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Fundamental Investigations of Retention and Adsorption in LC with Emphasis on Charged Solutes
Karlstad University, Faculty of Health, Science and Technology (starting 2013), Department of Engineering and Chemical Sciences (from 2013). (Fundamental Separation Science Group)ORCID iD: 0009-0003-4863-5793
2026 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Reversed-phase liquid chromatography (RPLC) is the most widely used separation technique in pharmaceutical analysis. However, most classic drugs are weak acids or bases and therefore exist in charged forms under typical RPLC conditions, resulting in poor retention, peak tailing, and limited selectivity. These issues mainly arise because of heterogenous adsorption involving multiple interactions. This compilation thesis investigates and models the retention of charged and ionizable solutes under various chromatographic conditions, exploring their interactions with the stationary phase through adsorption studies to elucidate the underlying retention mechanisms.

In Paper I, an analytical method was developed to quantify triethylamine and tributylamine in aqueous-organic mixtures by converting them to their uncharged volatile forms and measuring them by gas chromatography. This method was then used to obtain their adsorption isotherms on a C18 phase using a batch method.

In Paper II, an electrostatic retention model and competitive adsorption model were developed to describe the pH-dependent retention and overloaded elution of charged and uncharged solutes in RPLC and mixed-mode chromatography. In Paper III, a mechanistic ion-pair RPLC model was developed by combining ion-pair reagent adsorption, surface potential, and surface ion-pair formation, enabling prediction of the retention of charged and ionizable analytes as a function of mobile phase pH and ion-pair reagent concentration.

In Paper IV, adsorption energy distribution (AED) analysis was extended from single-component to two-component, enabling visualization of competitive adsorption in heterogeneous phase systems. Paper V identified key methodological limitations, including concentration range, choice of kernel function, and numerical convergence, while simultaneously demonstrating a clear relationship between peak tailing and AED. 

The mechanistic, adsorption-based approaches developed here can be applied to address peak tailing and limited selectivity in separations multivalent oligonucleotides and peptides, which represent a rapidly growing class of therapeutic. 

Abstract [en]

Reversed-phase liquid chromatography (RPLC) is a widely used separation technique. However, it often provides inadequate retention and separation of charged and very polar solutes. These limitations arise from heterogeneous adsorption involving complex interactions between solutes and stationary phase surfaces.

This thesis focuses on two main areas. The first is the development of mechanistic retention models for such solutes in mixed-mode chromatography (MMC) and ion-pair chromatography (IPC), with RPLC serving as a reference technique (Paper I–III). In both separation modes, retention is governed by electrostatic surface potential, arising from charged surface groups in MMC and from adsorption of ion-pair reagents in IPC, together with hydrophobic interactions. Competitive adsorption models are developed and applied in retention modelling and simulations of overloaded elution profiles.

The second focus is adsorption heterogeneity and its impact on chromatographic behavior (Paper IV–V). Adsorption energy distribution (AED) analysis is extended to two-component systems to visualize competitive adsorption. For single-component AED, practical limitations and requirements are identified, and its roles in explaining peak tailing and retention mechanisms are established.

Abstract [en]

Reversed-phase liquid chromatography (RPLC) is widely used for the separation of organic solutes in pharmaceutical analysis. However, many drugs are weak organic acids or bases and exist in charged forms under typical RPLC conditions, which may lead to poor separation, low retention, and peak tailing. This thesis develops mechanistic, adsorption-based models to describe the retention of charged and ionizable solutes under various chromatographic conditions, using adsorption studies to elucidate the underlying retention mechanisms. These approaches can be used to address separation challenges in multivalent oligonucleotides and peptides, a growing class of therapeutics.

In Paper I, an analytical method was developed to quantify triethylamine and tributylamine in aqueous-organic mixtures by converting them to their uncharged volatile forms and measuring them by gas chromatography. This method was then used to obtain their adsorption isotherms on a RPLC stationary phase using a batch method.

