Multidevice capillary vibrating sharp-edge spray ionization (cVSSI) source parameters have been examined to determine their effects on conducting in-droplet hydrogen/deuterium exchange (HDX) experiments. Control experiments using select compounds indicate that the observed differences in mass spectral isotopic distributions obtained upon initiation of HDX result primarily from solution-phase reactions as opposed to gas-phase exchange. Preliminary studies have determined that robust HDX can only be achieved with the application of same-polarity voltage to both the analyte and the deuterium oxide reagent (D2O) cVSSI devices. Additionally, a similar HDX reactivity dependence on the voltage applied to the D2O device for various analytes is observed. Analyte and reagent flow experiments show that, for the multidevice cVSSI setup employed, there is a nonlinear dependence on the D2O reagent flow rate; increasing the D2O reagent flow by 100% results in only an ∼10-20% increase in deuterium incorporation for this setup. Instantaneous (subsecond) response times have been demonstrated in the initiation or termination of HDX, which is achieved by turning on or off the reagent cVSSI device piezoelectric transducer. The ability to distinguish isomeric species by in-droplet HDX is presented. Finally, a demonstration of a three-component cVSSI device setup to perform multiple (successive or in combination) in-droplet chemistries to enhance compound ionization and identification is presented and a hypothetical metabolomics workflow consisting of successive multidevice activation is briefly discussed.
Multidevice capillary vibrating sharp-edge spray ionization (cVSSI) source parameters have been examined to determine their effects on conducting in-droplet hydrogen/deuterium exchange (HDX) experiments. Control experiments using select compounds indicate that the observed differences in mass spectral isotopic distributions obtained upon initiation of HDX result primarily from solution-phase reactions as opposed to gas-phase exchange. Preliminary studies have determined that robust HDX can only be achieved with the application of same-polarity voltage to both the analyte and the deuterium oxide reagent (D2O) cVSSI devices. Additionally, a similar HDX reactivity dependence on the voltage applied to the D2O device for various analytes is observed. Analyte and reagent flow experiments show that, for the multidevice cVSSI setup employed, there is a nonlinear dependence on the D2O reagent flow rate; increasing the D2O reagent flow by 100% results in only an ∼10-20% increase in deuterium incorporation for this setup. Instantaneous (subsecond) response times have been demonstrated in the initiation or termination of HDX, which is achieved by turning on or off the reagent cVSSI device piezoelectric transducer. The ability to distinguish isomeric species by in-droplet HDX is presented. Finally, a demonstration of a three-component cVSSI device setup to perform multiple (successive or in combination) in-droplet chemistries to enhance compound ionization and identification is presented and a hypothetical metabolomics workflow consisting of successive multidevice activation is briefly discussed.
Metabolites are low-molecular-weight
compounds that are found in
metabolic processes within living organisms.[1,2] Playing
roles in such vital, cellular processes, a cell’s full metabolite
complement has been argued to reflect its phenotype.[3] Thus, it can be argued that the metabolite complement may
be a harbinger of physiological state be that at the cellular, tissue,
organ, or organism level.[4−6] Indicators of physiological state
would come in the form of changes in the relative abundances of such
molecular species within different biological samples. The field of
metabolomics is dedicated to the characterization and comparison of
the metabolite complement among different samples.[2,7]Because metabolites are among the most diverse biomolecules,[8,9] full characterization of this molecular component from biological
samples is extremely challenging. First, the sheer number of compounds
exceeds the peak capacities of many analytical strategies.[10] Second, the wide range of physicochemical properties
associated with the various compounds ensures that no one analytical
strategy is highly suited for the study of all compounds. Finally,
metabolites exist over a wide range of cellular concentrations which
fluctuate in time.[11] These traits of metabolites
have led to a variety of analytical strategies utilized in metabolomics
experiments. The most often-used approaches are NMR spectroscopy[12−14] and mass spectrometry (MS) combined with gas or liquid chromatography
(GC or LC).[15−19] Each of these approaches has advantages and disadvantages in the
study of metabolites; however, all struggle to identify and quantify
large numbers of compounds in complex mixtures due to the characteristics
mentioned above. Indeed, the challenge is so acute that the National
Institutes of Health recently issued a funding opportunity announcement
with the goal of advancing new technologies that would provide fuller
characterization.[20]One way to improve
compound identification capabilities is to incorporate
measurements of different physicochemical properties of the same molecules
within a sample. In a manner, the combination of GC and LC with MS
accomplishes this to some degree as information related to volatility
and polarity can be combined with mass. That said, the complexity
of metabolomics samples[21] greatly exceeds
the peak capacities of these hyphenated techniques prompting a desire
for new measurements. This has led to the development of elegant (yet
somewhat technically challenging) multidimensional chromatography
approaches for metabolomics analyses.[22−24] More recently, ion mobility
spectrometry (IMS) has gained favor as it provides new information
in the form of a collision cross section (CCS) value;[25−29] however, CCS only provides some improvement as CCS is correlated
with mass leading to a reduction in distinguishing power.[30−34] One could argue that a powerful approach would be combining measurements
with the ability to elucidate organic functional groups (e.g., NMR)
with relative volatility (e.g., GC) or polarity (e.g., LC) and mass
would present tremendous advantages. One approach offering somewhat
similar information that can be performed online with liquid chromatography–mass
spectrometry (LC–MS) is hydrogen/deuterium exchange (HDX).[35−38] Here, the goal is to elucidate the number of heteroatoms within
compounds based on the numbers of deuteriums that exchange for hydrogens
resulting from the solution-phase reaction. Overall, remarkable enhancements
to compound identification are reported.[35−38] A limitation of the online approaches
(on-column and post-column HDX) is that they do not allow for alternating
mass spectral measurements of unreacted and exchanged ions. Because
it is not possible to obtain precursor ion exact mass and HDX reactivity
within a single LC run, sequential separation runs are required.Here, we investigate the ability to perform in-droplet HDX that can be initiated and terminated instantly and automated
to allow for cycling between unreacted and exchanged ion mass spectral
measurements. The approach takes advantage of the new ionization process
termed vibrating sharp-edge spray ionization (VSSI),[39,40] which eliminates the need for a nebulization gas for ion generation
such as that required by electrospray ionization (ESI). Removal of
the nebulization gas requirement allows the utilization of multiple
capillary vibrating sharp-edge spray ionization (cVSSI) emitter tips
at the front of a single mass spectrometer, where each effectively
nebulizes a different solvent system. In the studies described below,
a multidevice cVSSI source is characterized for its ability to perform
preionization, in-droplet HDX. In its simplest form,
a single cVSSI device is used to nebulize and ionize the analyte while
a second device is used to nebulize D2O reagent solvent.
