How Metal-to-Linker Ratio and Concentration Govern the Nucleation Mechanism of MOF-5-inspired Crystals: Insights from Multiscale Modeling

Predicting whether a computationally designed metal organic framework can be synthesized remains difficult.While efforts developing predictive viability of synthesis metrics have focused on inherent thermodynamic stability, not much focus has been placed on kinetics, nucleation mechanisms, and how these are impacted by synthesis conditions.Using the well-known MOF-5 in DMF system as a case study, we combine Hamiltonian replica exchange, coarse-grained molecular dynamics, unsupervised clustering, minimum free energy path (MFEP) analysis, and microkinetic modeling to examine how metal-to-linker ratio and linker concentration reshape the pathway, energetics, and kinetics of nucleation.At 20 mM linker concentration, we find that excess metal clearly thermodynamically and kinetically favors the formation of a crystalline nucleus, whereas stoichiometric metal-to-linker ratio and excess linker favor large amorphous aggregates.At excess metal conditions, we find that increasing concentration from 20 mM to 160 mM maintains thermodynamic favorability for the ordered nucleus but accelerates the pathway toward it.Within the concentration range tested, as concentration increased, aggregation also became more pronounced, and the dominant barrier became associated with healing instead of growth steps.Additionally, the nucleus yield and formation rate increased monotonically with concentration, albeit with clearly diminishing gains between 80 mM and 160 mM (well below the linker solubility limit).These results offer a plausible mechanistic rationale for the empirical preference for excess metal during MOF-5 synthesis and suggest that the benefits of higher precursor concentration diminish well before the linker solubility limit is reached.

Authors

Institutions

Publication Details

Journal
ChemRxiv
Published
2026-10-30
DOI
https://doi.org/10.26434/chemrxiv.15011320/v1
Primary Topic
Metal-Organic Frameworks: Synthesis and Applications
Type
preprint

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

How Metal-to-Linker Ratio and Concentration Govern the Nucleation Mechanism of MOF-5-inspired Crystals: Insights from Multiscale Modeling

Katherine Ardila, Diego A. Gómez‐Gualdrón, Alexander Pak
ChemRxiv
Metal-Organic Frameworks: Synthesis and Applications
preprint

How Metal-to-Linker Ratio and Concentration Govern the Nucleation Mechanism of MOF-5-inspired Crystals: Insights from Multiscale Modeling

Katherine Ardila, Diego A. Gómez‐Gualdrón, Alexander Pak
preprint en

Abstract

Predicting whether a computationally designed metal organic framework can be synthesized remains difficult.While efforts developing predictive viability of synthesis metrics have focused on inherent thermodynamic stability, not much focus has been placed on kinetics, nucleation mechanisms, and how these are impacted by synthesis conditions.Using the well-known MOF-5 in DMF system as a case study, we combine Hamiltonian replica exchange, coarse-grained molecular dynamics, unsupervised clustering, minimum free energy path (MFEP) analysis, and microkinetic modeling to examine how metal-to-linker ratio and linker concentration reshape the pathway, energetics, and kinetics of nucleation.At 20 mM linker concentration, we find that excess metal clearly thermodynamically and kinetically favors the formation of a crystalline nucleus, whereas stoichiometric metal-to-linker ratio and excess linker favor large amorphous aggregates.At excess metal conditions, we find that increasing concentration from 20 mM to 160 mM maintains thermodynamic favorability for the ordered nucleus but accelerates the pathway toward it.Within the concentration range tested, as concentration increased, aggregation also became more pronounced, and the dominant barrier became associated with healing instead of growth steps.Additionally, the nucleus yield and formation rate increased monotonically with concentration, albeit with clearly diminishing gains between 80 mM and 160 mM (well below the linker solubility limit).These results offer a plausible mechanistic rationale for the empirical preference for excess metal during MOF-5 synthesis and suggest that the benefits of higher precursor concentration diminish well before the linker solubility limit is reached.

ChemRxiv
Colorado School of Mines (US)
National Science Foundation, Office of Advanced Cyberinfrastructure
Metal-Organic Frameworks: Synthesis and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon
How Metal-to-Linker Ratio and Concentration Govern the Nucleation Mechanism of MOF-5-inspired Crystals: Insights from Multiscale Modeling — Katherine Ardila, Diego A. Gómez‐Gualdrón, et al. · ChemRxiv (2026) | TGRS Research Map | TGRS