In Paper II, an electrostatic retention model and competitive adsorption model were developed to describe the pH-dependent retention and overloaded elution of charged and uncharged solutes in RPLC and mixed-mode chromatography. In Paper III, a mechanistic ion-pair RPLC model was developed by combining ion-pair reagent adsorption, surface potential, and surface ion-pair formation, enabling prediction of the retention of charged and ionizable solutes as a function of mobile phase pH and ion-pair reagent concentration.

In Paper IV, adsorption energy distribution (AED) analysis was extended from single-component to two-component, enabling visualization of competitive adsorption. Paper V identified key methodological limitations, including concentration range, choice of kernel function, and numerical convergence, while simultaneously demonstrating a clear relationship between peak tailing and AED.

Place, publisher, year, edition, pages
Sweden: Karlstads universitet, 2026. , p. 72
Series
Karlstad University Studies, ISSN 1403-8099 ; 2026:13
Keywords [en]
reversed phase liquid chromatography, ion-pair chromatography, mixed-mode chromatography, adsorption isotherm, adsorption energy distribution
National Category
Analytical Chemistry
Research subject
Chemistry - Analytical Chemistry
Identifiers
URN: urn:nbn:se:kau:diva-108288DOI: 10.59217/clop8618ISBN: 978-91-7867-671-2 (print)ISBN: 978-91-7867-672-9 (electronic)OAI: oai:DiVA.org:kau-108288DiVA, id: diva2:2030816
Public defence
2026-03-25, Frödingsalen, 1B364, Karlstad University, Karlstad, 13:15 (English)
Opponent
Supervisors
Available from: 2026-02-25 Created: 2026-01-21 Last updated: 2026-02-20Bibliographically approved
List of papers
1. Method development for the acquisition of adsorption isotherm of ion pair reagents Tributylamine and Triethylamine in ion pair chromatography
Open this publication in new window or tab >>Method development for the acquisition of adsorption isotherm of ion pair reagents Tributylamine and Triethylamine in ion pair chromatography
2023 (English)In: Journal of Chromatography A, ISSN 0021-9673, E-ISSN 1873-3778, Vol. 1687, article id 463687Article in journal (Refereed) Published
Abstract [en]

Tributylamine (TBuA) and triethylamine (TEtA) are the most commonly used ion pair reagents in ion pair chromatography especially for the analysis of oligonucleotides. In order to improve the understanding of the retention and separation mechanism of oligonucleotides in ion pair chromatography, it is important to understand the retention mechanism and the nature of interaction of these ion pair reagents with the stationary phase in the chromatographic column. Adsorption isotherm is helpful in evaluating such interactions, and subsequently predicting the retention mechanism. Alkylamines are very polar molecules which lack suitable chromophore and are commonly present in charged forms. Therefore, their determination and the subsequent acquisition of their adsorption isotherms using traditional liquid chromatography is very difficult. In this study, we first developed an analytical method for the determination of TBuA and TEtA in a typical chromatographic mobile phase (acetonitrile-water) and then used the same method to acquire the adsorption isotherms for tributylammonium acetate (TBuAA) and triethylammonium acetate (TEtAA). This method started with the conversion of the alkylammonium ions to free neutral forms by treating the sample with a strong base, followed by pentane-mediated extraction and finally the analysis of the extracts using gas chromatography-flame ionization detector (GC-FID). This three-step method was validated for parameters like range, linearity, intra-day and inter-day precision and accuracy, limit of detection and limit of quantitation. For the adsorption isotherms, the C18 column was first equilibrated with the solutions having different concentrations of alkylammonium ions and then stripped with eluent devoid of alkylammonium ions. Several stripping eluents were investigated and it was discovered that the eluent requirement could be decreased by the addition of sodium chloride. The effluents from the stripping phase were collected and analyzed using the developed analytical method to acquire the adsorption data. Under the investigated conditions, adsorption of TBuAA and TEtAA showed type III and type I isotherm behavior respectively. 

