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Chapel S, Pardon M, Cabooter D. Systematic approach to online comprehensive 2D-LC method development for organic micropollutant profiling in wastewater. J Chromatogr A 2025; 1749:465861. [PMID: 40120467 DOI: 10.1016/j.chroma.2025.465861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2025] [Revised: 02/24/2025] [Accepted: 03/08/2025] [Indexed: 03/25/2025]
Abstract
The increasing global contamination of freshwater systems with organic micropollutants (OMPs) is an important environmental problem. OMPs are frequently detected in the effluents of wastewater treatment plants (WWTPs), due to the inability of WWTPs to effectively remove them, and are subsequently discharged into surface waters, severely reducing water quality. The characterization of these complex wastewater samples is challenging, due to the large variety in physicochemical properties of OMPs and the presence of various matrix compounds, such as inorganic salts, humic acids and microorganisms. An emerging and promising technology to tackle this challenge is comprehensive two-dimensional liquid chromatography (LC x LC), combining two orthogonal separation modes to drastically enhance the separation power. However, the method development of LC x LC is complicated, currently confining its application mainly to academic research. It is difficult to predict which combinations will result in an increased peak capacity for a specific sample, and there is no consensus on how to best describe orthogonality. Furthermore, no single metric can fully assess all aspects of the quality of a 2D-LC separation. This study presents a systematic approach to evaluating the orthogonality of different separation modes for a given sample, more specifically for OMP profiling in wastewater, with less bias related to the sample and the user. To achieve this, an orthogonality score is defined, based on several orthogonality metrics commonly applied in 2D-LC studies. To automate the calculation of the orthogonality score, the mathematical algorithms of each metric as well as all other calculations are incorporated in a Python-based tool. Based on their orthogonality score and predicted peak capacity, LC x LC conditions are selected and then further optimized and applied to the analysis of real WWTP effluent samples. It is demonstrated that the optimized sub-hour RPLC x RPLCHRMS method achieves a peak capacity of 1887, emphasizing its potential for practical applications in environmental analysis.
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Affiliation(s)
- Soraya Chapel
- Laboratory for Pharmaceutical analysis, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Herestraat 49 box 824, 3000, Leuven, Belgium.
| | - Marie Pardon
- Laboratory for Pharmaceutical analysis, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Herestraat 49 box 824, 3000, Leuven, Belgium; Laboratory for Molecular Biodiscovery, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Herestraat 49 box 824, 3000, Leuven, Belgium
| | - Deirdre Cabooter
- Laboratory for Pharmaceutical analysis, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Herestraat 49 box 824, 3000, Leuven, Belgium
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Peiró-Vila P, Torres-Lapasió JR, García-Alvarez-Coque MC. Performance of global retention models in the optimisation of the liquid chromatographic separation (II): Complex multi-analyte samples. Anal Chim Acta 2024; 1320:343019. [PMID: 39142788 DOI: 10.1016/j.aca.2024.343019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 07/04/2024] [Accepted: 07/23/2024] [Indexed: 08/16/2024]
Abstract
BACKGROUND Enhancing the quality control of medicinal plants is a complex challenge due to their rich variety of chemical compounds present at varying and extreme concentrations. Chromatographic fingerprints, which have become essential for characterising these complex natural materials, require achieving optimal separation conditions to effectively maximise the number of detected peaks. The challenges in optimising fingerprints and other complex multi-analyte samples include the unavailability of standards, the presence of unknown constituents and the substantial workload that would require conventional optimisation methods based on models. RESULTS This work introduces an interpretive optimisation approach which operates on the premise of predicting chromatograms using global models. Initially, a multi-linear gradient experimental design is sequentially executed to accommodate all peaks in the chromatogram in an adequate time window. Following this, a small set of sample peaks (reference peaks) is selected based on their consistent traceability across all chromatograms in the design. Using this reference dataset, a global model is constructed, initially focused solely on the reference peaks and later extended to encompass all detected peaks in the sample. The aim is to find gradients that maximise resolution while minimising analysis time. These optimised gradients are applied successfully to enhance the separation of medicinal plant extracts, with particular emphasis on peppermint and pennyroyal extracts. SIGNIFICANCE The proposed optimisation relying on global models can be applied to highly complex samples even in the absence of standards, or in cases where standards are available but their use is impractical due to workload constraints. Moreover, in discerning the most promising gradients for highly complex samples, peak purity has demonstrated superior reliability and competitiveness compared to peak capacity as chromatographic objective function.
