1. Introduction
1.1. Brief Background on PMNP Properties and Applications
Out of the great diversity of nanomaterials with their unique size-dependent properties, plasmonic metal nanoparticles, PMNPs, stand out due to prominent optical characteristics that enable their impressive range of applications.[
1,
2] Free electrons of good metals, such as silver and gold, render these metals reflective in bulk; while upon nanoscale confinement, electron oscillations (localized surface plasmon resonance, LSPR) become size- and shape- dependent.[
3] This nanoscale size dependence of strong light interactions with PMNPs not only can be aesthetically appealing (
Figure 1) but it can also serve as one of the quantum size dependences that is simple and natural to visualize and to intuitively understand. Not surprisingly, considering the use of noble metals starting at the dawn of humanity, PMNPs are one of the earliest nanomaterials documented in creation of a unique piece of art, a Lycurgus cup of the 4-th century (Figure 1A-C),[
4,
5] with LSPR of PMNPs being responsible for distinctive dichroic appearance in reflected and transmitted light.
With respect to the applications of PMNPs, size- and shape- dependence of LSPR enables convenient LSPR tuning and maneuverability during PMNP synthesis and post-synthetic transformations. Comparing LSPR resonances of spherical (isotropic, 3-D) and anisotropic rod-shaped (1-D) and disk-shaped (2-D) PMNPs (
Figure 2), it is straightforward to see that anisotropic shapes are much more effective than spherical ones for tuning LSPR energy/wavelength via size variation in just one of the dimensions, such as the length for 1-D nanorods and the width for 2-D nanoprisms. Consequently, realization of the size and shape control in synthesis and post-synthetic transformations of PMNPs is crucial for efficient practical implementations of PMNPs in sensors. Given that
d-sp transitions of silver and gold are in near UV and visible, respectively, most PMNPs have LSPR in the visible and near IR range, so PMNPs are conveniently suitable for colorimetric sensing. The ability to trace LSPR maxima with the spectral resolution at the level of 0.01-0.02 nm brings powerful capabilities to PMNP-based LSPR sensing[
10] that is appreciably technically simpler compared to conventional SPR instrumentation.[
11] Surface enhanced Raman spectroscopy (SERS) takes an advantage of the strong electromagnetic field enhancement in a vicinity of PMNPs and, especially, their assemblies to enable signal enhancement on the order of 10[
10] and thus single-molecule detection using Raman spectroscopy.[
12]
1.2. Overview of the Recent Progress in the Field and Scope of this Review
Prior to defining the scope of our review, we briefly summarize recent developments and the state of the art in the reviews of this field for the last ca. 3 years. General progress in LSPR developments has been comprehensively summarised by Mcoyi et al.[
13] A very good background review on LSPR sensing with emphasis on soft matter has been presented by Zhdanov.[
14] Plasmonic sensing with silver NPs has been thoroughly discussed by Li et al.[
15] In their recent work, Lin et al. presented a comprehensive overview of recent advances in LSPR sensor technologies.[
16] Another detailed review on plasmonic biosensors by Hamza et al. had been published in 2022.[
17] Comparison of SPR and LSPR sensing and advances in real time detection there are reviewed by Cho et al.[
11] Sensing based on morphological changes of metal is comprehensively overviewed by Zhang et al.[
18] Opportunities and challenges of plasmonic sensors have been thoroughly discussed by Das et al.[
19] OpenSPR sensing based on PNMPs have been published by Hanson et al.[
10] Plasmonic sensing with the emphasis on pharmaceutical and biomedical applications was recently overviewed by Akgonüllü and Denizli.[
20] An excellent review on applications of plasmonic metal nanoparticles in point-of-care diagnostics has been made by Geng et al.[
21] For reviews in related and overlapping fields with PMNP-based sensing, Wu et al.[
22] discussed colorimetric sensing, where plasmonic nanostructures are an important part. Hydrogel sensing, with an extended part on PMNPs has been reviewed by Song et al.[
23] The interplay of PMNPs and fluidics was comprehensively discussed by Bhalla et al.[
24] Dark field sensing with plasmonic nanomaterials has been nicely covered by Zhang et al.[
25] Finally, a broader perspective on plasmonic nanostructures that include not only PMNPs but other nanomaterials, such as graphene, has been presented by Wu et al.[
26]
In this review, with the goal to complement current reviews summarized above and to expand upon them in several areas, we focus on pathways from PMNP preparation to sensor fabrication and then to colorimetric and LSPR sensing based on PMNPs. One of the points emphasized in this review is PMNP implementation in sensing technologies. In this context, in addition to LSPR sensing, some SERS examples are discussed when relevant in the context. For complementary reviews, an excellent recent in-depth perspective on SERS sensing[
9] and recent reviews on fabricated metal nanostructures for LSPR sensing,[
26] PMNPs in fiber optic sensors geometries,[
11] and LSPR applications of PMNPs in chemical and biological sensing using fiber optics[
27] can be recommended.
2. PMNP Synthesis and Post-Synthetic Transformations Relevant to Sensing
Since the early 2000s, the field of PMNP synthesis has progressed significantly, with major advances in mechanistic understanding and control of nanoparticle size and morphology. Fundamental reviews by Rycenga et al.[
28] and Regura et al.[
29] provide a comprehensive reference of silver nanoparticle syntheses, systematizing the broad range of attainable morphologies of silver PMNPs. In comparison, gold NPs have been investigated extensively for biological and biomedical applications, but their accessible shape diversity is comparatively limited, as well as the ease of synthesis, as reflected in reviews, e.g. by Dykman and Khlebtsov.[
30] Diverse applications of gold NPs have been discussed in the recent review by Karnwal et al.[
31]
2.1. Anisotropic PMNP Shapes
For the present progress in PMNP synthesis,
Figure 3 showcases several seed-mediated strategies for producing advanced PMNPs with tunable optical properties advantageous for LSPR sensing. LSPR tunability is more easily accessible for anisotropic PMNPs with a shape- and size selection. High-purity gold nanotriangles[
32] (AuNTs) (
Figure 3A) serve as a good example of such 2-D anisotropic PMNPs. Key features of AuNT synthesis are that by controlling reaction kinetics through high concentration of absorbing species: cetyltrimethylammonium chloride (CTAC) and KI, tunable sizes and uniformity can be attained. Similarly, Carone et al.[
33] used cetyltrimethylammonium bromide (CTAB) to direct growth of AuNPs into several different shapes, including quasi-spherical, rod-like, and pentagonal bipyramids. Another notable feature of this work is AuNT purification through self-assembled microfibers that separates impurity shapes in an entropically-driven process thus improving resulting shape- and size- uniformity.[
32] Similarly, Podlesnaia et al.[
34] reported microfluidics-based synthesis of AuNTs that delivers precise seed control, efficient two-step growth, and scalable production with improved uniformity. In another example that combines 1-D structures and shell formation, hollow AuAg nanorods were fabricated by galvanic exchange using silver nanorods as a template
(Figure 3B).[
35] The prepared PMNPs demonstrated high chemical stability due to gold-rich outer regions and silver near internal cavities, resulting in enhanced SERS activity. In a third example of more complex anisotropic morphologies, AuAg nanorattles (Figure 3C) were synthesized to deliver LSPR spanning from 1000 to 3000 nm, thus fully covering the near IR region.[