Droplet recombination occurs at the inlet region of a mass spectrometer,
and the solution HDX for different analyte molecules is measured with
the mass spectrometer.The performance of in-droplet HDX using cVSSI benefits from groundbreaking
experiments suggesting
that reaction rates for different reactions could be increased by
orders of magnitude when occurring in microdroplets as opposed to
a bulk solution environment.[41−44] The most influential experiments to this work are
those that utilized theta capillaries to monitor processes such as
complex formation, HDX, protein unfolding, and ion supercharging using
mass spectrometry.[45−47] In one study, the HDX rates of different amino hydrogens
were monitored for a small molecule using mass spectrometry.[48] This study, in particular, prompted recent experiments
using cVSSI in a manner similar to nano-electrospray ionization (nESI)
with theta capillaries to obtain unique isotopic distributions for
different low-molecular-weight compounds.[49] A problem with using the theta capillary approach to obtain exchangeable
hydrogen information for metabolomics experiments is that HDX cannot
be instantaneously turned on and off, making it difficult to effectively
sample compounds eluting from LC columns.A major motivation
for investigating in-droplet HDX
accomplished using separate cVSSI devices is
that it should be possible to instantaneously turn HDX reactions on
and off. That is, a difference between the theta capillary work is
that here two, well-separated emitters are used for the analyte solution
and deuterated reagent. Because droplet delivery of the deuterated
reagent depends on emitter tip vibration rather than applied direct
current (DC) voltage or solvent flow, it can be initiated or terminated
instantaneously by turning on or off the mechanical vibration. Additionally,
cVSSI is already shown to provide ionization efficiency gains for
LC–MS analyses of metabolite standards.[50] Thus, the combination of multidevice cVSSI with LC–MS
for metabolomics analyses has the potential to not only provide new
information to aid compound identification but also provide access
to a greater number of metabolites resulting from its increased sensitivity.Finally, although the primary goal of LC-HDX-MS in metabolomics
analyses is to determine the number of heteroatom sites on different
molecules, it may also be possible to obtain additional distinguishing
information. One example discussed in previous cVSSI work is the ability
to generate unique isotopic distributions for compounds based on differences
in exchange site reactivities.[49] In this
scenario, it can be envisioned that such isotopic distributions could
be matched to those in databases similar to searches performed with
GC–MS data. Additionally, the development of computational
techniques to predict HDX isotopic distributions for molecular structures
could be very useful to identify compounds that do not exist in databases
such as newly emerging drugs and their metabolites. This idea extends
from seminal work that has shown the ability to obtain unique isotopic
distributions for isobaric and isomeric compounds using gas- and solution-phase
HDX.[51−54] This technical report describes investigations of factors influencing in-droplet HDX as well as its potential
to aid compound identification in metabolomics analyses. A final analysis
describes a hypothetical experimental sequence for conducting enhanced
metabolomics analyses where the unique advantages of a multidevice
cVSSI source are highlighted.
Results and Discussion
Achieving In-Droplet HDX
To initiate
the in-droplet HDX experiments,
the analyte solution is infused through the cVSSI device at a flow
rate of 5 μL·min–1. The appropriate radio
frequency (RF) voltage is applied to the analyte cVSSI device to initiate
droplet plume formation using the actuator switch box (Figure ). The plume is visible to
the naked eye. Next, the DC voltage (∼±1800 V) is applied
to the droplet analyte cVSSI device. Figure shows the mass spectra that are generated
for [M + H]+ serine, acetaminophen, and arginine ions when
the analyte cVSSI device is activated in this manner. Upon demonstrating
strong ion signals, the D2O is infused through the D2O reagent cVSSI device and the RF voltage for this device
is turned on. Next, a DC voltage is applied to the D2O
reagent (typically ±600 V for the source setup in Figure ). This DC voltage is found
to be necessary as without its application, analyte droplets will
condense on the D2O cVSSI device and effectively shut off
vibration of the tip and reagent plume generation.
Figure 1
Photographs of the multidevice
cVSSI ion source setup. (A) Expanded
view of the dual device setup. Labeled are the component parts required
to conduct the in-droplet HDX experiments
(see the Experimental Section for details).
(B) Close-up view of the dual cVSSI device arrangement. The devices
(microscope slides with attached pulled-capillary tips) used to create
analyte and D2O reagent plumes are labeled.
Figure 2
Representative mass spectra for cVSSI-MS and cVSSI-HDX-MS. Experimental
isotopic distributions for the [M + H]+ ions of serine,
acetaminophen, and arginine produced by cVSSI and recorded on the
orbitrap mass spectrometer. Data for the respective analytes are shown
in (a–c). In each panel, mass spectra on the left and right
correspond with conditions under which the D2O reagent
is turned off and on (see text for details). Analytes and reagent
activation states are labeled.
Photographs of the multidevice
cVSSI ion source setup. (A) Expanded
view of the dual device setup. Labeled are the component parts required
to conduct the in-droplet HDX experiments
(see the Experimental Section for details).
(B) Close-up view of the dual cVSSI device arrangement. The devices
(microscope slides with attached pulled-capillary tips) used to create
analyte and D2O reagent plumes are labeled.Representative mass spectra for cVSSI-MS and cVSSI-HDX-MS. Experimental
isotopic distributions for the [M + H]+ ions of serine,
acetaminophen, and arginine produced by cVSSI and recorded on the
orbitrap mass spectrometer. Data for the respective analytes are shown
in (a–c). In each panel, mass spectra on the left and right
correspond with conditions under which the D2O reagent
is turned off and on (see text for details). Analytes and reagent
activation states are labeled.Upon generating D2O droplets, new isotopologue peaks
are observed for the analyte ions as shown in Figure . For these experiments, the D0, D1, D2,
D3, and D4 isotopologue ions are observed for the [M + H]+ acetaminophen, serine, and arginine ions. Additionally, the D5 isotopologue
is observed for the arginine ions. Using eq , the amount of deuterium incorporated for
the respective ions is ∼1.9, ∼1.2, and ∼2.4,
respectively. This calculation is shown for [M + H]+ acetaminophen
ions in the Supporting Information. The
[M + H]+ serine, acetaminophen, and arginine ions have
5, 3, and 8 exchangeable hydrogens, respectively (Table ). Considering this, the respective
fractions of deuterium incorporation for the ions from these experiments
are ∼0.4, ∼0.4, and ∼0.3. For an example calculation
of fraction deuterium incorporated, see the Supporting Information.
