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Gazzaniga A, Moutaharrik S, Cerea M, Maroni A. What is the future potential of microbially degradable systems in oral drug delivery to the colon? Expert Opin Drug Deliv 2025:1-4. [PMID: 39886915 DOI: 10.1080/17425247.2025.2462166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Revised: 01/26/2025] [Accepted: 01/30/2025] [Indexed: 02/01/2025]
Affiliation(s)
- Andrea Gazzaniga
- Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche 'Maria Edvige Sangalli', GazzaLab, Università degli Studi di Milano, Milano, Italy
| | - Saliha Moutaharrik
- Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche 'Maria Edvige Sangalli', GazzaLab, Università degli Studi di Milano, Milano, Italy
| | - Matteo Cerea
- Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche 'Maria Edvige Sangalli', GazzaLab, Università degli Studi di Milano, Milano, Italy
| | - Alessandra Maroni
- Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche 'Maria Edvige Sangalli', GazzaLab, Università degli Studi di Milano, Milano, Italy
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Abdalla Y, McCoubrey LE, Ferraro F, Sonnleitner LM, Guinet Y, Siepmann F, Hédoux A, Siepmann J, Basit AW, Orlu M, Shorthouse D. Machine learning of Raman spectra predicts drug release from polysaccharide coatings for targeted colonic delivery. J Control Release 2024; 374:103-111. [PMID: 39127449 DOI: 10.1016/j.jconrel.2024.08.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 08/04/2024] [Accepted: 08/07/2024] [Indexed: 08/12/2024]
Abstract
Colonic drug delivery offers numerous pharmaceutical opportunities, including direct access to local therapeutic targets and drug bioavailability benefits arising from the colonic epithelium's reduced abundance of cytochrome P450 enzymes and particular efflux transporters. Current workflows for developing colonic drug delivery systems involve time-consuming, low throughput in vitro and in vivo screening methods, which hinder the identification of suitable enabling materials. Polysaccharides are useful materials for colonic targeting, as they can be utilised as dosage form coatings that are selectively digested by the colonic microbiota. However, polysaccharides are a heterogeneous family of molecules with varying suitability for this purpose. To address the need for high-throughput material selection tools for colonic drug delivery, we leveraged machine learning (ML) and publicly accessible experimental data to predict the release of the drug 5-aminosalicylic acid from polysaccharide-based coatings in simulated human, rat, and dog colonic environments. For the first time, Raman spectra alone were used to characterise polysaccharides for input as ML features. Models were validated on 8 unseen drug release profiles from new polysaccharide coatings, demonstrating the generalisability and reliability of the method. Further, model analysis facilitated an understanding of the chemical features that influence a polysaccharide's suitability for colonic drug delivery. This work represents a major step in employing spectral data for forecasting drug release from pharmaceutical formulations and marks a significant advancement in the field of colonic drug delivery. It offers a powerful tool for the efficient, sustainable, and successful development and pre-ranking of colon-targeted formulation coatings, paving the way for future more effective and targeted drug delivery strategies.
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Affiliation(s)
- Youssef Abdalla
- UCL School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK
| | - Laura E McCoubrey
- UCL School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK
| | - Fabiana Ferraro
- Univ. Lille, Inserm, CHU Lille, U1008, F-59000 Lille, France
| | | | - Yannick Guinet
- Univ. Lille, CNRS, INRAE, Centrale Lille, UMR 8207 - UMET - Unité Matériaux et Transformations, F-59000 Lille, France
| | | | - Alain Hédoux
- Univ. Lille, CNRS, INRAE, Centrale Lille, UMR 8207 - UMET - Unité Matériaux et Transformations, F-59000 Lille, France
| | | | - Abdul W Basit
- UCL School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK.
| | - Mine Orlu
- UCL School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK.
| | - David Shorthouse
- UCL School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK.
