Machine-Learning Classification of Bacteria Using Two-Dimensional Tandem Mass Spectrometry.

Biothreat detection has continued to gain attention. Samples suspected to fall into any of the CDC's biothreat categories require identification by processes that require specialized expertise and facilities. Recent developments in analytical instrumentation and machine learning algorithms offer rapid and accurate classification of Gram-positive and Gram-negative bacterial species. This is achieved by analyzing the negative ions generated from bacterial cell extracts with a modified linear quadrupole ion-trap mass spectrometer fitted with two-dimensional tandem mass spectrometry capabilities (2D MS/MS). The 2D MS/MS data domain of a bacterial cell extract is recorded within five s using a five-scan average after sample preparation by a simple extraction. Bacteria were classified at the species level by their lipid profiles using the random forest, k-nearest neighbor, and multilayer perceptron machine learning models. 2D MS/MS data can also be treated as image data for use with image recognition algorithms such as convolutional neural networks. The classification accuracy of all models tested was greater than 99%. Adding to previously published work on the 2D MS/MS analysis of bacterial growth and the profiling of sporulating bacteria, this study demonstrates the utility and information-rich nature of 2D MS/MS in the identification of bacterial pathogens at the species level when coupled with machine learning.

Immediate and sensitive detection of sporulated Bacillus subtilis by microwave release and tandem mass spectrometry of dipicolinic acid.

Spore lysis of Bacillus species is achieved by brief (1 min) microwave irradiation while tandem mass spectrometry (MS/MS) allows identification of the characteristic spore marker, dipicolinic acid. This rapid measurement, made on 105-108 spores, has significant implications for biothreat recognition.

Triple Resonance Methods to Improve Performance of Ion Trap Precursor and Neutral Loss Scans.

Two experiments are described that extend the capabilities of quadrupole ion trap mass spectrometers operated in the precursor and neutral loss scan mode. The first experiment, a triple resonance precursor ion scan, is used to enhance sensitivity, selectivity, and molecular coverage. This method augments the ion trap precursor ion scan with the application of a second excitation frequency to selectively activate first-generation (MS2) product ions as they are formed and produce second-generation (MS3) product ions, which are then mass-selectively ejected with a third auxiliary signal and detected. This single mass analyzer experiment can be equated to performing the sequential precursor ion scan in a multiple analyzer system (Anal. Chem. 1990, 62 (17), 1809-1818). The second capability demonstrated is "frequency tagging", a method used to differentiate between ions ejected due to inherent instability under given trapping conditions, which causes artifacts during these scans, and ions that are resonantly ejected by the product ion ejection frequency. Beat frequencies are used to modulate resonance ejection peaks but conveniently do not modulate boundary ejection peaks. Frequency tagging provides a mechanism to identify the artifact peaks that are a consequence of operating at a high trapping voltage (i.e., low mass cutoff) for optimal precursor/product ion selectivity. The experiment is demonstrated for precursor and for neutral loss scans.

Logical MS/MS scans: a new set of operations for tandem mass spectrometry.

A new set of operations for tandem mass spectrometry in a linear ion trap is described. Logical MS/MS operations categorize compounds in mixtures based on characteristic structural features as revealed by MS/MS behavior recorded in multiple fragmentation pathways. This approach is a conceptual extension of tandem mass spectrometry in which interrogation of the full data domain is performed by simultaneous implementation of precursor and neutral loss scans. This process can be thought of as moving through the 2D MS/MS data domain along multiple scan lines simultaneously, which allows experiments that explore the 2D data domain of MS/MS to be couched in terms of logical operations, AND, NAND (not and), OR (inclusive or), XOR (exclusive or), NOT, etc. Examples of particular logical conditions include all precursor ions that fragment to both of two selected product ions (logical AND), or all precursor ions that do not produce a specified fragment ion (logical NOT). These and other operational modes (TRUE/FALSE, XOR, OR, etc.) complement and extend the existing set of conventional MS/MS scans, namely product scans, precursor scans, and neutral loss scans. We describe the implementation of logical MS/MS scans on a commercial linear ion trap mass spectrometer using simple mixtures of amphetamines and fentanyl analogues and argue their utility for complex mixture analysis.

Implementation of DART and DESI ionization on a fieldable mass spectrometer.

A recently developed prototype mobile laboratory mass spectrometer, incorporating an atmospheric pressure ionization (API) interface, is described. This system takes advantage of the small size, lower voltage requirements, and tandem MS abilities of the cylindrical ion trap mass analyzer. The prototype API MS uses small, low-power pumps to fit into a 0.1-m(3) self-contained package weighing <45 kg. This instrument has been adapted to allow rapid interfacing to electrospray ionization, desorption electrospray ionization, and direct analysis in real-time sources. Initial data indicate that these techniques provide rapid detection and identification of compounds for quality control, homeland security, and forensic applications. In addition, this instrument is self-contained and compact, making it ideally extensible to mobile laboratory and field analyses. Initial MS and MS/MS data for analyses of drugs, food, and explosives are presented herein.

