The multiplexed luminescence oxygen channeling immunoassay (multi-LOCI) platform we developed recently that combines conventional LOCI and suspension array technology is capable of realizing facile "mix-and-measure" multiplexed assays without tedious washing steps. However, previous work lacks comprehensive studies of the structure-performance relationship of the host-guest-structured barcode, which may obstruct the evolution and further translation of this exciting new technology to practical applications. Accordingly, this work revealed that polyelectrolyte interlayers played a crucial role in tuning the packing density of guest acceptor beads (ABs). More interestingly, we noticed that "sparse" barcodes (barcodes with low ABs packing density) exhibited comparable assay performance with "compact" ones (barcodes with high ABs packing density). The high robustness of barcodes allows for multi-LOCI to be a more universal and flexible assay platform. Furthermore, through optimization of the assay system including the laser power, as well as the concentrations of donor beads and biotinylated detection antibodies, the multi-LOCI platform showed a significant improvement in sensitivity compared with our previous work, with the limit of detection decreasing to as low as ca. 1 pg/mL. Impressively, multi-LOCI that enabled simultaneous detection of multiple analytes exhibited comparable sensitivity with the classical single-plexed LOCI, due to the ingenious structural design of the multi-LOCI barcode and the unique "on-barcode" assay format.
The multiplexed luminescence oxygen channeling immunoassay (multi-LOCI) platform we developed recently that combines conventional LOCI and suspension array technology is capable of realizing facile "mix-and-measure" multiplexed assays without tedious washing steps. However, previous work lacks comprehensive studies of the structure-performance relationship of the host-guest-structured barcode, which may obstruct the evolution and further translation of this exciting new technology to practical applications. Accordingly, this work revealed that polyelectrolyte interlayers played a crucial role in tuning the packing density of guest acceptor beads (ABs). More interestingly, we noticed that "sparse" barcodes (barcodes with low ABs packing density) exhibited comparable assay performance with "compact" ones (barcodes with high ABs packing density). The high robustness of barcodes allows for multi-LOCI to be a more universal and flexible assay platform. Furthermore, through optimization of the assay system including the laser power, as well as the concentrations of donor beads and biotinylated detection antibodies, the multi-LOCI platform showed a significant improvement in sensitivity compared with our previous work, with the limit of detection decreasing to as low as ca. 1 pg/mL. Impressively, multi-LOCI that enabled simultaneous detection of multiple analytes exhibited comparable sensitivity with the classical single-plexed LOCI, due to the ingenious structural design of the multi-LOCI barcode and the unique "on-barcode" assay format.
Multiplexed
assays are of great interest to life sciences and biomedical
fields including gene analysis,[1,2] drug delivery and screening,[3] and disease diagnostics[4−8] due to their capacity of detecting multiple targets
simultaneously within one reaction. Compared with traditional planar-array-based
biochips that are widely used in the discovery of biomarkers and semiquantitative
detection, encoded bead-based suspension arrays, which are capable
of addressing and capturing corresponding multiple target molecules,
high reaction efficiency, high flexibility in target selection, and
tremendous coding capability,[9,10] are a promising technology
for multiplex quantitative assays. After Luminex Corporation successfully
launched xMAP technology,[11−13] more efforts have continuously
been made toward developing new coding strategies for the sake of
expanding the barcode libraries.[9,14−17]In addition to proposing new encoding strategies, remarkably
fast-growing
progress has also been made in developing novel detection methodologies
based on barcodes, aiming at higher performance or ease of operation.[18−21] Recently, through the combination of encoded beads with luminescence
oxygen channeling immunoassay (LOCI) technology, our group developed
a novel suspension array platform, called “multi-LOCI”.[22] As shown in Scheme a, a dual-functional multi-LOCI barcode consists
of two isolated building blocks: (a) encoded host beads (EHBs) that
offer barcode signals for the identification of multiple analytes
and (b) LOCI acceptor beads (ABs), which are immobilized onto the
surface of EHBs (EHB@ABs) and provide LOCI signals to quantify specific
analyte concentrations. For a typical multi-LOCI assay, the analytes
of interest are specifically captured by EHB@ABs, further leading
to the specific bounding of biotinylated detection antibodies and
streptavidin-coated donor beads (DB-SA) via formation of immune complexes.
Upon excitation of DB-SA at 680 nm, singlet oxygen molecules transfer
from DB-SA to ABs and trigger strong chemiluminescence emission at
615 nm,[23,24] and both barcode and LOCI signals are acquired
via image analysis processing. This strategy achieves a unique multiplexed
assay following a simple “mix-and-measure” protocol
without the need for tedious washing steps, which is very promising
for the development of multiplexed point-of-care test technology.
