Vadim Krivitsky1, Eran Granot1, Yoav Avidor2, Ella Borberg1, Ralf T Voegele3, Fernando Patolsky1,4. 1. School of Chemistry, Faculty of Exact Sciences, Tel Aviv University, Tel Aviv 69978, Israel. 2. ADAMA Ltd., Tel Aviv 7015103, Israel. 3. Institute of Phytomedicine, University of Hohenheim, Stuttgart 70599, Germany. 4. Department of Materials Science and Engineering, the Iby and Aladar Fleischman Faculty of Engineering, Tel Aviv University, Tel Aviv 69978, Israel.
Abstract
Plants are the central source of food for humans around the world. Unfortunately, plants can be negatively affected by diverse kinds of diseases that are responsible for major economic losses worldwide. Thus, monitoring plant health and early detection of pathogens are essential to reduce disease spread and facilitate effective management practices. Various detection approaches are currently practiced. These methods mainly include visual inspection and laboratory tests. Nonetheless, these methods are labor-intensive, time-consuming, expensive, and inefficient in the early stages of infection. Thus, it is extremely important to detect diseases at the early stages of the epidemic. Here, we would like to present a fast, sensitive, and reliable electrochemical sensing platform for the detection of airborne soybean rust spores. The suspected airborne soybean rust spores are first collected and trapped inside a carbon 3D electrode matrix by high-capacity air-sampling means. Then, a specific biotinylated aptamer, suitable to target specific sites of soybean rust spores is applied. This aptamer agent binds to the surface of the collected spores on the electrode. Finally, spore-bound aptamer units are incubated with a streptavidin-alkaline phosphatase agent leading to the enzymatic formation of p-nitrophenol, which is characterized by its unique electrochemical properties. Our method allows for the rapid (ca. 2 min), selective, and sensitive collection and detection of soybean rust spores (down to the limit of 100-200 collected spores per cm2 of electrode area). This method could be further optimized for its sensitivity and applied to the future multiplex early detection of various airborne plant diseases.
Plants are the central source of food for humans around the world. Unfortunately, plants can be negatively affected by diverse kinds of diseases that are responsible for major economic losses worldwide. Thus, monitoring plant health and early detection of pathogens are essential to reduce disease spread and facilitate effective management practices. Various detection approaches are currently practiced. These methods mainly include visual inspection and laboratory tests. Nonetheless, these methods are labor-intensive, time-consuming, expensive, and inefficient in the early stages of infection. Thus, it is extremely important to detect diseases at the early stages of the epidemic. Here, we would like to present a fast, sensitive, and reliable electrochemical sensing platform for the detection of airborne soybean rust spores. The suspected airborne soybean rust spores are first collected and trapped inside a carbon 3D electrode matrix by high-capacity air-sampling means. Then, a specific biotinylated aptamer, suitable to target specific sites of soybean rust spores is applied. This aptamer agent binds to the surface of the collected spores on the electrode. Finally, spore-bound aptamer units are incubated with a streptavidin-alkaline phosphatase agent leading to the enzymatic formation of p-nitrophenol, which is characterized by its unique electrochemical properties. Our method allows for the rapid (ca. 2 min), selective, and sensitive collection and detection of soybean rust spores (down to the limit of 100-200 collected spores per cm2 of electrode area). This method could be further optimized for its sensitivity and applied to the future multiplex early detection of various airborne plant diseases.
Multiple
reasons exist requiring
the detection of plant diseases. Knowledge about the presence of a
disease is critically important for rapid treatment decisions, as
it is closely related to yield and economic losses. Plants are the
central source of food for humans around the world and create a balance
between humans and their environment.[1,2]Nevertheless,
during their cultivation, plants can be negatively
affected by diverse kinds of diseases. These plant diseases are responsible
for major economic losses in the agricultural industry worldwide.
So far, several studies reported the existence of more than 50,000
parasitic diseases, diseases occurring in plants due to the attack
by an organism known as a parasite, and non-parasitic plant diseases
in the United States.[3]These diseases
cause great damage to crops and therefore endanger
food supply.[4] For example, a huge amount
of rice that can feed about 60 million people is destroyed by the
blast disease every year.[5]Furthermore,
a critical aspect of crop diseases is their spreading
mechanism. For instance, the potato late blight by Phytophthora infestans, which appeared at different
locations in Europe during the 1845 epidemic, advanced exponentially
with time, and the epidemic velocity increased linearly with distance.[6]Thus, monitoring plant health and early
detection of pathogens
are essential requirements to reduce disease spread and facilitate
effective management practices. In this context, various detection
approaches are currently practiced. These methods mainly include visual
inspection and laboratory tests. Visual inspection involves the identification
of infected plants based on the presence of pathological symptoms.