Place, publisher, year, edition, pages
Elsevier, 2023
Keywords
Adsorption isotherm, Gas chromatography, Liquid chromatography, Tributylamine, Triethylamine, Adsorption, Adsorption isotherms, Amines, Chromophores, Column chromatography, Effluents, Ion chromatography, Ionization of gases, Ions, Oligonucleotides, Sodium chloride, Alkylammonium ions, Analytical method, Eluents, Ion-pair chromatography, Ion-pair reagents, Method development, Retention mechanism, Separation mechanism, Triethylamines
National Category
Analytical Chemistry
Research subject
Chemistry
Identifiers
urn:nbn:se:kau:diva-92771 (URN)10.1016/j.chroma.2022.463687 (DOI)000904640700006 ()36470076 (PubMedID)2-s2.0-85143508245 (Scopus ID)
Available from: 2022-12-29 Created: 2022-12-29 Last updated: 2026-02-12Bibliographically approved
2. Modelling the pH dependent retention and competitive adsorption of charged and ionizable solutes in mixed-mode and reversed-phase liquid chromatography
Open this publication in new window or tab >>Modelling the pH dependent retention and competitive adsorption of charged and ionizable solutes in mixed-mode and reversed-phase liquid chromatography
2024 (English)In: Journal of Chromatography A, ISSN 0021-9673, E-ISSN 1873-3778, Vol. 1730, article id 465058Article in journal (Refereed) Published
Abstract [en]

This study investigated the influence of pH on the retention of solutes using a mixed-mode column with carboxyl (-COOH) groups acting as weak cation exchanger bonded to the terminal of C18 ligands (C18-WCX column) and a traditional reversed-phase C18 column. First, a model based on electrostatic theory was derived and successfully used to predict the retention of charged solutes (charged, and ionizable) as a function of mobile phase pH on a C18-WCX column. While the Horváth model predicts the pH-dependent retention of ionizable solutes in reversed-phase liquid chromatography (RPLC) solely based on solute ionization, the developed model incorporates the concept of surface potential generated on the surface of the stationary phase and its variation with pH. To comprehensively understand the adsorption process, adsorption isotherms for these solutes were individually acquired on the C18-WCX and reversed-phase C18 columns. The adsorption isotherms followed the Langmuir model for the uncharged solute and the electrostatically modified Langmuir model for charged solutes. The elution profiles for the single components were calculated from these isotherms using the equilibrium dispersion column model and were found to be in close agreement with the experimental elution profiles. To enable modelling of two-component cases involving charged solute(s), a competitive adsorption isotherm model based on electrostatic theory was derived. This model was later successfully used to calculate the elution profiles of two components for scenarios involving (a) a C18 Column: two charged solutes, (b) a C18 Column: one charged and one uncharged solute, and (c) a C18-WCX Column: two charged solutes. The strong alignment between the experimental and calculated elution profiles in all three scenarios validated the developed competitive adsorption model. 

Place, publisher, year, edition, pages
Elsevier, 2024
Keywords
Adsorption, Adsorption isotherms, Column chromatography, Ionization of liquids, Ionization potential, Liquid chromatography, electrolyte, polypropylene, Adsorption modeling, Charged solutes, Competitive adsorption, Competitive adsorption model, Electrostatic retention model, Elution profiles, Mixed mode, Mixed-mode liquid chromatography, Retention mechanism, Retention modeling, adsorption, algorithm, anion exchange, Article, chromatography, chromatography by stationary phase, column chromatography, elution, equilibrium constant, flow rate, high performance liquid chromatography, ionization, isotherm, pH, retention time (chromatography), reversed phase liquid chromatography, static electricity, ultraviolet irradiation, Electrostatics
National Category
Analytical Chemistry
Research subject
Chemistry
Identifiers
urn:nbn:se:kau:diva-100711 (URN)10.1016/j.chroma.2024.465058 (DOI)001254982900001 ()2-s2.0-85195665282 (Scopus ID)
Funder
Karlstad University
Available from: 2024-06-26 Created: 2024-06-26 Last updated: 2026-02-12Bibliographically approved
3. [Manuscript] Modeling the combined effect of pH and ion-pair reagent concentration on retention of charged and ionizable analytes in ion-pair RPLC
Open this publication in new window or tab >>[Manuscript] Modeling the combined effect of pH and ion-pair reagent concentration on retention of charged and ionizable analytes in ion-pair RPLC
(English)Manuscript (preprint) (Other academic)
Research subject
Chemistry
Identifiers
urn:nbn:se:kau:diva-108361 (URN)
Available from: 2026-01-26 Created: 2026-01-26 Last updated: 2026-02-12
4. Introducing the Adsorption Energy Distribution Calculation for Two-Component Competitive Adsorption Isotherm Data
Open this publication in new window or tab >>Introducing the Adsorption Energy Distribution Calculation for Two-Component Competitive Adsorption Isotherm Data
2025 (English)In: Analytical Chemistry, ISSN 0003-2700, E-ISSN 1520-6882, Vol. 97, no 4, p. 1966-1971Article in journal (Refereed) Published
Abstract [en]