Scheme 1
Schematic Illustration of (a) the Principle of Multi-LOCI for Multiplexed
Assay and Key Issues That Were Investigated in This Research Including
the (b) Multi-LOCI Barcode Structure and (c) Assay System as Indicated
The multi-LOCI technique exhibits the capacity
of both high multiplexing
and ease of operation. However, the lack of comprehensive studies
of the structure–performance relationship of the unique host–guest
barcodes hinders the evolution of this promising technology to a universal
and practical method. First, this study systematically investigated
the structure–performance relationship of multi-LOCI barcodes
from two aspects that are shown in Scheme b. On the one hand, the barcode size was
explored because it might be closely related to the encoding capacity,
reaction kinetics, and the accuracy of imaging-based decoding. On
the other hand, by adjusting the number of polyelectrolyte interlayers,
the packing density of ABs was found to be precisely controlled, providing
a guideline to establish a robust and flexible multi-LOCI barcode
fabrication protocol. More importantly, this discovery would pave
a novel but universal pathway for construction of host–guest-structured
micro- and nanocomposites. A deeper investigation on the relationship
between packing density and assay performance was explored since the
number of ABs loaded on a single barcode was supposed to directly
influence the LOCI signal. Second, there is still much room for detection
performance improvement of the multi-LOCI assay system, which is not
investigated in detail in our previous study. As shown in Scheme c, the multi-LOCI
assay system including DB-SA concentration, the 680 nm laser power,
and the concentrations of biotinylated detection antibodies for specific
analytes was comprehensively optimized to clarify the potential relationship
between these parameters and the detection performance, which in turn
enabled improved sensitivity. Through the elaborate investigations
of both the barcode structure and the assay system, the multi-LOCI
was supposed to be demonstrated as a more powerful platform with high
robustness and excellent performance.
Experimental
Section
Materials
Multi-LOCI EHBs with a
diameter of 3 and 6 μm were prepared following the procedure
described in our previous studies.[14,25] By adjusting
the fluorescence intensities of fluorescein isothiocyanate (FITC)
and rhodamine isothiocyanate (RITC), 3 μm EHBs with 28 different
barcodes (combinations of seven levels of FITC and four levels of
RITC) and 6 μm EHBs with 30 different barcodes (combinations
of six levels of FITC and five levels of RITC) were obtained, respectively.
Poly(sodium 4-styrenesulfonate) (PSS, Mw = 70k), poly(diallydimethylammonium chloride) (PDDA, 100k ≤ Mw ≤ 200k), N-(3-dimethylaminopropyl)-N′-ethylcarbodiimide hydrochloride (EDC), N-hydroxysuccinimide (NHS), 2-(N-morpholino)ethanesulfonic
acid monohydrate (MES), 4-(dimethylamino)pyridine (DMAP), 2-iminothiolane
hydrochloride (ITL), 5,5′-dithiobis(2-nitrobenzoic acid) (DTNB), dl-dithiothreitol (DTT), and poly(ethylenimine) (PEI, Mw = 10k) were purchased from Sigma-Aldrich.
Traut’s Reagent was prepared by dissolving ITL (40 mM) and
DMAP (40 mM) in ethanol. Ellman’s Reagent was a PBS (10 mM,
pH 7.4) buffer containing 3.53 mM DTNB and 1 mM EDTA. Cysteine was
bought from Macklin. Carboxyl-modified ABs and DB-SA were obtained
from PerkinElmer. Anti-IFN-γ capture antibody, anti-IL-10 capture
antibody, and biotinylated anti-IL-10 detection antibody were obtained
from Biolegend. Anti-IFN-γ detection antibody, IL-6, IL-17A,
IL-10, and the corresponding antibodies of IL-6 and IL-17A were provided
by R&D Systems. IFN-γ was provided by Hytest.
Preparation of Multi-LOCI Barcodes
Deposition
of Polyelectrolyte Multilayers
on Encoded Host Beads
Through the electrostatic interaction
between the positively charged PDDA and negatively charged PSS,[26] multilayered polyelectrolytes were deposited
on silica-encapsulated EHBs (EHB@SiO2), and the preparation
process was as follows. EHB@SiO2 was dispersed in PDDA
solution (5 mg/mL, in 0.5 M NaCl), rotated for 20 min, and then washed
with deionized water. The obtained beads were then dispersed in PSS
solution (5 mg/mL, in 0.5 M NaCl) with rotation for 20 min and were
further washed with deionized water. By repeating this procedure several
times, PDDA and PSS were alternately encapsulated onto the surface
of EHBs. The obtained beads were denoted as EHB@(PSS/PDDA)n, where n (from 0 to 4) indicates the
number of PSS/PDDA pairs. Finally, EHB@(PSS/PDDA)n@PEI was obtained by suspending beads in PEI solution (50 mg/mL,
in 10 mM MEST) with rotation for another 20 min, followed by washing
six times.
Quantification of Surface
Primary Amino
Groups of EHB@(PSS/PDDA)n@PEI
The ITL/DTNB
method was used to quantify the surface primary amino groups.[27−29] ITL and DTNB are known as Traut’s Reagent and Ellman’s
reagent, respectively. Typically, 0.5 mg of EHB@(PSS/PDDA)n@PEI (n from 0 to 4) were washed with
ethanol twice and dispersed in 400 μL of Traut’s Reagent.
After the mixture reacted for 1 h, beads were washed with ethanol,
1 mmol/L DTT, ethanol, and PBS sequentially. Then, the beads were
suspended in 203.5 μL of PBS and reacted with 10 μL of
Ellman’s reagent for 15 min. By comparing the sample’s
absorbance at 412 nm measured by a SpectraMax i3 multimode microplate
reader (Molecular Devices, CA) with a standard curve of cysteine,
the content of sulfhydryl groups was calculated, and then the density
of the amino group on the surface of EHB@(PSS/PDDA)n@PEI was obtained.
Fabrication of Host–Guest-Structured
Multi-LOCI Barcodes
Through a carbodiimide reaction, carboxylated
ABs were immobilized covalently on amino-functionalized EHB@(PSS/PDDA)n@PEI host beads to achieve multi-LOCI barcodes. The detailed
assembly process of this host–guest-structured multi-LOCI barcodes
was as follows. First, 1.3 mg of EHB@(PSS/PDDA)n@PEI
dispersed in 150 μL of 100 mM MES was dropwise added into a
suspension containing 0.6 mg of ABs, followed by rotation for 30 min.
