Received: 28 July 2020 Revised: 17 September 2020 Accepted: 6 October 2020 DOI: 10.1002/jssc.202000823 REVIEW ARTICLE Two-dimensional separation techniques using supercritical fluid chromatography Alexander S. Kaplitz1,† Mahmoud Elhusseiny Mostafa2,† James L. Edwards2 James P. Grinias1 Samantha A. Calvez1 1 Department of Chemistry & Biochemistry, Rowan University, Glassboro, NJ, USA High-resolution separation systems are essential for the analysis of complex mixtures in a wide variety of application areas. To increase resolution, multidimen- 2 Department of Chemistry, Saint Louis University, St. Louis, MO, USA sional chromatographic techniques have been one key solution. Supercritical fluid chromatography provides a unique opportunity in these multidimensional Correspondence James P. Grinias, Department of Chemistry & Biochemistry, Rowan University, 201 Mullica Hill Rd., Glassboro, NJ 08028, USA. Email: grinias@rowan.edu James L. Edwards, Department of Chemistry, Saint Louis University, 3501 Laclede Ave., St. Louis, MO 63103. Email: jim.edwards@slu.edu separations based on its potential for high solvent compatibility, rapid duty cycles, and orthogonality to other separation modes. This review focuses on two-dimensional chromatography methods from the past decade that use supercritical fluid chromatography because of these advantages. Valving schemes and modulation strategies used to interface supercritical fluid chromatography with other liquid chromatography and gas chromatography techniques are described. Particular applications of multidimensional separations using supercritical fluid † Both of these authors contributed equally chromatography for the analysis of oils and chiral separations of pharmaceutical compounds are highlighted. Limitations of and a potential trajectory for to this work. supercritical fluid chromatography in this field are also discussed. Funding information National Science Foundation, Grant/Award Numbers: CHE-1904919, CHE-1904454 1 KEYWORDS chiral separations, modulation, multidimensional separations, supercritical fluid chromatography INTRODUCTION Supercritical fluid chromatography (SFC) has emerged as a viable technique to achieve high separation speed and reproducibility, while reducing solvent consumption for the separation of complex mixtures. SFC uses supercritical fluids, typically carbon dioxide (CO2 ), as the primary mobile phase constituent in a chromatographic separation [1]. SFC dates to 1962, when separations using supercritical chlorofluoromethanes were first reported [2]. However, developments in SFC stalled as research on HPLC began to flourish [1]. The modern era of SFC began in the Article Related Abbreviations: API, active pharmaceutical ingredient; NPLC, normal phase liquid chromatography; SFC, supercritical fluid chromatography; SFE, supercritical fluid extraction J Sep Sci 2020;1–12. late 2000s when more robust SFC instrumentation and columns designed specifically for this technique became commercially available. Other reasons for the growth in SFC popularity have included its environmentally friendly nature, potential for reduced operational costs, and versatility [3,4]. This versatility results from the wide variety of conditions under which the nonpolar supercritical CO2 can interact with mobile phase organic modifiers and stationary phases, which provides the potential for separation conditions that can be used for the resolution of both polar and hydrophobic analytes [5]. Another advantage of using supercritical CO2 as the main mobile phase constituent is its low viscosity, ≈0.1 cP, which is an order of magnitude lower than mobile phases that are typically used in RP LC [3]. Low-viscosity separation conditions provide the opportunity to further increase flow www.jss-journal.com © 2020 Wiley-VCH GmbH 1 2 KAPLITZ et al. rates and thus use SFC for high-throughput separations without exceeding instrument pressure limits [6]. Analyte diffusion increases in mobile phases with lower viscosity, which can increase mass transfer rates and reduce C-term broadening, resulting in higher optimal velocities compared to LC [7]. Compared to many organic solvents used in LC, CO2 is less expensive and has lower toxicity, providing for a “greener” analytical methodology. Several recent reviews have focused on SFC [3,4,8–10], with the topic of this review more specifically focused on the use of SFC in multidimensional chromatography techniques. 2D chromatography is a high peak capacity separation strategy most often used to analyze complex samples [11]. This technique provides substantial improvements in peak capacity (nc ) compared to conventional 1D separations by combining two orthogonal separation mechanisms into a single method. In 2D separations, two peaks unresolved by the first separation mechanism can ultimately be resolved by introducing the first-dimension (1 D) co-eluting analytes to an orthogonal chromatographic mechanism in the second dimension. As the need for analysis of complex samples in a variety of matrices continues to increase, systems which offer improved resolution and peak capacity will be in high demand. 