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Kendrick BS, Sampathkumar K, Gabrielson JP, Ren D. Analytical control strategy for biologics. Part I: Foundations. J Pharm Sci 2025; 114:103826. [PMID: 40354897 DOI: 10.1016/j.xphs.2025.103826] [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: 02/25/2025] [Revised: 05/06/2025] [Accepted: 05/06/2025] [Indexed: 05/14/2025]
Abstract
Biologic therapeutics encompass different modalities with vastly different molecular profiles. Despite these differences, all products follow a similar approach to Pharmaceutical Development, which includes an integrated control strategy that relies on a clinical target product profile (TPP), a quality target product profile (QTPP), biophysical, biochemical and biological characterization, elucidation of critical quality attributes (CQAs), and development of an analytical control strategy. Technical and regulatory requirements for biologics development are established in numerous regulatory guidance documents issued by ICH, FDA, EMA, and other bodies. While there is substantial published knowledge on specific studies needed for development of a product, there is no specific guidance on establishing a comprehensive analytical control strategy as part of a modern integrated control strategy. This commentary is Part I of a two-part commentary series on analytical control strategy. In this part we present the foundations that are essential for developing an analytical control strategy to enable efficient lifecycle management across different biologic protein-based therapeutic modalities. In Part II, we will present a stage-appropriate roadmap to implementing an analytical control strategy from discovery research through the commercial life of the biologic.
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Affiliation(s)
| | - Krishnan Sampathkumar
- SSK Biosolutions LLC, North Potomac, MD, 20878, USA; Currently at Invetx, Inc., By Dechra, Natick, MA, 01760, USA
| | | | - Da Ren
- BioTherapeutics Solutions, Westlake Village, CA, 91361, USA
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Ströhle G, Goodrum R, Li H. An Extracellular Vesicle (EV) Paper Strip for Rapid and Convenient Estimation of EV Concentration. BIOSENSORS 2025; 15:294. [PMID: 40422033 DOI: 10.3390/bios15050294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2025] [Revised: 04/23/2025] [Accepted: 05/04/2025] [Indexed: 05/28/2025]
Abstract
Extracellular vesicles (EVs) have emerged as promising biomarkers and therapeutic agents, yet their quantification remains technically challenging due to the limitations of conventional methods. Here, a low-cost, fluorescence-based, paper-strip immunoassay is presented for rapid and semi-quantitative estimation of EV concentration, inspired by pH strips. The assay utilizes nitrocellulose membranes functionalized with capture antibodies (anti-CD63, CD9, CD81) and fluorescent dye (ExoBrite™) for EV detection. Systematic optimization of assay parameters-including dye application sequence, incubation time, antibody configuration, and dye concentration-revealed that labeling EVs with dye and incubating on the nitrocellulose paper strips for 20 min yielded the strongest and most reproducible signal. A 200× dilution of ExoBrite™ dye was determined to provide the best balance between sensitivity and specificity. A standard curve generated through twofold serial dilution of EVs from ovarian cancer cell culture medium confirmed a positive, concentration-dependent fluorescence response, establishing a usable dynamic range. Compared to existing technologies, this platform enables fast, simple-to-implement EV quantification using minimal sample volume and equipment. The simplicity and scalability of the method offer strong potential for use in clinical diagnostics and EV research applications.
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Affiliation(s)
- Gisela Ströhle
- School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada
| | - Rebecca Goodrum
- School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada
| | - Huiyan Li
- School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada
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Tathe U, Khopkar S, Rasam P, Kancherla A, Dandekar P, Jain R. Impact of stirring material on formation of submicron and subvisible aggregates in mAbs by quantitative laser diffraction, dynamic light scattering and background membrane imaging. Int J Pharm 2024; 660:124321. [PMID: 38857661 DOI: 10.1016/j.ijpharm.2024.124321] [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: 01/22/2024] [Revised: 06/04/2024] [Accepted: 06/07/2024] [Indexed: 06/12/2024]
Abstract
Aggregation of monoclonal antibodies (mAbs) is the driving force for their undesirable immunogenic effects. There are multiple factors responsible for aggregation in therapeutic proteins. One significant cause is the process-related shear and interfacial stress generated due to impellers and stirrers. This investigation focuses on understanding the possible aggregation arising upon stirring mAb formulations using stirrers made of different materials. We used quantitative laser diffraction (qLD) to monitor and quantify the stirring induced formation of submicron and subvisible aggregates in the size range from 100 nm to 10 µm. We analysed various aspects of aggregate generation, such as onset of aggregation, particle size distribution, and concentration of aggregates generated using stirrers of different materials. We observed that mixing with stainless steel stirrers resulted in a quicker onset of aggregation and led to significantly higher concentrations of aggregates. Analysis of the stirred samples using dynamic light scattering (DLS) and background imaging technique (BMI) were conducted to complement the qLD analysis. All the three techniques resulted in a similar trend, showing presence of larger and higher quantities of aggregates in steel stirred samples, as compared to those stirred using PEEK and glass. Additionally, we performed SEC-HPLC to quantify the soluble fraction of monomer and recorded that the least amount was present in the steel stirred samples. This work highlights the need for optimizing the materials used for fabricating the stirrers/impellers.
