A SERS-active plasmonic nanosensor-chemometrics platform reveals a biphasic zinc switch that controls breast-cancer metastasis

Labile Zn<sup>2+</sup> is emerging as a quantitative driver, not just a biomarker, of metastasis, yet rapid, second-resolved intracellular measurement remains elusive. Here we engineer terpyridine-functionalised, hollow Au@SiO<sub>2</sub> nanocapsules (NCs@TPY) and couple their SERS signal to cell-specific partial-least-squares (PLS) chemometrics, yielding an 8-log dynamic range (10<sup>-12</sup> - 10<sup>-4</sup> M), a low-nanomolar detection limit and ≤4.5 % cross-validated error while rejecting Ca<sup>2+</sup>/Mg<sup>2+</sup> interference. Applying this platform to four breast-cancer lines reveals that basal cytosolic Zn<sup>2+</sup> forms a "ladder" paralleling metastatic aggressiveness (MCF-7 25 pM < MDA 430 pM < LM2 4.7 nM < BrM2 51 nM). Manipulating extracellular zinc uncovers a biphasic switch: migration, invasion and proliferation all peak when intracellular Zn<sup>2+</sup> rises into the nanomolar band (∼10-560 nM) and collapse once it exceeds ∼5-70 μM (line-specific). Primary-tumour-derived MDA cells are hypersensitive, reaching maximal metastatic traits at ∼0.6 μM Zn<sup>2+</sup>, whereas lung- and brain-tropic variants show partial resistance, indicating micro-environmental adaptation. The NCs@TPY-PLS assay thus provides the first tool to track intracellular zinc across eight orders of magnitude in situ and demonstrates that tightly regulated Zn<sup>2+</sup> dyshomeostasis controls metastatic behaviour. Because the Raman ligand is exchangeable, the capsule architecture is readily extendable to multiplex ion or redox sensing, and the identified "functional window" positions zinc transporters as actionable targets for anti-metastatic therapy.

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Journal
Biosensors and Bioelectronics
Published
2025-08-22
DOI
https://doi.org/10.1016/j.bios.2025.117897
Primary Topic
Gold and Silver Nanoparticles Synthesis and Applications
Type
article
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article

A SERS-active plasmonic nanosensor-chemometrics platform reveals a biphasic zinc switch that controls breast-cancer metastasis

Pilar Rivera Gil, Itziar Ruisánchez, Ting Zhou, Suliany Rodríguez-Barrios
Biosensors and Bioelectronics
Gold and Silver Nanoparticles Synthesis and Applications
article

A SERS-active plasmonic nanosensor-chemometrics platform reveals a biphasic zinc switch that controls breast-cancer metastasis

Pilar Rivera Gil, Itziar Ruisánchez, Ting Zhou, Suliany Rodríguez-Barrios
article en

Abstract

Labile Zn<sup>2+</sup> is emerging as a quantitative driver, not just a biomarker, of metastasis, yet rapid, second-resolved intracellular measurement remains elusive. Here we engineer terpyridine-functionalised, hollow Au@SiO<sub>2</sub> nanocapsules (NCs@TPY) and couple their SERS signal to cell-specific partial-least-squares (PLS) chemometrics, yielding an 8-log dynamic range (10<sup>-12</sup> - 10<sup>-4</sup> M), a low-nanomolar detection limit and ≤4.5 % cross-validated error while rejecting Ca<sup>2+</sup>/Mg<sup>2+</sup> interference. Applying this platform to four breast-cancer lines reveals that basal cytosolic Zn<sup>2+</sup> forms a "ladder" paralleling metastatic aggressiveness (MCF-7 25 pM < MDA 430 pM < LM2 4.7 nM < BrM2 51 nM). Manipulating extracellular zinc uncovers a biphasic switch: migration, invasion and proliferation all peak when intracellular Zn<sup>2+</sup> rises into the nanomolar band (∼10-560 nM) and collapse once it exceeds ∼5-70 μM (line-specific). Primary-tumour-derived MDA cells are hypersensitive, reaching maximal metastatic traits at ∼0.6 μM Zn<sup>2+</sup>, whereas lung- and brain-tropic variants show partial resistance, indicating micro-environmental adaptation. The NCs@TPY-PLS assay thus provides the first tool to track intracellular zinc across eight orders of magnitude in situ and demonstrates that tightly regulated Zn<sup>2+</sup> dyshomeostasis controls metastatic behaviour. Because the Raman ligand is exchangeable, the capsule architecture is readily extendable to multiplex ion or redox sensing, and the identified "functional window" positions zinc transporters as actionable targets for anti-metastatic therapy.

Biosensors and BioelectronicsVol. 289
Universitat Pompeu Fabra (ES), Universitat Rovira i Virgili (ES)
Good health and well-being
Openalex Percentile: Top 86%
Gold and Silver Nanoparticles Synthesis and Applications
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