This approach is capable of detecting disease distribution within
a wide range of field.[7] Nonetheless, this
method is labor-intensive, time-consuming, inefficient, and expensive
in the early stages of infection.[8−12] On the other hand, laboratory-based methods for the
detection of plant diseases include physiological, biological, serological,
and molecular tests.[13−16] The most common laboratory tests are serological tests, such as
the enzyme-linked immunosorbent assay, based on the use of protein
in the detection of diseases, and also molecular tests, such as polymerase
chain reaction (PCR) used in detecting plant diseases based on the
DNA sequence of the pathogen.[17,18] Although serological
and DNA-based approaches have revolutionized plant disease detection;
they are not very reliable at asymptomatic disease stages. This is
due to the complexity of the methods and the time required for their
performance.[19,20] In addition, most of these DNA-based
techniques are expensive and lack the rapidity required for the detection
of plant diseases. Most techniques need at least 1–2 days for
sample harvest, processing, and analysis. Additionally, none of these
approaches is implementable in field, thus, it is extremely important
to detect the disease at the early stages of the epidemic to improve
disease control.[21,22] Recently, the loop-mediated isothermal
amplification technology was shown to be an important player in fungi
spore’ detection. Nevertheless, this technique is limited by
a higher risk of carry-over contaminations and more intricate assay
designs, as it requires up to six primers, while PCR only requires
two.[23] Nevertheless, this approach has
been recently successfully evaluated in field-detection applications.[24]Specific and rapid detection assays for
urediniospores could be
a useful supplement to the time-consuming field monitoring of leaves
for signs of pathogens and symptoms of disease development. The rapid
and accurate identification of these diseases would improve the efficiency
of fungicide applications by timing the use of fungicide sprays.Specifically, soybean is one of the most common species of legumes,
characterized by high nutritional values, and used as the main source
of food for a vast population worldwide.[25−30] Also, soybean is used as a food source for animals and as a raw
material in the industry for the production of various products, such
as glue and soap.[29−31] Unfortunately, soybean crops are tremendously affected
by rust diseases. Rust diseases are caused by pathogenic fungi (rust
fungi), which can grow and reproduce only in living plants.[32−36]There are about 5000 species of rust fungi that cause diseases
on many types of plants, including Phakopsora pachyrhizi, Puccinia boroniae, Phakopsora meibomiae, and so forth. The rust disease
is characterized by spots and blisters of orange-brown (rust) color
on leaves, cankers, and galls on branches.[32−34] The life cycle
of rust diseases involves the production of spores. The rust spores
can be easily and rapidly dispersed around enormous areas by the wind
and infect entire fields in a matter of days. The spores can also
be easily attached to animals, which enable them to spread the diseases
to farther distances. Thus, sensing the soybean rust spores at the
early stages is essential to avoid the infection of large areas of
crops.Soybean rust spores are characterized by an elliptical–spherical
shape, reported to be in the size of (16.4–28.8) μm ×
(10.5–16.6) μm, and contain sharp thorn-like edges.[35] It is possible to estimate the origin of spores
by analyzing their morphology, but an accurate, reliable, fast, and
selective sensing method is definitely required.[36]Recently, there is growing interest in the development
of electrochemical
sensing of pathogenic spores.[37−40] For example, Ait Lahcen et al. developed an electrochemical
method for the sensing of Bacillus cereus spores based on spore-imprinted polymers.[37] The sensor was developed using a carbon paste electrode, functionalized
with an imprinted polymer, fabricated by pyrrole electropolymerization.
The spore sensing was performed by recording cyclic voltammetry curves
with the use of a redox probe. Also, in order to achieve the selective
and specific detection of biomolecules, various nucleic-acid aptamers
(single-stranded DNA or short RNA sequences) were developed.[38,41−43] In this context, specific thiolated DNA-based aptamers
against B. cereus spores were developed[38] and used as specific recognition elements for
electrochemical detection. The DNA-aptamer was linked to an Au electrode
that traps B. cereus spores onto its
surface, and the sensing of the spores was performed by AC impedance
measurements with the use of redox probes. These electrochemical approaches
have shown the capability to detect the pathogenic spores but unfortunately
lack either the selectivity, sensitivity, on-field applicability,
detection speed, or collection capability to be applied in the early
diagnosis of plant diseases.[44]In
order to increase the sensitivity of airborne spores’
detection, without using complex and time-consuming steps, a few strategies
could be considered. First, in order to serve as a sensor, the working
electrode has to be composed of a material that can be easily chemically
modified. Second, for air-phase analysis, the electrode should be
used simultaneously as an air-collector filtering and a sensing agent.
Additionally, for increased sensitivity and improved signal/noise
ratio, the active surface of the working electrode has to be optimized.
Carbon is well known for its diversified chemistry, thus makes an
attractive sensor material.[45] Furthermore,
when composed of carbon microfibers (μCFs), it allows combining
high conductivity, relatively low background currents, and high analytical
signal.[46] These μCF electrodes display
high air permeability and allow free flow of air, thus potentially
serving as air-sampling elements for the collection and adsorption
of airborne species of interest. Additionally, these μCF electrodes
display enormously high active surface areas, 1000–2500 m2/g, hence serve as highly effective elements for the improved
adsorption of airborne species through air sampling means.[47,48] Carbon paper electrodes (CPE) were used as an air diffusion layer
for proton-exchange membrane fuel cells.[49] The carbon paper surface can be modified with various materials
and has been applied as the catalytic electrode for various types
of fuel cell devices[50−52] and for various types of electrochemical sensor devices.[53−56] Thus, μCFs integrated as working electrodes in electrochemical
sensors may enable the development of low-cost and sensitive sensors
for airborne soybean rust spores.Aptamers (DNA, RNA, or peptide)
are examples of functional molecules
selected in vitro. Aptamers are also termed “chemical antibodies”
and prepared in vitro based on systematic evolution of ligands by
exponential enrichment (SELEX). Unlike the preparation of antibodies,
which rely on induction of an animal immune system, the SELEX process
enables the synthesis of aptamers for non-immunogenic and toxic targets
that are otherwise impossible to obtain by the immune system.[57]Until now, aptamers have been selected
toward a broad range of
targets, including the metal ions, small organic molecules (e.g.,
amino acids, ATP, antibiotics, vitamins, and so forth) organic dyes,
peptides and proteins, and even whole cells or microorganisms (e.g.,
bacteria). Importantly, the availability of such a large pool of aptamers
makes it possible to develop novel bioassay tools covering areas that
include diagnostics, anti-bioterrorism, and environmental and food
analyses. Aptamers often possess high selectivity and affinity toward
their targets. In addition to this high selectivity, aptamers bind
to their targets with high affinity, particularly with macromolecules,
which often possess remarkable dissociation constants (Kd) ranging from picomolar to nanomolar.[58] In particular, aptamer-based biosensors possess unprecedented
advantages compared to biosensors using natural receptors such as
antibodies and enzymes: first, aptamers with high specificity and
affinity can in principle be selected in vitro for any given target,
ranging from small molecules to large proteins and even cells, thus
making it possible to develop a wide range of aptamer-based biosensors.