36] Electron microscopy, spectroscopy, and modelling of these PMNPs revealed strong IR signal enhancement, showcasing their potential for LSPR sensing, as well as optical communication.[
36] As a more intricate example of shape selection, gold nanorods with five-fold rotational symmetry were prepared (Figure 3D,E), where end-to-end dimers retained strong chiro-optical signals advantageous for chiral LSPR sensing
.[
37] Last but not least example of a scalable synthesis of chiral PMNPs with an excellent size- and shape-selection employed chiral amino acids and peptides to yield 432-symmetric helicoid PMNPs
(Figure 3F) with a high g-factor of 0.2, suitable for polarization control, chiral sensing, and thus a broad range of biomedical applications.[
38] Zhao et al. developed Au nanoheptamers composed of six Au nanospheres interconnected by thin metal bridges around a central core, forming strong electromagnetic hot spots for enhanced near-field effects.[
39]
2.2. Shells and Hollow PMNP Morphologies
In addition to anisotropic structures, shells and related hollow nanostructures offer additional dimension in LSPR engineering and resulting sensing capabilities, e.g. as it has been already shown in discussion of Figure 3B. Recent progress in plasmonic nanostructure engineering highlights how careful control over shell composition, thickness, and interfacial chemistry can generate multifunctional sensing platforms with finely tunable LSPR. Light-assisted colloidal growth using silica-encapsulated gold bipyramids as localized photothermal sources has enabled the low-temperature synthesis of anisotropic iron oxide, silver, and palladium NPs, illustrating the versatility of plasmonic heating for solution-phase growth of complex nanostructures.[
40] Core–shell PMNPs that incorporate Raman reporters – such as silver core–silica shell NPs with 4-mercaptobenzonitrile in the interfacial layer – enable interference-free SERS detection of membrane type-1 matrix metalloproteinase (MT1-MMP) in breast cancer cells, overcoming spectral overlap and enhancing specificity for clinical diagnostics.[
41] Similarly, AgNPs with ultrathin gold shells embedded with 4-mercaptobenzoic acid (AgMBA@Au) have been integrated into lateral-flow immunoassays for colorimetric and SERS dual-mode detection of SARS-CoV-2 IgG, achieving picogram-per-millilitre sensitivity and outperforming traditional ELISA and colloidal-gold strips in clinical samples.[
42] Beyond linear optical responses, chiral gold nanorods and their silver or titania shell derivatives exhibit tunable plasmonic circular dichroism bands spanning the UV–NIR region.[
43] These studies elucidate chirality transfer mechanisms and enable the rational design of chiral-optically active plasmonic nanomaterials for circularly polarized light applications.[
43] Bioinspired, peptide-mediated one-pot syntheses offer another route to multifunctionality: a single short peptide can reduce and stabilize gold, silver, and Au@Ag NPs under ambient conditions to yield shell morphologies while also conferring selective, pH-dependent responses to Hg²⁺, Fe²⁺, and Mn²⁺ ions.[
44] At the assay level, etchable silver shells on gold nanobipyramids support a plasmonic ELISA with multi-colorimetric readout for C-reactive protein (CRP), where the silver shell thickness directly controls the sensitivity of LSPR peak shifts and enables sub-nanogram detection both spectroscopically and by eye.[
45] Extending these principles to larger architectures, hydrophobic microcapsules consisting of a liquid core surrounded by an inert nanometre-thin silica shell embedding mixtures of Ag and Au NPs exhibit mechanically robust, optically tunable systems suitable for SERS studies, photothermal therapy, interfacial electrocatalysis, antimicrobial coatings, and drug delivery since their optical response can be precisely tuned by the Ag/Au ratio and shell thickness.[
46]
2.3. PMNPs with Magnetic Capabilities
Magnetic functionality integrated with PMNPs offers a powerful feature of moving and separating resulting nanocomposites by an external magnetic field that is highly advantageous for multiple sensing assays. To avoid LSPR quenching with strongly light-absorbing magnetic materials, plasmonic-magnetic nanocomposites need to be carefully designed. Of the recent work, star-like Au@Fe₃O₄ core–shell nanostructures provide a highly uniform magnetite shell with superior saturation magnetization, a large red shift of the LSPR into the first biological window, and demonstrable magneto-mechanical and photothermal effects in cell cultures.[
47] Theoretical work further suggests that Fe₃O₄@M (M = Ag or Au) core–shell NPs coupled to metal films could serve as tunable plasmonic nanolasers, with their emission wavelength controllable by NP size, gap distance, and an external magnetic field.[
48] Michalowska and Kudelski[
49] recently deposited a thin layer of silica (3 nm) to the surface of plasmonic-magnetic nanostructures (Fe
3O
4@Ag)@SiO
2) that exhibited lower deviation of the mean values when applied to SHINERS (shell-isolated nanoparticle-enhanced Raman spectroscopy). Together, these studies highlight the versatility of magnetic–plasmonic nanomaterials as multifunctional platforms for sensing, imaging, therapy, and tunable photonic devices.
3. Fabrication of Sensing Substrates and Sensors Using PMNPs
Of the many ways to prepare LSPR sensors, Sun et al.[
50] described an effective approach for fabricating sensing substrates less affected by interparticle separation by using hollow gold nanoshells. To fabricate the sensor (Figure 4A), a cleaned glass slide was soaked in APTES (3-aminopropyltriethoxysilane), and hollow AuNPs were deposited to bind to a thiolated surface.[
50] The sensitivity of resulting substrates has been reported to be 360 nm/RIU, which is appreciably higher compared to solid AuNP sensors prepared by the same method.[
50] Thus, it has been shown that hollow shells are much less sensitive to interparticle separation and can serve as promising morphologies for LSPR sensing, with benefits of preventing agglomeration, ease of functionalization, sensor regeneration, and possibilities for integration with various systems including microfluidics.[
50] Ma et al. [
51] reported on an integrated microfluidic LSPR chip, with a schematic of the fabrication process highlighting the sequential steps from nanomaterial preparation to device assembly shown in
Figure 4B. First, a thin gold layer (8 nm) is deposited onto a cleaned quartz substrate via thermal evaporation, followed by thermal annealing at 560 °C for 6 hours to induce dewetting and form AuNPs with uniform morphology.[
51] Concurrently, polydimethylsiloxane (PDMS) is cast into a mold, cured, and demolded to produce microfluidic channel structures.[
51] These PDMS microchannels are then bonded to the nanoparticle-patterned quartz substrate, forming sealed microcavities above the AuNP arrays that serve as localized plasmonic sensing regions.[
51] Process pipes are incorporated into the PDMS to allow controlled liquid delivery through the sensing chambers, enabling high throughput biosensing.[
51] The integration of microfluidics with LSPR-active NP arrays enables precise control of sample flow, reduced reagent consumption, and multiplexed detection within a compact chip.[
51] This fabrication approach delivers a robust platform for label-free, sensitive biosensing by coupling nanoplasmonic properties of AuNPs with the practical functionality of microfluidic systems.[
51] Another recent work describing fabrication of sensing substrates and sensors using PMNPs is by Jeong et al.[
52] who prepared electrodes combining AgNPs with laser induced graphene (AgNP/LIG) for multi-detection of select heavy metal ions.