2D chromatography provides the capability to analyze complicated samples in various fields [12,13], including metabolomics [14,15], proteomics [16–18], environmental studies [19], and food applications [20]. 2D separations can be undertaken using combinations of GC, LC, CE, and/or SFC in varying configurations. The overall peak capacity for a 2D method is the product of each dimension’s peak capacity [21,22]: ππ,π‘ππ‘ = ππ,1π· × ππ,2π· use high-throughput 2 D separation approaches. Based on its unique selectivity and mobile phase properties, along with its potential for fast separations, SFC is a powerful technique to be used in multidimensional chromatography [30]. In this review, the variety of ways in which SFC has been implemented in multidimensional separation techniques is described. The use of SFC in 2D methods coupled to LC provides an orthogonal mode to RPLC with advantages over polar LC modes like HILIC or normal phase LC (NPLC) in terms of solvent compatibility and throughput. This is especially true for the use of chiral SFC as one of the employed modes. Combined 2D-SFC techniques are also described, in which supercritical CO2 mobile phases are used for the separations in both dimensions. Both comprehensive (designated with a “×” between separation modes) and heart-cutting (designated with a “−” between separation modes) 2D approaches will be described. The primary focus of this review is on manuscripts published over the last decade, as this is when multidimensional separations using modern SFC techniques have been achieved, although additional older studies are also described for significant relevance and/or historical context. For information regarding the coupling of supercritical fluid extraction (SFE) to various analytical approaches, readers are directed to other recent reviews on this topic [31–33], as SFE is only mentioned in the context of multidimensional separations using SFC here. 2 SFC AS THE FIRST DIMENSION SEPARATION (1) However, to ensure that this maximum theoretical value is obtained, the two dimensions must be completely orthogonal [23] and a high sampling rate for 1 D fractionation into the second-dimension (2 D) separation must be maintained [24]. Although selecting two distinct chromatography modes with high orthogonality is straightforward, the challenge for liquid-phase separations becomes ensuring mobile phase compatibility between the two phases [25]. In many couplings, the 1 D eluent is the strong mobile phase solvent in the 2 D separation, leading to poor peak shape if loaded directly onto the 2 D column. Strategies including active solvent modulation, trapping columns, dilution, and evaporation have all been applied to help solve issues with solvent incompatibility between dimensions [26]. For sampling rate, theory suggests that the ratio of the sampling time to the standard deviation of a 1 D peak should be no more than 2 (i.e., at least four samples across an 8-sigma peak width) [24,27–29]. The best approach to achieving this stringent requirement is to Although SFC is primarily combined with various liquidphase separation modes in modern 2D techniques, there is historical precedence of coupling 1 D SFC separations to GC. The key challenge in this approach is minimizing the amount of CO2 mobile phase that enters the GC column. An early study coupling SFC and GC used a restrictor tube to minimize CO2 expansion until the eluent flow reached the injection port of the GC [34]. To ensure effective modulation between the dimensions and maintain good peak shape, the injection port was maintained at a lower temperature than typically used for GC. A similar approach involves rapid temperature gradients in the 2 D GC separation, with the initial column temperature held low to achieve analyte focusing [35,36]. Other improvements to modulation have been achieved using thermal desorption strategies, which allowed for controlled release of SFC eluent onto the GC column, akin to injector actuation [37]. Strategies for coupling SFC and GC have been applied to a variety of sample types [38,39]; significant discussion of these older studies is beyond the scope of this KAPLITZ et al. 3 F I G U R E 1 Schematic for SFC × RPLC instrument that includes trapping columns between dimensions (pictured in inset). Adapted from [47], Copyright (2008), with permission from Wiley-VCH text, especially as other reviews more extensively cover this topic [40–42]. Modern applications of SFC coupled to GC have focused on the analysis of oil and petroleum samples, with the most advanced strategies utilizing SFC-GC × GC [43–45] and SFC × GC × GC [46] instrumentation designed to facilitate removal of CO2 from the 1 D fractions with minimal analyte loss prior to GC × GC analysis. For liquid-phase 2D separations, the use of online SFC × RPLC was explored early in the modern SFC era as an alternative to NPLC × RPLC [47]. NPLC × RPLC is