Then, 100 μL of 100 mg/mL EDC and NHS were, respectively, added
into the mixture followed by rotation for 3 h at room temperature.
Afterward, 2.5 mM sodium hydroxide (NaOH) and water were used to sequentially
wash the as-synthesized host–guest-structured EHB@(PSS/PDDA)n@PEI@ABs (denoted as EHB@ABs). To remove the residual amino
group of the multi-LOCI barcodes, 150 μL of PAA solution (1
mg/mL, in 10 mM MEST, pH 5.0) was added to the as-synthesized EHB@ABs
with rotation for 30 min at room temperature. Then, 150 μL of
EDC solution (10 mg/mL, in 10 mM MEST, pH 5.0) was added into the
mixture and reacted for 2 h, and the beads were washed and stored
in water finally.
Bioconjugation and Immunoassay
Bioconjugation of EHB@ABs with Capture Antibody
Capture
antibodies were conjugated to EHB@ABs via the carbodiimide
reaction, and the protocol was as follows. First, 2.6 mg of EHB@ABs
was washed and dispersed in 400 μL of MEST buffer (10 mM, pH
5.0) containing 10 mg of EDC and 10 mg of NHS. The mixture was reacted
for 20 min and then was washed with MEST buffer twice. After the activation
of carboxyl groups on the beads, 0.1 mg of capture antibodies were
added and incubated for 2 h at 37 °C. The beads were washed using
PBS twice after the reaction. To block the unreacted active NHS, beads
were suspended in 400 μL of PBS containing 0.5 wt % bovine serum
albumin (BSA) and 0.3 wt % glycine, followed by overnight incubation
at 4 °C. After the blocking process, the conjugated beads were
washed and stored in a PBS solution containing 0.1 wt % BSA. The amount
of immobilized capture antibodies of EHB@ABs was quantified by the
BCA protein quantification kit through the depletion method. The amounts
of conjugated capture antibodies for IFN-γ, IL-17A, IL-10, and
IL-6 were calculated to be 1.51, 1.12, 1.43, and 1.43 pg/bead, respectively.
Multi-LOCI Assay
In general, the
immunoassay procedure of multi-LOCI was as follows. Four kinds of
multi-LOCI EHB@ABs (4000 for each type EHB@ABs) conjugated with four
specific capture antibodies (IFN-γ, IL-6, IL-10, IL-17A) and
the corresponding biotinylated detection antibodies were added into
100 μL of PBS buffer containing a series concentration of analytes.
After incubation for 1 h at 37 °C, DB-SA were added and incubated
for another 1 h at 37 °C. A fluorescence microscope was used
to acquire barcode information and the mean LOCI intensity of the
corresponding barcode, and then the obtained data was analyzed through
customized MATLAB (MathWorks) software. In addition, for the optimized
experiment of establishing the multiplexed calibration curves, the
incubation time of both steps was 30 min.
Conventional
LOCI Assay
First,
15 μL of ABs conjugated with anti-IFN-γ capture antibody
(33 μg/mL), IFN-γ, and biotinylated anti-IFN-γ detection
antibody (2 μg/mL) was mixed and incubated for 1 h at 37 °C.
Then, 35 μL of DB-SA (60 μg/mL) was added. After being
incubated for another 1 h at 37 °C, 35 μL of the sample
was pipetted into a 384-well plate, followed by a signal readout on
the microplate reader.
Characterizations
The morphology
and size of EHBs and EHB@ABs were characterized using a Zeiss Ultra
Plus field emission scanning electron microscope (SEM, Carl Zeiss
AG, Germany) operated at an accelerating voltage of 5 kV. ζ-Potential
was recorded using a Zetasizer Nano ZSP (Malvern, U.K.). The number
of beads was calculated via flow cytometry analysis on a NovoCyte
2040R instrument (ACEA). Acquisition of multi-LOCI signal was carried
out via a fluorescence microscope (IX83, Olympus) equipped with a
680 nm laser diode (Changchun New Industries, Changchun, China) and
an LED light (Lumencor) using a 10× objective. In short, the
LOCI signal was excited by a 680 nm laser and collected by an sCMOS
camera (Prime BSI, Photometrics) at 615/20 nm. The barcode signals
and FITC and RITC fluorescence were excited by the LED light at 466/40
and 554/23 nm with emission collected at 525/50 and 609/54 nm by the
camera, respectively. To evaluate the uniformity and amount of assembled
ABs, the fluorescence of ABs loaded on EHBs was directly excited by
the LED light at 378/52 nm with emission collected at 615/20 nm. Two
images including barcode signals from FITC and RITC channels were,
respectively, acquired, followed by image acquisition of LOCI signal.
Then, image analysis was realized by the customized MATLAB software.
First, all images were pretreated to reduce the background noises.
Then, the fluorescent intensities of all beads in FITC and RITC channels
were recognized by an appropriate threshold and then screened by setting
proper parameters of the recognized regions including diameter, area,
and circularity of the barcodes in images. Afterward, gray values
of the recognized beads in the FITC, RITC, and LOCI channels were,
respectively, extracted. The extracted gray values in the FITC and
RITC channels were used to identify which code they were, and the
gray values in the LOCI channel were used to determine the concentration
level of the corresponding analytes.