4. Colorimetric Sensing with PMNPs
Colorimetric sensing methods are now well established in point of care detection, environmental monitoring, and disease control.[
53,
54,
55] This sensing platform provides advantages of fast response, ease of use, detection by naked eye, and low cost.[
53,
54,
56] Colorimetric sensing with PMNPs offer advantages of well-defined colours and strong colour changes by virtue of the LSPR. Colorimetric sensing with integrated PMNPs relies upon interactions with target analytes or changes in external environment leading to aggregation or de-aggregation in dispersions, alterations of morphology, and surface composition of PMNPs, leading to shifts of LSPR peaks that manifest in intense visible colour changes.[
53,
57] AuNPs are often used for colorimetric sensing due to ease of surface functionalization and chemical stability.[
58,
59] There are several subcategories of PMNP-based colorimetric sensing mechanisms including PMNP growth,[
60] aggregation,[
53] surface modification/functionalization,[
59] and based on metal nanozymes.[
55] For a review of colorimetric sensing methods not discussed here, see the review by Aldewachi et al.[
61]
4.1. Colorimetric Sensing Based on PMNP Formation and Growth
Synthesis of silver and gold PMNPs commonly involves the reduction of metal salts, e.g. Ag+ and [AuCl
4]
–, to form PMNPs.[
60,
62] Many sensing methods based on formation and/or growth of PMNPs take advantage of
in situ formation of PMNPs causing significant visible colour changes, when a target analyte is present.[
63] In some cases, the target analyte serves as a direct reducing agent, e.g. for the colorimetric hydrazine sensor reported by Khan et al,[
64] where upon interaction of the dispersion with hydrazine, Ag
+ ions are reduced forming AgNPs and producing a distinct colour change. In other cases, the target analyte acts to initiate the reduction of silver or gold by a reagent contained in the assay. This method can be seen in the work by Sivakumar, Park, and Lee,[
60] where the process of colorimetric detection of pathogens by formation of AgNPs can be seen in
Figure 5. This formation-based colorimetric detection functions by using the reducing agent quercetin added to the assay. In the presence of pathogen DNA, it forms complexes with Ag
+ ions present in the assay.[
60] Quercetin then acts to reduce the Ag
+ ions to form AgNPs. The formation of AgNPs provides a notable change from colourless to red/brown in the presence of pathogens, where intensity of the colour is directly proportional to the concentration of pathogen DNA.[
60] This mechanism allows for a reasonably sensitive, easy to use, naked eye detection using PMNPs. Although many colorimetric sensing methods based on PMNP formation and growth rely on detection by presence of formation, some others rely on the lack thereof, for example Su et al.[
65] recently prepared a novel colorimetric sensor based on the inhibition of photoinduced AuNP formation for the detection of 2-mercaptobenzothiazole (MBT).
4.2. Colorimetric Sensing Based on PMNP Aggregation
Aggregation of PMNPs feature several characteristics that can be utilized by colorimetric detection methods. Upon PMNP aggregation, a significant shift in the LSPR peak occurs due to LSPR interactions and overlaps that manifest in visible colour changes.[
66,
67] Aggregation of AuNPs and AgNPs can be generally induced by a change in salt concentration, pH, or temperature.[
58,
66,
68] Silver and gold nanoparticle aggregation can also be caused by specific molecules such as charged species, proteins, etc.[
53] Given this, it is difficult to apply aggregation-based colorimetric sensing techniques to diverse real world samples due to unspecific aggregation, limiting sensitivity and selectivity.[
53] However, Song et al.[
53] prepared a 3-D colorimetric sensor platform, in order to overcome these challenges, called a bead-based system (BBS). AuNPs suspended in a BBS enable improvements in sensitivity and selectivity in complex matrices by maintaining NP mobility and stability. Song et al.[
53] tested the reactivity of BBS as colorimetric sensor by adding 1,4-dithioreitol (DTT) to induce aggregation in samples of AuNPs in BBS prepared under varying voltages (0-5.0 kV). The authors found that the samples containing smaller BBS, which were prepared at higher voltage, reacted faster than those prepared at lower voltage (larger size).[
53] The colour shift taking place during reaction of the BBS is caused by the target molecule, DTT, diffusing into the BBS and reacting with AuNPs, leading to aggregation and consequently visible colour changes.[
53] The stability of the BBS was also tested in buffer and various complex human and environmental samples and compared to a typical solution-based system (SBS).[
53] The BBS outperformed the SBS, where it showed original properties of the AuNPs after 50 days in solution.[
53] Zhang et al.[
69] recently prepared a colorimetric sensing platform for detection of hydrochloric acid by redispersion of AuNP aggregates. The authors utilized glutathione-modified AuNPs that could be induced to aggregate by the amino/carboxyl-binding effect, electrostatic effect, and the centrifugal effect, before interaction with HCl.[
69] When introduced to HCl, the rapid redispersion of aggregated particles occurred due to protonation of the amino and carboxyl groups of glutathione in acidic environment and re-stabilization of electrostatic repulsions between NPs.[
69] Therefore, presence of HCl in this sensing platform could be detected visually by fading of colour or by spectroscopic methods with the dampening of the LSPR peak of AuNPs.[
69]
4.3. Colorimetric Sensing with PMNP-Based Nanozymes
PMNP nanozymes have been of recent interest in biosensing applications due to their enzyme-like characteristics coupled their intrinsic plasmonic behaviour.[
55] Nanozymes can often exhibit superior properties compared to natural enzymes due to tunable catalytic activity, simple synthesis, and ease of storage. As well, natural enzymes are more expensive, less stable and cannot be catalytically tuned or recycled.[
55] Kumar et al.[
55] prepared an array based colorimetric sensor using copper, nickel and cobalt NPs to decorate carbon nanotubes in the presence of a cationic receptor to identify eight different pesticides. This nanozyme sensor array shows positive detection of various pesticides in a colour patterns of
Figure 6.[
55] Authors reported that their nanozyme-based sensor array can distinguish pesticides at concentrations as low as 10 μM and detect pesticides in a range as low as 1 to 8 μM.[
55] Fu et al.[
70] also recently utilized gold nanozymes to perform a colorimetric detection of iodide and indirectly mercuric ions (Hg
2+) in the presence of 3,3′,5,5′-tetramethylbenzidine (TMB). Taking advantage of histidine-stabilized gold nanoclusters (His-AuNCs) with peroxidase-like activity, interactions with iodide led to colorimetric signalling by altering catalytic properties of gold nanoclusters and inducing aggregation.[
70] This sensing method provides a simple and convenient means of detecting I
– and Hg
2+ down to nanomolar concentrations by visual or UV-Vis detection.[
70] Other works pertaining to colorimetric sensing with PMNP-based nanozymes include those by Duan et al.[
71] who prepared a trimetallic AgPt-Fe
3O
4 nanozyme sensing method for CO (carbon monoxide) detection and Sang et al.[
72] who utilized bimetallic CuAg nanoflowers with nanozyme properties for the colorimetric detection of acid phosphatase.
4.4. Colorimetric Sensing with Functionalized PMNPs
Gold and silver NPs allow for ease of surface functionalization, leading to increased selectivity, specificity, and molecular tunability for sensing of a diverse array of targets, not only applicable in biosensing, but also drug-delivery, photoelectrical systems and response-triggered nanomaterials.[
73] Behera et al.[
59] took advantage of these properties to prepare a lateral flow biosensor to detect polyethylene terephthalate (PET), to overcome previous challenges of microplastic detection including extensive preprocessing and complex instrumentation.[
59] The authors functionalized the surface of AuNPs with a synthetic peptide (SP1), which can bind PET.[
59] AuNP-linked SP1 peptides are located in the sample pad (left side of device) before use; and when sample is added, it flows towards the absorption pad (right side of device), where a simple schematic of a lateral flow biosensor can be seen in
Figure 6B.[
59] As the sample flows from the sample pad to the absorption pad (left to right), it passes both the test line and control line.[
59] The test line only binds AuNP linked SP1 peptides which have bound PET microplastic, and the control line binds SP1 peptide.[
59] When the functionalized AuNPs are stopped at either of these points, aggregation occurs giving rise to a red colour allowing for visible colorimetric detection of positive or negative tests.[
59] Similar to applications of AuNPs in lateral flow sensing has been demonstrated by Behera et al.[
59] and Liu et al.[
74] reported detection of flutriafol in food products.
