O–*OH → * + O2 + H+ + e− | (10) |
| ΔG = ΔE + ΔEZPE − TΔS + ΔGU | (11) |
| η = max{ΔG1, ΔG2, ΔG3, ΔG4}/e − 1.23 V | (12) |
The VASPKIT code was used to post-process the results of the VASP calculations.41 Bader charge analysis was performed to assess charge transfer,42 and crystal orbital Hamilton population (COHP) analysis was carried out using the LOBSTER package to investigate the bonding characteristics between metal atoms and coordinating atoms.43
Based on the h-BN/Gra model, a series of DACs were systematically constructed using 3d and 4d transition metals. Two loading modes of DACs were constructed on h-BN/Gra, which are denoted as M2/L(N) and M2/L(B) (Fig. 1b). In M2/L(N), one of the dual metal atoms coordinates with three N atoms (M–N) and the other with three C atoms (M–C). In M2/L(B), one of the dual metal atoms coordinates with three B atoms (M–B) and the other with three C atoms (M–C). As shown in Fig. 1c, the thermodynamic and electrochemical stability of the systems was evaluated by calculating the formation energy (Ef) and dissolution potential (Udiss vs. SHE). Systems with negative Ef (<0 eV) and positive Udiss (>0 V) are considered thermodynamically and electrochemically stable (detailed values of Ef and Udiss are given in Table S1, SI). Specifically, the stable systems are located in the upper-left area of the coordinate plane.
As shown, among the screened h-BN/Gra systems, those with metal centers of Fe, Co, Ni, Cu, Zn, Ru, Rh, Pd, and Ag are stable and located in the upper-left area. The stable asymmetric DACs anchored at the N–C interface include Fe2/L(N), Co2/L(N), Cu2/L(N), Zn2/L(N), and Ru2/L(N). Meanwhile, Co2/L(B), Ni2/L(B), Ru2/L(B), Rh2/L(B), Pd2/L(B), and Ag2/L(B) are stable asymmetric DACs anchored at the B–C interface. Cohesive energy calculations further confirm their thermodynamic stability (Fig. S3), showing that spatially extended asymmetric coordination can effectively stabilize the dual metal active centers on the h-BN/Gra model. The instability of other systems is due to the limited space at the threefold coordination sites, which cannot accommodate metals with large atomic radii. This causes compressive strain in the metal–ligand bonds and distorts local bond angles, resulting in high lattice mismatch energy and structure instability. For comparison, DACs on h-BN and graphene supports were also constructed and optimized. The two metal atoms in the M2/h-BN system are coordinated with three N and three B atoms, denoted as M–N and M–B sites, respectively. Stability screening (Fig. S4 and Table S2) reveals five stable asymmetric DACs on h-BN, namely Ni2/h-BN, Ru2/h-BN, Rh2/h-BN, Pd2/h-BN, and Ag2/h-BN. In contrast, eight configurations are stable on graphene, including Fe2/Gra, Co2/Gra, Ni2/Gra, Cu2/Gra, Ru2/Gra, Rh2/Gra, Pd2/Gra, and Ag2/Gra. All stable systems were used for subsequent electronic structure and catalytic performance calculations.
To gain deeper insight into charge redistribution, Bader charge analysis was further performed to investigate electron transfer in the M2/L(N) and M2/L(B) systems. As shown in Fig. 1d, all stable M2/L(N) and M2/L(B) systems exhibit clear and consistent electron transfer. The transfer strongly depends on the local coordination environment. In M2/L(N), both M–N and M–C metal centers are positively charged, wherein the M–N metal center exhibits a higher positive charge. In M2/L(B), the M–B and M–C metal centers exhibit opposite charge characteristics. The M–B metal center gains electrons, resulting in a negative charge on the metal center. In contrast, the M–C metal center loses electrons and exhibits a positive charge. The same trend is observed for DACs constructed on h-BN and graphene. N atoms (with an electronegativity value of 3.04) and C atoms (with an electronegativity value of 2.55) are highly electronegative and tend to gain electrons. Consequently, in N/C-coordinated systems, the metal sites lose electrons and adopt positive charges. In contrast, the B atom has relatively low electronegativity (with an electronegativity value of 2.04). Therefore, in these B-coordinated systems, electrons flow from B atoms to the metal, resulting in a negative charge for the metal center. As demonstrated, spatially extended asymmetric coordination drives directional electron transfer between the metal and coordinating atoms. As a result, the dual-metal sites exhibit charge asymmetry, which can significantly affect the adsorption of oxygenated intermediates at the active sites.