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Affiliation(s)
- Utkarsh Tathe
- Department of Biological Sciences and Biotechnology, Institute of Chemical Technology, Matunga, Mumbai 400019, India
| | - Sampada Khopkar
- Shimadzu Analytical (India) Private Limited, 1 A/B, Rushabh Chambers, Marol, Andheri East, Mumbai 400059, India
| | - Pratap Rasam
- Shimadzu Analytical (India) Private Limited, 1 A/B, Rushabh Chambers, Marol, Andheri East, Mumbai 400059, India
| | - Aswani Kancherla
- Department of Biological Sciences and Biotechnology, Institute of Chemical Technology, Matunga, Mumbai 400019, India
| | - Prajakta Dandekar
- Department of Pharmaceutical Sciences and Technology, Institute of Chemical Technology, Matunga, Mumbai 400019, India.
| | - Ratnesh Jain
- Department of Biological Sciences and Biotechnology, Institute of Chemical Technology, Matunga, Mumbai 400019, India.
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Tian Y, Tian D, Peng X, Qiu H. Critical parameters to standardize the size and concentration determination of nanomaterials by nanoparticle tracking analysis. Int J Pharm 2024; 656:124097. [PMID: 38609058 DOI: 10.1016/j.ijpharm.2024.124097] [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: 11/15/2023] [Revised: 03/20/2024] [Accepted: 04/05/2024] [Indexed: 04/14/2024]
Abstract
The size and concentration are critical for the diagnostic and therapeutic applications of nanomaterials but the accurate measurement remains challenging. Nanoparticle tracking analysis (NTA) is widely used for size and concentration determination. However, highly repeatable standard operating procedures (SOPs) are absent. We adopted the "search-evaluate-test" strategy to standardize the measurement by searching the critical parameters. The particles per frame are linearly proportional to the sample concentration and the measured results are more accurate and repeatable when the concentration is 108-109 particles/ml. The optimal detection threshold is around 5. The optimal camera level is such that it allows clear observation of particles without diffractive rings and overexposure. The optimal speed is ≤ 50 in AU and ∼ 10 μl/min in flow rate. We then evaluated the protocol using polydisperse polystyrene particles and we found that NTA could discriminate particles in bimodal mixtures with high size resolution but the performance on multimodal mixtures is not as good as that of resistive pulse sensing (RPS). We further analyzed the polystyrene particles, SiO2 particles, and biological samples by NTA following the SOPs. The size and concentration measured by NTA differentially varies to those determined by RPS and transmission electron microscopy.
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Affiliation(s)
- Youxi Tian
- School of Pharmacy, Guangdong Medical University, No.1 City Avenue Songshan Lake Sci. &Tech. Industry Park, Dongguan 523808, China; School of Pharmacy, University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing, 100049, China; Carbohydrate-based Drug Research Center, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Shanghai, 200031, China
| | - Dong Tian
- Carbohydrate-based Drug Research Center, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Shanghai, 200031, China
| | - Xinsheng Peng
- School of Pharmacy, Guangdong Medical University, No.1 City Avenue Songshan Lake Sci. &Tech. Industry Park, Dongguan 523808, China.
| | - Hong Qiu
- School of Pharmacy, University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing, 100049, China; Carbohydrate-based Drug Research Center, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Shanghai, 200031, China.