Second, aptamers, once selected, can be synthesized with high reproducibility
and purity from commercial sources. Also, in contrast to protein-based
antibodies or enzymes, DNA aptamers are highly chemically stable.
Third, aptamers often undergo significant conformational changes upon
target binding. This offers great flexibility in the design of novel
biosensors with high detection sensitivity and selectivity.[58]Finally, incubation of the electrode in
the presence of p-nitrophenyl phosphate non-electroactive
reactant leads
to the formation of electroactive p-nitrophenol in
the vicinity of the electrode surface, thus allowing the selective
amplified detection of spores by electrochemical means. Notably, only
the collection of specific airborne spores will lead to the formation
of the electroactive product, p-nitrophenol, and
to the electrochemical sensing signal.Here, we would like to
present a fast, sensitive, and reliable
electrochemical sensing platform for the detection of airborne soybean
rust spores. The suspected airborne soybean rust spores are first
collected and trapped inside the carbon 3D electrode matrix by high-capacity
air-sampling means, 30–100 L/min. Then, a specific biotinylated
aptamer developed by us, suitable to target specific sites of soybean
rust spores is applied. This specific aptamer agent solely binds to
the surface of the collected spores on the electrode, serving as a
first amplification step through the binding of multiple aptamer units
per adsorbed spore. Finally, spore-bound aptamer units are incubated
with a streptavidin–alkaline phosphatase (AP) reporting agent
leading to the second amplification step by enzymatic formation of
the electroactive product p-nitrophenol, which is
directly characterized by its unique electrochemical properties.[59,60] The electrochemical properties of p-nitrophenol
were studied with the use of various types of electrodes.[59−64] Under the presented experimental conditions, only the soybean rust
spores collected on the electrode bind to the specific biotinylated
aptamer units, which are linked to the streptavidin–AP couple,
and therefore, the p-nitrophenol enzymatic product
only forms as a result of the presence of soybean rust spores. Our
method allows for rapid (ca. 2 min), selective, and sensitive collection
and detection of airborne soybean rust spores (down to the limit of
100–200 collected spores per cm2 of electrode area).
This method could be further optimized for its sensitivity and applied
to the future multiplex early detection of various airborne plant
diseases by simple electrochemical means.
Experimental
Section
Triple distilled water (TDW) from a Milli-Q (Millipore)
source
was used throughout the experiments. All salts and solvents were purchased
from Merck and used without further purification. P-nitrophenyl phosphate, p-nitrophenol, p-aminophenyl phosphate, p-aminophenol, streptavidin–AP
from Streptomyces avidinii, and bovine
serum albumin (BSA powder) were purchased from Merck.Aptamers
with specific affinity against P. pachyrhizisoybean rust spores (100 nmol DNA oligo, 88 bases, HPLC-purified,
5′ biotin) were developed with the services of Novaptech Ltd.
(France, see Supporting Information Materials
Section for details on aptamer development) and purchased from Syntezza
Bioscience Ltd.The aptamer sequence (modified with biotin at
5′) is 5′-AGCCTGTTGTGAGCCTCCTGTCGAATATGGGGTGGGTGGGTGGCATTTGAAGG
GGCTCGCACACTTTGAGCGTTTATTCTTGTCTCCC-3′.Soybean rust spores are the P. pachyrhizi isolate Thai 1 from the collection of the laboratory of Prof. Ralf
Thomas Voegele (University of Hohenheim, Stuttgart, Germany). This
isolate goes back to a single spore isolate obtained from Thailand.