Upon confirming the OER mechanism of the constructed DACs, the adsorption behavior of each intermediate was subsequently computed. As shown in Fig. 2a, a pronounced coordination selectivity for the *O–*OH is observed. Specifically, in M2/L(N), deprotonation occurs preferentially at the M–N site rather than the M–C site. In M2/L(B), deprotonation favors the M–C site rather than the M–B site. These findings demonstrate that spatially extended asymmetric coordination effectively induces functional differentiation between dual-metal sites. Importantly, the asymmetric coordination in DACs selectively controls the sites where OER deprotonation occurs. To further elucidate the energetic relationships along the reaction pathway, the scaling relationships between intermediate adsorption energies were analyzed. Specifically, the scaling relationship between ΔG*OH–*OH and ΔG*O–*OH was analyzed (Fig. 2b). As exhibited, a strong linear correlation is obtained (R2 = 0.88), indicating that both types of intermediates are influenced by similar electronic factors. This means that tuning the coordination atoms can not only affect the thermodynamics of single steps but also regulate the energy distribution across multiple OER steps. The analysis further confirms that the *O–*OH intermediate represents a key step controlling the reaction.
To elucidate the underlying electronic factors, the deprotonation behavior of *OH–*OH at the dual-metal sites was also examined. The key deprotonation of *OH–*OH involves two types of electron rearrangement. First, the d orbitals of the metal tend to overlap with the antibonding orbital of the O–H bond, weakening the O–H bond and facilitating its cleavage.51 In the adsorption configuration along the z direction, the metal dz2 orbital mainly couples with the O 2pz orbital. Through this orbital coupling, electron transfer occurs between the metal center and the O atom, thereby influencing the deprotonation process. Subsequently, following O–H bond cleavage, electron transfer stabilizes the deprotonated product by populating unoccupied metal orbitals from the formed *O.52,53 Under the regulation of spatially extended asymmetric coordination, the electronic states of the metal exhibit notable differences. Specifically, the M–N and M–C sites are positively charged and possess more unoccupied d-orbitals that can accept feedback electrons from the intermediate, stabilizing the *O species. In contrast, the d orbitals of M–B sites are nearly fully occupied, giving the weakest electron-accepting ability. The limited electron rearrangement at M–B sites restricts O–H bond cleavage. Overall, the O–H bond dissociation ability at the metal active sites follows the trend of N coordination > C coordination > B coordination (Fig. 2c). This indicates that the electronic states of coordination play a decisive role in controlling deprotonation kinetics.
Projected density of states (PDOS) analysis further supports this mechanism. As shown in Fig. 2d, the dz2 orbital of the Rh–C site in the Rh2/L(B) system exhibits more unoccupied states near the Fermi level and strong energy overlap with the O 2pz orbital. This shows a strong electron-accepting capability of the Rh–C site, which facilitates O–H bond cleavage. In the Rh2/L(B) system, the dz2 orbital of the Rh–B site is primarily located below the Fermi level with nearly complete occupancy. It cannot efficiently accept electrons during O–H bond breaking, which impedes the deprotonation process. These observations suggest that, in the B-coordinated system, deprotonation preferentially occurs at the C-coordinated metal site rather than at the B-coordinated site. Consistently, the PDOS of Fe2/(N), Co2/(N), and Ni2/(B), Ru2/L(N) and Ru2/L(B) further demonstrates that the deprotonation ability of different coordinating metals follows a trend of N coordination > C coordination > B coordination (Fig. S7–S10). Therefore, by constructing a spatially extended asymmetric coordination environment, the electronic states of the dual-atom active centers can be effectively modulated. This allows precise control over the deprotonation process.
To examine the bonding interactions between the coordinating atom and O atom, COHP analysis was further conducted (Fig. 3b). In the Ru2/L(N) system, almost no bonding is observed between the N atom at the Ru–N site and the O atom (ICOHP = −0.15). In contrast, in the Ru2/L(B) system, a pronounced bonding interaction is found between the B atom at the Ru–B site and the O atom (ICOHP = −5.15). This indicates that the B atom directly participates in bonding with the adsorbed oxygen species, significantly strengthening the overall adsorption and altering the Gibbs free energy of *O–OH. Compared with homonuclear DACs under other coordination environments, the M–B sites in Co2/L(B), Ru2/L(B), Ni2/h-BN, and Rh2/h-BN exhibit significantly longer O–O distances in the co-adsorption configuration of the *O–*OH intermediate (Fig. 3c). Since O–O coupling requires effective spatial and electronic overlap between the two oxygen atoms, the elongated O–O distance at the M–B sites makes the co-adsorption configuration unfavorable for the subsequent O–O coupling in terms of spatial distance and the lack of orbital overlap.