an appealing combination for 2D-LC due to the high orthogonality between the modes, but immiscibility between their mobile phases can make the pairing difficult [48]. SFC coupling is much more favorable because it offers similar selectivity to NPLC but can reduce mobile phase incompatibility. This is because the CO2 can be eliminated prior to injection of the eluted fractions onto the 2 D RP column. To further improve the modulation process, C18 trapping columns were used between the dimensions to prevent analyte loss as the CO2 dissipated (Figure 1). In this configuration, further peak focusing was aided by flowing aqueous mobile phases through the trap columns before analytes were injected into the 2 D RP column. This initial system was applied to the analysis of lemon [47] and fish [49] oils, while a similar system was later adapted for use in the characterization of red chili peppers [50]. Other innovations in online SFC-RPLC have included a heart-cutting strategy with dilution-based modulation on the trap column [51] and the use of vacuum evaporation to remove the SFC mobile phase prior to the 2 D separation [52]. In comparing the use of NPLC × RPLC and SFC × RPLC techniques for carotenoid fingerprinting in chili pepper samples using both Q-TOF-MS and ion mobility MS detection modes, the SFC approach had a higher number of positive compound identifications (50 over 33) in half the time (60 min compared to 120 min) with less than 10% of the solvent usage (42 and 480 mL for SFC and NPLC, respectively) [50]. These multiple advantages demonstrate the potential for SFC × RPLC techniques as an alternative to NPLC × RPLC methods. Although comprehensive online methods are generally more automated and faster than off-line 2D separations, the use of off-line methodology can reduce some of the challenges associated with ensuring mobile phase compatibility between two orthogonal separation modes. In one report, SFC was coupled to a nonaqueous RP separation for the analysis of triacylglycerols in fish oil [53]. Here, 18 fractions from a 1 D SFC separation were manually collected, evaporated under nitrogen, dissolved in a mixture of acetonitrile and isopropanol, and then analyzed with a method that used three C18 columns coupled in series. The peak capacity for this off-line strategy was more than double the value achieved with an online SFC × RPLC approach (7560 vs. 3000), albeit at the expense of an approximately 20-fold increase in analysis time [53]. Similar approaches have been adapted for the analysis of amide alkaloids from Piper longum L [54], the purification of lignan compounds from Fructus Arctii [55], and the characterization of gangliosides in swine brain extract [56]. In this latter study, 153 unique gangliosides were separated, with 20 detected for the first time based on the high selectivity of this approach. In general, the high orthogonality of SFC (when used as an alternative to NPLC) and RPLC provides a powerful combination for the analysis of complex biological samples that contain a wide variety of compound classes, with off-line approaches providing high peak capacities that can increase positive analyte identifications when coupled to MS. 4 KAPLITZ et al. F I G U R E 2 Comparison of RPLC × SFC (left) and RPLC × RPLC (right) methods for the analysis of a bio-oil sample. The 1 D column was a porous graphitic carbon stationary phase in both separations, with a 2-ethylpyridine stationary phase used with the 2 D SFC column and a phenyl hexyl stationary phase used with the 2 D RPLC column. Peak capacities based exclusively on peak width measurements were 730 and 1120 for RPLC × SFC and RPLC × RPLC, respectively, but corrected to 620 and 560 when orthogonality (based on coverage of separation space) and peak sampling frequency were considered. Adapted from [63], Copyright (2015), with permission from Elsevier 3 SFC AS THE SECOND-DIMENSION SEPARATION Early reports of LC coupled to capillary SFC were mainly focused on increasing the injection volume that could be loaded onto a 2 D SFC column to improve detection limits [57–60], rather than as a comprehensive 2D approach that is more common now. In these modern methods, high-throughput 2 D separations are essential for ensuring sufficient sampling rates that maintain the 1 D chromatographic resolution [12,13,24,61]. The low viscosity mobile phases that provide multiple advantages for SFC at high flow rates compared to various liquid phase separation modes make it a promising 2 D technique. Additionally, the 1 D liquid eluent is often easier to inject into the 2 D SFC column rather than integrating modulation strategies needed when SFC is used in the first dimension. This technique has seen more use in the past decade, often with a two-loop modulation strategy for online LC × SFC methods [62,63]. With NPLC × SFC (with a C18 column used for the SFC separation to provide orthogonality to the NP cyano column), 250 peaks were observed in a Ganoderma lucidum sample, compared to just 17 and 34 peaks for 