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Moutaharrik S, Palugan L, Cerea M, Meroni G, Casagni E, Roda G, Martino PA, Gazzaniga A, Maroni A, Foppoli A. Colon Drug Delivery Systems Based on Swellable and Microbially Degradable High-Methoxyl Pectin: Coating Process and In Vitro Performance. Pharmaceutics 2024; 16:508. [PMID: 38675167 PMCID: PMC11054370 DOI: 10.3390/pharmaceutics16040508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Revised: 03/30/2024] [Accepted: 04/02/2024] [Indexed: 04/28/2024] Open
Abstract
Oral colon delivery systems based on a dual targeting strategy, harnessing time- and microbiota-dependent release mechanisms, were designed in the form of a drug-containing core, a swellable/biodegradable polysaccharide inner layer and a gastroresistant outer film. High-methoxyl pectin was employed as the functional coating polymer and was applied by spray-coating or powder-layering. Stratification of pectin powder required the use of low-viscosity hydroxypropyl methylcellulose in water solution as the binder. These coatings exhibited rough surfaces and higher thicknesses than the spray-coated ones. Using a finer powder fraction improved the process outcome, coating quality and inherent barrier properties in aqueous fluids. Pulsatile release profiles and reproducible lag phases of the pursued duration were obtained from systems manufactured by both techniques. This performance was confirmed by double-coated systems, provided with a Kollicoat® MAE outer film that yielded resistance in the acidic stage of the test. Moreover, HM pectin-based coatings manufactured by powder-layering, tested in the presence of bacteria from a Crohn's disease patient, showed earlier release, supporting the role of microbial degradation as a triggering mechanism at the target site. The overall results highlighted viable coating options and in vitro release characteristics, sparking new interest in naturally occurring pectin as a coating agent for oral colon delivery.
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Affiliation(s)
- Saliha Moutaharrik
- Department of Pharmaceutical Sciences, Section of Pharmaceutical Technology and Legislation “M.E. Sangalli”, University of Milan, Via G. Colombo 71, 20133 Milan, Italy
| | - Luca Palugan
- Department of Pharmaceutical Sciences, Section of Pharmaceutical Technology and Legislation “M.E. Sangalli”, University of Milan, Via G. Colombo 71, 20133 Milan, Italy
| | - Matteo Cerea
- Department of Pharmaceutical Sciences, Section of Pharmaceutical Technology and Legislation “M.E. Sangalli”, University of Milan, Via G. Colombo 71, 20133 Milan, Italy
| | - Gabriele Meroni
- Department of Biomedical, Surgical and Dental Sciences, One Health Unit, University of Milan, Via Pascal 36, 20133 Milan, Italy
| | - Eleonora Casagni
- Department of Pharmaceutical Sciences, Section of Medicinal Chemistry “P. Pratesi”, University of Milan, Via Trentacoste 2, 20134 Milan, Italy
| | - Gabriella Roda
- Department of Pharmaceutical Sciences, Section of Medicinal Chemistry “P. Pratesi”, University of Milan, Via Trentacoste 2, 20134 Milan, Italy
| | - Piera Anna Martino
- Department of Biomedical, Surgical and Dental Sciences, One Health Unit, University of Milan, Via Pascal 36, 20133 Milan, Italy
| | - Andrea Gazzaniga
- Department of Pharmaceutical Sciences, Section of Pharmaceutical Technology and Legislation “M.E. Sangalli”, University of Milan, Via G. Colombo 71, 20133 Milan, Italy
| | - Alessandra Maroni
- Department of Pharmaceutical Sciences, Section of Pharmaceutical Technology and Legislation “M.E. Sangalli”, University of Milan, Via G. Colombo 71, 20133 Milan, Italy
| | - Anastasia Foppoli
- Department of Pharmaceutical Sciences, Section of Pharmaceutical Technology and Legislation “M.E. Sangalli”, University of Milan, Via G. Colombo 71, 20133 Milan, Italy
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