This work introduces the Adsorption Energy Distribution (AED) calculation using competitive adsorption isotherm data, enabling investigation of the simultaneous AED of two components for the first time. The AED provides crucial insights by visualizing competitive adsorption processes, offering an alternative adsorption isotherm model without prior assuming adsorption heterogeneity, and assisting in model selection for more accurate retention mechanistic modeling. The competitive AED enhances our understanding of multicomponent interactions on stationary phases, which is crucial for understanding how analytes compete on the stationary phase surface and for selecting adsorption models for numerical optimization of preparative chromatography. Here, the two-component AED was tested on both synthetic and experimental data, and a very successful outcome was achieved.

Place, publisher, year, edition, pages
American Chemical Society (ACS), 2025
National Category
Physical Chemistry
Research subject
Chemistry; Mathematics
Identifiers
urn:nbn:se:kau:diva-103187 (URN)10.1021/acs.analchem.4c04663 (DOI)001401395700001 ()39835748 (PubMedID)2-s2.0-85215831379 (Scopus ID)
Funder
Karlstad University
Available from: 2025-02-18 Created: 2025-02-18 Last updated: 2026-02-12Bibliographically approved
5. Adsorption energy distributions: Theory and applications in liquid chromatography
Open this publication in new window or tab >>Adsorption energy distributions: Theory and applications in liquid chromatography
2025 (English)In: JOURNAL OF CHROMATOGRAPHY OPEN, ISSN 2772-3917, Vol. 8, article id 100252Article, review/survey (Refereed) Published
Abstract [en]

In liquid chromatography (LC), adsorption heterogeneity arises from the distribution of adsorption sites on stationary phases with varying interaction energies, affecting retention and separation performance. This heterogeneity can cause peak tailing, reduced resolution, and unpredictable retention times in analytical chromatography, as well as broad, asymmetric elution profiles in preparative systems. Adsorption heterogeneity depends on the combined effects of the stationary phase, the mobile phase composition, the analyte properties, and the chromatographic conditions. Traditional adsorption isotherms often fail to fully describe these complex interactions because they assume uniform adsorption energies. The Adsorption Energy Distribution (AED) framework offers a powerful alternative by modelling adsorption as a sum of independent homogeneous sites, each with a specific energy, offering a realistic representation of heterogeneous adsorption. This review introduces the theoretical foundations of AED, including its mathematical formulation and computational approaches, and discusses its application in interpreting retention mechanisms in LC. AED analysis is illustrated through its use in both chiral and achiral separations, as well as its ability to explain peak tailing and surface heterogeneity. Practical considerations, such as the range of concentration data in the adsorption isotherm, the selection of a suitable kernel function, and the number of iterations and grid points in AED analysis, are discussed. Special emphasis is given on how to visualize and interpret the AED. This review aims to provide chromatographers with a comprehensive understanding of AED, emphasizing its practical value in characterizing the chromatographic system and elucidating retention mechanisms in liquid chromatography.

Place, publisher, year, edition, pages
Elsevier, 2025
Keywords
Adsorption energy distribution, Adsorption heterogeneity, Adsorption isotherms, Retention mechanisms, Peak tailing
National Category
Analytical Chemistry
Research subject
Chemistry; Mathematics
Identifiers
urn:nbn:se:kau:diva-106967 (URN)10.1016/j.jcoa.2025.100252 (DOI)001567030400001 ()2-s2.0-105015049636 (Scopus ID)
Available from: 2025-09-22 Created: 2025-09-22 Last updated: 2026-02-12Bibliographically approved

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