Collision-induced dissociation (CID) of peptides and proteins.

The most commonly used activation method in the tandem mass spectrometry (MS) of peptides and proteins is energetic collisions with a neutral target gas. The overall process of collisional activation followed by fragmentation of the ion is commonly referred to as collision-induced dissociation (CID). The structural information that results from CID of a peptide or protein ion is highly dependent on the conditions used to effect CID. These include, for example, the relative translational energy of the ion and target, the nature of the target, the number of collisions that is likely to take place, and the observation window of the apparatus. This chapter summarizes the key experimental parameters in the CID of peptide and protein ions, as well as the conditions that tend to prevail in the most commonly employed tandem mass spectrometers.

Formation and characterization of protein-protein complexes in vacuo.

Gas-phase reactions between multiply charged positive and negative protein ions are carried out in a quadrupole ion trap mass spectrometer. The ions react with one another by proton transfer and complex formation. Proton transfer products and complexes are formed via competitive processes in single ion/ion encounters. The relative contributions of proton transfer versus complex formation are dependent upon the charges of the ions as well as other characteristics of the ions yet to be clearly delineated. No fragmentation of covalent bonds of the protein reactants is observed. A model that considers the trajectories associated with ion/ion interactions appears to hold the most promise in accounting for the results. The formation of bound ion/ion orbits appears to play an important role in determining overall reaction kinetics as well as the distribution of ion/ion reaction products. Tandem mass spectrometry is used to compare protein complexes formed in the gas-phase with those formed initially in solution and subsequently liberated by electrospray; it is shown that both forms of complex dissociate similarly, but the complexes formed in the gas phase can retain a "memory" of their method of formation.

"Dueling" ESI: instrumentation to study ion/ion reactions of electrospray-generated cations and anions.

Novel instrumentation has been developed which allows for the sequential injection and subsequent reaction of oppositely-charged ions generated via electrospray ionization (ESI) in a quadrupole ion trap mass spectrometer. The instrument uses a DC turning quadrupole to sequentially direct the two ion polarities into the ion trap from ESI sources which are situated 90 degrees from the axial (z) dimension of the trap, and 180 degrees from one another. This arrangement significantly expands the range of ionic reactants amenable to study over previously-used instrumentation. For example, ion/ion reactions of multiply-charged positive ions with multiply-charged negative ions can be studied. Also, reactions of multiply-charged ions with singly-charged ions of opposite polarity that could not be generated by previously used ionization methods, or that could not be efficiently injected through the ion trap ring electrode, can be studied with the new instrument. This capability allows, for example, the charge state manipulation of negatively-charged precursor and product ions derived from proteins and oligonucleotides via proton transfer reactions with singly-charged cations generated by ESI.

Ion/ion chemistry as a top-down approach for protein analysis.

Developing methodology for analyzing complex protein mixtures in a rapid fashion is one of the most challenging problems facing analytical biochemists today. Recent advances in mass spectrometry for the analysis of intact proteins (i.e. the top-down approach) show great promise for rapid protein identification. The ion/ion chemistry approach for the detection and identification of target proteins in complex matrices, determination of fragmentation channels as a function of precursor ion charge state, and post-translational modification characterization are discussed with particular emphasis on tandem mass spectrometry of intact proteins.

Ion parking during ion/ion reactions in electrodynamic ion traps.

Under appropriate ion density conditions, it is possible to selectively inhibit rates of ion/ion reactions in a quadrupole ion trap via the application of oscillatory voltages to one or more electrodes of the ion trap. The phenomenon is demonstrated using dipolar resonance excitation applied to the end-cap electrodes of a three-dimensional quadrupole ion trap. The application of a resonance excitation voltage tuned to inhibit the ion/ion reaction rate of a specific range of ion mass-to-charge ratios is referred to as "ion parking". The bases for rate inhibition are (i) an increase in the relative velocity of the ion/ion reaction pair, which reduces the cross section for ion/ion capture and, at least in some cases, (ii) reduction in the time of physical overlap of positively charged and negatively charged ion clouds. The efficiency and specificity of the ion parking experiment is highly dependent upon ion densities, trapping conditions, ion charge states, and resonance excitation conditions. The ion parking experiment is illustrated herein along with applications to the concentration of ions originally present over a range of charge states into a selected charge state and in the selection of a particular ion from a set of ions derived from a simple protein mixture.