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Maurya P, Saklani R, Singh S, Nisha R, Mishra N, Singh P, Pal RR, Kumar A, Chourasia MK, Saraf SA. Effective uptake of folate-functionalized ethionamide-loaded hybrid system: targeting alveolar macrophages. Nanomedicine (Lond) 2022; 17:1819-1831. [PMID: 36136373 DOI: 10.2217/nnm-2021-0468] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Aim: To assess the targeting ability of hybrid nanosystems functionalized with folate. It also aimed to reduce stomach intolerance by substituting the oral route for parenteral delivery. Method: The nanosystems, prepared by nanoprecipitation technique, utilized a one-step method to prepare nanoparticles followed by surface functionalization through adsorption. The prepared nanosystems underwent physical characterization, in vitro and in vivo evaluations. Result: The nanosystems were effective in targeting the alveolar macrophages. Ethionamide was released from the formulation over 5 days. Fourier-transform infrared results proved the structural characteristics, and the positive charge further improved the targeting efficacy on the functionalized system. Conclusion: The hybrid formulation improved the release characteristics. Reduction in dosing frequency due to prolonged release improves compliance with the dosage regimen.
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Affiliation(s)
- Priyanka Maurya
- Department of Pharmaceutical Sciences, Babasaheb Bhimrao Ambedkar University (A Central University) Vidya Vihar, Lucknow, 226025, India
| | - Ravi Saklani
- Department of Pharmaceutics and Pharmacokinetics, CSIR-Central Drug Research Institute Sector 10, Jankipuram Extension, Lucknow, 226031, India
| | - Samipta Singh
- Department of Pharmaceutical Sciences, Babasaheb Bhimrao Ambedkar University (A Central University) Vidya Vihar, Lucknow, 226025, India
| | - Raquibun Nisha
- Department of Pharmaceutical Sciences, Babasaheb Bhimrao Ambedkar University (A Central University) Vidya Vihar, Lucknow, 226025, India
| | - Nidhi Mishra
- Department of Pharmaceutical Sciences, Babasaheb Bhimrao Ambedkar University (A Central University) Vidya Vihar, Lucknow, 226025, India
| | - Priya Singh
- Department of Pharmaceutical Sciences, Babasaheb Bhimrao Ambedkar University (A Central University) Vidya Vihar, Lucknow, 226025, India
| | - Ravi Raj Pal
- Department of Pharmaceutical Sciences, Babasaheb Bhimrao Ambedkar University (A Central University) Vidya Vihar, Lucknow, 226025, India
| | - Abhiram Kumar
- Department of Pharmaceutics and Pharmacokinetics, CSIR-Central Drug Research Institute Sector 10, Jankipuram Extension, Lucknow, 226031, India
| | - Manish K Chourasia
- Department of Pharmaceutics and Pharmacokinetics, CSIR-Central Drug Research Institute Sector 10, Jankipuram Extension, Lucknow, 226031, India
| | - Shubhini A Saraf
- Department of Pharmaceutical Sciences, Babasaheb Bhimrao Ambedkar University (A Central University) Vidya Vihar, Lucknow, 226025, India
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Geng J, Jensen G, Jackson K, Pontsler J, Rengarajan V, Sun Y, Britt D, Huang Y. Versatile activity and morphological effects of zinc oxide submicron particles as anticancer agents. Nanomedicine (Lond) 2022; 17:627-644. [PMID: 35350869 PMCID: PMC9118057 DOI: 10.2217/nnm-2021-0420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Accepted: 03/15/2022] [Indexed: 11/21/2022] Open
Abstract
Background: Submicron particles (SMPs), as novel bionanomaterials, offer complementary benefits to their conventional nano-counterparts. Aim: To explore zinc oxide (ZnO) SMPs' bioimaging and anticancer potentials. Materials & methods: ZnO SMPs were synthesized into two shapes. Fluorescent spectrum and microscopy were studied for the bioimaging property. Wound healing and Live/Dead assays of glioblastoma cells were characterized for anticancer activities. Results: ZnO SMPs exhibited a high quantum yield (49%) with stable orange fluorescence emission. Both morphologies (most significant in the rod shape) showed tumor-selective properties in cytotoxicity, inhibition to cell migration and attenuating the cancer-upregulated genes. The tumor selectivity was attributed to particle degradation and surface properties on pH dependency. Conclusion: The authors propose that ZnO SMPs could be a promising anticancer drug with tunable, morphology-dependent properties for bioimaging and controlled release.