Results
and Discussion
Effect of Barcode Size
on the Detection Performance
of the Multi-LOCI System
As the core element of multi-LOCI,
EHB@ABs, the host–guest-structured multi-LOCI barcode acts
as a dual-functional microcarrier that enables high multiplexed capability
and a facile detection strategy. Thus, it is essential to investigate
the structural property of EHB@ABs, as well as its effect on the performance
of the platform. As mentioned in the scheme before, the size of EHBs
should be properly controlled in an appropriate range considering
the coding capacity, reaction kinetics, and accuracy of imaging decoding.
Large EHBs possess lower reaction efficiency; thus, they require vigorous
mixing to ensure themselves in a uniform suspension state, which may
damage target molecules and even the EHBs.[30] However, if the EHBs are too small, the following problems cannot
be ignored: (a) encoding capacity is limited as smaller beads provide
less space for embedding fluorescent dyes,[25] (b) a higher-magnification objective lens is needed to guarantee
decoding accuracy, which increases the cost and complexity of the
equipment, and (c) the number of ABs loaded on a single barcode is
limited due to the smaller surface area, which may influence the detection
LOCI signal. Therefore, considering both the previous reports on barcodes[31] and the specific requirements of multi-LOCI
barcodes described above, the appropriate size for multi-LOCI EHBs
is in the range of 3–10 μm. As a demonstration, barcodes
with diameters of 3 and 6 μm were employed to explore how the
barcode size influenced the detection performance. As shown in SEM
images (Figure a),
both 3 and 6 μm multi-LOCI EHBs are well-assembled with high-density
ABs. It is worth noting that both 3 and 6 μm multi-LOCI EHBs
show high decoding accuracy, as 28 and 30 clusters from 3 and 6 μm
barcodes can be clearly distinguished, respectively (Figure b,c). Furthermore, multi-LOCI
assays of 3 and 6 μm EHB@ABs were compared using 0 and 1 ng/mL
IFN-γ as analytes under different incubation times. Images were
collected and analyzed to obtain barcode and LOCI signal intensities
of each EHB@ABs. However, because the surface area of a 6 μm
bead is four times larger than that of a 3 μm bead, the pixel
numbers of 3 and 6 μm beads in images are different (Figure S1). To make the data of different-sized
beads comparable, the mean gray value of all pixels of every EHB@ABs
was calculated as its LOCI intensity, and the mean LOCI intensities
from all EHB@ABs were plotted in Figure d. It is observed that with extended incubation
time, both 3 and 6 μm EHB@ABs exhibit a consistent increase
in LOCI intensity in the positive detection group, while no increase
is observed for EHB@ABs in the control group. Especially, the signal-to-background
ratio of 3 μm EHB@ABs is slightly higher than that of 6 μm
EHB@ABs at each time point (Figure e), possibly because smaller beads have higher reaction
kinetics that is derived from fast Brownian motion. Therefore, 3 μm
EHBs were employed as the host beads of multi-LOCI barcodes for further
investigation.
Figure 1
(a) Scheme and SEM images of 3 and 6 μm multi-LOCI
barcodes.
(b, c) Scatter plots of the library of the 3 and 6 μm barcodes
obtained by imaging-based decoding, respectively. (d) Mean LOCI intensities
of 3 and 6 μm multi-LOCI barcodes detecting 1 and 0 ng/mL IFN-γ
at different time points. (e) Bar plot of the corresponding signal-to-background
ratios in (d).
(a) Scheme and SEM images of 3 and 6 μm multi-LOCI
barcodes.
(b, c) Scatter plots of the library of the 3 and 6 μm barcodes
obtained by imaging-based decoding, respectively. (d) Mean LOCI intensities
of 3 and 6 μm multi-LOCI barcodes detecting 1 and 0 ng/mL IFN-γ
at different time points. (e) Bar plot of the corresponding signal-to-background
ratios in (d).
Effect
of Polyelectrolyte Multilayers on Packing
Density of the Host–Guest-Structured Multi-LOCI Barcode
According to the preparation process of host–guest-structured
EHBs that our group previously reported, multilayer polyelectrolytes
with opposite charges are alternately deposited on the surface of
EHBs, to provide binding sites for further assembly of guest ABs.[9,15,22] However, the relationship between
the number of adsorbed polyelectrolyte layers and the ABs loading
density is yet to be uncovered. Therefore, a number of PSS/PDDA pairs
were coated onto the surface of silica-coated EHBs to form EHB@(PSS/PDDA)n (n ranging from 0 to 4) before carrying
out the ABs assembling process. ζ-Potential analysis was performed
to verify the multilayered deposition procedure of polyelectrolyte.
As depicted in Figure a, PDDA with positive charge is deposited on the negatively charged
silica surface through electrostatic interactions, resulting in ζ-potential
changing from −37 to 38 mV. After the following adsorption
of PSS, the ζ-potential returned to a negative value of −29
mV. The subsequent zigzag trend of the ζ-potential values proves
that PDDA/PSS pairs are alternatively assembled as expected. Meanwhile,
with the increasing number of PDDA/PSS pairs, the surface morphology
of EHB@(PSS/PDDA)n in SEM images seems to become
smoother and less grainy compared with bare EHBs (Figure S2). These results indicate that a controllable number
of polyelectrolyte multilayers are successfully coated onto the surface
of EHBs.
Figure 2
(a) ζ-Potential of 3 μm EHBs continuously modified
with four PDDA/PSS pairs and one layer of PEI. (b) Bar plot of densities
of surface amino groups on EHB@(PSS/PDDA)n@PEI (n from 0 to 4) measured using the ITL/DTNB method. (c) Bar
plot of fluorescence intensities of EHB@(PSS/PDDA)n@PEI@ABs (n from 0 to 3) with excitation at 378/52
nm. (d) SEM and fluorescence images of EHB@(PSS/PDDA)n@PEI@ABs (n from 0 to 3) of barcode F0R1. Fluorescence
images illustrate both the barcode channels and the LOCI channel excited
at 554/23 and 378/52 nm, respectively.
