Bridging crystalline MOFs with atomically dispersed metal–nitrogen–carbon catalysts via structure encoding

Abstract

Metal–organic frameworks (MOFs), and zeolitic imidazolate frameworks (ZIFs) in particular, have emerged as versatile precursors for metal–nitrogen–carbon (M–N–C) catalysts, in which atomically dispersed metal centers are coordinated by nitrogen within a carbon framework. Despite their widespread use, the mechanistic linkage between parent MOF structures and the catalysis-relevant properties of the derived carbons remains insufficiently defined. Here, using Fe–N–C catalysts for the oxygen reduction reaction (ORR) as a model system, we investigate how geometric factors inherent to ZIFs influence micropore formation, Fe–Nx site density, and electrochemical ORR performance. A geometric descriptor representing the linker-to-linker distance at the pore aperture, dL–L, shows a stronger correlation with micropore volume than conventional pore descriptors such as the largest free sphere diameter (Df) and largest included sphere diameter (Di). The resulting micropore volume is further correlated with the density of formed Fe–Nx sites and ORR mass activity. As a practical validation, the Fe–N–C catalyst derived from MAF-6, identified by this descriptor-based selection, outperforms the widely used ZIF-8-derived analogue under polymer electrolyte fuel cell (PEFC) single-cell conditions, with approximately 1.5-fold higher mass activity at 0.8 ViR-free. These results establish a structure–property–function relationship linking parent MOF structure, micropore evolution, Fe–Nx site formation, and ORR performance, enabling rational, high-throughput precursor selection from MOF databases.

Graphical abstract: Bridging crystalline MOFs with atomically dispersed metal–nitrogen–carbon catalysts via structure encoding

Supplementary files

Article information

Article type
Paper
Submitted
27 Mar 2026
Accepted
26 May 2026
First published
16 Jun 2026
This article is Open Access
Creative Commons BY license

J. Mater. Chem. A, 2026, Advance Article

Bridging crystalline MOFs with atomically dispersed metal–nitrogen–carbon catalysts via structure encoding

D. Homma, P. Chung, S. R. Mukai and I. Ogino, J. Mater. Chem. A, 2026, Advance Article , DOI: 10.1039/D6TA02641A

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