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Affiliation(s)
- Junnan Geng
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, UT 84322, USA
| | - Gregory Jensen
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, UT 84322, USA
- Department of Chemical Engineering, Arizona State University, 501 E. Tyler Mall, Tempe, AZ 85287, USA
| | - Kyle Jackson
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, UT 84322, USA
| | - Jefferson Pontsler
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, UT 84322, USA
| | - Venkatakrishnan Rengarajan
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, UT 84322, USA
| | - Yan Sun
- Department of Mathematics & Statistics, Utah State University, 3900 Old Main Hill, Logan, UT 84322, USA
| | - David Britt
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, UT 84322, USA
| | - Yu Huang
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, UT 84322, USA
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Zhang F, Richter G, Bourgeois B, Spreitzer E, Moser A, Keilbach A, Kotnik P, Madl T. A General Small-Angle X-ray Scattering-Based Screening Protocol for Studying Physical Stability of Protein Formulations. Pharmaceutics 2021; 14:69. [PMID: 35056965 PMCID: PMC8778066 DOI: 10.3390/pharmaceutics14010069] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2021] [Revised: 12/22/2021] [Accepted: 12/23/2021] [Indexed: 11/16/2022] Open
Abstract
A fundamental step in developing a protein drug is the selection of a stable storage formulation that ensures efficacy of the drug and inhibits physiochemical degradation or aggregation. Here, we designed and evaluated a general workflow for screening of protein formulations based on small-angle X-ray scattering (SAXS). Our SAXS pipeline combines automated sample handling, temperature control, and fast data analysis and provides protein particle interaction information. SAXS, together with different methods including turbidity analysis, dynamic light scattering (DLS), and SDS-PAGE measurements, were used to obtain different parameters to provide high throughput screenings. Using a set of model proteins and biopharmaceuticals, we show that SAXS is complementary to dynamic light scattering (DLS), which is widely used in biopharmaceutical research and industry. We found that, compared to DLS, SAXS can provide a more sensitive measure for protein particle interactions, such as protein aggregation and repulsion. Moreover, we show that SAXS is compatible with a broader range of buffers, excipients, and protein concentrations and that in situ SAXS provides a sensitive measure for long-term protein stability. This workflow can enable future high-throughput analysis of proteins and biopharmaceuticals and can be integrated with well-established complementary physicochemical analysis pipelines in (biopharmaceutical) research and industry.
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Affiliation(s)
- Fangrong Zhang
- Key Laboratory of Gastrointestinal Cancer, Ministry of Education, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, China;
- Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Molecular Biology and Biochemistry, Medical University of Graz, 8010 Graz, Austria; (G.R.); (B.B.); (E.S.)
| | - Gesa Richter
- Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Molecular Biology and Biochemistry, Medical University of Graz, 8010 Graz, Austria; (G.R.); (B.B.); (E.S.)
| | - Benjamin Bourgeois
- Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Molecular Biology and Biochemistry, Medical University of Graz, 8010 Graz, Austria; (G.R.); (B.B.); (E.S.)
| | - Emil Spreitzer
- Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Molecular Biology and Biochemistry, Medical University of Graz, 8010 Graz, Austria; (G.R.); (B.B.); (E.S.)
| | - Armin Moser
- Anton Paar GmbH, 8054 Graz, Austria; (A.M.); (A.K.); (P.K.)
| | | | - Petra Kotnik
- Anton Paar GmbH, 8054 Graz, Austria; (A.M.); (A.K.); (P.K.)
| | - Tobias Madl
- Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Molecular Biology and Biochemistry, Medical University of Graz, 8010 Graz, Austria; (G.R.); (B.B.); (E.S.)