Also, P. pachyrhizi urediniospores
from naturally infectedsoybean plants were obtained from the Adama
Brazil Ltd. collection, Brazil. The spores collected were germinated
in sterile deionized water for 24 h at 22 °C. After centrifugation
at 7000 xg for 10 min, the pellet was suspended in PBS and frozen
at −20 °C. Also, closely related P. meibomiae urediniospores used as negative control were received from the collection
of Prof. Ralf Thomas Voegele (University of Hohenheim, Stuttgart,
Germany). All spore concentrations were determined by the use of hemocytometry.Carbon paper electrodes (CPEs, 254 μm thick) that contain
multi-layers of μCFs (type Spectracarb 2050A-1050) were purchased
from Engineered Fibers Technology. Commercial Ag/AgCl (sat. KCl) reference
electrodes (type RE-1CP) were purchased from ALS Ltd. Pt (99.999%,
1 mm diameter) was used as a counter electrode, purchased from Holland-Moran
Ltd.The electrochemical experiments were performed by a potentiostat
(EmStat,[3] PalmSense) with the use of PSTrace
5.6 software.Two successive cyclic voltammetry (CV) cycles
were performed (starting
at 0 V vs reference) for each measurement and the second CV curve
is presented.The soybean rust spores on the CPE were imaged
using a light microscope
(Olympus BX41m-LED with the use of a U-PMTCV camera adapter in a dark-field
mode). The soybean rust spores on CPE were sputtered (4 nm Au/Pd,
Emitech SC7640 sputter coater, Polaron) and imaged using Quanta 200
FEG ESEM (Thermo Scientific) in a high-vacuum mode.
Aptamer Selection Sequence
(for the Complete Aptamer Production
Procedure, See the Supporting Information Materials Section)
Phase 1: Screening of DNA library.Selection
(positive) at room temperature
in a 100 mM carbonate buffer pH = 9.5 containing 10 mM sodium chloride,
40 mM potassium chloride, and 5 mM magnesium chloride hexahydrate,
by filter retention of candidates from the library in the presence
of P. pachyrhizi urediniospores.Negative selection under
similar conditions
against P. meibomiae urediniospores;
PCR amplification of the selected pool; production of single-stranded
candidates for the next selection round.Selection (positive and negative) over
six–eight rounds under increasing stringency.Evaluation of average binding properties
of the selected pools.Phase 2: selection
of polyclonal aptamers to P. pachyrhizi urediniospores.Selection (positive and negative) of
candidates using a process identical to that of phase 1, starting
from a pool of phase 1 (a single condition).Selection over four–six additional
rounds under increasing stringency.Production of 8–10 pools with
indexed primers for NGS sequencing.NGS sequencing (105–106 reads
per round).Bioinformatic
analysis of the sequences
(primary sequences, predicted secondary motifs, and round-to-round
evolution).Definition
of clusters.Identification
of 10–15 sequences
from bioinformatics.Phase 3: identification
and characterization of monoclonal aptamer(s)
to P. pachyrhizi urediniospores.Synthesis
of 10–15 candidates
identified in phase 2.Evaluation of binding properties of
these 10–15 candidates to P. pachyrhizi urediniospores by fluorescence.Evaluation of specificity of these
candidates against P. meibomiae urediniospores.Identification of the best
candidate(s).Phase 4: optimization of
the best aptamer to P.
pachyrhizi urediniospores.Truncation of the
best aptamer (1 aptamer):
synthesis of five variants at most.Evaluation of binding properties of
the five variants to P. pachyrhizi urediniospores
by fluorescence.Definition
of the best variant.Kd of the positive aptamer was estimated
experimentally to be ca. 18 nM.
Electrochemical Sensing
Setup and Detection Procedure
0.1 M carbonate buffer solution
(CBS) containing 0.005 M MgCl2 and 0.01 M NaCl, pH 9.0
was used in all experiments, including
for the development of specific aptamer units.The carbon paper
was cut into rectangular pieces of 7 × 50 mm, followed by polyethylene
lamination. The active (non-laminated) area of the CPE was designed
to be 4 mm diameter.Each CPE was washed twice with TDW and
isopropanol and soaked in
two BSA buffer solutions (5mg·mL–1, 1:1 v/v
TDW/CBS), 10 min each, then the surface-blocked CPE (CPE/BSA) was
rinsed three times with CBS and dried gently by a N2 stream.The soybeanP. pachyrhizi rust spore
suspension containing a known concentration, 102 to 104 spores, were drop-casted on top of a Viburnum
sieboldii leaf to simulate a real-world collection
scenario, and further transferred to the collecting CPE by pumping
the air at a 10 cm distance from the leaf, using a home-made air sampler
shown in Figure D
(30–100 L/min capacity). Our sampler device includes a hose
and a pump. Also, to determine the detection limit of our approach,
the soybean rust spores at a given amount, 102 to 104 spores per 10 μL, were directly dispersed on top of
the collecting CPE using a pipette, followed by the electrochemical
detection of spores as per the given procedure. A detection limit
of ca. 100–200 spores can be reliably achieved (n > 30 repetitions at this detection limit concentration).
Figure 1
SEM images
of our CPE. Scale bars are 1 mm for (A) and 50 μm
for (B). SEM images were performed by the secondary electron mode
(20 kV, 10 mm). The collection process of the P. pachyrhizi spores on the surface of the CPE. (C) Soybean rust spores quantitatively
dispersed on the leaf sample. (C) Inset: Expanded area of the rust
spores dispersed on the leaf sample. (D) Collection process of soybean
rust spores from the leaf to the CPE by our home-made air sampler.
(D) Inset: Our home-made laminated CPE and our home-made air sampler.
Light microscopy dark-field images of P. pachyrhizi soybean rust spores collected on CPE at various magnifications:
(E) ×20 and (F) ×50, after 3 min of sampling the surrounding
of soybean rust sample with the use of our home-made air sampling
system, at a pace of 10 L·min–1. SEM images
of sputtered (Au/Pd, 4 nm) P. pachyrhizi soybean rust spores collected on the CPEs. Scale bars are 200 μm
for (G) and 20 μm for (H) SEM images were obtained by the secondary
electron mode (20 kV).