5. LSPR-Based Sensing with PMNPs
This section overviews methods that monitor/trace LSPR peaks of PNMPs including PMNP-relevant SPR, SLR (surface lattice resonance sensing) and circular dichroism sensing.
Kim et al.[
75] reported an approach to overcome the false negatives common for lateral flow assays and complex DNA extraction step of PCR tests by preparing an assay which utilizes LSPR for detection of COVID-19. Authors integrated recombinant angiotensin-converting enzyme-2 (ACE2), acting as the receptor for SARS-CoV and SARS-CoV-2, into liposomes that were linked to AuNPs forming sensor arrays on glass.[
75] Schematic of clinical sample acquisition and the mechanism of virus detection is shown in
Figure 7A, respectively. Detection of the SARS-CoV-2 spike proteins have been identified through LSPR shifts between 5 to 25 nm upon binding of the spike protein (Figure 7B).[
75] Overall, this method of detection offers a low detection limit of 10 pg/mL and high ease of use, making it promising for early and simple clinical diagnosis.[
75]
Behrouzi and Lin[
76] recently developed a sensing platform for the detection of SARS-CoV-2 nucleocapsid proteins utilizing PMNPs for LSPR detection. Aggregation of PMNPs occur when in contact with the nucleocapsid proteins due to functionalization with NHS-esters to bind antibodies.[
76] Detection is performed by either the naked eye or monitoring LSPR shifts by UV-Vis spectroscopy.[
76] To prepare samples, droplets of viral solution and antibody coated AuNPs are mixed.[
76] When target nucleocapsid proteins are present, aggregation of AuNPs takes place shifting the LSPR peak.[
76] Aggregation of PMNPs also give rise to visible colour changes, where in this case the control sample is red and the sample positively detecting SARS-CoV2 nucleocapsid proteins is blue.[
76]
Kim et al.[
77] has taken advantage of advanced PMNP morphologies to create a grating coupled SPR-CD (surface plasmon resonance-circular dichroism) sensor. Kim et al.[
77] fabricated these sensors by transferring helicoid AuNPs onto a gold film using an elastic PDMS mold (
Figure 8A) and confirmed sample transfer success by scanning electron microscopy (
Figure 8B).[
77] Circular dichroism as a novel sensing modality provides an advantage of reducing signal fluctuations and thus lowering the limit of detection of the sensor system by a factor of 50 compared to typical SPR testing[
77] This sensor achieved a sensitivity of 379.2 nm/RIU and a detection limit in the low mM range for D-glucose, paving the way for new sensitive and reliable methods of CD-SPR detection.
Li et al.[
78] recently developed a novel nanozyme-linked immunosorbent SPR biosensor for detection of cancer biomarkers. Integrating SPR into ELISA enabled more sensitive detection of biomarkers compared to visual observation of colour changes or UV-Vis detection (
Figure 9). Authors utilized Au@Pt nanozymes that mimic catalytic activity of natural enzymes, overcoming inherent instability of natural enzymes and having an advantage of ease of surface modification and lower production costs.[
78] This highly sensitive detection method enabled a rapid and easy to use platform for biosensing in cancer screening and early diagnostics.[
78]
Sensing platform based on non-closely packed (ncp) AuNP arrays fabricated through a self-confined solid-state dewetting mechanism has been reported by Chen et al (
Figure 9 C,D).[
79] In this process, thin gold film is deposited onto a substrate, such as quartz, and thermally dewetted to form ordered arrays of NPs without relying on costly nanofabrication.[
79] The resulting ncp AuNP arrays exhibit strong surface lattice resonance (SLR) effects when excited with normal white-light incidence, which significantly enhances their optical response compared to traditional LSPR.[
79] For sensing applications, the nanoparticle surfaces are functionalized using EDC/NHS chemistry to immobilize biomolecules such as protein A, enabling selective binding of IgG antibodies.[
79] As molecules bind to the nanoparticle surfaces, they cause measurable shifts in the SLR peak position, which can be monitored in real time using a simple transmission setup: white light passes perpendicularly through the chip integrated in a PDMS microfluidic channel, and the transmitted light is collected by a spectrometer.[
79] This method enables sensitive, reproducible, and portable plasmonic biosensing without the need for bulky Kretschmann-based configurations.
Lin et al.[
80] designed a SPR biosensing platform designed for multiplex detection of bladder cancer-associated miRNAs. Panel I of
Figure 10 shows the recognition step, where two engineered TDNs—TDNsA and TDNsB—are programmed to selectively hybridize with miR-183 and miR-155, respectively.[
80] These nanoswitches incorporate biotinylated reporter units (RA and RB) that are tethered to triplex DNA structures, allowing pH-controlled conformational switching and release.[
80]
Figure 10 illustrates the working principle of the triplex DNA nanoswitch (TDNs) with Panel II of
Figure 10 depicting the sensing workflow on an SPR chip functionalized with S9.6 antibodies that bind DNA/RNA duplexes. Following the binding of TDNs/miRNA complexes to the surface, streptavidin-coated AuNPs (Strep-AuNPs) are introduced, which couple to the biotin-labeled reporter units, thereby amplifying the plasmonic response.[
80] The multiplexing capability is achieved by sequential pH modulation: at pH 5.0, the C-G·C+ triplex structure of SA reconfigures, releasing AuNP-labeled RA and producing a decrease in the SPR signal, proportional to the amount of miR-183 captured. [
80] At pH 8.3, the T-A·T triplex of SB dissociates, releasing AuNP-labeled RB and causing a further signal decrease corresponding to miR-155 levels.[
80] Panel III of
Figure 10 shows the resulting real-time SPR sensorgram, where discrete shifts in reflectivity (ΔRU) correlate with the sequential release of AuNP reporters at defined pH values, enabling quantitative and selective detection of multiple miRNAs in a single sensing channel.[
80] This strategy successfully integrates the programmability of pH-responsive DNA triplexes with nanoparticle-amplified SPR, enabling label-free, amplification-free, and multiplex biosensing.[
80]
6. Directions of Future Developments and Advances in Sensing with PMNPs
The field of sensing with PMNPs has advanced significantly over the last 3-4 years with new highly evolved PMNP morphologies, advances in sensor fabrication, and notable progress in both colorimetric and LSPR-based sensing that is translating into more advanced point-of-care sensing prototypes. PMNPs have found important applications in medical diagnostics and biochemical detection and monitoring. Contributing to the future of medical diagnostics, PMNPs have been implemented into sensing of prevalent viruses and diseases, such as Covid-19 and cancer, providing ease of use and early detection capabilities. In biochemical measurements and monitoring, PMNPs have provided simplified detection methods for toxins, metals, plastics, and more, applicable to real world samples. The inherent sensitivity of PMNPs due to their plasmonic properties has enabled very sensitive detection, while the modularity of PMNP properties (i.e. size, shape, and surface functionalization) has allowed for selectivity to be customized to suit specific requirements. This review has shown the high value of PMNPs and their LSPR properties for their use in colorimetric and plasmonic-based sensing.