Table 1
Molecules Used in cVSSI-HDX-MS Experiments
Name of the compound.
Chemical formula of the compound.
Molecular weight of the compound.
Average masses are reported.
Chemical structure. Small-molecule
structures were obtained from Scifinder at https://scifinder.cas.org.
The bradykinin structure was obtained from: By Yikrazuul (talk)—Own
work, Public Domain, https://commons.wikimedia.org/w/index.php?curid=15555663.
Number of exchangeable
hydrogens
for the observed ions. Note that bradykinin has two numbers for [M
+ H]+/[M + 2H]2+ ions.
A question arises as to the degree that gas-phase
HDX may be occurring
for experiments such as those shown here. Several pieces of evidence
suggest that solution-phase exchange is primarily revealed by the
isotopic distribution. First, consider the data presented for [M +
H]+ and [M + 2H]2+ bradykinin ions shown in Figure . As with the small
molecules shown in Figure , upon activating the analyte and D2O cVSSI devices,
the isotopic distributions for these ions shift to higher m/z values. For the singly-charged ions,
the calculated deuterium incorporation value is about two deuteriums.
Additionally, based on the highest observable isotopologue in the
unexchanged and HDX datasets, it is noted that some ions incorporate
up to three deuteriums. This is notable because singly-charged bradykinin
does not react to any degree with D2O in the gas phase.[55,56] This most likely results from the formation of a salt-bridge structure[57,58] that does not allow the formation of a critical reaction intermediate
associated with the proposed relay mechanism[59] for HDX. Briefly, such a structure is proposed to result from a
deprotonated carboxy terminus bridging two charged arginine side-chain
residues. Indeed, these charge interactions may impart a significant
degree of structural rigidity to [M + H]+ bradykinin ions
as ion mobility spectrometry experiments have shown similar collision
cross section values (ion size) for such ions even at elevated (∼600
K) temperatures.[60] The relay mechanism
requires simultaneous hydrogen bonding of the D2O reagent
at a protonated site on the peptide ion and a less basic site.[59] Therefore, the conformational rigidity may prohibit
access of the protonated side chains to multiple, less basic sites
on the peptide where deuterium incorporation would occur. Indeed,
multiple studies have argued that such access is required[58,61−64] and temperature-dependent gas-phase HDX studies with molecular dynamics
simulations suggest that increased ion dynamics (conformational flexibility)
allows greater access to incorporation sites by charge sites and thus
increased levels of deuterium incorporation.[65]
Figure 3
Mass
spectral evidence of solution-phase HDX. (a, b) Expanded mass
spectral regions for the [M + 2H]2+ and [M + H]+, respectively, bradykinin ions recorded using the linear ion trap
mass spectrometer. Solid and dashed line traces show the isotopic
distributions during D2O inactivation and activation, respectively.
Ions corresponding to the spectra are labeled. The bar graph in (c)
shows the relative isotopologue intensities for [M + H]+ and [M + K]+ 6′-sialyllactose ions for each nominal m/z value. These data were obtained upon
activation of the D2O reagent cVSSI device. The legend
shows the bar color corresponding to the ion type.
Mass
spectral evidence of solution-phase HDX. (a, b) Expanded mass
spectral regions for the [M + 2H]2+ and [M + H]+, respectively, bradykinin ions recorded using the linear ion trap
mass spectrometer. Solid and dashed line traces show the isotopic
distributions during D2O inactivation and activation, respectively.
Ions corresponding to the spectra are labeled. The bar graph in (c)
shows the relative isotopologue intensities for [M + H]+ and [M + K]+ 6′-sialyllactose ions for each nominal m/z value. These data were obtained upon
activation of the D2O reagent cVSSI device. The legend
shows the bar color corresponding to the ion type.Although the data for the [M + H]+ bradykinin
ions show
that solution-phase exchange must be occurring for these conditions,
it does not show that gas-phase exchange could not occur for other
ions. To examine whether or not gas-phase exchange affects the isotopic
distributions, we can consider the [M + 2H]2+ bradykinin
ions shown in Figure . This charge state is reported to undergo substantial HDX in the
gas phase.[55,56,66] Remarkably, for these experiments, the [M + 2H]2+ ions
show almost the exact same amount of deuterium uptake compared with
the [M + H]+ ions. This would be highly unusual if these
ions do undergo further gas-phase exchange. If that were to occur,
it would be more likely that the incorporated deuterium would be different
than that observed for the [M + H]+ ions.In separate
studies, the deuterium uptake was compared for [M +
H]+ and [M + K]+ 6′-sialyllactose ions
generated from the same analyte solution. Figure shows a bar graph representation of the
two isotopic distributions that are obtained upon performing in-droplet HDX. These distributions are
very similar in terms of their overall width and the relative intensities
of the isotopologues. Indeed, the deuterium uptake for these two ion
types is calculated to be ∼2.1 and ∼1.8 for the protonated
and potassiated species, respectively. It is important to note that
the potassiated ions are not expected to undergo gas-phase HDX as
they cannot form the critical, hydrogen-bonded intermediate required
by the relay mechanism[59] (see above). Admittedly,
there are some small differences in relative isotopologue intensities
on the sides of the overall distribution. Thus, a small degree of
gas-phase exchange cannot be ruled out.As a final note regarding
gas-phase exchange, it is instructive
to consider the HDX behavior of analyte ions as a function of applied
voltage to the analyte cVSSI devices. Limited experiments show that
the application of ∼±600 V to the D2O reagent
creates a threshold voltage for the analyte that must be superseded
to induce HDX. That is, below this voltage, analyte ions are observed
in the mass spectra but no deuterium incorporation is observed. It
is believed that a high voltage must be applied to the analyte to
provide the necessary momentum for combination of droplets of like
charge. However, the fact that the ions are not observed to undergo
HDX prior to this onset voltage again suggests that the m/z shifts in the exchanged spectra reflect primarily
a solution-phase process.
HDX Dependence on Applied Voltage and D2O Reagent
Flow Rate
In considering the utility of performing in-droplet HDX in metabolomics studies,
it is important that the approach is highly reproducible such that
the same results can be obtained by different research groups as well
as across different MS instrumentation. Thus, it is important to consider
the cVSSI source parameters that may affect the overall deuterium
incorporation levels. One factor that may influence HDX as it affects
the field experienced by the charged droplets and thus their overall
momentum is the voltage applied to the D2O reagent device.
