Abstract
Mass spectrometry (MS) applies to many fields including clinical research, environmental analysis, and agricultural applications. This critical review summarizes recent developments in the field that can enable MS to be applied effectively in developing countries. In particular, we argue that colorimetric-based low-cost rapid diagnostic tests may be lacking sensitivity and specificity needed for disease screening in asymptomatic people and that closed automated analytical systems may not offer the analysis flexibility needed in resource-limited settings. Alternative strategies proposed here have potential to be widely acceptable in low- and middle-income countries through the utilization of the open ambient mass spectrometry platform that enable microsampling techniques such as dried blood spot to be coupled with miniature mass spectrometers in a form of centralized analytical platform. Consequently, costs associated with sample handling and maintenance can be reduced by >50% of the total ownership cost permitting analytical measurements to be done at high performance-to-cost ratios in the developing world.
Keywords: mass spectrometry, microsampling, developing countries, disease diagnosis, portable analytical systems, point-of-care, centralized detection
INTRODUCTION
Mass spectrometry (MS) – the process of measuring mass-to-charge (m/z) ratio of gaseous ions – is applicable across diverse disciplines including clinical analysis (e.g., drug development, clinical tests, and disease diagnosis), environmental analysis (e.g., drinking water testing, pesticide screening, and assessment of soil contamination), forensic analysis (e.g., trace analysis), pharmaceutical, metabolomics, and proteomics. Most of these applications are associated with scientific and technological developments that have concentrated mainly in the developed world. Without a closer look, one might conclude that MS will be of little use in the developing countries. Afterall, sophisticated instrumentation is involved, one that requires regular maintenance and good laboratory conditions (e.g., temperature and vibration controls).
We must be realistic. In the early 1990’s MS instrumentation underwent major changes from nearly room-size complex instruments to user-friendly bench-top equipment. Further down-sizing of mass spectrometers became a major research topic in academic laboratories in the early 2000’s. In particular, the National Aeronautics and Space Administration (NASA) supported the development of ruggedized miniature mass spectrometers for space explorations purposes (1). Interests of the military to use chemical instrumentation also yielded opportunities to develop even smaller fieldable equipment, which included microfluidic platforms (2) and portable mass spectrometers (3). But are the conditions in space and war zones any better than the conditions existing in the developing countries? It is logical then to assert that the assumption held by many concerning the perceived inability to operate mass spectrometers in the resource-limited settings of developing countries must be re-evaluated. See BOX 1, Supplemental Appendix regarding efforts by Dr. Giles Edwards, Technical Director and Founder of Recycling Organization for Research Opportunities (RORO), to install mass spectrometers in developing countries.
A focus on Africa. In May 2000, The Economist published an article in which Africa was referred to as the hopeless continent (4). Unfortunately, this description persists in the minds of many that encounter somethings associated with Africa, including the possibility of having a functional first-class laboratory for chemical analysis. There are deep problems in Africa: poverty, corruption, and limited infrastructure. Common diseases like malaria and tuberculosis continue to claim lives. Such inadequacies, in part, led the World Health Organization (WHO) to develop the “ASSURED” criteria to help identify the most appropriate diagnostic test for resource-limited environments. This ASSURED criterion would be most effective if considered generic. That is, laboratory infrastructure and equipment will be needed to diagnose diseases such as certain types of cancer and human immunodeficiency virus. Rapid diagnostic tests satisfy most of WHO’s ASSURED criteria, but they fall short when it comes to early disease diagnosis, which requires better sensitivity and specificity (5, 6). Such limitations associated with simple colorimetric tests makes it challenging to perform realistic chemical analysis in these region (Box 2, Supplemental Appendix).
Have we sacrificed performance for affordability? If we consider that not all regions in Africa are severely deprived of infrastructure (there are major cities in Africa – e.g., Johannesburg in South Africa, Lagos in Nigeria, Accra in Ghana, Addis Ababa in Ethiopia, and Cairo in Egypt, just to mention a few), then it will make sense to use performance-to-cost ratio of the diagnostic test as a criterion for selection and not only cost, which eventually leads to the recommendation of less sensitive equipment-free platforms. The performance-to-cost ratio criterion can be made to fit the developing world because of the centralized nature of these communities (7, 8). For example, the centralized system in Africa (Figure 1) is such that even the most deprived regions are not totally isolated. For most part, the system is set up so that villages (severely limited in resources) depend on near-by towns, which in-turn depend on near-by cities. Farmers in villages commute frequently to near-by towns to sell their farm produce and to purchase necessary items for living such as medicine, kerosene, salts, clothes, and tools for farming. Schools and clinics are also available in the near-by towns and these towns have basic social amenities (e.g., electricity, clean water), which can sustain some levels of chemical instrumentation. The upfront cost of instruments can be high, but the overall impact can be very high, given the number of people that can be served by a single equipment. Consequently, this impact can bring higher performance-to-cost ratio. It is important to note that although the African system is socially and politically centralized (9), the medical system is compartmentalized. That is, rarely will one find a single unit of medical laboratory that can perform many different medical tests. This is due, in part, to oversimplification of analytical procedures. Centralization of equipment at a near-by town will go a long way to alleviate the burden associated with this compartmentalization problem, which tends to delay diagnostic outcomes.
Modern MS presents unique capabilities among all chemical analysis techniques because of its molecular specificity. While most instruments are sensitive to functional groups or some physico-chemical properties, MS measures the molecular weight, which is a universal property for any given chemical compound. In this review, we provide critical discussions on recent developments in the field that can facilitate the use of MS for chemical detection in the developing world. We focus mainly on disease diagnosis, but we also note that the same developments are applicable in environmental, agricultural and forensic analysis.