Along the lines of the recent progress summarized in this review, we reflect on of potential directions of future perspective advances in the field in this concluding part:
1) With significant progress made in understanding of size and shape selection of PMNPs, development of scalable and reproducible synthetic procedures for industrial applications can still benefit from more work on scalability and reproducibility. This is especially true for anisotropic PMNPs that offer both better LSPR tunability and higher sensing sensitivity.
2) Transition from PMNP dispersions to sensing substrates can take advantage from more standardization in order to universally utilize PMNPs made through different synthetic procedures, e.g. with different ligands and varying surface chemistry. That is one of the most important steps in fully translating PMNP properties into sensing designs.
3) Formation of the ordered PMNP arrays to control interparticle distance is another important direction that is closely related to 2). The ordered PMNP arrays can offer both higher sensitivity and better reproducibility of sensing. One approach to achieve the interparticle distance control is through the encapsulation in a dielectric shell that can be subsequently removed. Another approach is to use patterned surfaces for either directed self-assembly or integrating PMNPs with nanopatterned metal gratings.
4) Integrating multiplexing into existing plasmonic sensor designs through utilization of several types of anisotropic PMNPs with readily tunable and appropriately spaced out LSPR peaks is a promising new dimension that can enable simultaneous detection of multiple analytes to greatly expand current sensing capabilities.
All these future directions summarized above, especially when combined, are envisioned to empower the development of a universal sensing platform that can be readily adapted to detect a broad variety of analytes, especially in the point-of-care diagnostics. Sustainability and scalability will also shape the next generation of PMNP technologies. Developing greener synthetic routes, employing recyclable materials, and ensuring biocompatibility will be essential for responsible commercialization and clinical translation. Ultimately, the evolution of PMNP-based sensing toward integrated, intelligent, and environmentally conscious systems will redefine the accessibility and impact of chemical and biological detection technologies across healthcare, environmental monitoring, and industrial analytics.
Author Contributions
All authors contributed equally to this work. All authors have read and agreed to the published version of the manuscript.
Funding
Authors acknowledge support of NSERC Discovery and Imperial Oil Research Grants. G.N., J.S., and S.S. have been supported in part by Mitacs.
Acknowledgments
Suggested: GenAI has been used for proofreading and editing purposes not for creation of any original content and data interpretation. The authors have reviewed and edited the output and take full responsibility for the content of this publication.
Conflicts of Interest
The authors declare no conflicts of interest.
Abbreviations
The following abbreviations are used in this manuscript:
| PMNPs |
Plasmonic metal nanoparticles |
| LSPR |
Localized surface plasmon resonance |
| SPR |
Surface plasmon resonance |
| SERS |
Surface-enhanced Raman spectroscopy |
| SHINER |
Shell-isolated nanoparticle-enhanced Raman spectroscopy |
| ELISA |
Enzyme-linked immunosorbent assay |
| SEM |
Scanning Electron Microscopy |
| TEM |
Transmission Electron Microscopy |
References
- Serna-Gallén, P.; Mužina, K. Metallic Nanoparticles at the Forefront of Research: Novel Trends in Catalysis and Plasmonics. Nano Mater. Sci. In Press. 2024. [Google Scholar] [CrossRef]
- Wang, L.; Hasanzadeh Kafshgari, M.; Meunier, M. Optical Properties and Applications of Plasmonic-Metal Nanoparticles. Adv. Funct. Mater. 2020, 30, 2005400. [Google Scholar] [CrossRef]
- Odom, T. W.; Schatz, G. C. Introduction to Plasmonics. Chem. Rev. 2011, 111, 3667–3668. [Google Scholar] [CrossRef]
- Barber, D. J.; Freestone, I. C. An Investigation of the Origin of the Colour of the Lycurgus Cup by Analytical Transmission Electron Microscopy. Archaeometry 1990, 32, 33–45. [Google Scholar] [CrossRef]
- Freestone, I.; Meeks, N.; Sax, M.; Higgitt, C. The Lycurgus Cup — A Roman Nanotechnology. Gold Bull. 2007, 40, 270–277. [Google Scholar] [CrossRef]
- Pietrobon, B.; Kitaev, V. Photochemical Synthesis of Monodisperse Size-Controlled Silver Decahedral Nanoparticles and Their Remarkable Optical Properties. Chem. Mater. 2008, 20, 5186–5190. [Google Scholar] [CrossRef]
- Murshid, N.; Keogh, D.; Kitaev, V. Optimized Synthetic Protocols for Preparation of Versatile Plasmonic Platform Based on Silver Nanoparticles with Pentagonal Symmetries. Part. Part. Syst. Charact. 2014, 31, 178–189. [Google Scholar] [CrossRef]
- McEachran, M.; Kitaev, V. Direct Structural Transformation of Silver Platelets into Right Bipyramids and Twinned Cube Nanoparticles: Morphology Governed by Defects. Chem. Commun. 2008, No. 44, 5737–5739. [Google Scholar] [CrossRef]
- Pietrobon, B.; McEachran, M.; Kitaev, V. Synthesis of Size-Controlled Faceted Pentagonal Silver Nanorods with Tunable Plasmonic Properties and Self-Assembly of These Nanorods. ACS Nano 2009, 3, 21–26. [Google Scholar] [CrossRef]
- Hanson, E. K.; Whelan, R. J. Application of the Nicoya OpenSPR to Studies of Biomolecular Binding: A Review of the Literature from 2016 to 2022. Sensors 2023, 23, 4831. [Google Scholar] [CrossRef] [PubMed]