As mentioned above, droplet momentum is believed to affect droplet
mixing and thus D2O incorporation. Other factors affecting
D2O incorporation are likely the relative size of reagent
droplets and their overall relative prevalence. Thus, the D2O reagent flow rate may also affect the degree of deuterium incorporation.In a first set of parameter-testing experiments, the voltage applied
to the D2O cVSSI device was stepped from +200 to +1200
V in 200 V increments. Figure shows the fraction of deuterium observed to be incorporated
for the [M + H]+ serine, acetaminophen, and arginine ions
at these separate voltage settings. Here, the voltage on the analyte
cVSSI device was maintained at +1800 V. Overall, the same response
to the different applied voltages was observed for the three analytes.
The fraction of deuterium incorporated (see the Experimental
Section) increases as the applied voltage is adjusted from
+200 to +800 V and thereafter the incorporation level decreases. The
change in fraction of deuterium incorporated over the range of +200
to +800 V is the largest for acetaminophen ions and the smallest for
serine ions. The former analyte shows a ∼50% change, while
the latter demonstrates an ∼30% change. Above +800 V, the arginine
ions show the greatest decline (reduction of ∼30%) in deuterium
incorporation. Overall, the fraction of deuterium incorporation is
noticeably less for arginine, which is consistent with prior in-droplet HDX studies using a voltage-free theta capillary-like
approach.[49]
Figure 4
HDX dependence on applied
voltage to the D2O cVSSI device.
The bar graph shows the fraction of deuterium incorporated for three
small-molecule analytes as a function of the DC voltage applied to
the D2O cVSSI device. The data were recorded on the linear
ion trap mass spectrometer. The fraction of deuterium incorporated
for the [M + H]+ serine, acetaminophen, and arginine ions
as calculated using the weighted average m/z (eq ) of
the exchanged ions and the average molecular weight (see the Supporting Information). Analyte labels are provided
for each set of voltage data. Error bars represent one standard deviation
about the mean for triplicate measurements. The legend shows the voltages
associated with colored bars.
HDX dependence on applied
voltage to the D2O cVSSI device.
The bar graph shows the fraction of deuterium incorporated for three
small-molecule analytes as a function of the DC voltage applied to
the D2O cVSSI device. The data were recorded on the linear
ion trap mass spectrometer. The fraction of deuterium incorporated
for the [M + H]+ serine, acetaminophen, and arginine ions
as calculated using the weighted average m/z (eq ) of
the exchanged ions and the average molecular weight (see the Supporting Information). Analyte labels are provided
for each set of voltage data. Error bars represent one standard deviation
about the mean for triplicate measurements. The legend shows the voltages
associated with colored bars.One question that arises from the applied voltage experiments is
the effect of using opposite polarity for the voltage applied to the
D2O reagent. Initially, such experiments were pursued as
it was estimated that the interaction of the oppositely charged droplets
might lead to higher levels of exchange. However, for this setup,
the use of negative polarity for the D2O emitter tip resulted
in immediate analyte droplet condensation on the D2O emitter
tip, which resulted in the termination of its vibration and production
of D2O droplets. Even with the application of 0 V to the
D2O device, droplet buildup was observed on the D2O emitter, which resulted in uneven D2O droplet production.
Therefore, for this setup, only the same-polarity voltage application
conditions were employed for the remaining experiments.As mentioned
above, one of the means by which HDX can provide the
identity of a compound is to reveal the number of heteroatom hydrogens
that are present. An accurate number of such sites is obtained upon
the molecule undergoing sufficient HDX such that a population of ions
exhibiting exchange of all sites is observed. That is, in the mass
spectrum, the observed isotopologue with the greatest m/z should correspond to the complete exchange of
heteroatom hydrogens. From Figure , it is observed that only the [M + H]+ acetaminophen
ions achieve this level of exchange. Indeed the [M + H]+ arginine ions fall significantly short of this HDX level as the
isotopologue having the largest m/z value is the D4 peak.One factor that may affect the degree
of HDX is the amount of D2O droplets produced and their
overall size. To investigate
the effect of the relative number of D2O droplets produced,
the flow rate of the D2O reagent was doubled such that
it was twice that of the analyte solution (5:10 μL·min–1). Figure shows the results after the reagent flow change for the serine,
acetaminophen, and arginine ions. With the increase in flow, the amount
of deuterium increases for each of the analytes. The increase ranges
from ∼17% for arginine to ∼24% for serine. Notably,
none of the fraction of deuterium incorporated values significantly
exceeds 0.5. However, the isotopic distribution for serine now shows
a feature corresponding to the complete exchange of all heteroatom
hydrogens as shown in Figure S1 in the
Supporting Information. For arginine, the isotopic distribution reveals
two new isotopologue features (D5 and D6). Although a population of
ions exhibiting complete exchange is not evident, increased exchange
levels such as this should be beneficial for obtaining compound identifications
by eliminating candidate compounds with too few heteroatoms. Here,
we note that prior studies have shown very limited deuterium incorporation
levels for in-droplet HDX reactions for arginine
in a field-free source region.[49]
Figure 5
Fraction of
deuterium incorporated for two reagent flow rates.
The bar graph shows the fraction of deuterium incorporated by [M +
H]+ serine, acetaminophen, and arginine ions at two different
D2O flow rates. Linear ion trap data were recorded for
analyte and D2O reagent solution flow rates of 5:5 and
5:10 μL·min–1 are represented by the
blue and orange bars, respectively. For these data, DC voltage values
of +1500 and +800 V were applied to the analyte and reagent solutions,
respectively. Molecular labels are provided for each set of flow rate
data. Error bars represent one standard deviation about the mean for
triplicate measurements. The legend shows the colors for the bars
representing the different flow rates.
Fraction of
deuterium incorporated for two reagent flow rates.
The bar graph shows the fraction of deuterium incorporated by [M +
H]+ serine, acetaminophen, and arginine ions at two different
D2O flow rates. Linear ion trap data were recorded for
analyte and D2O reagent solution flow rates of 5:5 and
5:10 μL·min–1 are represented by the
blue and orange bars, respectively. For these data, DC voltage values
of +1500 and +800 V were applied to the analyte and reagent solutions,
respectively. Molecular labels are provided for each set of flow rate
data. Error bars represent one standard deviation about the mean for
triplicate measurements. The legend shows the colors for the bars
representing the different flow rates.