SEM images
of our CPE. Scale bars are 1 mm for (A) and 50 μm
for (B). SEM images were performed by the secondary electron mode
(20 kV, 10 mm). The collection process of the P. pachyrhizi spores on the surface of the CPE. (C) Soybean rust spores quantitatively
dispersed on the leaf sample. (C) Inset: Expanded area of the rust
spores dispersed on the leaf sample. (D) Collection process of soybean
rust spores from the leaf to the CPE by our home-made air sampler.
(D) Inset: Our home-made laminated CPE and our home-made air sampler.
Light microscopy dark-field images of P. pachyrhizisoybean rust spores collected on CPE at various magnifications:
(E) ×20 and (F) ×50, after 3 min of sampling the surrounding
of soybean rust sample with the use of our home-made air sampling
system, at a pace of 10 L·min–1. SEM images
of sputtered (Au/Pd, 4 nm) P. pachyrhizisoybean rust spores collected on the CPEs. Scale bars are 200 μm
for (G) and 20 μm for (H) SEM images were obtained by the secondary
electron mode (20 kV).Then, the spore-embedded
CPE electrodes were incubated with the
biotinylated aptamer, which is suitable to target specific sites of
soybean rust spores (1 μL solution of 100 μM, 60 s), followed
by washing with three CBSs, pH 9 (1 min for each solution). The 60
s period was selected to ensure the saturation of avidin–biotin
coupling.[65−68] Then, the CPE electrodes were incubated with streptavidin–AP
(1 μg·μL–1 in CBS, 1 μL,
60 s), followed by washing with three CBSs, pH 9 (1minute for each
solution). Similarly, CPE electrodes after the collection of non-specific
disease spores were treated as described for control experiments.The limit of detection of the method was extracted by measuring
the resulting signal, after the whole described protocol of detection
is performed and after deposition of a controlled number of spores
on the center of the carbon electrodes. A sensitivity limit of ca.
100 spores was achieved for >20 measurements.All the experiments
presented in the paper were repeated at least
30 times (n > 30). For each set of experiments
shown
in the paper, at least 20 electrodes were used for repetitions.
Results and Discussion
The schematic procedure for the detection
of airborne soybean rust
spores is shown in Scheme . First, the surface of the CPE was blocked with BSA to avoid
non-specific absorption of the aptamer and enzyme (A). The spores
are collected by the electrode matrix through air-sampling means (B).
This leads to spore-embedded electrodes. These electrodes are then
incubated shortly with the specific biotinylated aptamer and the enzyme–avidin
conjugate, (C) and (D), respectively, leading to the first amplification
step of binding of multiple aptamer units to each single collected
spore.
Scheme 1
Schematic Description of the Collection and Detection Approach
for
Airborne Soybean Rust Spores; (A) BSA Blocking of the Carbon Fiber
Electrode; (B) Spore Collection Step; (C) Biotin–Aptamer Binding
Step. (D) Avidin–Enzyme Conjugate Binding and Enzymatic Amplification
Reaction
In order to develop a selective P. pachyrhizisoybean rust spore-sensing device,
it is first essential to develop
a method for collecting rust spores around the surface of the CPE.
It is also essential to prevent the non-specific binding of aptamer
and enzyme to the surface of the carbon electrodes, solely leading
to their binding to the collected spore units. In addition, it is
important to study the electrochemical behavior of p-nitrophenol under our experimental sensing conditions.The
μCF paper was used as a base working electrode due to
its large area and high adsorption capacity. Figure A,B presents the SEM (scanning electron microscopy)
images of our CPE. The diameter of the carbon fibers is about 5 μm.In order to meet the requirement for a portable and robust electrochemical
sensing system that can be applied under field conditions, a portable
home-made air sampler was used. Our air sampler device includes a
hose and a pump, capable of pumping 30–100 L·min–1. This air sampling device is powered by rechargeable batteries.
The main purpose of the air sample system is to perform a collection
of the soybean rust urediniospores on the electrode surface. Importantly,
the electrode is fully air permeable, which enables its air-filtering
capabilities.Figure C,D presents
the collection process of soybean rust spores on the surface of the
CPE by air-collection means. The soybean rust spores are quantitatively
dispersed on a leaf sample to simulate a real-world collection scenario
(C), and then the soybean rust spores are collected (during 10 s)
in the CPE by our home-made air sampler (D).The soybean rust
spores, embedded in the CPE, can be observed by
light microscopy dark-field images, as presented in Figure E,F. Those images show that
the soybean rust spores attach to the microfiber’ surface of
the CPEs.Figure G,H presents
the SEM images of sputtered soybean rust spores embedded in the CPEs.
These SEM images show the morphology of the P. pachyrhizisoybean rust spores. Both images show that the rust spores are also
attached to the internal planes of the CPE.The electrochemical
properties of p-nitrophenol
were studied with the use of various types of electrodes.[54−58] Importantly, our studies, Figure , show that both the aptamer and enzyme strongly and
non-specifically absorb to the surface of clean CPEs, resulting in
the subsequent unwanted false p-nitrophenol (and P. pachyrhizisoybean rust spores) detection.
Figure 2
(A) CV of our
clean CPEs modified with the aptamer and enzyme.