The molecular orbital (MO) diagram, derived from COHP analysis (Fig. S11), provides further insight into the origin of this coordination-dependent behavior (Fig. 3d). The B atom, with a valence configuration of 2s22p1, and the O atom, with 2s22p4, form a series of bonding interactions through orbital hybridization. The s, pz, and px orbitals of the B atom form sp2 hybrid orbitals, while the s and pz orbitals of O form sp hybrid orbitals (Fig. S12). Two of the sp2 orbitals of the B atom interact with the two sp orbitals of the O atom, generating a bonding σ MO and an antibonding σ* MO. The remaining sp2 orbital of the B atom interacts with the px orbital of the O atom, producing a low-energy bonding π MO and a corresponding antibonding π* MO. At the same time, the unhybridized py orbital of the B atom interacts with one py orbital of the O atom, forming a high-energy bonding π MO and antibonding π* MO. All bonding MOs are fully occupied, and one electron occupies an antibonding π* orbital. As the number of p electrons increases, the occupation of antibonding orbitals becomes more pronounced. In contrast, N and C atoms, with valence configurations of 2s22p3 and 2s22p2, respectively, possess more p electrons. When a N or a C atom forms a bond with an O atom, the additional p electrons occupy antibonding orbitals, weakening the N/C–O bonding interaction and suppressing co-adsorption. Consequently, B coordination forms an additional B–O bond that overstabilizes the *O–*OH intermediate and elongates the O–O bond, while N/C coordination maintains conventional M–O adsorption due to the partial occupation of antibonding orbitals.
According to the Sabatier principle, the binding of reaction intermediates to active sites should be neither too strong nor too weak, as either extreme can hinder OER activity. The energy difference ΔG*O–*OH–ΔG*OH–*OH was employed as an activity descriptor for the OER performance of these asymmetric DACs. Interestingly, a volcano-shaped relationship with this descriptor is observed for the overpotential (Fig. 4b). As the OER activity of these asymmetric DACs is dominated by the deprotonation of the *OH–*OH intermediate, the energy difference between *O–*OH and *OH–*OH is quantitatively reflected as the thermodynamic energy required for O–H bond dissociation. Therefore, ΔG*O–*OH–ΔG*OH–*OH reveals the intrinsic correlation of OER activity under different coordination environments. As exhibited, the M2/L(N) and M2/Gra systems are mainly distributed on the right side of the volcano, corresponding to the “*OH deprotonation-limited” region. The M2/L(B) and M2/h-BN systems lie on the left side, corresponding to the “O–O coupling-limited” region. These results indicate that subtle variations of *O–*OH can shift the RDS between deprotonation-limited and coupling-limited regimes, ultimately dictating the overall OER activity.
To further clarify the reaction characteristics under different supports and coordination environments, we compared the complete OER free-energy pathways of three representative DACs, Ni2/L(B), Ni2/h-BN, and Ni2/Gra, as shown in Fig. 4c. The results show different adsorption of *O–*OH across these systems. In the h-BN system, the *O–*OH intermediate is over-stabilized, leading to a significant increase in the energy for O–O coupling. In contrast, the Ni2/L(B) and Ni2/Gra systems exhibit moderate *O–*OH binding, allowing the reaction to proceed smoothly along the OCM pathway. It is noteworthy that other asymmetric DACs with similar coordination environments, such as Co2/L(B) and Ru2/L(B), show similar reaction trends to Ni2/L(B). The corresponding free-energy diagrams are presented in Fig. S14. Among these systems, Cu2/L(N) exhibits the highest catalytic performance. This Gibbs free energy diagram directly correlates the activity distribution observed in the volcano plot with the detailed free-energy pathways, which reveals the correlation between the coordination environment and RDS among different DACs.
As shown in Fig. 4d, the volcano plot trend is elucidated through distinct coordinated structures and distinct adsorption configurations. In the presence of B coordination, *O–*OH adsorption is strong, which results in a lower ΔG*O–*OH and causes more energy to activate the O–O formation step. Particularly, the left side of the volcano plot can be divided into two regions according to the *OH deprotonation metal site, namely deprotonation at the C-coordinated metal site and at the B-coordinated metal site. Deprotonation at the B-coordinated metal site can lead to the formation of a co-adsorption configuration. This results in excessively strong *O–*OH adsorption that places B-coordinated systems in the overly strong-binding region (lower-left corner) of the volcano plot. In contrast, in the absence of B coordination, DACs exhibit a higher ΔG*O–*OH, indicating that the *OH–*OH → *O–*OH deprotonation step becomes the PDS. Therefore, the intrinsic OER activity originates from the precise regulation of *O–*OH adsorption by the spatially extended asymmetric coordination of DACs.
Footnote |
| † Jixuan Yang, Yaxin Cheng, and Hao Ma contributed equally to this work. |
| This journal is © The Royal Society of Chemistry 2026 |