CHALLENGES WITH CURRENT MODEL AND ALTERNATIVE STRATEGIES
The practical reality is that it is expensive to install and maintain instruments, explaining the limited chemical instrumentation in the developing world, as illustrated by the distribution of mass spectrometers in Figure 2. In November of 2019, MS market research annual report showed relative amounts of sharing mass spectrometers based on region. Not surprisingly, North America held the largest share (nearly ~50%), followed by Europe, Asia pacific and Rest of the World, which included Latin America, Middle East & Africa. For instance, approximately 43 mass spectrometers are counted from five different institutions in Ohio, United State. According to data from National Research Foundation (10), South Africa has the largest number of mass spectrometers in Africa, with a total of 67 mass spectrometers (Figure 2A). Based on number of institutions, we estimated the ratio of mass spectrometers per institution in Ohio and South Africa to be 8.6 (Figure 2B) and 3.5 (Figure 2C), respectively. Other countries in Africa that showed up on the MS distribution map include Ghana (2 mass spectrometers), Kenya (2 mass spectrometers), Egypt (2 mass spectrometers), Nigeria (1 mass spectrometer), and Senegal (1 mass spectrometer). These numbers may not accurate as illustrated in Box 3 (Supplemental Appendix) concerning chemical instrumentation currently found at Kwame Nkrumah University of Science Technology (KNUST), Kumasi, Ghana. The World Economic Situation and Prospects classifies middle-income countries in South America and Asia-Pacific as developing (11). Mass spectrometer distribution in these regions are also summarized in Figure 2D, with countries in Asia-Pacific (e.g., India, Sri Lanka) showing higher numbers of mass spectrometers.
The total cost of ownership based on current model of chemical analysis can be broken down into two broad categories: purchase cost and lifetime cost (Table 1) (12). The lifetime cost forms about 55% of the total cost, and involves cost associated with materials and consumables, support and training, and administration task. Purchasing cost constitutes 45% of the total cost but can be further divided into external and internal costs, which are estimated to be 70% and 30%, respectively, of the purchasing cost. Sample handling forms a major source of expenditure among the external cost. Therefore, a chemical analysis strategy that seeks to eliminate cost associated with sample handling and instrument maintenance can greatly reduce total cost of ownership, providing opportunities for such analytical methods to be effectively established in low- and middle-income countries. Ambient ionization combined with miniature mass spectrometers has a great potential to make a difference in this respect.
Table 1.
Purchase Cost (45%) | Lifetime Cost (55%) |
---|---|
1. External (70%) - Analyzer (45%) - Sample handling (55%) |
1. Maintenance - material, suppliers, and consumables - support and training - administration |
2. Internal (30%) - installation |
In ambient MS (13), the untreated sample (e.g., whole blood, raw urine, and tissue) are analyzed directly without prior sample preparation (detailed discussion is provided later). This means that costs associated with liquid/liquid (14) and solid/liquid (15) extractions and chromatographic separations (16, 17) can be eliminated. Perhaps the main reason for high cost of sample handling is related to the fact that the methods of sampling (e.g., blood collection) during the pre-analytical phase of chemical analysis have not changed for more than a century. Most current methods (e.g., liquid-phase sampling and absorption methods like dried blood spot, DBS) require cold storage to maintain analyte integrity. Cold storage of samples is a major burden on analytical laboratories, something that is difficult to implement in developing countries. As will be discussed later, dry-state room temperature storage of samples not only has the potential to reduce cost associated with sample handling, but it can also enable wider group people to be reached. An interesting feature of miniature mass spectrometers is that unlike bench-top mass spectrometers, which need to be run constantly to maintain vacuum and analytical performance, miniature mass spectrometer can be turned off and placed on the shelf when it is not in use. It takes about 10 min to establish full vacuum after it is turned on. This feature reduces maintenance cost and by the virtue of it being a miniature instrument also reduces analyzer cost. Collectively, these nice features enabled by MS especially when combined with ambient ionization techniques and dry-state room temperature sample storage can allow centralized chemical analysis for the underserved communities in developing countries as well as point-of-care analytical capabilities yielding real-time results for rapid disease diagnosis (Figure 3).
As indicated in the introduction, the centralization strategy suggested here for developing countries is different from the traditional sense of provider-centered analysis where high accuracy and precision are the main objectives, typically achieved using hyphenated equipment like gas chromatography-MS (GC-MS) (17, 18), liquid chromatography-MS (LC-MS) (16, 19), and nuclear magnetic resonance (NMR) (20, 21), just to mention a few. Here, centralization is used in the sense of people-centered analysis just as is done for POC analysis, which is patient-centered detection. However, this people-centered strategy (22) for the developing world may utilize miniaturized equipment to serve many people in the community, both near and afar. This differs from the patient-centered POC analysis where analysis take place at bedside and sample is analyzed immediately after collection. The centralization in the developing world can utilize both physical walk-ins and on-demand analysis strategies in the form of direct-to-consumer (DTC) diagnostic tests (23, 24), which will provide remote sampling (e.g., at home by patients) followed by signal development and diagnosis after sending the sample to the central facility (e.g., by mail). Thus, when developed and implemented well, MS-based detection methods for the developing countries can enable both POC and DTC diagnostic methods for symptomatic and asymptomatic patients, respectively.
AMBIENT MASS SPECTROMETRY
Mass spectrometers separate and detect gas-phase ions by their m/z ratio. Traditionally, this process – which involves ion generation, m/z separation and ion detection – takes place under high vacuum conditions. It was demonstrated in the 1980’s through the introduction of electrospray ionization (ESI) and atmospheric pressure chemical ionization (APCI) methods that the ionization step can be performed outside the vacuum environment. However, due to matrix effects, complex mixture analysis still required extensive sample preparation and separation steps before ionization, processes that have increased the complexity of the MS experiment. In the early 2000’s, Prof. Graham Cooks introduced a much simpler method of ionizing complex mixtures without prior sample preparation in the process of desorption electrospray ionization (DESI) (25). This opened new area of research where for the first-time complex mixtures (bacteria culture, whole blood, soil, tissue, etc.) can be analyzed in-situ from their native environment without pre-treatment. Not only can modern mass spectrometers analyze complex mixture outside the high vacuum environment, but we can do so using the native sample (solid, liquid and gas) in the presence of other interfering substances, all under ambient temperature and pressure conditions without use of any chromatographic techniques. This relatively new ambient mass spectrometric technique has many important implications including the fact that (1) vacuum requirements of mass spectrometers are now reduced, allowing the creation of high performance miniature mass spectrometers, (2) field analysis and POC detection are made possible not only due to the production of miniature instruments but also because in-situ analysis is now possible at the site of sample collection, and (3) unique and unconventional application of mass spectrometry such as real-time surgical margin evaluations during operation are also made possible. These specific ionization methods that enable mass spectrometers to analyze complex mixtures from their native state without pre-treatment are often referred to as ambient ionization techniques. Due to the simplicity of the process and the low instrumentation barrier of ambient ionization methods, there have been more than 48 different methods (26) developed for different applications (as of 2019). The same factors (simplicity and less instrumentation) indicate minimal training are required enabling less experienced technicians to operate the equipment something that would be hugely beneficial in the developing world. Several good reviews (26, 27) have recently appeared on the subject of ambient ionization, so we summarize here the main themes and major techniques.