Response to D2O cVSSI Device Activation and Deactivation
One of the perceived advantages to the dual cVSSI device setup
is that D2O droplet production can be initiated and terminated
instantaneously while the analyte ions are produced continuously.
The advantage of such an approach is that conditions can be periodically
changed between those favoring HDX and those resulting in the production
of precursor ions. That is, it should be possible to obtain the defining
HDX isotopic distribution and precursor ion exact mass in alternating
data collection time periods. Provided that no remnant of D2O reagent persists over a short timescale, it will be possible to
alternate between such conditions on a timescale that allows adequate
sampling of chromatographic features in LC–MS experiments.To evaluate whether or not HDX could be initiated and shut off on
a timescale commensurate with LC peak sampling, the RF voltage applied
to the D2O cVSSI device was cycled manually using the actuation
switch box (Figure ) for three on/off time periods of ∼2 s each. Data were collected
on an orbitrap mass spectrometer to provide clear isotopologue resolution
for calculating the fraction of deuterium incorporated in each molecule.
Because D2O reagent builds up at the tip during the “off”
time period for the cVSSI device, the first MS scans after activation
can result in more extensive HDX. Similarly, upon turning off the
D2O cVSSI device, residual droplet mixing can be observed
for a few scans. To evaluate the reproducibility of the deuterium
uptake in these successive activation periods, the first and last
three scans of each period were not included. Figure S2 in the Supporting Information shows the mass spectra
for the HDX replicates. Additionally, an internal standard (n-butylamine)
was used. The fraction of deuterium uptake was also computed for the
internal standard. By scaling the fraction of deuterium uptake of
the analyte to that for a single replicate (multiplying by ratios
of internal standards), remarkable reproducibility in deuterium uptake
is obtained. Figure shows that the reproducibilities for HDX are ∼4.6, ∼6.2,
and ∼8.0% RSD for serine, acetaminophen, and arginine, respectively. Figure also shows that
there is a very minimal amount of HDX that occurs during the deactivation
time periods. This most likely results from HDX occurring at the start
of the time period (extending several scans beyond those discarded).
However, the mass spectra (Figure S2) are
nearly indistinguishable from those obtained in the absence of any
D2O reagent. Thus, it can be argued that even at this early
stage, in-droplet HDX can be initiated
and terminated nearly instantaneously and in a manner that is sufficient
to sample metabolite peaks in LC–MS separations.
Figure 6
HDX response
to cVSSI device activation/deactivation. The bar graph
shows the average fraction of deuterium incorporation for each of
the compounds during three activation and three deactivation periods.
Analyte and reagent solution flow rates of 5:5 μL·min–1 were used for these three on/off periods. The on/off
time periods were set at ∼2 s each and initiated using manual
activation of the RF actuation switch box (Figure ). Blue and orange bars correspond to average
deuterium incorporation during activation and deactivation periods
of the D2O cVSSI device. Molecular labels are provided
for the pairs of fraction of deuterium incorporation values. Error
bars represent one standard deviation about the mean for the three
measurements after being scaled using the internal standard (see text
for details). The legend shows the colors of the bars associated with
each experimental period.
HDX response
to cVSSI device activation/deactivation. The bar graph
shows the average fraction of deuterium incorporation for each of
the compounds during three activation and three deactivation periods.
Analyte and reagent solution flow rates of 5:5 μL·min–1 were used for these three on/off periods. The on/off
time periods were set at ∼2 s each and initiated using manual
activation of the RF actuation switch box (Figure ). Blue and orange bars correspond to average
deuterium incorporation during activation and deactivation periods
of the D2O cVSSI device. Molecular labels are provided
for the pairs of fraction of deuterium incorporation values. Error
bars represent one standard deviation about the mean for the three
measurements after being scaled using the internal standard (see text
for details). The legend shows the colors of the bars associated with
each experimental period.
Examining HDX Isotopic Patterns to Distinguish Isomeric Compounds
As mentioned above, a number of studies have presented the idea
that pre-MS gas- and solution-phase HDX can be performed to help distinguish
different compounds including isomeric species.[49,51−54] Here, experiments are conducted to determine whether or not the
dual cVSSI source can be used to distinguish different isomeric species.
The basic idea is that although the confining droplets accelerate
the HDX reaction, the relative rates of different hydrogens are sufficiently
distinct for different isomers such that the very short timescale
of the reaction can yield noticeable differences in deuterium uptake.To demonstrate in-droplet HDX for isomer determination,
sucrose and palatinose compounds were analyzed in negative-ion mode
using the orbitrap mass spectrometer. As isomer distinction may rely
on extremely precise experimental conditions, an internal standard
(homoserine) was used. Here, the internal standard ensures that similar
droplet mixing conditions are achieved through the positioning of
the analyte and reagent devices. To accomplish this, the analyte cVSSI
device is set and the D2O cVSSI device is adjusted slightly
by hand while recording mass spectra. For the isomer experiments,
the D2O cVSSI device position was adjusted until the D1
isotopologue of the internal standard (homoserine) was approximately
half the intensity of the D0 isotopologue. Figure S3 in the Supporting Information shows the homoserine isotopologue
intensities recorded during the collection of the isomer data.Figure shows comparisons
of the isotopic patterns for two pairs of isomeric compounds. First,
the distributions for the [M – H]− disaccharides
ions of palatinose (orange bars in Figure ) and sucrose (blue bars in Figure ) collected on an orbitrap
mass spectrometer show noticeable differences. Data for the sucrose
sample show that upon HDX, the most abundant ions are those belonging
to the D1 isotopologue ion population. The other isotopologue features
in order of abundance are the D2, D0, D3, D4, and D5 peaks. For palatinose,
the D0 isotopologue peak is the most intense and the ordering of the
other features is D1, D2, D3, and D4. Visual inspection of the data
shows clear differences in the isotopic distributions for these two
isomers. A question arises as to whether or not these results are
reproducible across laboratories, cVSSI device, and even instrument
platforms. Figure also shows the results for [M – H]− palatinose
and sucrose ions collected on a different day using different cVSSI
devices as well as a linear ion trap instrument. Nearly identical
isotopic distributions are obtained for the disaccharide ions. One
exception in terms of the relative intensities is observed for the
D0 and D2 isotopologue features (day 2 compared to day 1 in Figure ) for the sucrose
ions. That said, these changes are very small and do not significantly
alter the level of deuterium incorporation.