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Affiliation(s)
- P Peiró-Vila
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, C/ Dr. Moliner 50, 46100 Burjassot.Valencia Spain
| | - J R Torres-Lapasió
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, C/ Dr. Moliner 50, 46100 Burjassot.Valencia Spain.
| | - M C García-Alvarez-Coque
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, C/ Dr. Moliner 50, 46100 Burjassot.Valencia Spain
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Baškirovs G, Dukurs K, Soliven A, Górnaś P. Evaluation of RPLC stationary phases for tocopherol and tocotrienol positional isomer separation: Method development and profiling. Talanta 2024; 277:126360. [PMID: 38878508 DOI: 10.1016/j.talanta.2024.126360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 05/30/2024] [Accepted: 06/03/2024] [Indexed: 07/19/2024]
Abstract
Reversed-phase separation of tocopherols (Ts) and tocotrienols (Ts) using C18 stationary phases results in the coelution of β and γ positional isomers, leading to identification errors. This study investigates the potential of alternative stationary phase chemistries to effectively resolve tocochromanols, specifically focusing on the critical pair of β and γ positional isomers. Initial screening of seven different stationary phases (C18, C18-PFP, C30, PFP, 5PYE, πNAP, and RP-Amide) was conducted. Linear solvent strength (LSS) studies were performed to assess the impact of the organic modifier (methanol) and temperature on the chromatographic performance parameters. Five columns were found to be suitable for the tocochromanol separation and two different chromatographical conditions per column were proposed. Elution order of tocochromanols was unique for 5PYE, πNAP and C30 columns in comparison to RP-Amide and PFP. Method development for the quantitative analysis of four tocopherol and four tocotrienol homologues was performed. The optimised method employed the RP-Amide (150 × 4.6 mm, 2.6 μm dp) superficially porous particle column, mobile phase of methanol:water of 92:8, v/v, with a flow rate of 1.0 mL/min, column oven temperature of 40 °C and fluorescence detection (λex 295 nm, λem 330 nm). The analysis run time was 10.5 min with 13.6 MPa back pressure. The method was validated and the obtained LOQs were found to be 1.30-3.13 μg/mL. The method developed was successfully applied for the determination of tocochromanols in twenty samples with unique tocochromanol profiles. Principal component analysis illustrated three distinct groups based on the tocochromanol profile.
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Affiliation(s)
| | - Krists Dukurs
- Institute of Horticulture, Graudu 1, Dobele, LV-3701, Latvia
| | - Arianne Soliven
- School of Science, Western Sydney University, South Parramatta, NSW, 2150, Australia
| | - Paweł Górnaś
- Institute of Horticulture, Graudu 1, Dobele, LV-3701, Latvia.
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Chromatographic fingerprint-based analysis of extracts of green tea, lemon balm and linden: I. Development of global retention models without the use of standards. J Chromatogr A 2022; 1672:463060. [DOI: 10.1016/j.chroma.2022.463060] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 04/09/2022] [Accepted: 04/12/2022] [Indexed: 11/17/2022]
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Gisbert-Alonso A, Navarro-Huerta JA, Torres-Lapasió JR, García-Alvarez-Coque MC. Global retention models and their application to the prediction of chromatographic fingerprints. J Chromatogr A 2020; 1637:461845. [PMID: 33388442 DOI: 10.1016/j.chroma.2020.461845] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 12/20/2020] [Accepted: 12/21/2020] [Indexed: 12/25/2022]
Abstract
The resolution of samples containing unknown compounds of different nature, or without standards available, as is the case of chromatographic fingerprints, is still a challenge. Possibly, the most problematic aspect that prevents systematic method development is finding models that describe without bias the retention behaviour of the compounds in the samples. In this work, the use of global models (able to describe the whole sample) is proposed as an alternative to the use of individual models for each solute. Global models contain parameters that are specific for each solute, while other parameters ‒related to the column and solvent‒ are common for all solutes. A special regression procedure is presented for the construction of global models, which are applied to predict highly complex chromatograms, such as chromatographic fingerprints, for diverse experimental conditions in isocratic and gradient elution. Another interesting application is the prediction of molecular properties, such as log Po/w, from the specific solute parameters of the global models. The examined adapted models are based on the equations proposed by Snyder, Schoenmakers, Neue and Kuss, Jandera, and Bosch Rosés to describe the retention. In all cases, the predictive capability was very satisfactory. Two cases of study were considered: chromatograms of camomile extracts analysed using acetonitrile gradients, and a set of 145 known compounds in a wide range of structures and functionalities, eluted isocratically with acetonitrile/water mobile phases.