Spray-based ambient ionization techniques
As already stated, the main features of ambient ionization are as follows: (i) analysis with minimal or no sample preparation requirements, (ii) operation outside the vacuum environment of the mass spectrometer, enabling rapid and direct analysis, and (iii) selective transfer of analyte and not the whole sample (tissue, bacteria culture, blood, etc.) to the mass spectrometer enabling native state analysis. Desorption electrospray ionization (DESI, Figure 4A, i), the first of these ambient ionization methods, utilize electrosprayed charged droplets to enable analyte extraction and transfer from the untreated ambient surface. The principle of DESI is related to the process of ESI except that the sample is not present in the electrospray solvent. Instead, the sample is deposited on an ambient surface (e.g., polytetrafluoroethylene) and interrogated using charged liquid droplets derived from the electrospray process (25). The mechanism of DESI is such that thin liquid film is initially formed on the surface when the first few liquid droplets arrive at the surface containing the analyte molecule. This thin film dissolves the analyte and extracts it into the spray liquid. The solvent is sprayed with the aid of nebulizer gas (e.g., N2), which gives the arriving droplets enough kinetic energy and momentum to cause splashes. From the impact of fresh liquid microdroplets and the thin liquid film, secondary droplets are released into air that carry the extracted analyte molecules toward the mass spectrometer for analysis. The main emerging application of DESI and other spray-based ambient ionization methods is tissue analysis and imaging (28, 29). Zhang et.al identified alterations in lipids and metabolites distributions from 42 samples of metastatic tumor tissues (breast and thyroid) and normal lymph node tissues. (30) Feider et.al recently characterized double bond position of free fatty acids from biological tissues directly via integrated 193 nm ultraviolet photodissociation (29). Liquid microjunction-surface sampling probe (LMJ-SSP) (31, 32) and nano-electrospray desorption ionization (nano-DESI, Figure 4A, ii) (33) are variants of DESI and are employed for in vivo studies. Tang et.al used LMJ-SSP for direct sampling of tissue and mouse spinal cord for extracting lipids from samples to identify C=C locations of isomers in lipid and lipid profiling of various tissue sections via imaging (32). The scope of lipid coverage was evaluated with nanospray desorption electrospray ionization mass spectrometry imaging (nano-DESI MSI) on mouse lung tissues. About 284 compounds were observed and unique 57 compounds were identified from nano-DESI MSI compared to LC-MS/MS data (34). The use of photons for analyte desorption have shown noticeable features on tissue imaging due to their capability of depth profiling in z-direction and high lateral resolutions.
Plasma-based ambient ionization techniques
Soon after DESI was introduced, Cody and his coworkers (35) introduced the first plasma-based ambient ionization technique called direct analysis in real time (DART, Figure 4B, i. Both DESI and DART are now commercially available from Waters Inc. and JEOL, respectively. DART generates ions by exposing the condensed-phase sample to metastable species generated by corona discharge. A Carrier gas (e.g., He, Ar, or N2) is heated and the (ionic) species in the plasma are filtered using a series of electrodes. The reagent ions from the DART source interact with sample located between source and MS inlet (35). Solid, liquid, and gas can be analyzed rapidly in their native state without chromatographic separation. The DART-MS platform works well for small molecules (< 500 Da) for applications in food safety (36, 37), environmental monitoring (38), forensic analysis (39, 40), and clinical analysis (41, 42). DART-MS has now become a practical technique for metabolomic profiling and characterization due to its advantages (direct analysis and speed) over conventional methods (LC-MS, GC-MS, and NMR). Recent studies have shown that large molecules (tens to thousands of kDa) readily break down when analyzed by the DART source; for example lipopolysaccharides are observed to fragment into the individual constituents which subsequently enables identification and differentiation of endotoxin with a detection limit as low as 0.03 ng/mL (38). Integration of multivariate statistical analysis (e.g., principle component analysis (PCA)) following DART-MS allows rapid validation and fingerprinting of spectra resulting in effective differentiation of samples. With such integrated platform, Nemes et.al demonstrated at least 250-fold higher sample throughput from screening glycosaminoglycan (43).
Microsampling techniques can be hyphenated as DART-MS. Quantification of endogenous cholesterol in dried human serum spots was performed and detection limit of 20 µg/L was achieved (41). Dried blood spot analysis by DART-MS has also been demonstrated using the quantitation of L-phenylalanine (Phe) from phenylketonuria (PKU) in newborn samples which achieved a limit of detection (LOD) of 3.0 µmol/L. The specific experiments involved dip-it (glass-tips) format using a fixed volume sampling method with auto-loading capabilities (42). Transmission-mode DART (TM-DART, Figure 4B, ii) (44) uses mesh to introduce samples – is another sampling method in DART-MS. SPME-TM-DART-MS platform was introduced by Pawliszyn’s group and recently enabled quantitative studies of drugs of abuse using smaller volumes of oral fluid (15 and 25 µL). Detection limits of all tested analytes were calculated to be several orders of magnitude lower than the cut-off levels provided by Driving Under the Influence of Drugs (DRUID) project of the European Commission (40). Dielectric barrier discharge ionization (DBDI, Figure 4B, iv) (45) and low-temperature plasma (LTP, Figure 4B, iii) (46) form plasma through dielectric barrier discharge, which is generated between two electrodes separated by an insulating dielectric layer once high voltage and alternating current are supplied. The differences between these two methods are the amount of frequency applied (20.3 kHz in DBDI (45) vs 2.5 kHz in LTP (46)) and configuration of experimental setup (direct exposure of sample to plasma in LTP while DBDI does not (47). Due to multiple potential ionization mechanisms with plasma (proton and electron transfer), compounds of environmental interest typically having low polarity (e.g., agrochemical) are widely studied. Perfluorinated compounds48, peroxide-based explosives (49) and 13 chemical warfare agents (e.g., G-, V-, and new nerve agents-series, 50) were studied via DBDI. Likewise, atrazine (51) and 13 explosives (e.g., trinitrotoluene) (52] were analyzed with LTP. Additionally, they are also being applied in clinical studies (45, 46) and the food-industry (53). Identification of 20 different amino acids were achieved with DBDI (45). LTP allowed detection of pharmaceutically related drugs (e.g., nicotine, cocaine) in complex mixtures (e.g., urine, blood) present on ambient surface (46) as well as metabolomic profiling of coffee beans (53).