- Cho, S. H.; Choi, S.; Suh, J. M.; Jang, H. W. Advancements in Surface Plasmon Resonance Sensors for Real-Time Detection of Chemical Analytes: Sensing Materials and Applications. J. Mater. Chem. C 2025, 13, 6484–6507. [Google Scholar] [CrossRef]
- Yi, J.; You, E.-M.; Hu, R.; Wu, D.-Y.; Liu, G.-K.; Yang, Z.-L.; Zhang, H.; Gu, Y.; Wang, Y.-H.; Wang, X.; et al. Surface-Enhanced Raman Spectroscopy: A Half-Century Historical Perspective. Chem. Soc. Rev. 2025, 54, 1453–1551. [Google Scholar] [CrossRef]
- Mcoyi, M. P.; Mpofu, K. T.; Sekhwama, M.; Mthunzi-Kufa, P. Developments in Localized Surface Plasmon Resonance. Plasmonics 2025, 20, 5481–5520. [Google Scholar] [CrossRef]
- Zhdanov, V. P. Basics of the LSPR Sensors for Soft Matter at Interfaces. Plasmonics 2023, 18, 971–982. [Google Scholar] [CrossRef]
- Li, Y.; Liao, Q.; Hou, W.; Qin, L. Silver-Based Surface Plasmon Sensors: Fabrication and Applications. Int. J. Mol. Sci. 2023, 24, 4142. [Google Scholar] [CrossRef]
- Lin, X.; Luo, Y.; Li, D.; Li, Y.; Gong, T.; Zhao, C.; Wang, C.; Duan, R.; Yue, W. Recent Advances in Localized Surface Plasmon Resonance (LSPR) Sensing Technologies. Nanotechnology 2025, 36, 202001. [Google Scholar] [CrossRef]
- Hamza, M. E.; Othman, M. A.; Swillam, M. A. Plasmonic Biosensors: Review. Biology 2022, 11, 621. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Z.; Wang, H.; Chen, Z.; Wang, X.; Choo, J.; Chen, L. Plasmonic Colorimetric Sensors Based on Etching and Growth of Noble Metal Nanoparticles: Strategies and Applications. Biosens. Bioelectron. 2018, 114, 52–65. [Google Scholar] [CrossRef] [PubMed]
- Das, C. M.; Kong, K. V.; Yong, K.-T. Diagnostic Plasmonic Sensors: Opportunities and Challenges. Chem. Commun. 2022, 58, 9573–9585. [Google Scholar] [CrossRef] [PubMed]
- Akgönüllü, S.; Denizli, A. Plasmonic Nanosensors for Pharmaceutical and Biomedical Analysis. J. Pharm. Biomed. Anal. 2023, 236, 115671. [Google Scholar] [CrossRef]
- Geng, H.; Vilms Pedersen, S.; Ma, Y.; Haghighi, T.; Dai, H.; Howes, P. D.; Stevens, M. M. Noble Metal Nanoparticle Biosensors: From Fundamental Studies toward Point-of-Care Diagnostics. Acc. Chem. Res. 2022, 55, 593–604. [Google Scholar] [CrossRef]
- Wu, Y.; Feng, J.; Hu, G.; Zhang, E.; Yu, H.-H. Colorimetric Sensors for Chemical and Biological Sensing Applications. Sensors 2023, 23, 2749. [Google Scholar] [CrossRef]
- Song, H.; Jung, D. H.; Cho, Y.; Cho, H. H.; Panferov, V. G.; Liu, J.; Heo, J. H.; Lee, J. H. Nanoparticle-Integrated Hydrogels as Versatile Colorimetric Sensors. Coord. Chem. Rev. 2025, 541, 216835. [Google Scholar] [CrossRef]
- Bhalla, N.; Shen, A. Q. Localized Surface Plasmon Resonance Sensing and Its Interplay with Fluidics. Langmuir 2024, 40, 9842–9854. [Google Scholar] [CrossRef]
- Zhang, W.; Zi, X.; Bi, J.; Liu, G.; Cheng, H.; Bao, K.; Qin, L.; Wang, W. Plasmonic Nanomaterials in Dark Field Sensing Systems. Nanomaterials 2023, 13, 2027. [Google Scholar] [CrossRef]
- Wu, J. Z.; Ghopry, S. A.; Liu, B.; Shultz, A. Metallic and Non-Metallic Plasmonic Nanostructures for LSPR Sensors. Micromachines 2023, 14, 1393. [Google Scholar] [CrossRef]
- Zhang, H.; Zhou, X.; Li, X.; Gong, P.; Zhang, Y.; Zhao, Y. Recent Advancements of LSPR Fiber-Optic Biosensing: Combination Methods, Structure, and Prospects. Biosensors 2023, 13, 405. [Google Scholar] [CrossRef]
- Rycenga, M.; Cobley, C. M.; Zeng, J.; Li, W.; Moran, C. H.; Zhang, Q.; Qin, D.; Xia, Y. Controlling the Synthesis and Assembly of Silver Nanostructures for Plasmonic Applications. Chem. Rev. 2011, 111, 3669–3712. [Google Scholar] [CrossRef]
- Reguera, J.; Langer, J.; Aberasturi, D. J. de; Liz-Marzán, L. M. Anisotropic Metal Nanoparticles for Surface Enhanced Raman Scattering. Chem. Soc. Rev. 2017, 46, 3866–3885. [Google Scholar] [CrossRef] [PubMed]
- Dykman, L.; Khlebtsov, N. Gold Nanoparticles in Biomedical Applications: Recent Advances and Perspectives. Chem. Soc. Rev. 2012, 41, 2256–2282. [Google Scholar] [CrossRef] [PubMed]
- Karnwal, A.; Kumar Sachan, R. S.; Devgon, I.; Devgon, J.; Pant, G.; Panchpuri, M.; Ahmad, A.; Alshammari, M. B.; Hossain, K.; Kumar, G. Gold Nanoparticles in Nanobiotechnology: From Synthesis to Biosensing Applications. ACS Omega 2024, 9, 29966–29982. [Google Scholar] [CrossRef]
- Sun, Z.; Umar, A.; Zeng, J.; Luo, X.; Song, L.; Zhang, Z.; Chen, Z.; Li, J.; Su, F.; Huang, Y. Highly Pure Gold Nanotriangles with Almost 100% Yield for Surface-Enhanced Raman Scattering. ACS Appl. Nano Mater. 2022, 5, 1220–1231. [Google Scholar] [CrossRef]
- Carone, A.; Emilsson, S.; Mariani, P.; Désert, A.; Parola, S. Gold Nanoparticle Shape Dependence of Colloidal Stability Domains. Nanoscale Adv. 2023, 5, 2017–2026. [Google Scholar] [CrossRef]
- Podlesnaia, E.; Gerald Inangha, P.; Vesenka, J.; Seyring, M.; Hempel, H.; Rettenmayr, M.; Csáki, A.; Fritzsche, W. Microfluidic-Generated Seeds for Gold Nanotriangle Synthesis in Three or Two Steps. Small 2023, 19, 2204810. [Google Scholar] [CrossRef]
- Michałowska, A.; Kudelski, A. Hollow Gold–Silver Nanorods—A New, Very Efficient Nanomaterial for Surface-Enhanced Raman Scattering (SERS) Measurements. Molecules 2024, 29, 4540. [Google Scholar] [CrossRef]
- García-Lojo, D.; Rodal-Cedeira, S.; Núñez-Sánchez, S.; Arenas-Esteban, D.; Polavarapu, L.; Bals, S.; Pérez-Juste, J.; Pastoriza-Santos, I. Pentatwinned AuAg Nanorattles with Tailored Plasmonic Properties for Near-Infrared Applications. Chem. Mater. 2024, 36, 8763–8772. [Google Scholar] [CrossRef] [PubMed]
- Zhang, L.; Chen, Y.; Zheng, J.; Lewis, G. R.; Xia, X.; Ringe, E.; Zhang, W.; Wang, J. Chiral Gold Nanorods with Five-Fold Rotational Symmetry and Orientation-Dependent Chiroptical Properties of Their Monomers and Dimers. Angew. Chem. Int. Ed. 2023, 62, e202312615. [Google Scholar] [CrossRef]