(a) ζ-Potential of 3 μm EHBs continuously modified
with four PDDA/PSS pairs and one layer of PEI. (b) Bar plot of densities
of surface amino groups on EHB@(PSS/PDDA)n@PEI (n from 0 to 4) measured using the ITL/DTNB method. (c) Bar
plot of fluorescence intensities of EHB@(PSS/PDDA)n@PEI@ABs (n from 0 to 3) with excitation at 378/52
nm. (d) SEM and fluorescence images of EHB@(PSS/PDDA)n@PEI@ABs (n from 0 to 3) of barcode F0R1. Fluorescence
images illustrate both the barcode channels and the LOCI channel excited
at 554/23 and 378/52 nm, respectively.Afterward, the prepared EHB@(PSS/PDDA)n were functionalized
with PEI, which was confirmed by a change in the ζ-potential
value from −46 mv to positive 31 mV (Figure a). To clarify whether the deposited PDDA/PSS
pairs would affect the abundance of covalent binding sites (primary
amino group) provided by PEI, the relationship between the number
of PDDA/PSS pairs and the surface primary amino density was further
explored. As described in Figure b, the amino density of EHBs directly modified with
PEI through electrostatic interaction between the hydroxylated silica
shell and PEI (EHB@(PSS/PDDA)n @PEI, n = 0) is measured to be 36.2 μmol/g, demonstrating a high density
of amino groups on the branched PEI chains. Notably, if one pair of
PDDA/PSS is introduced as the interlayer between EHBs and PEI (EHB@(PSS/PDDA)n@PEI, n = 1), the surface amino groups
exhibit a remarkable increase in density to 95.6 μmol/g. The
possible reason for this is that the multilayered polyelectrolytes
provide more binding sites for subsequent PEI adsorption compared
with the bare silica surface. The layer-by-layer assembly of polyelectrolytes
may form a crisscross branched polymer surface that offers more abundant
binding sites for subsequent adsorption of polyelectrolytes with reverse
charge, for example, PDDA, PSS, and PEI are alternately adsorbed in
turn. In contrast, the number of binding sites (only hydroxyl groups)
on the bare silica surface is relatively low. With a further increasing
number of PDDA/PSS pairs, the increase in density slows down and finally
reaches a plateau when n = 3. This result is attributed
to the assumption that the number of the outer PSS chains tends to
be consistent and uniform after consecutive modification of PDDA/PSS
pairs, offering a steady surface for PEI deposition.To explore
the effect of the surface amino density on subsequent
ABs loading density, EHB@(PSS/PDDA)n@PEI with a different
number of PSS/PDDA pairs (n varied from 0 to 3, since
the increase of surface amino density reached a plateau when n = 3) was further coated with ABs following a carbodiimide-based
coupling approach, as described in the previous study.[22] The SEM images of the fabricated EHB@(PSS/PDDA)n@PEI@ABs are shown in Figure d. An increase of the ABs packing density
is observed with the increased number of deposited PSS/PDDA pairs,
which is also in accord with the increase in surface amino density
of microbeads. In addition, the fluorescence images of EHB@(PSS/PDDA)n@PEI@ABs were also measured, where ABs were excited at
378/52 nm (Figure c). In agreement with SEM results, the fluorescence signal of ABs
exhibits a linear elevation with an increased number of PSS/PDDA pairs,
owing to more ABs being assembled on microbeads. Meanwhile, the coefficient
of variation (CV) for the fluorescence intensity decreases sharply
from 25% to 9% when n ranges from 0 to 3, suggesting
that a high ABs packing density results in a more uniformed ABs assembly.
These results demonstrate that the ABs packing density of host–guest-structured
multi-LOCI barcodes is strongly relevant to the deposition state of
polyelectrolytes, owing to the multilayered polyelectrolyte substrate
providing rich surface amino groups and a soft landing surface for
ABs.[15]
Detection
Performance of Multi-LOCI Barcodes
with Different Packing Densities
To study the effect of ABs
packing density on detection performance, two types of barcodes with
low and high ABs loading densities (EHB@PEI@ABs and EHB@(PSS/PDDA)2@PEI@ABs, referred to as “sparse” and “compact”,
respectively) were selected as they represent two typical barcodes
with a distinct packing density and the simplicity of a practical
fabrication process. The multi-LOCI assay performance of the two barcodes
was then compared. Fluorescence images in barcode and LOCI channel
for IFN-γ quantification were acquired (Figure a,b). It can be observed that LOCI signals
of either “sparse” or “compact” barcode
show a consistent growth with the increase of IFN-γ concentration,
which is attributed to more DB-SA loaded onto the barcodes. Furthermore,
the two calibration curves are plotted to compare the detection performance
of “sparse” and “compact” barcodes (Figure c). LOCI intensities
of “compact” barcodes are slightly higher than those
of “sparse” barcodes under a high concentration of IFN-γ
(0.2, 4, 80 ng/mL). This is possibly ascribed to more available ABs
on the surfaces of “compact” barcodes, resulting in
higher LOCI intensity when sufficient DB-SA is deposited on ABs via
the formation of immunocomplexes. In addition, “compact”
barcodes show a slightly higher signal-to-background ratio compared
with that of “sparse” barcodes. This is ascribed to
more ABs of “compact” barcodes being “turned
on” in the presence of analytes, while the background signals
for both “compact” and “sparse” are similar
in the absence of analytes (Figure d). With respect to the overall performance, however,
the two barcodes exhibit comparable sensitivity, dynamic range, and
precision. This unexpected result that the performance of “sparse”
barcodes is comparable with that of “compact” barcodes
may be due to the following possible reason illustrated in Figure e. For “sparse”
barcodes, there are two surface states after immune reaction: (1)
DB-SA is bound directly on the surface of guest ABs of multi-LOCI
barcode via affinity interaction between SA and biotinylated detection
antibody and (2) DB-SA is caught on the exposed barcode surface that
is embedded in the middle of two ABs since the barcode surface also
has the immobilized capture antibodies. For “compact”
barcodes, however, only state 1 exists. Undoubtedly, LOCI signals
under state 1 for “compact” barcodes are higher than
those for “sparse” barcodes due to more ABs being available.