1 D NPLC and SFC separations using the same columns [62]. For RPLC × SFC, higher corrected peak capacity was observed compared to RPLC × RPLC, despite higher observed chromatographic efficiency for the 2 D RPLC column compared to the 2 D SFC column. This was due to the higher orthogonality between the phases, which ensured that a higher portion of the two-dimensional separation space was used (Figure 2) [63]. In addition to collection loops, trap columns have been placed between dimensions for online RPLC × SFC separations [64]. The challenge with this approach was the balance between 1 D and 2 D separation times: namely that higher flow rates in the 1 D provided higher peak capacities for that separation, but this created issues with undersampling that decreased the overall peak capacity. Even though trace analytes were easier to observe due to their concentration on the trap column, the overall peak capacity loss was nearly 20% due to this undersampling effect compared to just using loops [64]. As with SFC × LC, off-line LC × SFC techniques designed to reduce issues with solvent incompatibility between dimensions have also been demonstrated, with RPLC × SFC most commonly used due to its relatively high degree of orthogonality. For the analysis of a complex blackberry sage fragrant oil, 56 fractions (15 s sampling) collected from a gradient RPLC separation were then transferred to a 2 D SFC amino column to obtain an overall peak capacity of 2400 in 280 min [65]. A similar approach using a semipreparative 1 D RPLC column to increase the volume of the fractions injected into the 2 D SFC column (bare ethylene-bridged hybrid silica) enabled the identification of 1033 unique peaks from two extract fractions (petroleum ether and ethyl acetate) of a traditional Chinese medicine sample (Piper kadsura) [66]. Finally, a method for characterizing bufadienolides in a different traditional Chinese medicine (Venenum bufonis) was achieved by using collecting 40 fractions from an RPLC separation, drying them with nitrogen and reconstituting in an acetonitrile–water mixture, and then analyzing them with a 2 D SFC separation utilizing a C18 column [67]. 229 unique bufadienolides were found, with the method being especially promising for the identification of structural isomers within the complex sample. KAPLITZ et al. 5 F I G U R E 3 Demonstration of a heart-cutting 2D LC-SFC approach to separate the active pharmaceutical ingredient from other impurities using 1 D RPLC and then determine chiral purity with a 2 D chiral SFC separation. Adapted from [73], Copyright (2016), with permission from Elsevier One of the most common applications of SFC in recent years has been in the field of chiral separations [68–70]. SFC is especially useful for high-throughput chiral separations, with nearly all analytes in a 50-compound set of chiral drugs and synthetic intermediates obtaining resolution of enantiomers in under 2 min, and most being completely separated in less than 1 min, which are much shorter analysis times compared to LC [71]. Because of the need for short 2 D separation time in 2D methods and the high resolution often achieved with chiral SFC separations, the use of LC-SFC for achiral-chiral analysis is especially promising [72]. A heart-cutting strategy using RPLC-SFC enabled the 1 D separation of achiral impurities from a pharmaceutical compound, with the 2 D chiral separation used to determine the enantiomeric purity of the same compound (Figure 3) [73]. C18 trapping columns were used between the dimensions to focus the 1 D peaks prior to injection onto the SFC column. This system was then used for drug metabolism study samples, with the 1 D C18 column used to separate the active pharmaceutical ingredient (API) and its metabolites from various matrix interferences. Then, the 2 D chiral SFC separation was used to monitor the enantiomeric excess of both the API and its metabolites [74]. Without this focusing between dimensions, the detection limits of the trace impurities can become a potential challenge to effective achiral-chiral analysis for APIs. When using a commercial instrument for a multiple heart-cutting RPLC-SFC method, extracolumn dispersion between dimensions decreased the S/N of a chiral impurity peak compared to 1D-SFC by more than half [75]. Thus, minimizing analyte dilution during modulation can be especially important for these critical pharmaceutical separations of trace chiral impurities. 