Substrate-based ambient ionization techniques
Although DESI and DART offer high throughput analytical capabilities by eliminating sample preparation requirements, both techniques require nebulizing gases, which can present difficulties for field studies and implementation in the developing world where gases are overpriced. A new set of techniques referred to as substrate-based ambient ionization methods (Figure 4C) now allow direct complex mixture analysis by MS in the native state of the sample without using nebulizing gases. Paper spray (PS, Figure 4C, iii) (54, 55) was the first substrate-based ambient ionization that was developed by the Cooks’ and Ouyang’s groups in 2010. In this experiment, the sample is loaded onto a piece of paper cut to a triangular sharp tip. Appropriate solvent is applied to the paper triangle containing the sample and high direct current (DC) voltage (3–4 kV) is applied to the wet paper, which generates charged droplets that transfer the extracted analyte from the paper substrate towards the inlet of the mass spectrometer. PS has nice features that make it particularly suitable for application in the developing world: (i) paper is a low-cost material that is locally available in low- and middle income countries, (ii) paper is environmentally friendly, allowing easy disposal after use (e.g., by incineration), (iii) the hydroxyl functional groups in the cellulose paper substrate can be modified to generate other groups with desirable properties (e.g., hydrophobicity) (56–58) that can enhance analytical performance, (iv) the PS experimental setup is simple, requiring only paper, solvent and voltage, and (v) most importantly, PS-MS platform is easy to operate with minimal training (high-school students (59) and undergraduate researchers performed PS experiments with high confidence (60, 61)), whilst still offering rapid, direct quantitative and qualitative capabilities. An automated VeriSpray paper spray ion source is now available from Thermo Fisher.
After the development of PS (Figure 4C, i), various substrates have been used to achieve direct complex mixture analysis including thread spray (Figure 4C, ii) (62–64), swab spray(Figure 4C,iii) (65, 66), touch spray (67), and coated blade spray (68). The common features of these substrates include the use of porous material that can be cut to create fine tip for the generation high electric field upon the application of DC potential and hydrophilic surface properties that allows easy wetting to create conductive surface for the release of charged microdroplets. Highly conductive metal electrodes (as in touch spray and blade spray) also work well, with the fact that no nebulizing gas is required. The polarity of the hydrophilic porous substrates can be altered through chemical treatment to create hydrophobic surfaces. The proper use of solvent allows high extraction efficiency of samples present at the surface of the hydrophobic substrate to improve analytical sensitivity. Bambaurer et.al evaluated the best combination of solvents and ten different organosilanes for modification of paper surface (57). The study found that detection of polar compounds from the hydrophobic substrates was enhanced compared to the untreated hydrophilic paper substrate that has higher binding capacity for polar analytes. Recently, doping agents have been analyzed from raw urine samples using chemically modified paper spray ionization. Vapor-phase silanization reactions were performed on paper using trichloromethylsilane (TCMS) and showed higher performance in both sensitivity and detectability of the doping agents in both positive-and negative-ion modes compared to the results from regular hydrophilic PS (58).
Thread substrates offer many additional benefits when used in substrate-based ambient ionization in the form of thread spray. Single threads of all types (natural and man-made fabrics) can be pulled from clothes, bedsheets, car seats, carpets, etc. The single piece of thread containing the sample of interest (blood, pepper spray, saliva, ground water residue, etc.) is then placed in a tiny glass capillary and the assembly is placed in front of a mass spectrometer inlet as illustrated in Figure 4C,ii. Thread spray ionization is initiated by applying 10 – 20 µL aliquot of spray solvent to the glass capillary to extract analytes present on the thread substrate. Like PS, the wetted thread is then electrically charged by applying a DC high voltage (3 – 5 kV), which results in the release of tiny charged droplets similar to ESI process. The distinguishable feature of the thread spray experiment from other substrate-based method is the process of extracting the analyte from the thread substrate, which can be decoupled from the electrospray process. Since the thread is enclosed in the tiny glass capillary, which is filled with the spray solvent, delayed extraction (<60 s) can be allowed before applying the spray voltage due to limited solvent evaporation. This 60 s extraction time allows up to 80% of the analyte present in the thread to be extracted and thus boosting analytical sensitivity. In recent study, LOD as low as part per quadrillion was reached with the thread spray MS platform for direct analysis of diazepam from dried whole blood (62). This ultra-sensitivity associated with the thread spray MS experiment is particularly suited for forensic analysis in situations where the evidentiary garment has been cleaned. We have shown that the presence of capsaicinoids in pepper spray residues (63) and heme cofactors in bloodstain (64) are all able to be detected from previously washed fabrics using thread spray MS.
SAMPLE HANDLING AND PREPARATION
Proper sample collection and preparation is crucial in clinical studies. Sample preparation covers all steps from collecting biofluids, storage to analysis. Traditionally, blood is collected from patients via venipuncture (5 mL for adults and 1 mL for infants and younger children) and stored under cold temperatures (4–8 °C) during transportation before use (69). In addition to cold storage and large volume requirements, the venipuncture process is an invasive technique and sample collection must be performed by an expert phlebotomist. These requirements severely limit their application in resource-limited settings. Not only does the invasive nature of the process limits wide acceptance (especially among children and infants), it is also difficult to implement the process in the developing world where expert labor is scarce and facilities for storing the collected blood samples are not readily available. Maintaining the integrity of analyte during storage is important for all kinds of analysis, especially for labile compounds such as proteins, lipids, DNAs, and even some small organic compounds. These compounds easily degrade due to external factors such as temperature, humidity, time, and process of sampling (70). To ease the invasiveness of the venipuncture process, recent sample collection platforms utilize microsampling methodologies (i.e., volume of biological samples < 50–100 µL) (70, 71). The small volume requirements and cost effectiveness of microsampling techniques makes them suitable for a wider population as well as applicable to resource-limited conditions. Also, the ability to store microsamples in the dry state brings additional advantages that reduce shipping requirements compared to liquid biofluid samples. However, cold storage is still a requirement for most micro-sampling platforms. Examples of micro-sampling techniques include dried blood spots (DBS), volumetric absorptive microsampling (VAMS), and dried plasma spots (DPS) as summarized in Figure 5A.