Nevertheless, DBs under state 2 for “sparse” barcodes
could also induce luminescence oxygen channeling signal since their
distances to ABs are still in close proximity, which acts as an extra
pathway to provoke LOCI signals from ABs. Therefore, the “sparse”
and “compact” barcodes exhibit similar LOCI intensities.
Thanks to the unique tailor-designed structure of ABs being enriched
on individual multi-LOCI barcodes, the DB-SA labeling site becomes
more diverse and flexible. Hence, it is no longer only dependent on
the direct immune reaction between ABs and DB-SA to induce LOCI signals.
In contrast, for conventional LOCI where ABs are uniformly dispersed
in bulk solution, LOCI signals are provoked only when ABs and DB-SA
are directly bonded. This interesting result inspires us to think
that the multi-LOCI barcodes are highly flexible and robust, tremendously
reducing complexity and elaboration during the fabrication process.
Figure 3
Fluorescence
images of EHB@ABs–DB-SA complexes with various
concentrations of IFN-γ using (a) “compact” and
(b) “sparse” barcodes. Fluorescence images illustrate
both the barcode channels and the LOCI channel excited at 554/23 and
680/20 nm, respectively. Scale bar: 20 μm. (c) Calibration
curves for IFN-γ quantification using “compact”
and “sparse” barcodes, respectively. (d) Bar plot of
the corresponding signal-to-background ratios with various concentrations
of IFN-γ in (c). (e) Schematic illustration of the two different
labels of DB-SA on “sparse” and “compact”
barcodes.
Fluorescence
images of EHB@ABs–DB-SA complexes with various
concentrations of IFN-γ using (a) “compact” and
(b) “sparse” barcodes. Fluorescence images illustrate
both the barcode channels and the LOCI channel excited at 554/23 and
680/20 nm, respectively. Scale bar: 20 μm. (c) Calibration
curves for IFN-γ quantification using “compact”
and “sparse” barcodes, respectively. (d) Bar plot of
the corresponding signal-to-background ratios with various concentrations
of IFN-γ in (c). (e) Schematic illustration of the two different
labels of DB-SA on “sparse” and “compact”
barcodes.
Optimization
of the Multi-LOCI Assay System
and Detection Performance Evaluation of Multiplexed Assay
Apart from the barcode structure, the assay system including the
power of 680 nm laser diode and the concentrations of DB-SA and detection
antibody also plays a decisive role in the final multi-LOCI detection
performance. For the multi-LOCI detection system, DB-SA, a key component
that generates singlet oxygen, is labeled onto the surface of the
barcode mediated by detection antibody via biotin–streptavidin
interaction. It is inevitable that the concentration of DB-SA directly
affects its labeling process, further influencing the LOCI signal.
Herein, the relationship between the amount of DB-SA and the multi-LOCI
detection performance was investigated carefully by adjusting DB-SA
concentrations ranging from 0.1 to 0.5 mg/mL. As shown in Figure a, the LOCI signal
of the IFN-γ positive group increases sharply when the concentration
of DB-SA increases from 0.1 to 0.2 mg/mL, indicating that more DB-SA
loaded onto EHB@ABs can cause more effective production of singlet
oxygen. The LOCI signal remains consistent as the concentration of
DB-SA varies from 0.2 to 0.5 mg/mL, suggesting a saturated status
of DB-SA labeling. However, the background signal also shows consistent
growth with an increased amount of DB-SA. Thus, the highest signal-to-background
ratio is observed at 0.2 mg/mL of DB-SA, which is chosen as the relatively
optimal concentration.
Figure 4
(a) Bar plot of LOCI intensities and the corresponding
signal-to-background
ratios of 0 and 1 ng/mL IFN-γ with five different DB-SA concentrations
(0.1, 0.2, 0.3, 0.4, 0.5 mg/mL). (b) Bar plot of LOCI intensities
and the corresponding signal-to-background ratios of 0 and 1 ng/mL
IFN-γ with five different biotinylated detection antibody concentrations
(0.25, 0.5, 1, 2, 4 μg/mL) (c) Calibration curves for IFN-γ
quantification using both LOCI and multi-LOCI methods, respectively.
(d) Plots showing the RITC fluorescence intensities of EHB@ABs–DB-SA.
(e) Schematic of the “on-barcode” multi-LOCI assay and
LOCI signals in the bulk solution.