4 2D-SFC SFC × SFC techniques can be promising, as the use of supercritical CO2 in both dimensions provides higher compatibility of the mobile phase than approaches in which a liquid mobile phase is used in one of the dimensions [76]. SFC × SFC provides wider applicability to nonvolatile and thermally labile compounds than GC × GC, and can provide higher throughput and better mobile phase compatibility than LC × LC [77,78]. As in other 2D methods using SFC described thus far, another key drawback is that commercial systems designed specifically for SFC × SFC are not yet available, preventing wider adoption of the technique. The research instruments that have been used are generally similar in nature: a 10-port valve is used to collect eluent from the 1 D column and eventually transfer it to the 2 D column, while 6 FIGURE 4 KAPLITZ et al. Schematic of a typical 2D-SFC instrument set-up. Adapted from [76], Copyright (2012), with permission from Elsevier also ensuring that a BPR is connected to both columns throughout the separation (Figure 4). Initial proof of concept work on SFC × SFC systems used a two valve system with a trapping mechanism to capture and degas the eluent from the 1 D before injection into the 2 D column [77]. In this demonstration, both dimensions used a C18 separation that limited orthogonality, but increased peak resolution compared to 1D separations was still observed for a number of vegetable oil and animal fat samples. Sequential advancements on this system were implemented to improve, automate, and accelerate the analysis of these types of samples. First, a bare silica 1 D column was used to separate a series of fatty acid methyl esters by the number of double bonds present in the fatty acid chain, with a 2 D C18 column used to separate the compounds by their chain length (Figure 5) [79]. Once 1 D eluent was passed into the open trapping tube (a poly(dimethylsiloxane)-coated metal capillary), the tube was depressurized which evaporated the mobile phase and left the analytes in place to then be desorbed and flowed to the 2 D separation. Online automation of the valving/sampling ensured that three to four samples were collected for each 1 D peak in accordance with multidimensional chromatography sampling theory [24]. A subsequent advancement of the system with capillary SFC columns in both dimensions used a stop-flow approach, which enables sufficient sampling rates under longer 2 D separation times [80]. Adapted from a previous GC × GC technique [81], a synchronized pressure program enabled the 1 D flow to be stopped while each 2 D separation occurred, with the pressure ramp rate, sample modulation duration, and backpressure restrictor dimensions all affecting the quality of the separation. A simpler approach to online SFC × SFC without requiring trapping between dimensions used neat supercritical CO2 as a mobile phase throughout the system with a 1 D F I G U R E 5 Two-dimensional contour chromatograms of fatty acid methyl esters of perilla oil (top), soybean oil (middle), and butter fat (bottom) using 2D-SFC. The 1 D separation using a bare silica column separated compounds by the degree of saturation and the 2 D separation using a C18 column separated compounds by chain length. Adapted with permission from [79]: Springer, Copyright (2004) C18 column coupled to a 2 D bare silica column [76]. Here, to avoid overloading the 2 D column with 1 D effluent, a split-flow approach reduced the volume injected on to the bare silica column from over 300 μL (10 s sampling time at KAPLITZ et al. 7 F I G U R E 6 Comparison of peak width for naphthalene and anthracene without (left) and with (right) peak compression during modulation in a 2D-SFC separation. Adapted from [82], Copyright (2018), with permission from Elsevier 2 mL/min flow rate) down to 45 μL. The disadvantage of this system is that the flow split leads to analyte loss during the transfer to the 2 D column. To mitigate this issue, an active modulation system with a modified transfer module was developed using two ten-port valves and two independent supercritical CO2 mobile phase pumps for each dimension to enable peak compression between dimensions [82]. By optimizing the pressure and flow in both columns and during the analyte transfer between dimensions, peak compression at the modulator provided a fivefold decrease in the 2 D peak width without requiring a flow split that leads to analyte loss (Figure 6). SFC × SFC separations have also been coupled with SFE by connecting a dual ten-port valve modulation system to an extraction chamber and trapping column [78]. Using the components in various configurations allowed for different characteristics of polymers to be analyzed. An SFE-SFC was used to analyze antioxidants and color additives in a polypropylene sample by coupling multiple extractions at increasing temperatures with an SFC separation using a C18 column. SFE-SFC × SFC was then used for the extraction and separation of various oligomers in polystyrene foam that were difficult to resolve using a 1D separation. As with LC-SFC, the use of SFC-SFC can have improvements over LC-LC for the analysis and purification of chiral pharmaceutical compounds due to solvent compatibility issues between dimensions and low resolution when using NPLC chiral separations in multidimensional techniques. A preparative SFC-SFC approach for analysis of chiral pharmaceuticals was used to separate the API from its impurities in the first dimension and resolve enantiomers of the API in the second dimension [83]. In this system, a dual column setup (achiral and chiral) was operated using a single pump with four six-port valves. 