- BioTechMed-Graz, 8010 Graz, Austria
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Particle Detection and Characterization for Biopharmaceutical Applications: Current Principles of Established and Alternative Techniques. Pharmaceutics 2020; 12:pharmaceutics12111112. [PMID: 33228023 PMCID: PMC7699340 DOI: 10.3390/pharmaceutics12111112] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Revised: 11/09/2020] [Accepted: 11/10/2020] [Indexed: 12/30/2022] Open
Abstract
Detection and characterization of particles in the visible and subvisible size range is critical in many fields of industrial research. Commercial particle analysis systems have proliferated over the last decade. Despite that growth, most systems continue to be based on well-established principles, and only a handful of new approaches have emerged. Identifying the right particle-analysis approach remains a challenge in research and development. The choice depends on each individual application, the sample, and the information the operator needs to obtain. In biopharmaceutical applications, particle analysis decisions must take product safety, product quality, and regulatory requirements into account. Biopharmaceutical process samples and formulations are dynamic, polydisperse, and very susceptible to chemical and physical degradation: improperly handled product can degrade, becoming inactive or in specific cases immunogenic. This article reviews current methods for detecting, analyzing, and characterizing particles in the biopharmaceutical context. The first part of our article represents an overview about current particle detection and characterization principles, which are in part the base of the emerging techniques. It is very important to understand the measuring principle, in order to be adequately able to judge the outcome of the used assay. Typical principles used in all application fields, including particle–light interactions, the Coulter principle, suspended microchannel resonators, sedimentation processes, and further separation principles, are summarized to illustrate their potentials and limitations considering the investigated samples. In the second part, we describe potential technical approaches for biopharmaceutical particle analysis as some promising techniques, such as nanoparticle tracking analysis (NTA), micro flow imaging (MFI), tunable resistive pulse sensing (TRPS), flow cytometry, and the space- and time-resolved extinction profile (STEP®) technology.
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Zhang T, Hong ZY, Tang SY, Li W, Inglis DW, Hosokawa Y, Yalikun Y, Li M. Focusing of sub-micrometer particles in microfluidic devices. LAB ON A CHIP 2020; 20:35-53. [PMID: 31720655 DOI: 10.1039/c9lc00785g] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Sub-micrometer particles (0.10-1.0 μm) are of great significance to study, e.g., microvesicles and protein aggregates are targets for therapeutic intervention, and sub-micrometer fluorescent polystyrene (PS) particles are used as probes for diagnostic imaging. Focusing of sub-micrometer particles - precisely control over the position of sub-micrometer particles in a tightly focused stream - has a wide range of applications in the field of biology, chemistry and environment, by acting as a prerequisite step for downstream detection, manipulation and quantification. Microfluidic devices have been attracting great attention as desirable tools for sub-micrometer particle focusing, due to their small size, low reagent consumption, fast analysis and low cost. Recent advancements in fundamental knowledge and fabrication technologies have enabled microfluidic focusing of particles at sub-micrometer scale in a continuous, label-free and high-throughput manner. Microfluidic methods for the focusing of sub-micrometer particles can be classified into two main groups depending on whether an external field is applied: 1) passive methods, which utilize intrinsic fluidic properties without the need of external actuation, such as inertial, deterministic lateral displacement (DLD), viscoelastic and hydrophoretic focusing; and 2) active methods, where external fields are used, such as dielectrophoretic, thermophoretic, acoustophoretic and optical focusing. This article mainly reviews the studies on the focusing of sub-micrometer particles in microfluidic devices over the past 10 years. It aims to bridge the gap between the focusing of micrometer and nanometer scale (1.0-100 nm) particles and to improve the understanding of development progress, current advances and future prospects in microfluidic focusing techniques.
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Affiliation(s)
- Tianlong Zhang
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan. and School of Engineering, Macquarie University, Sydney 2122, Australia.
| | - Zhen-Yi Hong
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
| | - Shi-Yang Tang
- School of Mechanical, Materials, Mechatronic and Biomedical Engineering, University of Wollongong, Wollongong 2522, Australia
| | - Weihua Li
- School of Mechanical, Materials, Mechatronic and Biomedical Engineering, University of Wollongong, Wollongong 2522, Australia
| | - David W Inglis
- School of Engineering, Macquarie University, Sydney 2122, Australia.
| | - Yoichiroh Hosokawa
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
| | - Yaxiaer Yalikun
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
| | - Ming Li
- School of Engineering, Macquarie University, Sydney 2122, Australia.