Among microsampling techniques, DBS (Figure 5A, i) is the most common, and has been in use for over a century when Ivar Bang used the technique to determine glucose from eluates of DBS in 1913 (72). Ten years later in 1924, Chapman summarized the advantages of DBS testing (73) that are still valid today including (1) requirement of low blood volume and its potential applicability in pediatric diagnostics, (2) simplicity of the platform being minimally invasive and less expensive, (3) minimal contamination due to storage in the dry state, and (4) stability. The DBS microsampling platform has been actively used for screening or diagnosing disease since 1963 when Guthrie and Susi (74) demonstrated its application in large-scale newborn screening (NBS). With the advantages identified by Chapmen, DBS has been utilized in various fields including newborn screening, therapeutic drug monitoring (75), pre-clinical studies, and omics fields.
MS is commonly used for quantitative and qualitative analysis of analytes in DBS and many important reviews have recently appeared on this topic (76, 77). MS methodologies applied to DBS analysis can be divided into two categories, the use of liquid chromatography-tandem mass spectrometry (LC-MS/MS) and paper spray-tandem mass spectrometry (PS-MS/MS) (78). For LC-MS/MS, collected DBS samples are extracted into solution using designated solvents (e.g., acetonitrile, ethyl acetate, methanol, and other mixtures of solvents). Extracted solution undergoes extra pre-treatment steps (e.g., addition of protease for digestion, solid-phase extraction, liquid-phase extraction, lyophilization, etc.) before injecting into the LC-MS or GC-MS system (79). Direct monitoring of DBS is possible without extraction or separation if PS-MS is chosen for analysis and accordingly can reduce time of analysis. However, the DBS sample collection platform itself has noticeable limitations such as hematocrit effect and heterogeneity. Different degrees of hematocrit effect can cause bias on the amount of analyte that is detected due to different degrees of spreading on the hydrophilic paper substrate (71). Hematocrit effects can be eliminated by using capillary microsampling (CMS, 80) and VAMS (Figure 5A, ii) (81) techniques developed to collect fixed volumes of whole blood. CMS enables one to collect specific volumes of blood (4–70 µL) in anticoagulant-coated glass capillary via capillary action. Separation of plasma is easily performed once a blood-filled capillary is placed in a centrifuge (82). VAMS is made of porous hydrophilic tip that is used to absorb specific volumes of blood (10, 20, or 30 µL). Aside from blood, many analytes are concentrated in plasma making this biofluid more suitable than whole blood for pharmacokinetic studies (83). NoviplexTM cards (Figure 5A,iii) are currently available as paper devices for extracting exact volume of plasma (2.5 µL) from a drop of whole blood within 3 minutes (84). Recently, cotton threads are being used for microsampling of biofluids (blood and tissues) and demonstrated feasibility on quantitative analysis of drugs (62). Schirmer paper is used for both sampling and analysis of eyedrops. From this study, 1.0 µL of tear sample is found to moisten a 2.5 mm of Schirmer paper (85). It is important to note that most of these microsampling techniques allow direct mass spectrometry analysis using substrate-based ambient ionization as discussed above.
While CMS and VAMS can solve hematocrit effect via collecting exact volumes, still analyte integrity in sample remains as challenge. Without temperature control, biological specimens degrade quickly, accounting for >60% of all experimental variations (86–88). Though NBS still heavily rely on DBS, there is limitation on widespread usage due to cold storage requirement (89, 90). In fact, the WHO has begun recommendations for the use of lyophilized whole blood in infectious disease (e.g., malaria) eradication programs instead of DBS (91). An ability to store biofluids at room temperature will facilitate biobanking in the developing countries where cold storage can be challenging. Room temperature dry-state sample storage will enable individual to collect and store their own samples at home followed by delivery to a centralized laboratory for analysis. We have recently developed a new paper-based micro-sampling technology based on adsorption phenomenon using hydrophobic paper substrate (Figure 5B) (56). Compared with DBS platform that form two-dimensional (2D) blood disks, three-dimensional (3D) dried spheroid blood is formed from our newly introduced microsampling platform (Figure 5B, i). We have observed that stability of analytes (e.g., cocaine, diazepam, alanine aminotransferase (ALT)) increased in 3D blood spheroid than DBS (92). The stability observed in the spheroid is believed to be driven by providing a critical radius of insulation through the reduction of surface area-to-volume ratio, which limits bulk exposure to the ambient environment. This mechanism was investigated using heat transfer transient simulation analysis where both the 2D DBS and 3D spheroid blood storage geometries were subjected to a constant air temperature of 40 °C. Temperature at the geometric center for each case was monitored over time. The results from this simulation showed that the spheroid storage conditions have a better resistance to thermal conduction (Figure 5B, iii). We observed prolonged and dry-state stabilization of ALT in blood, which could be useful in diagnosing liver injury in resource-limited settings. Liver injury often occurs in patients that take several medications at once (93), especially in people with HIV and tuberculosis, which are most prevalent in developing countries.
MICROFLUIDICS AND MASS SPECTROMETRY
Microfluidics was identified much earlier as the analytical technique for resource-limited settings because of its unique features such as (i) ability to integrate analytical processes on a small scale (< 1 mm), which in turn requires microscale samples, (ii) rapid high throughput analysis, and (iii) the simplicity of operation (94–96). Many advances were made in past 40 years in terms of fabrication (3D printing (97, 98), injection molding (99, 100), lithography (101), and wax-printing (56)), materials (silicon, glass, poly(dimethylsiloxane) (PDMS), and paper), and platform operation (e.g., paper-based analytical devices (PAD) (102), lab-on-chip (LOC), and organ-on-chip (OOC) (103)). Three main challenges have limited effective application of traditional microfluidic platforms in developing countries: a) requiring external pumps (not in micro scale) for active pumping purposes, b) extensive sample preparation is needed for handling complex mixtures before injection into the microfluidic device, and c) until recently, on-chip detection required sophisticated instrumentation. The Whitesides’ lab introduced paper-based microfluidic devices (µPAD) (104) that enabled a self-sustained platform capable of passive pumping without external pumps, analysis of complex mixtures with little or no sample preparation, and with on-surface detection capabilities.