Curve (a) in CBS. Curves (b–d) after the addition of p-nitrophenyl phosphate substrate (2 mg, 5 mL CBS) at different
time intervals: 0, 5, and 10 min, respectively. (B) Expanded dotted
area of (A). Scan rate, 100 mV·s–1.
(A) CV of our
clean CPEs modified with the aptamer and enzyme.
Curve (a) in CBS. Curves (b–d) after the addition of p-nitrophenyl phosphate substrate (2 mg, 5 mL CBS) at different
time intervals: 0, 5, and 10 min, respectively. (B) Expanded dotted
area of (A). Scan rate, 100 mV·s–1.Thus, in order to solve this apparent challenging limitation
of
our high-surface electrodes, a blocking modification step is performed
using BSA. BSA is used widely as a surface blocking agent to prevent
the non-specific adsorption of proteins and DNA to the surfaces of
sensing devices.[69−71] In our study, BSA was found as a suitable additive
that completely prevents the non-specific adsorption of aptamer and
enzyme units to the surface of the CPEs, Figure . Evidently, the redox current generated
by the CPE/BSA electrode is negligible (Figure ) compared to the redox current generated
by the clean CPE (Figure ).
Figure 3
(A) CV of our CPE blocked with BSA (CPE/BSA) and modified with
the aptamer and enzyme. Curve (a) in CBS. Curve (b) after the addition
of p-nitrophenyl phosphate substrate (2 mg, 5 mL
CBS). Scan rate, 100 mV·s–1. (B) Expanded dotted
area of (A).
(A) CV of our CPE blocked with BSA (CPE/BSA) and modified with
the aptamer and enzyme. Curve (a) in CBS. Curve (b) after the addition
of p-nitrophenyl phosphate substrate (2 mg, 5 mL
CBS). Scan rate, 100 mV·s–1. (B) Expanded dotted
area of (A).Figure A presents
the CV results of our CPE/BSA electrode in a p-nitrophenol
solution, 0.8 mM in CBS, when different potential limits were applied. Figure B presents the expanded
dotted area of (A). The electrochemical mechanism of p-nitrophenol includes two successive steps,[63,64] as presented in Figure C; the first step is the irreversible reduction of p-nitrophenol (to p-aminophenol), c1, and the second step is the redox process
of p-aminophenol (to p-quinone-imine), c2/a2.
Figure 4
(A) CV of our
CPE/BSA in p-nitrophenol solution
(0.8 mM, CBS), when different negative potentials were applied: (a)
−0.7, (b) −0.8, (c) −0.9, (d) −1.0, and
(e) −1.1 V. Scan rate, 100 mV·s–1. (B)
Expanded dotted area of (A). (C) Electrochemical reduction mechanism
of p-nitrophenol.
(A) CV of our
CPE/BSA in p-nitrophenol solution
(0.8 mM, CBS), when different negative potentials were applied: (a)
−0.7, (b) −0.8, (c) −0.9, (d) −1.0, and
(e) −1.1 V. Scan rate, 100 mV·s–1. (B)
Expanded dotted area of (A). (C) Electrochemical reduction mechanism
of p-nitrophenol.In our CPE/BSA electrodes, the reduction of p-nitrophenol
(to p-quinone-imine) does not occur in a negative
potential of −0.7 V and up to −0.8 V versus Ag/AgCl
(sat. KCl), curves (a,b), respectively. The irreversible reduction
of p-nitrophenol (to p-quinone-imine),
c1, occurs at potentials lower than −0.8 V, curve
(c), resulting in the quasi-reversible reaction of p-quinone imine (to p-amino-phenol), c2/a2, appearing at ca. +0.11
V and ca. −0.16 V (B).When the negative potential is
increased to −1.0 V and −1.1
V, curve (d) and curve (e), respectively, significantly more p-nitrophenol is reduced, c1, and the redox peaks of p-quinone-imine dramatically
increase, c2/a2. These results demonstrate the optimal voltage conditions required
for the most sensitive detection to be allowed.As mentioned
before, the CPEs are surface-blocked with BSA, Scheme A, in order to prevent
non-specific absorption of aptamer and enzyme to the CPE surface and
then soybean rust spores are collected on the surface of the CPE/BSA
electrodes by the use of a home-made air sampler (B). The CPE/BSA
is then incubated in the presence of biotinylated aptamers with specific
affinity toward soybean rust spores (C) and then incubated with streptavidin–AP
(D) resulting in the formation of the biotin–avidin complex
around the surface of the soybean rust spores.Notably, steps
(C) and (D) can be performed in a single step. P-nitrophenol
is the electroactive enzymatic product of
AP formed in the presence of an electrochemically inactive p-nitrophenol phosphate substrate. The detection of p-nitrophenol is evidence of the presence of collected P. pachyrhizisoybean rust spores on the CPEs.Additionally, p-aminophenyl phosphate was tested
as another substrate of the enzymatic reaction instead of the currently
used p-nitrophenyl phosphate derivative, shown in Supporting Information Figures S16 and S17; the
series of experiments revealed that both substrates display very similar
performance in relation to the sensitivity of the assay. The only
difference observed is the electrochemical window applied for sensing
purposes.It is important to emphasize that the CPE consists
of multilayers
of μCFs, thus the enzyme-modified soybean rust spores are also
attached to the internal planes of the CPE. The p-nitrophenol product can also be formed in the internal planes of
the CPEs and can also diffuse into even deeper planes of the CPEs,
resulting in increased amperometric responses.CPE/BSA electrodes
that were not used for the air collection of
specific spores and CPE/BSA electrodes after their incubation with
the aptamer and enzyme conjugate (without the collection of spores)
were tested as control experiments. CV measurements were performed
immediately after each electrode has been soaked in p-nitrophenyl phosphate substrate solution. In addition, additional
CV measurements (for each electrode) were performed at different time
intervals, up to 15 min.Figure presents
the CV results of each electrode immediately after it has been soaked
in the substrate solution. The redox peaks presented in these voltammograms
are in accordance with the expected electrochemical properties of p-nitrophenol, as presented in Figure . These results demonstrate the specificity
of the detection platform in the absence of collected spores. No evident
electrochemical signals result from the detection sequence in this
case. This is evidence that no aptamer or enzyme conjugate is adsorbed
onto the electrode surface in the absence of specific spores, and
no formation of the electroactive product nitrophenol occurs.