- Im, S. W.; Kim, R. M.; Han, J. H.; Ha, I. H.; Lee, H.-E.; Ahn, H.-Y.; Jo, E.; Nam, K. T. Synthesis of Chiral Gold Helicoid Nanoparticles Using Glutathione. Nat. Protoc. 2025, 20, 1082–1096. [Google Scholar] [CrossRef] [PubMed]
- Zhao, Q.; Lee, J.; Oh, M. J.; Park, W.; Lee, S.; Jung, I.; Park, S. Three-Dimensional Au Octahedral Nanoheptamers: Single-Particle and Bulk Near-Field Focusing for Surface-Enhanced Raman Scattering. Nano Lett. 2024, 24, 1074–1080. [Google Scholar] [CrossRef] [PubMed]
- Biswas, A.; Lemcoff, N.; Shelonchik, O.; Yesodi, D.; Yehezkel, E.; Finestone, E. Y.; Upcher, A.; Weizmann, Y. Photothermally Heated Colloidal Synthesis of Nanoparticles Driven by Silica-Encapsulated Plasmonic Heat Sources. Nat. Commun. 2023, 14, 6355. [Google Scholar] [CrossRef]
- Zhu, D.; Li, A.; Di, Y.; Wang, Z.; Shi, J.; Ni, X.; Wang, Y. Interference-Free SERS Nanoprobes for Labeling and Imaging of MT1-MMP in Breast Cancer Cells. Nanotechnology 2022, 33, 115702. [Google Scholar] [CrossRef]
- Liang, P.; Guo, Q.; Zhao, T.; Wen, C.-Y.; Tian, Z.; Shang, Y.; Xing, J.; Jiang, Y.; Zeng, J. Ag Nanoparticles with Ultrathin Au Shell-Based Lateral Flow Immunoassay for Colorimetric and SERS Dual-Mode Detection of SARS-CoV-2 IgG. Anal. Chem. 2022, 94, 8466–8473. [Google Scholar] [CrossRef]
- Zheng, G.; Jiao, S.; Zhang, W.; Wang, S.; Zhang, Q.; Gu, L.; Ye, W.; Li, J.; Ren, X.; Zhang, Z.; Wong, K. Fine-Tune Chiroptical Activity in Discrete Chiral Au Nanorods. Nano Res. 2022, 15, 6574–6581. [Google Scholar] [CrossRef]
- Boas, D.; Remennik, S.; Reches, M. Peptide-Capped Au and Ag Nanoparticles: Detection of Heavy Metals and Photochemical Core/Shell Formation. J. Colloid Interface Sci. 2023, 631, 66–76. [Google Scholar] [CrossRef]
- Weng, G.; Shen, X.; Li, J.; Wang, J.; Zhu, J.; Zhao, J. A Plasmonic ELISA for Multi-Colorimetric Sensing of C-Reactive Protein by Using Shell Dependent Etching of Ag Coated Au Nanobipyramids. Anal. Chim. Acta 2022, 1221, 340129. [Google Scholar] [CrossRef]
- Burel, C.; Ibrahim, O.; Marino, E.; Bharti, H.; Murray, C. B.; Donnio, B.; Fakhraai, Z.; Dreyfus, R. Tunable Plasmonic Microcapsules with Embedded Noble Metal Nanoparticles for Optical Microsensing. ACS Appl. Nano Mater. 2022, 5, 2828–2838. [Google Scholar] [CrossRef]
- Muzzi, B.; Albino, M.; Gabbani, A.; Omelyanchik, A.; Kozenkova, E.; Petrecca, M.; Innocenti, C.; Balica, E.; Lavacchi, A.; Scavone, F.; Anceschi, C.; Petrucci, G.; Ibarra, A.; Laurenzana, A.; Pineider, F.; Rodionova, V.; Sangregorio, C. Star-Shaped Magnetic-Plasmonic Au@Fe₃O₄ Nano-Heterostructures for Photothermal Therapy. ACS Appl. Mater. Interfaces 2022, 14, 29087–29098. [Google Scholar] [CrossRef] [PubMed]
- Ning, S.; He, J.; Zhang, N.; Duan, F.; Wang, S.; Liu, Z. Full-Visible Range Wavelength-Tunable SPASER Based on Fe₃O₄@M (M = Ag or Au) Magnetic-Plasmonic Core-Shell Nanoparticle/Metal Film Coupled Nanostructure. J. Lumin. 2023, 257, 119738. [Google Scholar] [CrossRef]
- Michałowska, A.; Kudelski, A. The First Silver-Based Plasmonic Nanomaterial for Shell-Isolated Nanoparticle-Enhanced Raman Spectroscopy with Magnetic Properties. Molecules 2022, 27, 3081. [Google Scholar] [CrossRef]
- Sun, D.; Ben Romdhane, F.; Wilson, A.; Salmain, M.; Boujday, S. Hollow Gold Nanoshells for Sensitive 2D Plasmonic Sensors. ACS Appl. Nano Mater. 2024, 7, 5093–5102. [Google Scholar] [CrossRef]
- Ma, Z.; Lv, X.; Fang, W.; Chen, H.; Pei, W.; Geng, Z. Au Nanoparticle-Based Integrated Microfluidic Plasmonic Chips for the Detection of Carcinoembryonic Antigen in Human Serum. ACS Appl. Nano Mater. 2022, 5, 17281–17292. [Google Scholar] [CrossRef]
- Jeong, S.; Yang, S.; Lee, Y. J.; Lee, S. H. Laser-Induced Graphene Incorporated with Silver Nanoparticles Applied for Heavy Metal Multi-Detection. J. Mater. Chem. A 2023, 11, 13409–13418. [Google Scholar] [CrossRef]
- Song, H.; Jung, D. H.; Jeong, S. Y.; Kim, S. H.; Cho, H. H.; Khadka, R.; Heo, J. H.; Lee, J. H. Dynamically Interactive Nanoparticles in Three-Dimensional Microbeads for Enhanced Sensitivity, Stability, and Filtration in Colorimetric Sensing. Adv. Compos. Hybrid Mater. 2024, 7, 247. [Google Scholar] [CrossRef]
- Jiang, K.; Wu, J.; Kim, J.-E.; An, S.; Nam, J.-M.; Peng, Y.-K.; Lee, J.-H. Plasmonic Cross-Linking Colorimetric PCR for Simple and Sensitive Nucleic Acid Detection. Nano Lett. 2023, 23, 3897–3903. [Google Scholar] [CrossRef] [PubMed]
- Kumar, M.; Kaur, N.; Singh, N. Colorimetric Nanozyme Sensor Array Based on Metal Nanoparticle-Decorated CNTs for Quantification of Pesticides in Real Water and Soil Samples. ACS Sustain. Chem. Eng. 2024, 12, 728–736. [Google Scholar] [CrossRef]
- Lu, X.; Yan, L.; Zhou, X.; Qu, T. Highly Selective Colorimetric Determination of Glutathione Based on Sandwich-Structured Nanoenzymes Composed of Gold Nanoparticle–Coated Molecular Imprinted Metal–Organic Frameworks. Microchim. Acta 2024, 191, 140. [Google Scholar] [CrossRef] [PubMed]
- Ou, T.-Y.; Lo, C.-F.; Kuo, K.-Y.; Lin, Y.-P.; Chen, S.-Y.; Chen, C.-Y. Visual Cu2+ Detection of Gold-Nanoparticle Probes and Its Employment for Cu2+ Tracing in Circuit System. Nanoscale Res. Lett. 2022, 17, 104. [Google Scholar] [CrossRef]
- Yao, D.; Zhou, L.; Hu, S.; Zhao, S.; Zhang, L. Improving the Sensing Sensitivity of Silver Nanoparticle-Based Colorimetric Biosensors from the Point of Salt. Microchim. Acta 2024, 191, 244. [Google Scholar] [CrossRef]