1 D effluent is split and initially monitored by both UV absorbance and ESI-MS detectors. When the predetermined requisite m/z value for the API is detected, a directional valve is triggered to transfer the flow to a trap column and subsequently to the 2 D chiral column in a single heart-cut approach. In one example, a racemic mixture of a pharmaceutical compound was isolated from other reaction by-products in the 1 D achiral separation and then separated into its two enantiomers in the 2 D chiral separation in a single, online 10-min method (Figure 7). 5 CONCLUSIONS AND FUTURE OUTLOOK As demonstrated in the studies described here, the use of SFC in multidimensional separation techniques has proven to be a valuable strategy for the analysis of complex mixtures, particularly for lipids and achiral-chiral mixtures. A general summary of the advantages and disadvantages of various 2D-SFC approaches based on the results referenced in this article is shown in Table 1. The use of SFC as a dimension in 2D separations reduces some of the challenges that exist in 2D-LC, with the capability for improved solvent compatibility between dimensions and faster 2 D duty cycles. These factors proved important for the analysis of a wide variety of food, fragrance, and natural product samples, among others. Similar to 2D-LC [84], it is likely that the pharmaceutical industry will have a major role in the impact of wider adoption of multidimensional separation techniques using SFC. The adoption of industry-wide improvements in analytical method sustainability that rely heavily upon increased use of SFC [85] and the recent call by the Enabling Technologies Consortium to instrument vendors requesting the development 8 KAPLITZ et al. F I G U R E 7 Achiral-chiral 2D-SFC-MS analysis for the separation of a three-component pharmaceutical mixture. (A) 1 D achiral SFCMS total ion current (TIC) chromatogram showing separation of a chiral pharmaceutical compound from two impurities. (B) 2D-SFC-UV chromatogram with heart-cut fraction transfer to 2 D chiral separation. The dotted line shows the mobile phase gradient profile in both panels. Adapted from [83], Copyright (2011), with permission from Elsevier TA B L E 1 Comparison of SFC × LC and LC × SFC SFC × LC LC × SFC Advantages β Improved solvent compatibility compared to NPLC × RPLC [48] β Improved MS-based analyte identification [50] β Fast β Reduced solvent consumption β β β β β Limitations β May require off-line sample collection and re-injection [53–55], which can lead to 20-fold increase in analysis time β Potential undersampling at higher LC flow rates [64] β May require off-line sample collection and re-injection [67] β Extra-column band broadening decreases S/N [75] of commercially viable LC × SFC technology [86] indicate that this may occur sooner than later. In the pharmaceutical industry, it is likely that combined achiral-chiral methods for impurity monitoring and purification will be a primary motivation for implementing 2D-LC-SFC and 2D-SFC [73,74,83]. While most iterations of 2D-SFC have used RPLC and NPLC 1 D columns, the use of 1 D IEX and SEC separations coupled to 2 D SFC columns is inevitably on the horizon. Although the use of ion-exchange columns and ion-pairing reagents has been demonstrated with SFC for the separation of ionic compounds [87–90], the use of hydrophobic, high proton affinity tags to derivatize polar analytes Higher sampling rates [61] High SFC flow rates Elution/sampling compatibility High nc [63] Well-suited for achiral-chiral separations [73–75] and membrane proteins offers unique opportunities to leverage multiple aspects of analyte preconcentration in IEX with high-speed SFC separations in a combined 2D method. Additionally, polymer analysis was undertaken with SFC × SFC [78], but the use of SEC may offer a more orthogonal approach for improved resolution of complex polymers based on previous SEC-capillary SFC methods [57,58]. Although not the primary focus here, the use of MS detection in the analysis of very complex samples was common to most of the studies described here, and further enhancements to SFC-MS will only increase this trend [91]. In terms of instrument design, higher efficiency 2 D SFC separations are currently limited by extra-column KAPLITZ et al. 9 effects that limit the ability to reduce column dimensions and increase overall throughput [92,93], although the capability to minimize these effects is starting to emerge [94,95]. 2D-SFC has made substantial advancements in terms of overcoming solvent compatibility and increasing throughput, but there is still exciting work in the future with continued needs for improved sensitivity, expanded analyte coverage, and integrated commercial solutions. AC K N OW L E D G E M E N T S This work is supported by funding from the National Science Foundation to J.L.E. (CHE-1904919) and to J.P.G. (CHE-1904454). 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