Figure 5
(A) CV of different
CPE/BSA electrodes immediately after being
soaked in p-nitrophenyl phosphate substrate solution
(2 mg in CBS, 5 mL): Curve (a) fully modified CPE (containing the P. pachyrhizi soybean rust spores (German source),
the aptamer, and the AP enzyme). Curve (b) CPE that does not include
the soybean rust spores (modified only with aptamer and enzyme). Curve
(c) clean CPE/BSA. Scan rate, 100 mV·s–1. Curve
(d) Fully modified CPE (containing the P. pachyrhizi soybean rust spores (Brazilian-source), the aptamer, and the AP
enzyme) (B) Expanded dotted area of (A).
(A) CV of different
CPE/BSA electrodes immediately after being
soaked in p-nitrophenyl phosphate substrate solution
(2 mg in CBS, 5 mL): Curve (a) fully modified CPE (containing the P. pachyrhizisoybean rust spores (German source),
the aptamer, and the AP enzyme). Curve (b) CPE that does not include
the soybean rust spores (modified only with aptamer and enzyme). Curve
(c) clean CPE/BSA. Scan rate, 100 mV·s–1. Curve
(d) Fully modified CPE (containing the P. pachyrhizisoybean rust spores (Brazilian-source), the aptamer, and the AP
enzyme) (B) Expanded dotted area of (A).On the other hand, the collection of specific P.
pachyrhizi soybean spores through air collection leads
to the appearance of a clear electrochemical response for the p-nitrophenol enzymatic product. Evidently, the oxidation
current at ca. +0.2 V generated by the fully modified electrode in
the presence of P. pachyrhizisoybean
spores (German and Brazilian source), curves (a,d), is ca. 10 times
higher compared with the oxidation current generated by the control
CPE/BSA electrode in the absence of soybean spores, curve (b), and
with the oxidation current generated by the clean CPE/BSA, curve (c).Figure A–D
presents the CV curves of these three different electrodes for different
time intervals, up to 15 min. Similarly, the oxidation current at
ca. +0.2 V generated by the fully modified electrode, Figure A,B, is significantly higher
compared with the oxidation current generated by the untreated CPE/BSA
in the absence of soybean spores, Figure C,D.
Figure 6
(A) CV of CPE/BSA fully modified, contains the P.
pachyrhizi soybean rust spores, the aptamer, and the
AP enzyme: curve (a) in CBS. Curves (b–e) after the addition
of p-nitrophenyl phosphate substrate (2 mg in CBS,
5 mL) at different time intervals: 0, 5, 10, and 15 min, respectively.
Scan rate, 100 mV·s–1. (B) Expanded dotted
area of (A). (C) CV of CPE/BSA: curve a in CBS. Curves (be) after
the addition of p-nitrophenyl phosphate substrate
(2 mg in CBS, 5 mL) at different time intervals: 0, 5, 10, and 15
min, respectively. Scan rate, 100 mV·s–1. (D)
Expanded dotted area of (C).
(A) CV of CPE/BSA fully modified, contains the P.
pachyrhizi soybean rust spores, the aptamer, and the
AP enzyme: curve (a) in CBS. Curves (b–e) after the addition
of p-nitrophenyl phosphate substrate (2 mg in CBS,
5 mL) at different time intervals: 0, 5, 10, and 15 min, respectively.
Scan rate, 100 mV·s–1. (B) Expanded dotted
area of (A). (C) CV of CPE/BSA: curve a in CBS. Curves (be) after
the addition of p-nitrophenyl phosphate substrate
(2 mg in CBS, 5 mL) at different time intervals: 0, 5, 10, and 15
min, respectively. Scan rate, 100 mV·s–1. (D)
Expanded dotted area of (C).It seems that p-nitrophenol is formed in minuscule
amounts without the presence of AP enzyme, as presented in Figure C,D. Notably, the
formation of p-nitrophenol is catalyzed dramatically
by the AP enzyme attached specifically to the P. pachyrhizisoybean rust spores collected by the electrode, as presented in Figure A,B.Furthermore,
control experiments conducted for the detection of
additional non-specific spore species, powdery mildew and the closely
related P. meibomiae spores, were performed, Figure A. These results
demonstrate the clear-cut selectivity of our sensing platform against
the specific urediniospores of interest. The redox current generated
by the CPE/BSA consisting of the rust spores, curve a, is significantly
higher compared to the CPE/BSA against the mildew and P. meibomiae spores and the clean CPE/BSA in the
atmosphere of the air lab, curve (b), curve (d), and curve (c), respectively.