Since their inception, µPADs have utilized low power detection techniques, such as photometric (105), electrochemical (106), electrical conductivity (107, 108), chemiluminescence (109), and electrochemiluminescence (110) for analyte signal transduction. These detectors are selected to keep the device simple and portable. Unfortunately, detection limits of µPADs based on these detection platforms are often inadequate and give only semi-quantitative results. In 2016, our group introduced the use of mass spectrometer as detector for µPADs. We have shown that wax-printing technology used in µPADs can facilitate PS by allowing lower spray voltages (1 kV) due to the formation of channel surrounded by hydrophobic barrier (111). Through the design of novel cleavable ionic probes (112), we have also shown that immunoassays performed in wax-printed paper substrates can be analyzed effectively using an on-chip touch paper spray MS technique (Figure 6B and C). This MS-based immunoassay platform was utilized in the detection of (i) Plasmodium falciparum histidine-rich protein 2 antigen for malaria diagnosis and (ii) multiplexed and simultaneous detection of cancer antigen 125 and carcinoembryonic antigen for colorectal cancer detection (112).
There are two important features about our paper-based MS immunoassay platform: first, the use of cleavable ionic probes has potential to enable the use of portable mass spectrometers. Portable mass spectrometers typically detect metabolites and other small organic compounds because of their limited mass range. Through immune-reactions, protein antigen of infectious diseases is selectively extracted from complex biofluids onto a paper substrate using monoclonal antibodies conjugated with our cleavable ionic probe. The ionic probes (rationally designed to be small in mass (< 300 Da)) are subsequently released from the bound antibodies through pH change. The released small ions are then detected and analyzed by a portable mass spectrometer (Figure 6A). In essence, instead of directly analyzing the high-molecular weight protein biomarker, which requires a large, high-resolution MS instrument, detection of protein can be achieved on a portable instrument. The second important feature is related to the stability of the probes. Compared to traditional enzyme-linked immunoassay platform, our ionic probed-based immunoassay is found to be stable in the dry-state at room temperature for a 30-day storage period (112). This suggests that the paper substrate on which the immunoassay was performed can be stored under ambient conditions without any refrigeration until ready for analysis later. This provides unique opportunities to screen asymptomatic patients in remote areas without carrying the equipment to the testing site. Collected samples can be analyzed at a central facility and validated with other analytical methods. This provides a way to conduct on-demand analysis with a high performance-to-cost ratio benefitting every member in the community.
Currently, the hyphenation of microfluidics with MS is increasing in popularity for clinical studies (e.g., proteomics, biomarker discovery, or screening). This is due to the remarkable speed of such platforms, combined with other advantages like less sample consumption, and high throughput capabilities. For example, cell-based metabolism studies can now be performed using microfluidic MS systems to understand disease mechanisms and evaluation of dosing amounts of drugs (113). Multiple functions (cell culture, drug-induced reaction, cell metabolism, and sampling) are performed in one integrated chip before analysis. Investigation of lactate efflux rates for different cells (A549, MCF-7, Hela, and U251) under two different conditions (normoxia and hypoxia) and inhibitory effects of cell proliferation from dosing 1 mM of a-Cyano-4-hydroxycinnamate (a-CHC) have been achieved. Interestingly paper spray was used in this experiment for direct analysis (Figure 6D) (114). Effects of genistein-induced cell apoptosis and metabolism in MCF-7 cells are analyzed both quantitatively and qualitatively using microfluidic chip ESI-MS (115).
MINIATURE MASS SPECTROMETERS
As applications of MS widens to many fields, the next innovations are expected to increase the applicability of portable mass spectrometers. Until now, most laboratory experiments use bench-top MS system. With the transition of using MS from laboratory to real world applications, miniaturized MS (Mini-MS) is getting increasing attention, especially in clinical and forensic fields. The outlook of using miniature mass spectrometers in clinical fields is closely related to POC system. As briefly mentioned in previous section, POC system is promising to enhance patient care, diagnosis, and management (116) and eventually, on-site diagnosis or non-laboratory based analysis is a goal of POC system. During the last several decades, the development of micro-sampling and ambient ionization have paved the step toward rapid and direct analysis. The coupling of microsampling platforms and ambient ionization techniques to miniature mass spectrometers for field analysis is a logical next step. Mini-MS involves significant advantages over benchtop-MS, (i) robust and simple setup, (ii) small footprint, (iii) reduced power consumption, (iv) ease of operation, (v) field-analysis (e.g., crime scene, airport), and (vi) low initial cost burden.
History of Mini-MS
Exploration of building miniaturized MS began in the early 1990s, focusing on the size of mass analyzer, and in the 2000s, the production of mini-MS as a separate analytical system for real-time and in-situ analysis received much attention. Numerous efforts focused on fabrication of mass analyzers (Sector (117), time-of-flight (TOF) (118, 119), quadrupole mass filters (QMF) (120, 121), and ion trap) to be smaller-sized whilst also having good performance. While these efforts were expanding, microelectromechanical system (MEMS) technology was incorporated in miniaturization of mass analyzers with relatively low price and small-size involving several improvements to mechanical, thermal, and electrical aspects (120, 121). MEMS technique is generally used for creating integrated systems via fabrication methods (e.g., photolithography, material deposition, and etching) to build components less than 1 mm in dimensions and silicon as its substrate material (120–122).
Sector and TOF instruments showed some trade-off between size and resolution of analyzer, which is not ideal for miniaturized MS system. Recently, a solution is introduced to have orders of magnitude signal without losing resolving power by the use of spatially coded apertures instead of using an array of slits (123). Like Sector, TOF has loss of resolution when its size gets smaller, however its electronic system is simpler and detecting high mass range remains as its advantage over other analyzers. Multi-turn systems, which allows ions to travel multiple times within the same space, were introduced to resolve tradeoff between resolution and throughput pitfall of TOF. In 2010, Shimma et.al introduced miniaturized TOF with multi-turn systems named “MULTUM-S II”. There was still room for improvement of sensitivity, however having resolution more than 30000 within the reported size and weight of the instrument (size = 50 x 57 x 30 cm3, weight = 35 kg) was a noticeable advance (118).
QMF and ion trap turned out to have distinct features (e.g., electronically controlled performance, range of pressure, power system) (118, 120, 124) over other analyzers, therefore many of current commercialized miniaturized MS have adopted the use of these analyzers. In 2010, Microsaic Systems Ltd., and Imperial College developed mini-MS using MEMS-QMF named ChemCube (outlet powered, weight = 9 kg) and Chempack (battery powered first portable device using MEMS technique, weight = 14.9 kg) for space-limited laboratories and field analysis, respectively (125). Furthermore, MEMS-Mini-Triple Quadrupole in 2015 was introduced and used on quantitative analysis of pesticide residue (thiabendazole, m/z = 202) in fruit with multiple reaction monitoring (MRM) (126).