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Affiliation(s)
- A Gisbert-Alonso
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100 Burjassot (Spain)
| | - J A Navarro-Huerta
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100 Burjassot (Spain)
| | - J R Torres-Lapasió
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100 Burjassot (Spain).
| | - M C García-Alvarez-Coque
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100 Burjassot (Spain)
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Navarro-Huerta J, Carrasco-Correa E, Torres-Lapasió J, Herrero-Martínez J, García-Alvarez-Coque M. Modelling retention and peak shape of small polar solutes analysed by nano-HPLC using methacrylate-based monolithic columns. Anal Chim Acta 2019; 1086:142-155. [DOI: 10.1016/j.aca.2019.08.014] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2019] [Revised: 07/23/2019] [Accepted: 08/06/2019] [Indexed: 12/15/2022]
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Burgos-Gil R, Peris-García E, Ruiz-Angel M, Baeza-Baeza J, García-Alvarez-Coque M. Protocol to compare column performance applied to hydrophilic interaction liquid chromatography. Microchem J 2019. [DOI: 10.1016/j.microc.2019.103973] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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Navarro-Huerta JA, Gisbert-Alonso A, Torres-Lapasió JR, García-Alvarez-Coque MC. Benefits of solvent concentration pulses in retention time modelling of liquid chromatography. J Chromatogr A 2019; 1597:76-88. [PMID: 30902430 DOI: 10.1016/j.chroma.2019.03.016] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Revised: 03/07/2019] [Accepted: 03/10/2019] [Indexed: 01/15/2023]
Abstract
The advantages and disadvantages of the use of isocratic experimental designs including transient increments of organic solvent (i.e., pulses) in the mobile phase(s) of lowest elution strength are explored with modelling purposes. For retained solutes, this type of mixed design offers similar or better predictive capability than gradient designs, shorter measurement time than pure isocratic designs, and retention model parameters that agree with those derived from pure isocratic experiments, with similar uncertainties. The predicted retention times are comparable to those offered by models adjusted from pure isocratic designs, and the solvent waste is appreciably lower. Under a practical standpoint, mixed designs including pulse(s) can be easily constructed by replacing the slowest isocratic runs with runs containing a pulse of short duration at an intermediate time. This allows the elution of the fastest solutes with appreciable retention in the initial sector of the elution program, previous to the pulse, and the elution of the slow solutes after the pulse, also in acceptable times. The fitting of the retention data obtained with pulses is simpler compared to gradient elution, and involves solving the integral equation of gradient elution, simplified by the presence of isocratic sectors. Experiments involving pulses reveal the existence of discrepancies in the predictions for solutes eluting in the nearby of the pulse, offered by the fundamental equation of gradient elution when this is solved using numerical integration. The correction of such discrepancies implies the inclusion of intra-column delays, in the arrival of changes in the concentration of organic modifier in the gradient to the instantaneous position of the solute, along the whole migration.
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Affiliation(s)
- J A Navarro-Huerta
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100, Burjassot, Spain
| | - A Gisbert-Alonso
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100, Burjassot, Spain
| | - J R Torres-Lapasió
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100, Burjassot, Spain.
| | - M C García-Alvarez-Coque
- Department of Analytical Chemistry, Faculty of Chemistry, Universitat de València, c/ Dr. Moliner 50, 46100, Burjassot, Spain
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