Figure 7
Comparisons of isotopic
HDX distributions for isomer pairs. (a)
Isotopic distributions obtained for [M – H]− sucrose (blue bars) and palatinose (orange bars) ions on day 1 (orbitrap
mass spectrometer) and day 2 (linear ion trap mass spectrometer),
respectively. (b) Isotopic distributions obtained for [M + H]+−N-acetyllactosamine (LAcNAc) (green
bars) and N-acetylglucosaminyl-β-1,2-mannose
(red bars) ions on day 1 (orbitrap mass spectrometer) and day 2 (linear
ion trap mass spectrometer), respectively. Data collected on the different
days are labeled, and the D0 and D1 isotopologues are labeled for
reference. The legend associates compounds with their data according
to bar color. For these experiments, analyte and D2O reagent
flow ratios of 5:5 μL·min–1 and DC voltages
of /+1500 and −/+800 V, respectively, were used.
Comparisons of isotopic
HDX distributions for isomer pairs. (a)
Isotopic distributions obtained for [M – H]− sucrose (blue bars) and palatinose (orange bars) ions on day 1 (orbitrap
mass spectrometer) and day 2 (linear ion trap mass spectrometer),
respectively. (b) Isotopic distributions obtained for [M + H]+−N-acetyllactosamine (LAcNAc) (green
bars) and N-acetylglucosaminyl-β-1,2-mannose
(red bars) ions on day 1 (orbitrap mass spectrometer) and day 2 (linear
ion trap mass spectrometer), respectively. Data collected on the different
days are labeled, and the D0 and D1 isotopologues are labeled for
reference. The legend associates compounds with their data according
to bar color. For these experiments, analyte and D2O reagent
flow ratios of 5:5 μL·min–1 and DC voltages
of /+1500 and −/+800 V, respectively, were used.To demonstrate that the ability to distinguish isomer ions
is not
limited to the two disaccharides discussed above, separate orbitrap
experiments have investigated the relative HDX reactivities of N-acetyllactosamine (LAcNAc) and N-acetylglucosaminyl-β-1,2-mannose.
One purpose in conducting these studies is to show that the distinguishing
capabilities can extend to compounds having more than one type of
heteroatom hydrogen; with these compounds, amide hydrogens are included. Figure shows that greater
deuterium incorporation is observed for [M + H]+N-acetylglucosaminyl-β-1,2-mannose ions having an
ordering of isotopologue intensities (red bars in Figure ) that is similar to that observed
for sucrose ions. The [M + H]+N-acetyllactosamine
(LAcNAc) ions show an isotopic pattern (green bars in Figure ) that is similar to the palatinose
ions with the exception that the D6 isotopologue is also observed
at low abundance. Experiments for these compounds have also been conducted
on different days and instruments using separate cVSSI devices. As
before, remarkable reproducibility is achieved using the different
instruments.
HDX of Favored Ions Using a Three-Component
cVSSI Device Setup
Often metabolomics experiments employing
LC–MS are conducted
in both positive- and negative-ion modes due to preferential ionization
of specific compounds. Although this provides increased metabolite
coverage, it does come at a cost to increased throughput as well as
the general expense associated with using different separation approaches
(e.g., columns and solvent systems). For some experiments, an advantage
can be envisioned in the ability to periodically favor specific ion
types such that experiments can be conducted in a single ionization
mode. One example could be the formation of cation adduction ions
for species that do not readily form protonated species in positive-ion
mode.In separate experiments, the ability to periodically ionize
and perform in-droplet HDX for sucrose
was evaluated using a three-component cVSSI device setup. With this
configuration, one device performs the charged droplet production
of the analyte solution, while the second and third devices can provide
charged droplets of KCl and D2O solutions. Figure shows the results that are
obtained when the three devices are activated successively. With only
activation of the analyte device, no sucrose ions are observed. That
is, under these conditions, even with the application of voltage,
no [M + H]+ ions are observed. With the activation of the
KCl solution cVSSI device, the immediate production of [M + K]+ ions is observed. Finally, with the activation of the D2O cVSSI device, HDX is observed for these cation adduction
ions. As with the HDX experiments described above, the production
of [M + K]+ precursor and exchanged ions is instantaneous
upon activation of the separate cVSSI devices. Additionally, the removal
of these ions is instantaneous upon deactivation of the KCl cVSSI
device.
Figure 8
Cation adduction and HDX using a three-component cVSSI setup. (a)
Mass spectral region containing the m/z range that would be associated with [M + H]+ sucrose
ions. (b) [M + K]+ ions produced after activation of the
KCl cVSSI device (see text for details). (c) Isotopic distribution
obtained for [M + K]+ ions that have undergone HDX; here,
all three cVSSI devices have been activated. Insets show color-coded
boxes indicating the status of each device associated with the dataset.
Sucrose ions are labeled. For these experiments, all solution flow
rates were set at 5 μL·min–1 and DC voltages
of +1500, +800, and +800 V were applied for the analyte, KCl, and
D2O cVSSI devices, respectively.
Cation adduction and HDX using a three-component cVSSI setup. (a)
Mass spectral region containing the m/z range that would be associated with [M + H]+ sucrose
ions. (b) [M + K]+ ions produced after activation of the
KCl cVSSI device (see text for details). (c) Isotopic distribution
obtained for [M + K]+ ions that have undergone HDX; here,
all three cVSSI devices have been activated. Insets show color-coded
boxes indicating the status of each device associated with the dataset.
Sucrose ions are labeled. For these experiments, all solution flow
rates were set at 5 μL·min–1 and DC voltages
of +1500, +800, and +800 V were applied for the analyte, KCl, and
D2O cVSSI devices, respectively.The ability to turn on and off ion production and reactions instantaneously
is envisioned as a valuable characteristic of this multidevice cVSSI
approach. The ability to alternate source conditions between those
favoring protonated ions and those produced by cation adduction may
significantly enhance LC–MS ‘Omics analyses. With this
approach, a single LC run may now allow efficient ionization of basic
and many acidic species (e.g., organic acids, carbohydrates, glycans,
nucleotides, etc.). Furthermore, combining the periodic sampling of
different ion types with periodic HDX can improve the breadth of compounds
identified from single LC–MS experiments. Consider a six-period
process that could be employed to allow the successive collection
of protonated precursor, protonated precursor exchanged, cation adduct
precursor, and cation adduct precursor exchanged ion data during the
course of a single LC separation. For many time-limited experiments,
such an approach could dramatically increase the information content
of single LC–MS datasets. It should also be noted that the
instantaneous activation/deactivation of the devices could also be
incorporated into experiments that employ tandem mass spectrometry.