(a) Bar plot of LOCI intensities and the corresponding
signal-to-background
ratios of 0 and 1 ng/mL IFN-γ with five different DB-SA concentrations
(0.1, 0.2, 0.3, 0.4, 0.5 mg/mL). (b) Bar plot of LOCI intensities
and the corresponding signal-to-background ratios of 0 and 1 ng/mL
IFN-γ with five different biotinylated detection antibody concentrations
(0.25, 0.5, 1, 2, 4 μg/mL) (c) Calibration curves for IFN-γ
quantification using both LOCI and multi-LOCI methods, respectively.
(d) Plots showing the RITC fluorescence intensities of EHB@ABs–DB-SA.
(e) Schematic of the “on-barcode” multi-LOCI assay and
LOCI signals in the bulk solution.To explore the relationship between the power of 680 nm laser diode
and the multi-LOCI performance, we measured the LOCI signal intensity
of different concentrations of IL-10 at laser powers of 5, 4, 3.5,
3, 2.5, and 1.9 W, respectively (Figure S3, Supporting Information). It is shown that LOCI intensities increased
with enhanced laser power within the whole IL-10 concentration range,
demonstrating that more singlet oxygens were generated by DB-SA with
higher laser energy. Besides, the background signal also increased
with an increase of laser power (Figure S3a, Supporting Information). It should be noted that the signal-to-background
ratios also increased with enhanced laser power within the whole IL-10
concentration range (Figure S3b, Supporting
Information). Thus, we can conclude that higher laser power results
in better assay performance. Since the highest power of the 680 nm
laser diode that we used here is 5 W, it is chosen as the optimized
laser power for all multi-LOCI experiments.Moreover, the investigation
of an optimized detection antibody
concentration is critical because the detection antibody bridges analyte
with DB-SA via specific antigen–antibody binding and biotin–streptavidin
interaction. A series of experiments were carried out to explore the
optimal conditions of detection antibody by comparing the LOCI signal
of 1 ng/mL cytokine with that of the control, with the candidate detection
antibody concentration varying from 0.25 to 4 μg/mL. Taking
IFN-γ as an example, the LOCI signal increases as the concentration
of the detection antibody increases from 0.25 μg/mL to 2 μg/mL
(Figure b). This phenomenon
is ascribed to the formation of more immune complexes, providing more
biotin sites for the loading of DB-SA. The LOCI signal decreases when
the concentration of the detection antibody further increases to 4
μg/mL, suggesting that excess free biotinylated detection antibody
in reaction solution competes with the conjugated detection antibody
bound onto the surface of barcode, weakening the deposition quantity
of DB-SA and further reducing LOCI signals. Meanwhile, the amount
of detection antibodies shows no influence on the background signals.
Hence, the optimized detection antibody concentration is 2 μg/mL
according to its highest signal-to-background ratio. Similar phenomena
are observed for detection antibodies corresponding to the other three
cytokines. The optimized concentrations of different targets are in
the range of 0.25–2 μg/mL (Figure S4a–c, Supporting Information).After the optimization
of the assay system, multi-LOCI performance
was demonstrated by quantifying four cytokines with a series of concentrations.
As can be seen from the calibration curve for detecting IFN-γ
(Figure c), the multi-LOCI
performance shows a remarkable improvement compared with our previous
work with the limit of detection (LOD) decreasing from 55.6 to 1.3
pg/mL.[22] LODs of IL-6, IL-10, and IL-17A
are determined to be 3.8, 16.6, and 62.9 pg/mL, respectively, flowing
the 3σ criteria. IL-10 and IL-17A also demonstrated higher sensitivity
than our previous work (LOD of IL-10 is 43.1 pg/mL and LOD of IL-17A
is 91.6 pg/mL) (Figure S4d–f).[22] Moreover, the barcode signals remain stable
with the CVs of intensities as low as 3.2% regardless of the varied
analyte concentrations, which ensures the decoding accuracy (Figure d). Besides, the
assay performance of multi-LOCI using IFN-γ as a model is further
compared with the conventional LOCI approach, which is well-known
as a homogeneous assay with high sensitivity. As shown in Figure d, multi-LOCI exhibits
even higher sensitivity than the classical LOCI (LOD to be 3.8 pg/mL).
This result surprised us because theoretically, LOCI has higher reaction
kinetics since 200 nm sized ABs and DB-SA are homogeneously dispersed
in solution, compared with multi-LOCI whose barcode size is in the
micron scale. The reasons for this unexpected high sensitivity are
speculated as follows. First, with respect to signal acquisition for
conventional LOCI, overall signals from the bulk solution that contains
both cross-linked ABs-DB-SA complexes that generate LOCI signals and
large amounts of free ABs and DB-SA particles that generate background
signals are simultaneously collected. Thus, the LOCI signal is more
susceptible to the background signal. In contrast, for on-barcode
multi-LOCI, in situ LOCI signals from individual
barcodes are collected via the imaging approach, significantly reducing
the interference of background noises from the bulk solution. Second,
LOCI signals localized on individual barcodes are more concentrated
for on-barcode multi-LOCI assay, compared with conventional LOCI whose
signals are diluted in the bulk solution (Figure e). Thanks to the unique on-barcode assay
format where the LOCI process is conducted in situ on individual barcodes, we suppose that multi-LOCI assay could overcome
the shortage of relatively lower reaction kinetics and achieve even
better sensitivity than conventional LOCI.More importantly,
the multi-LOCI platform not only provides a rapid
and simple quantification method but also realizes high throughput
and multiplexed assays in one reaction. As a proof of concept, four
types of barcodes, denoted as F0R1, F1R1, F2R1, and F3R1 (obtained
by adjusting the ratio of FITC and RITC), were assigned to detect
IFN-γ, IL-17A, IL-10, and IL-6, respectively. The capacity of
decoding based on imaging was verified for the multi-LOCI platform.