Figure 7
(A) CV
of different CPE electrodes modified with BSA after air-sampling
for 1 min at different atmospheres: curve (a) rust spores, curve (b)
powdery mildew spores, curve (c) air lab, and curve (d) P. meibomiae spores. The CV measurements were performed
in a solution containing p-nitrophenyl phosphate
substrate (2 mg in CBS, 5 mL) after 1 min of incubation. Scan rate,
100 mV·s–1. (B) Ddotted area of (A).
(A) CV
of different CPE electrodes modified with BSA after air-sampling
for 1 min at different atmospheres: curve (a) rust spores, curve (b)
powdery mildew spores, curve (c) air lab, and curve (d) P. meibomiae spores. The CV measurements were performed
in a solution containing p-nitrophenyl phosphate
substrate (2 mg in CBS, 5 mL) after 1 min of incubation. Scan rate,
100 mV·s–1. (B) Ddotted area of (A).Also, our platform can readily detect the specific
spores at different
concentrations following their collection on the electrodes. Figure A,B demonstrates
the results of electrochemical sensing studies by our CPE/BSA electrodes
in the detection of different concentrations of spores (SEM or optical
images), down to a concentration of 100–200 P. pachyrhizi spores/cm,2 which correlates
with less than 10 spores per effective electrode surface. This sensitivity
can be further increased by longer enzymatic amplification times applied.
This work demonstrates extremely high sensitivity achieved for the
detection of airborne fungi spores. Furthermore, all the shown detection
results were repeated by the detection of P. pachyrhizi spores from different sources (Germany and Brazil), showing the
efficacy of the proposed approach.
Figure 8
(A) Dark-field optimal images of a CPE
electrode modified with
BSA after air-collection of P. pachyrhizi spores for different periods: left: 30 s, middle: 60 s, and right:
200 s. Yellow circles depict single P. pachyrhizi spore particles. (B) CV measurements of air-collected P. pachyrhizi spores at different periods performed
in a solution containing p-nitrophenyl phosphate
substrate (2 mg in CBS, 5 mL) after 1 min of incubation. Scan rate,
100 mV·s–1. (C) Calibration plot of CV measurements
presented in (B).
(A) Dark-field optimal images of a CPE
electrode modified with
BSA after air-collection of P. pachyrhizi spores for different periods: left: 30 s, middle: 60 s, and right:
200 s. Yellow circles depict single P. pachyrhizi spore particles. (B) CV measurements of air-collected P. pachyrhizi spores at different periods performed
in a solution containing p-nitrophenyl phosphate
substrate (2 mg in CBS, 5 mL) after 1 min of incubation. Scan rate,
100 mV·s–1. (C) Calibration plot of CV measurements
presented in (B).Past reports of sensor
development for the detection of P. pachyrhizi spores include PCR-based methods[72] that
are highly sensitive and show great specificity
but require time-consuming laboratory procedures and complex lab-equipment,
thus preventing their direct use in on-field applications. More recently
developed methods are based on the use of gold conjugate antibodies
as sensitive reporters,[73,74] these are simple to
use and inexpensive but lack sensitivity. The commercial lateral flow
tests found on the market for soybean rust detection can only detect
advanced-stage spore concentrations starting from a minimum of 3000
spores per 1 square inch sample. Notably, a work of an immunofluorescence-based
detection method was developed[75] with a
low detection limit of 10 spores/ml. Still, this technique requires
a separate spore harvesting collection step from the infected leafs
and their further deposition on the detection surface, the use of
antibodies with low intrinsic stability, long incubation times of
more than 1 h, and the use of microscopy tools difficult to apply
directly in field. Also, these reported sensors make use of antibody-modified
surfaces of the sensors, and although these reported sensitivities
may be suitable for the early detection of spores, these methods still
require the separate collection of spores, by a collection system,
harvesting the spores, their subsequent incubation on the sensor’s
surface, and finally the detection of spores by a separate detection
platform.In contrast to that, our simple and direct sensing
method shows
the lowest detection limit reported for P. pachyrhizi spores, does not require any biomodification of the collection sensing
surface, the collection can be done simultaneously by the same detection
substrate, and the direct collection of airborne spores is performed,
without any need for individual leaf sample manipulation. Additionally,
though the double-step amplification of the signal displayed by our
method and longer incubation time of the sensor with the enzyme substrate
prolong the detection process can potentially lead to higher amplification
and lower detection limits.
Conclusions
Here, we demonstrated
the development of an electrochemical approach
for the simultaneous air-collection and detection of airborne P. pachyrhizi rust spores. The method is based on
the development of a specific aptamer unit against the rust spores.
The combination of the aptamer coupled to an enzymatic reaction leads
to the amplification of the analytical detection of spores of interest.
Airborne soybean spores were simultaneously collected through air-sampling
means by the 3D μCF electrodes, followed by a double-amplification
(aptamer–enzyme) detection of the formation of an enzymatic
redox product, p-nitrophenol.We showed the
capability to rapidly collect and selectively detect P. pachyrhizi airborne spores down to a concentration
of 100 spores/cm2 in less than 2 min, though our system
needs to be tested under field conditions. This exquisite selectivity
along the sensitive detection performance will allow the real-world
on-field early detection of multiple disease airborne spores.