Final Considerations for In-Droplet HDX in
Comparative Metabolomic Investigations
One important consideration
for the use of in-droplet HDX to identify metabolite
compounds is the elucidation of factors governing the individual HDX
reactions. A goal would be to use such rules to predict the deuterium
incorporation of specific compounds. Such a capability would be highly
valuable for compound identification using an isotopic pattern matching
approach especially for compounds that are not in databases (e.g.,
emerging drugs and their metabolites). A question arises as to whether
or not the log of the acid dissociation constant (pKa) can provide any insight into the observed deuterium
incorporation values. Consider the experiments for serine, acetaminophen,
and arginine discussed above. These compounds have heteroatoms comprising
guanidine, primary amine, primary alcohol, carboxylic acid, phenol,
and amide functional groups. The pKa values
for the respective acid (or conjugate acid depending on the equilibria
in effect at pH ∼ 4.7) are approximately 12.5, 8.0, −2.4,
3.3, 10.0, and −0.5.[67] Because arginine
is the compound that stands out with regard to deuterium incorporation
(∼25% lower) and the pKa value
is the greatest of the functional groups considered, it might be worthwhile
to investigate the effect of pKa on deuterium
incorporation. That said, to draw any statistically significant correlations
would require the measurement of many different compounds followed
by multiple regression analysis.Previous experiments employing in-droplet HDX and voltage-free cVSSI examined a number
of compounds and sought to correlate the frequency of occurrence of
different functional groups within specific compounds and their overall
deuterium incorporation level.[49] An improved
ability to predict deuterium incorporation was obtained from regression
analysis. Future work will investigate the utility of the present
source setup (two separate cVSSI devices) for the development of a
predictive HDX method. This will require major source modifications
allowing for precise localization of emitter tips with micromanipulation
as well as an encased design to control for air flow around the mass
spectrometer inlet resulting from mechanical sources as well as convection.
Final Considerations for In-Droplet HDX in
Structural ‘Omics Investigations
Although the focus
of the discussion thus far has been on the usage of in-droplet HDX
to aid compound identification, it is worthwhile to consider its applicability
for the study of the three-dimensional structure of large biomolecules.
Typical HDX studies of large biomolecules follow the general protocol
demonstrated by Smith and co-workers in which protein HDX is conducted
for a predetermined period of time; this is followed by reaction quenching,
protein digestion, peptide separation, and MS analysis.[68,69] The experiment can be conducted online,[70] but such an approach requires highly sophisticated equipment providing
intricate and precise solvent and reagent delivery and reaction quench
conditions (low pH and temperature) must be carefully maintained during
the digestion and peptide separation steps.To determine the
utility of in-droplet HDX for examining protein structure,
it is useful to consider the exchange rates of amide backbone sites.
Generally, for regions that are not buried in hydrophobic cores or
involved in extensive hydrogen bonding (secondary structure), the
rates of exchange for backbone amide sites are ∼1000 min–1.[71] Thus, to achieve full
labeling of such sites, exchange times of seconds to minutes are used.[72] As the droplet lifetimes of these charged microdroplets
are orders of magnitude shorter, it may not be possible to fully label
unprotected backbone amide hydrogens. It can be argued that this is
the reason for the relatively low level of deuterium incorporation
in the bradykininpeptide. It should also be noted that in traditional
experiments, the D2O:H2O ratio is carefully
controlled during the reaction such that the amount of D2O is much greater (≥10×) than H2O.[72] This is done to favor exchange processes in
which deuterium is incorporated into the peptide. With the in-droplet HDX approach described here, it is likely that
the ratio is much closer to being equal. Understanding how to control
this ratio will require significant methods development work in the
future. That said, experiments that may be pursued in the near future
can be envisioned. For example, rapid labeling of accessible sites
may provide clues about the locations of interface regions in the
study of protein complexes. Thus, in-droplet HDX
combined with top-down proteomics experiments may find some utility
in biomolecular structure studies.
Conclusions
The
characterization and proof-of-principle studies described here
present the new ionization technique termed capillary vibrating sharp-edge
spray ionization (cVSSI) as a suitable approach to conduct in-droplet HDX reactions with the goal
of aiding compound identification by MS. One salient feature of the
approach is that each (analyte and reagent) cVSSI device can be controlled
independently. This allows the instantaneous production and removal
of specific ion types and the periodic initiation and termination
of HDX reactions for such ions on a timescale that is commensurate
with LC–MS and LC–MS/MS strategies employed in metabolomics
studies. In the future, such techniques may be further developed to
aid compound identification using information about the probable numbers
of heteroatom sites and/or unique isotopic distributions that can
be matched to those in databases. One attractive feature of the approach
is that parameters such as DC voltage application and solution flow
rates can be changed to provide highly reproducible, unique mass spectra;
this suggests an ability to tune HDX reactivity for specific studies.
Finally, another benefit of the approach is the performance of the
extremely efficient reaction on a very short timescale. This allows
for distinguishing intractable species such as isomers due to reaction
quenching that captures subtle differences in site reaction rates.Future work will focus on demonstrating the approach for real-world
metabolomics samples as well as for the performance of biomolecular
structure studies. Next, work will be directed toward developing an
integrated interface for the multidevice CVSSI setup to couple in
a straightforward manner with existing LC–MS systems. Overall,
this technical report effectively introduces a new measurement platform
in the form of a simple, versatile ionization source that can be used
for efficient comparative ‘Omics analyses.Name of the compound.Chemical formula of the compound.Molecular weight of the compound.
Average masses are reported.Chemical structure. Small-molecule
structures were obtained from Scifinder at https://scifinder.cas.org.
The bradykinin structure was obtained from: By Yikrazuul (talk)—Own
work, Public Domain, https://commons.wikimedia.org/w/index.php?curid=15555663.Number of exchangeable
hydrogens
for the observed ions. Note that bradykinin has two numbers for [M
+ H]+/[M + 2H]2+ ions.