After automation and high throughput image analysis, four clusters
are clearly distinguished without overlaps (Figure b). Moreover, the proportion of each type
of barcode gained by imaging was 30.6, 23.4, 22.2, and 23.8%, which
is in accordance with that acquired by flow cytometry (Figure c, 29.4, 23.7, 22.4, 24.5%,
respectively). These results demonstrate that the imaging-based decoding
strategy has high accuracy and throughput in multiplexed assays.
Figure 5
(a) Fluorescence
image of four-plexed multi-LOCI EHBs. (b) Scatter
plot of the library of the barcodes obtained by the imaging-based
decoding. (c) Proportion of each type of barcode obtained by both
imaging-based decoding and flow cytometry decoding. (d) Histogram
of the mean LOCI intensities of mixed barcodes in the presence of
1 ng/mL IFN-γ, IL-17A, IL-10, and IL-6 and a mixture of the
four cytokines as indicated. (e) Scheme of the multi-LOCI “mix-and-measure”
protocol for the multiplexed assay. (f) Calibration curves for multiplexed
detection of IFN-γ, IL-17A, IL-10, and IL-6 using the multi-LOCI
approach, respectively.
(a) Fluorescence
image of four-plexed multi-LOCI EHBs. (b) Scatter
plot of the library of the barcodes obtained by the imaging-based
decoding. (c) Proportion of each type of barcode obtained by both
imaging-based decoding and flow cytometry decoding. (d) Histogram
of the mean LOCI intensities of mixed barcodes in the presence of
1 ng/mL IFN-γ, IL-17A, IL-10, and IL-6 and a mixture of the
four cytokines as indicated. (e) Scheme of the multi-LOCI “mix-and-measure”
protocol for the multiplexed assay. (f) Calibration curves for multiplexed
detection of IFN-γ, IL-17A, IL-10, and IL-6 using the multi-LOCI
approach, respectively.To evaluate the specificity
of the multi-LOCI platform for multiplexed
assay, six groups of experiments were carried out (blank group: no
cytokine was added; IFN-γ, IL-17A, IL-10, and IL-6 groups: each
of the four cytokines added separately; mixture: all four cytokines
were simultaneously added). It was found out that the LOCI signal
in a specific barcode significantly increased only when its corresponding
cytokine was added (Figure d), and for the blank group, no LOCI signal was observed for
each barcode, illustrating high specificity for the multi-LOCI platform.Moreover, calibration curves for multiplexed detection were established
using samples containing a mixture of the four cytokines in different
concentrations (Figure e). As shown in Figure f, in accordance with the performance of the single-plexed assay,
higher sensitivity of the multiplexed assay is observed than our previous
work after comprehensive optimization of the assay system developed
in this work, and the LODs of IFN-γ, IL-17A, IL-10, and IL-6
are calculated to be 3.6, 354.3, 1.2, and 1.9 pg/mL, respectively.
The phenomenon of the sensitivity of IL-17A for multiplexed detection
being lower than that of the single-plexed assay may due to the competition
response between IL-17A with the other three cytokines. Importantly,
detection of these multiple analytes was accomplished within one reaction
without the need for washing steps, which remarkably reduces requirements
of sample volume and improves detection throughput, demonstrating
a facile biodetection platform combining both high multiplexing and
sensitivity.
Conclusions
In summary,
through a deeper investigation on the structure–performance
relationship of multi-LOCI barcodes, this work found out that the
number of surface amino groups that originated from PEI showed significant
growth if polyelectrolyte pairs were employed, resulting in a uniform
and high-density assembly of ABs onto the EHBs. Interestingly, the
detection performance of multi-LOCI between the “sparse”
and “compact” barcodes was neck and neck. Besides, it
was worth noting that multi-LOCI exhibited comparable sensitivity
with the classical LOCI after comprehensive optimization of the assay
system. These unexpected results benefitted from the ingenious structural
design of the multi-LOCI barcode, making this novel “on-barcode”
multi-LOCI platform highly flexible and robust. It is believed that
with the advantages of high multiplexing and a facile “mix-and-measure”
protocol, together with the aid of portable microfluidics or devices,
the multi-LOCI platform will open new pathways toward robust, highly
sensitive, and multiplexed point-of-care diagnostics.
Authors: E F Ullman; H Kirakossian; A C Switchenko; J Ishkanian; M Ericson; C A Wartchow; M Pirio; J Pease; B R Irvin; S Singh; R Singh; R Patel; A Dafforn; D Davalian; C Skold; N Kurn; D B Wagner Journal: Clin Chem Date: 1996-09 Impact factor: 8.327
Authors: Maria-Eleni Kyriazi; Davide Giust; Afaf H El-Sagheer; Peter M Lackie; Otto L Muskens; Tom Brown; Antonios G Kanaras Journal: ACS Nano Date: 2018-03-20 Impact factor: 15.881
Authors: E F Ullman; H Kirakossian; S Singh; Z P Wu; B R Irvin; J S Pease; A C Switchenko; J D Irvine; A Dafforn; C N Skold Journal: Proc Natl Acad Sci U S A Date: 1994-06-07 Impact factor: 11.205
Authors: Jose M Silva; Krista Marran; Joel S Parker; Javier Silva; Michael Golding; Michael R Schlabach; Stephen J Elledge; Gregory J Hannon; Kenneth Chang Journal: Science Date: 2008-02-01 Impact factor: 47.728