Direct Visualization and Quantitative Modeling of Mass Transport Limitation in Biomolecular Kinetics via Imaging-Based Meta-SPR
Directly observing how mass transport limitation (MTL) distorts biomolecular kinetics has long remained out of reach. Here, we harness an imaging-based metasurface plasmon resonance (Meta-SPR) platform to both visualize and chemically quantify MTL effects in real time, revealing a pronounced flow-path signal decay beyond bulk depletion. This spatially resolved capability uniquely links optical contrast to the local analyte concentration, enabling quantitative mapping of MTL severity. Inspired by neural network loss-landscape theory, we show that the traditional mass transport coefficient (<i>k</i><sub>m</sub>) is fundamentally unidentifiable, exhibiting flat loss valleys that prevent robust fitting. To address this, we introduce two practical alternatives: a pseudoactivity model replacing <i>k</i><sub>m</sub> with a single factor (α<sub>p</sub>) for intuitive MTL quantification and a free-<i>R</i><sub>max</sub> model that extracts robust kinetic parameters without known ligand density. Both strategies are compatible with standard fitting software and validated across Meta-SPR, SPR, and BLI platforms, offering broadly applicable tools for accurate affinity and kinetics determination.
Authors
- Mao Chen (ORCID: https://orcid.org/0000-0002-5504-3775)
- Wei Hu (ORCID: https://orcid.org/0000-0001-9332-9670)
- Youqian Chen
- Yong Li (ORCID: https://orcid.org/0000-0003-4038-0493)
- Gang Logan Liu
- Jiacong Li (ORCID: https://orcid.org/0009-0002-3926-521X)
- Yihui Yang
- Liangjun Yang
- Chuncan Zhou
- Wen Li
Institutions
- Artificial Intelligence in Medicine (Canada) (CA)
- Huazhong University of Science and Technology (CN)
Publication Details
- Journal
- Analytical Chemistry
- Published
- 2026-03-12
- DOI
- https://doi.org/10.1021/acs.analchem.5c07575
- Primary Topic
- Gold and Silver Nanoparticles Synthesis and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00