Experimental Section
Chemicals and Solvents
Metabolite
standards and solvents
were purchased from various sources. Multiple compounds were purchased
from Sigma-Aldrich (St. Louis, MO), including acetaminophen, l-serine, l-arginine, bradykinin (reagent grade, >95%), N-acetylglucosaminyl-β-1,2-mannose, N-acetyllactosamine (LAcNAc), sucrose (>98%), palatinose (>99%
hydrate),
homoserine, and n-butylamine. The solvents deuterium
oxide (D2O) (99.9%), acetic acid (98%), methanol (Optima
LC–MS grad), water (Optima LC–MS grade), and ammonium
acetate (98.6%) were purchased from Fisher Chemical (New Jersey, NJ).
All standards were utilized without further purification.For
positive-ion-mode experiments, standard solutions of concentration
0.01 mg·mL–1 in 100 mM ammonium acetate buffer
solution were prepared. The buffer solution was reduced to a pH of
4.75 by the addition of acetic acid. For negative-ion-mode experiments,
standard solutions of concentration 0.01 mg·mL–1 in pure water were prepared. For experiments employing internal
standards of homoserine and n-butylamine, concentrations of standards
were also set at 0.01 mg·mL–1.
MS Instrumentation
A Q-Exactive Hybrid Quadruple-Orbitrap
mass spectrometer (Thermo Fisher Scientific, San Jose, CA) was utilized
for mass analysis. The instrument features high-performance quadrupole
precursor ion selection with high-resolution, accurate-mass (HR/AM)
Orbitrap detection. Experiments were conducted in both positive- and
negative-ion modes using an inlet capillary temperature of 250 °C.
A full mass scan resolving power of 70 000 was used as well
as an AGC setting of 1 × 106. In separate experiments
designed to confirm those obtained on the Orbitrap instrument, a linear
ion trap (LTQ-XL, Thermo Fisher Scientific, San Jose, CA) was utilized.
The same inlet capillary temperature and AGC settings were employed.
cVSSI Device Fabrication and Source Setup
A detailed
description of cVSSI device fabrication has been described elsewhere.[40,49,73]Figure shows photographs of one configuration of
a multidevice cVSSI source used to ionize the analytes and perform in-droplet HDX. In this setup, two cVSSI
emitter tips are employed to separately deliver analyte and HDX reagent
solutions. Briefly, each cVSSI device was constructed by attaching
a piezoelectric transducer (7BB-27-4L0, diameter = 27 mm, Murata)
to one end of a no. 1 glass slide coverslip (w × l = 25 × 60 mm) (VWR, Radnor, PA) using epoxy glue.
A fused-silica capillary, approximately 5 cm in length (360 μm
OD × 100 μm ID), which was pulled (Sutter Instruments)
to a final tip diameter of approximately 25 μm, was attached
at a 60° angle relative to the distal edge of the glass slide.
One end of a piece (∼40 cm long) of thin-wall poly(tetrafluoroethylene)
(PTFE) tubing was slip fit over the blunt end of the attached pulled-tip
capillary. Near this end, the PTFE tubing was punctured with a short
platinum wire, which was glued to the outside wall of the tubing to
prevent leakage. This wire was used to provide DC voltage to the infused
solutions. The other end of the platinum tubing was glued to a needle
(BD 0.3 mm × 13 mm) luer lock. The luer locks for each device
were press-fit onto syringes (BD 1 mL) to allow for direct infusion
of samples using a syringe pump (see below). For in-droplet HDX experiments, two cVSSI devices were
arranged ∼90° relative to each other and were placed ∼0.5–1
cm from the inlet of the mass spectrometer as shown in Figure .
Dual cVSSI Source Operation
For experiments using the
multidevice cVSSI setup shown in Figure , direct infusion of analyte sample and deuterating
reagent solutions was achieved using a Chemyx Fusion 4000 multichannel
syringe pump (Chemyx, Stafford, TX) equipped with two independently
controlled precision syringe pump channels with programmable step-rate
functionality. The dual drive system allowed for two independent pumping
channels to be controlled separately. Constant flow through the vibrating
fused-silica capillaries produced microdroplet plumes from each device
that ultimately underwent droplet mixing of the two solutions prior
to entering the mass spectrometer inlet ion transfer tube. The RF
signal (10 Vpp at ∼95 kHz) applied
to the piezoelectric devices was generated using a function generator
(Tektronix AFG-1062, Beaverton, OR), which was connected to an amplifier
(Krohn-Hite 7500, Brockton, MA) as shown in Figure . The RF voltage on the two cVSSI devices
was applied independently using an actuator switch box (Figure ).DC voltage (variable
magnitude; see the Results and Discussion section)
was applied to both the analyte and D2O reagent solutions
near the emitter tip. Previous studies have shown the advantage of
combining DC voltage with cVSSI to enhance analyte ionization efficiency
compared with electrospray ionization (ESI)[74] and nano-electrospray ionization (nESI).[75] Ionization efficiency is especially enhanced for negatively charged
ions where vibration disrupts corona discharge formation;[58,76] however, efficiency gains have also been reported for positively
charged ions.[50,76]
Deuterium Uptake
The fraction of deuterium uptake for
each sample was calculated as follows. Upon actuating both cVSSI devices
(analyte solution and D2O reagent), the HDX mass spectra
were recorded. The mass-to-charge ratio (m/z) shift associated with deuterium uptake was calculated
from the isotopic distribution of the reacted ions as described previously;[77] this provides essentially the same deuterium
uptake as the centroiding approach pioneered by Engen etal.[78] First, the weighted
average m/z values (Aw) for the exchange ions were computed according to eq .In eq , (m/z) and I are, respectively,
the m/z value and the corresponding
intensity (I) of the ith isotopologue
in the isotopic distribution consisting of n total
isotopologue features. Next, the amount of deuterium incorporated
into the analyte ion was computed by subtracting the average molecular
weight of the unreacted ion from Aw obtained
from eq . Finally, the
fraction of deuterium incorporation was computed by dividing the amount
of deuterium incorporated by the total number of exchangeable hydrogens
(those attached to heteroatoms).
Authors: Mahdiar Khakinejad; Samaneh Ghassabi Kondalaji; Hossein Maleki; James R Arndt; Gregory C Donohoe; Stephen J Valentine Journal: J Am Soc Mass Spectrom Date: 2014-09-30 Impact factor: 3.109
Authors: Yousef S Elshamy; Timothy G Strein; Lisa A Holland; Chong Li; Anthony DeBastiani; Stephen J Valentine; Peng Li; John A Lucas; Tyler A Shaffer Journal: Anal Chem Date: 2022-08-01 Impact factor: 8.008