- Behera, A.; Mahapatra, S. R.; Majhi, S.; Misra, N.; Sharma, R.; Singh, J.; Singh, R. P.; Pandey, S. S.; Singh, K. R.; Kerry, R. G. Gold Nanoparticle Assisted Colorimetric Biosensors for Rapid Polyethylene Terephthalate (PET) Sensing for Sustainable Environment to Monitor Microplastics. Environ. Res. 2023, 234, 116556. [Google Scholar] [CrossRef]
- Sivakumar, R.; Park, S. Y.; Lee, N. Y. Quercetin-Mediated Silver Nanoparticle Formation for the Colorimetric Detection of Infectious Pathogens Coupled with Loop-Mediated Isothermal Amplification. ACS Sens. 2023, 8, 1422–1430. [Google Scholar] [CrossRef]
- Aldewachi, H.; Chalati, T.; Woodroofe, M. N.; Bricklebank, N.; Sharrack, B.; Gardiner, P. Gold Nanoparticle-Based Colorimetric Biosensors. Nanoscale 2017, 10, 18–33. [Google Scholar] [CrossRef] [PubMed]
- Aldebasi, S.M.; Tar, H.; S. Alnafisah, A.; Beji, L.; Kouki, N.; Morlet-Savary, F.; Alminderej, F. M.; Aroua, L. M.; Lalevée, J. Photochemical Synthesis of Noble Metal Nanoparticles: Influence of Metal Salt Concentration on Size and Distribution. Int. J. Mol. Sci. 2023, 24, 14018. [Google Scholar] [CrossRef]
- Ip, I.-F.; Wang, Y.-S.; Chang, C.-C. Aptamer-Based Detection of Serotonin Based on the Rapid in Situ Synthesis of Colorimetric Gold Nanoparticles. Nanotechnol. Rev. 2023, 12, 20220514. [Google Scholar] [CrossRef]
- Khan, S.; Zaibi, Z.; Qureshi, M. N.; Toloza, C. A. T.; Alzahrani, E.; Ahmad, S. S.; Teixeira, L. S. G. Portable and Sensitive Approach for Hydrazine Detection via Silver Nanoparticles Formation: A Novel Approach for Chemical Sensing. MethodsX 2025, 14, 103420. [Google Scholar] [CrossRef]
- Su, L.; Xu, J.; Yu, B.; Ma, X.; Zhang, Z.; Xiong, Y. Integrating Photoinduced Gold Nanoparticle Formation Inhibition and Salt-Assisted Microextraction for Colorimetric Sensing of 2-Mercaptobenzothiazole. Microchem. J. 2025, 209, 112857. [Google Scholar] [CrossRef]
- Catanzaro, L.; Scardaci, V.; Scuderi, M.; Condorelli, M.; D’Urso, L.; Compagnini, G. Surface Plasmon Resonance of Gold Nanoparticle Aggregates Induced by Halide Ions. Mater. Chem. Phys. 2023, 308, 128245. [Google Scholar] [CrossRef]
- Madhukesh, J. K.; Nagaraja, K. V.; Gamaoun, F.; Prasannakumara, B. C. Impacts of Nanoparticle Aggregation and Thermophoretic Particle Deposition on the Flow of Nanofluid over Riga Wedge: A Mathematical Analysis. J. Therm. Anal. Calorim. 2023, 148, 14135–14144. [Google Scholar] [CrossRef]
- Shim, Y. H.; Kong, T. Y.; Kim, S. Y. Reversible Control of Rheological Properties in Microgel Composites via Nanoparticle Aggregation. ACS Appl. Mater. Interfaces 2025, 17, 39616–39627. [Google Scholar] [CrossRef] [PubMed]
- Zhang, K.; Luo, M.; Rao, H.; Liu, H.; Qiang, R.; Xue, X.; Li, J.; Lu, X.; Xue, Z. Ultra-Rapid and Highly Selective Colorimetric Detection of Hydrochloric Acid via an Aggregation to Dispersion Change of Gold Nanoparticles. Chem. Commun. 2024, 60, 2808–2811. [Google Scholar] [CrossRef] [PubMed]
- Fu, M.; Li, L.; Yang, D.; Tu, Y.; Yan, J. Colorimetric Detections of Iodide and Mercuric Ions Based on a Regulation of an Enzyme-Like Activity from Gold Nanoclusters. Spectrochim. Acta. A. Mol. Biomol. Spectrosc. 2022, 279, 121450. [Google Scholar] [CrossRef]
- Duan, W.; Wang, J.; Peng, X.; Cao, S.; Shang, J.; Qiu, Z.; Lu, X.; Zeng, J. Rational Design of Trimetallic AgPt–Fe3O4 Nanozyme for Catalyst Poisoning-Mediated CO Colorimetric Detection. Biosens. Bioelectron. 2023, 223, 115022. [Google Scholar] [CrossRef] [PubMed]
- Sang, Y.; Wu, P.; Ge, J.; Cao, Y.; Xiao, Y.; Yang, Y.; Wang, C.; Li, Z.; Cai, R. Bimetallic CuAg Nanoflowers with High Nanozyme Activity for Detection of Acid Phosphatase. Microchem. J. 2025, 213, 113808. [Google Scholar] [CrossRef]
- Porta Linnell, B. M.; Noveron, J. C. Gold Nanoparticles with Reversible Colloidal Aggregation Mediated with Cu(II) Ions. Colloids Surf. Physicochem. Eng. Asp. 2024, 682, 132806. [Google Scholar] [CrossRef]
- Liu, Y.; Liu, L.; Xu, X.; Xu, C.; Xu, L. Gold Nanoparticle-Based Lateral Flow Immunoassay for the Rapid Detection of Flutriafol Residues in Food. Mater. Chem. Front. 2023, 7, 955–963. [Google Scholar] [CrossRef]
- Kim, L.; Jo, S.; Kim, G.-J.; Kim, K. H.; Seo, S. E.; Ryu, E.; Shin, C. J.; Kim, Y. K.; Choi, J.-W.; Kwon, O. S. Recombinant Protein Embedded Liposome on Gold Nanoparticle Based on LSPR Method to Detect Corona Virus. Nano Converg. 2023, 10, 51. [Google Scholar] [CrossRef]
- Behrouzi, K.; Lin, L. Gold Nanoparticle Based Plasmonic Sensing for the Detection of SARS-CoV-2 Nucleocapsid Proteins. Biosens. Bioelectron. 2022, 195, 113669. [Google Scholar] [CrossRef]
- Kim, R. M.; Lee, S. M.; Han, J. H.; Cho, S. H.; Lv, J.; Im, S. W.; Ha, I. H.; Lee, Y. H.; Lim, D.; Kim, H.; Cho, N. H.; Lee, H.-E.; Namgung, S. D.; Nam, K. T. Helicoid Grating-Coupled Surface Plasmon Resonance Sensor. Nano Lett. 2024, 24, 15668–15675. [Google Scholar] [CrossRef] [PubMed]
- Li, R.; Fan, H.; Zhou, H.; Chen, Y.; Yu, Q.; Hu, W.; Liu, G. L.; Huang, L. Nanozyme-Catalyzed Metasurface Plasmon Sensor-Based Portable Ultrasensitive Optical Quantification Platform for Cancer Biomarker Screening. Adv. Sci. 2023, 10, 2301658. [Google Scholar] [CrossRef]
- Chen, Z.; Cao, A.; Liu, D.; Zhu, Z.; Yang, F.; Fan, Y.; Liu, R.; Huang, Z.; Li, Y. Self-Confined Dewetting Mechanism in Wafer-Scale Patterning of Gold Nanoparticle Arrays with Strong Surface Lattice Resonance for Plasmonic Sensing. Adv. Sci. 2024, 11, 2306239. [Google Scholar] [CrossRef]
- Lin, P.-Y.; Chang, Y.-F.; Chen, C.-C.; Su, L.-C.; Willner, I.; Ho, J. A. pH-Responsive Triplex DNA Nanoswitches: Surface Plasmon Resonance Platform for Bladder Cancer-Associated microRNAs. ACS Nano 2025, 19, 7140–7153. [Google Scholar] [CrossRef]
|
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).