After evaluating all types of mass analyzers used in mini-MS (Figure 7), ion trap was chosen as the most suitable analyzer due to high pressure tolerance, ease of miniaturization, and capability of performing MS/MS in a single device (127). To date, a variety of ion traps have been developed, including quadrupole ion trap (QIT), cylindrical ion trap (CIT), linear ion trap (LIT) and Rectilinear ion trap (RIT). QIT was originally invented by Wolfgang Paul (128) for the purpose of ion storage before its usage turned into mass analyzer. QIT consists of hyperbolic shaped two “end-cap” electrodes and “ring electrode”, which contains a hole in the middle where ions can enter and exit. Fundamental principle of QIT is, building up of RF trapping potential field by applying radiofrequency (RF) voltage to trap ions and eject ions when voltage is altered to set mass-selective instability operation mode (129). Due to its ease of fabricating electrodes, implementation of CIT (130, 131) was made and halo (132, 133) or toroidal (134, 135) ion trap) were developed for having greater storage capacity compared to CIT. LIT consists of four hyperbolic rods where two pairs of rods are positioned parallel to each other like in QMF, however segmented into three and middle section functions in trapping and ejection of ions. Compared to QIT, in LIT, ions are confined both radially and axially by applying DC voltage on end caps to create a potential well and AC voltage is applied to generate RF respectively. Therefore, LITs can have greater capacity of storing ions and trapping efficiency compared to 3D ion traps (QIT and CIT) (1). Next generation of ion trap, RIT, was developed by combining features of LIT and simple geometry of CIT. Replacing the geometry of electrode from hyperbolic to rectangular makes it easier for fabrication, maintaining great efficiency of ion trapping and capability of MS/MS (136, 137). Numerous Mini-MS machined with RIT have been developed, for example Mini-series (Mini 10, 11, 12, and S) that are developed from Purdue University. Besides research on miniaturizing mass analyzer, attempts on developing small and efficient vacuum (or pumping) system were carried out with MEMS techniques. Atmospheric pressure ionization (e.g., ESI) and ambient ionization (e.g., DESI, DART, PS, etc.) are incorporated into Mini-MS for analysis. Since ion optic systems such as multipole, skimmers, or orifice are commonly removed from Mini-MS, therefore novel strategies were needed to facilitate ion transfer. Atmospheric pressure interface (API) systems (e.g., the continuous gas inlets either capillaries or membranes (138), discontinuous atmospheric pressure interface (DAPI) (139), and recently continuous atmospheric pressure interface (CAPI) (140)), which bridge the gap between ion source and vacuum manifold, are developed to aid analytical sensitivity.
Application of Mini-MS
Mini-MS is increasingly being applied in real-time and in-situ analysis. In the clinical field, Mini-MS showed significant progress on DBS analysis (141), therapeutic drug monitoring (142–144), illicit drug detection (145, 146), preclinical (pharmacokinetics) (147), and omics-research (148). 50 ng/mL of amitriptyline spiked blood was prepared on paper to form DBS, which was subsequently analyzed using Mini-12 (West Lafayette, IN). From quantitative study, detectable concentrations range of amitriptyline (15–510 ng/mL) were calculated (Figure 8A), which covers the therapeutic range for amitriptyline (80–250 ng/mL) (141). Bernier et.al performed fingerprinting of falsified artemisinin-based combination therapies (ACTs), which is a treatment for malaria using DART-Mini MS (Waters-QDa). Genuine and falsified tablets were crushed into powder and transferred (0.5–1 mg) into borosilicate glass for sampling. This study found that Class II (carbohydrates) or Class III (antibiotics) compounds are detected from falsified tablets whereas Class I (active ingredients, artemether and lumefantrine) are detected from genuine tablet and PCA was tested on ACTs for further differentiation of classes (143). Fentanyl sprayed surfaces (glass, plastic, and metal) were swabbed with paper (pSERS substrate) and were directly analyzed with Mini-β MS for identification and confirmation. In addition to utilization of MS, portable surface enhanced Raman spectroscopy (pSERS, Metrohm Mira DS, Laramie, WY) was implemented in this study so that dual-pSERS-PSI-MS mode was operated. Detectable concentrations of fentanyl with this method proved forensic applicability (Figure 8B). Also, five fentanyl analogues are identified as having their characteristic spectra patterns. This data is promising to construct libraries for rapid identification of newer designed drugs (145). Pharmaceutical tablets, power or crystal-based drug evidence, and synthetic cannabinoid seizures were analyzed on FLIR AI-MS 1.2 (West Lafayette, IN), a portable CIT MS, using newly introduced ambient ionization technique, filter cone spray ionization by Fatigante et.al (144). Recently, proteomics application exploration was done on a modified version of Mini-β MS, which adapted dual LITs to perform both beam-type and in-trap collision induced dissociation. Methionine (Met) peptide, with sequence YVNDFFNK, was spiked into a trypsin-digested mouse liver peptide solution and was analyzed with nano-ESI under positive-ion mode in both full scan and MS/MS mode and LOD was calculated to be 10 nM from quantitative study (Figure 8C) (148). The efforts of interfacing microfluidic device to Mini-MS is going because this coupling technology is promising to achieve highly efficient performances. Microchip-ESI device was interfaced, via custom capillary interface, to mini-CIT MS (Figure 8D). Mini-CIT MS was custom-built to enable analysis at high pressure conditions (>1 torr). Four peptides were separated and detected at mini-CIT when 7 fmol of peptide mixture was infused into CE-microchip. The results showed that CE-microchip is a potential tool in replacing LC system for the analysis of complex mixtures (e.g., protein, peptides in biofluids) (149). Besides clinical research, food safety (150) and environmental monitoring (151) are other fields for the growth of Mini-MS applications.
CURRENT CLINICAL APPLICATIONS OF MASS SPECTROMETRY IN THE DEVELOPING WORLD
A closer look at current studies utilizing MS in clinical research and applications in the low and middle-income countries shows electrospray ionization (ESI) and matrix-assisted laser desorption/ionization (MALDI) to be the main ion sources in the developing world. Owing to their soft nature, giving no analyte dissociation during analysis, these ion sources are widely applied to biological systems to detect molecules such as proteins, peptides, lipids, drugs, and other metabolites. For example, MALDI-TOF-MS is currently used in most African, South American and South Asian countries to detect bacterial and fungal species leading to the diagnosis of various infectious diseases (152, 153). The same MALDI technique has been used in mass spectrometry imaging (MSI) experiments to evaluate pharmacokinetics of drugs (154). Liquid chromatography (LC) tandem MS (MS/MS)-based proteomic analysis (155, 156) are also widely employed to study potential cancer biomarkers (157, 158) and lipidomic analysis (159). Traditional methods like LC-MS lack throughput required to survey large numbers of samples in a reasonable amount of time (160). By coupling a commercial DESI source to a mass spectrometer, direct visualization of neurotransmitters in rat brain slices was carried out without any need for derivatization reagents and/or deuterated materials typically used in MALDI-MS imaging (161). As explained above, it is important that sample preparation be minimized during the coupling of such analytical instrumentation. Aside from the cost burden enumerated in Table 1, simplification of sample workup procedure will enable unskilled personnel to use the instrument. For example, most cancer cases are diagnosed at advanced stages in developing nations (157), despite the existence of relatively better diagnostic infrastructure. The reason for this situation is due to limited manpower as identified in both Boxes 2 and 3 (Supplemental Appendix). By employing the integrated systems with the ambient sources the steps involved in the traditional workflow of MS analysis including sample treatment and separations are eliminated and integrated into the ionization process allowing mass analysis and data interpretation to occur in real-time during the analysis. This takes into consideration the important economic aspects, availability of technical staff and stability of samples. Mini-MS opens up the possibility of various point-of-care applications for clinical studies in remote locations (162).
Instead of fully automated closed analytical system such as LC-MS and GC-MS, an open standalone mass spectrometer with ambient ionization would be hugely useful in the developing world. Such simple open systems will permit routinely qualitative analysis and the rapid nature and simplicity of such method developments are greatly desirable for patient care, allowing parameters to be changed at any time. Naturally, all the commercial fully integrated systems are expensive than corresponding open systems. The closed systems typically offer procedures that manufacturers consider interesting and not necessarily to cater for the specific needs of the developing nation. The open system of ambient mass spectrometry can offer developing nations the opportunity to develop simple methods for clinical studies according to the demands of the community and to personalize the same instrument for various applications including clinical, forensic, agricultural, and environmental analysis. Aside from qualitative analysis, quantitative determinations can be performed through proper use of internal standards and calibration methods. The establishment of such open analytical systems as part of a hospital/health center will be more efficient than externally independent laboratories since collaboration with medical experts will be needed to effectively modify methods and interpret the scientific data. Such collaborations will serve to educate clinicians (163) in the area of analytical instrumentation, something that is needed to reduce the overreliance on symptoms for disease diagnosis. Progress in these areas will be dependent on the total amount of money available for health care in developing countries. Interesting healthcare spending from autonomous sources has increased substantially in developing countries (164).
Supplementary Material
The ASSURED Criteria.
A = Affordable
S = Sensitive
S = Specific
R = Rapid and robust
U = User-friendly
E = Equipment-free
D = Deliverable to end-user
SUMMARY POINTS.
Diagnosis of asymptomatic people in disease eradication efforts require chemical instruments that can enable sensitive detection in the early stages of infection.
Colorimetric-based methods such as rapid diagnostic tests, often recommended for developing countries fall short regarding sensitivity and specificity of detection and cannot be widely applied.
Ambient mass spectrometry offers an attractive alternative in which chemical species of all kinds, in any type of sample can be analyzed in their native state without sample pre-treatment.
Conventional mass spectrometry methods utilizing auto-sampling platforms and separation techniques are closed to manufacturer’s specified application making them less attractive for resource-limited settings where a single all-purpose instrument can serve an entire community.
The coupling of ambient ionization (especially substrate-based methods) with portable mass spectrometers has potential to provide an open analytical system where customization and simple method developments can be established by less trained personnel.
Low-cost microsampling platforms (e.g., 3D dried blood spheroids) that allow dry-state room temperature storage of various biofluid samples without cold storage are identified as having potential to enable the creation of a people-centered centralized detection system where millions of asymptomatic patients can have access to few equipment via a direct-to-customer testing.
The simplicity of ambient mass spectrometry also enables point-of-care testing for real-time disease diagnosis.
Capabilities such as the ability to use portable mass spectrometers on-demand without constantly running the equipment, storage of collected samples at room temperature for long periods, and analysis of samples directly without the need for sample pre-treatment and chromatographic separations collectively suggests that total ownership cost of ambient mass spectrometry can be reduced by >50% compared to traditional methods.
The integration of simple pre-analytical and miniaturized analytical systems can enable the chemical detection at a high performance-to-cost ratio in the developing world.
When fully established, such open and flexible analytical systems can have impact not only on clinical analysis but also in areas such as forensics, environmental, and the food industry.
ACKNOWLEDGMENTS
The authors thank the National Institute of Allergy and Infectious Diseases (Award Number R01-AI-143809) for financial support.
TERMS AND DEFINITIONS
- Mass spectrometry
an analytical technique that measures mass-to-charge ratio (m/z) of gaseous ions trapped by electric or magnetic field under vacuum
- Ambient mass spectrometry
the process of measuring m/z of gaseous ions in which the sample is removed from the vacuum environment of the mass spectrometer to enable analysis from the natural environment of the sample, typically under ambient conditions
- Ambient ionization
the process of generating gaseous molecular ions from complex mixtures in their native environment without prior sample treatment at ambient temperature and pressure
- Developing countries
countries with a less developed industrial base and a low (inequality-adjusted) human development index relative to other countries
- Open analysis systems
analytical platforms that permit in-house modifications for the purpose of research
- Closed analysis systems
analytical platforms that have their settings fixed as offered by manufacturers
- Point-of-care testing
medical diagnostic testing that occurs at or near the point of care (e.g., physician’s office)
- Direct-to-consumer testing
a self-screening platform that allow patients to undertake desired medical test without the involvement of an independent health care provider
- Patient-centered care
medical care system in which patient values (time, finance, emotion, etc.) guide clinical decisions
- People-centered care
a broader concept of patient-centered care that focuses on health services and policies in a community rather than individual patients’ interests
- Biobanking
a centralized biorepository that stores biological samples for use in medical research
- Dried blood spheroid
a 3D dry state microsampling method that is based on an adsorptive phenomenon occurring on hydrophobic paper substrates
- Performance-to-cost ratio
a diagnostic test selection criterion that seeks to compare the overall analytical capabilities of a testing device to ownership cost rather than only cost per test without regard to performance
Footnotes
DISCLOSURE STATEMENT
The authors are not aware of any affiliations, memberships, funding, or financial holdings that might be perceived as affecting the objectivity of this review.
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