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Le Basle Y, Chennell P, Tokhadze N, Astier A, Sautou V. Physicochemical Stability of Monoclonal Antibodies: A Review. J Pharm Sci 2020; 109:169-190. [DOI: 10.1016/j.xphs.2019.08.009] [Citation(s) in RCA: 118] [Impact Index Per Article: 23.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 08/19/2019] [Accepted: 08/19/2019] [Indexed: 01/10/2023]
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Gong X, Park M, Parviz D, Silmore KS, Gordiichuk P, Lew TTS, Strano MS. Single-Particle Tracking for Understanding Polydisperse Nanoparticle Dispersions. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2019; 15:e1901468. [PMID: 31338962 DOI: 10.1002/smll.201901468] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Revised: 05/03/2019] [Indexed: 05/25/2023]
Abstract
Colloidal dispersions of nanomaterials are often polydisperse in size, significantly complicating their characterization. This is particularly true for materials early in their historical development due to synthetic control, dispersion efficiency, and instability during storage. Because a wide range of system properties and technological applications depend on particle dimensions, it remains an important problem in nanotechnology to identify a method for the routine characterization of polydispersity in nanoparticle samples, especially changes over time. Commonly employed methods such as dynamic light scattering or analytical ultracentrifugation (AUC) accurately estimate only the first moment of the distribution or are not routine. In this work, the use of single-particle tracking (SPT) to probe size distributions of common nanoparticle dispersions, including polystyrene nanoparticles, single-walled carbon nanotubes, graphene oxide, chitosan-tripolyphosphate, acrylate, hexagonal boron nitride, and poly(lactic-co-glycolic acid), is proposed and explored. The analysis of particle tracks is conducted using a newly developed Bayesian algorithm that is called Maximum A posteriori Nanoparticle Tracking Analysis. By combining SPT and AUC techniques, it is shown that it is possible to independently estimate the mean aspect ratio of anisotropic particles, an important characterization property. It is concluded that SPT provides a facile, rapid analytical method for routine nanomaterials characterization.
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Affiliation(s)
- Xun Gong
- Department of Chemical Engineering Massachusetts Institute of Technology, 77 Massachusetts Avenue 66-570b, Cambridge, MA, 02139, USA
| | - Minkyung Park
- Department of Chemical Engineering Massachusetts Institute of Technology, 77 Massachusetts Avenue 66-570b, Cambridge, MA, 02139, USA
| | - Dorsa Parviz
- Department of Chemical Engineering Massachusetts Institute of Technology, 77 Massachusetts Avenue 66-570b, Cambridge, MA, 02139, USA
| | - Kevin S Silmore
- Department of Chemical Engineering Massachusetts Institute of Technology, 77 Massachusetts Avenue 66-570b, Cambridge, MA, 02139, USA
| | - Pavlo Gordiichuk
- Department of Chemical Engineering Massachusetts Institute of Technology, 77 Massachusetts Avenue 66-570b, Cambridge, MA, 02139, USA
| | - Tedrick Thomas Salim Lew
- Department of Chemical Engineering Massachusetts Institute of Technology, 77 Massachusetts Avenue 66-570b, Cambridge, MA, 02139, USA
| | - Michael S Strano
- Department of Chemical Engineering Massachusetts Institute of Technology, 77 Massachusetts Avenue 66-570b, Cambridge, MA, 02139, USA
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12
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Wang W, Roberts CJ. Protein aggregation – Mechanisms, detection, and control. Int J Pharm 2018; 550:251-268. [DOI: 10.1016/j.ijpharm.2018.08.043] [Citation(s) in RCA: 100] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2018] [Revised: 08/18/2018] [Accepted: 08/20/2018] [Indexed: 12/19/2022]
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13
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Grabarek AD, Weinbuch D, Jiskoot W, Hawe A. Critical Evaluation of Microfluidic Resistive Pulse Sensing for Quantification and Sizing of Nanometer- and Micrometer-Sized Particles in Biopharmaceutical Products. J Pharm Sci 2018; 108:563-573. [PMID: 30176253 DOI: 10.1016/j.xphs.2018.08.020] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 07/31/2018] [Accepted: 08/14/2018] [Indexed: 10/28/2022]
Abstract
The objective was to evaluate performance, strengths, and limitations of the microfluidic resistive pulse sensing (MRPS) technique for the characterization of particles in the size range from about 50 to 2000 nm. MRPS, resonant mass measurement (RMM), nanoparticle tracking analysis (NTA) and dynamic light scattering were compared for the analysis of nanometer-sized polystyrene (PS) beads, liposomes, bacteria, and protein aggregates. An electrical conductivity of at least 3 mS/cm (equivalent to 25 mM NaCl) was determined as a key requirement for reliable analysis with MRPS. Particle size distributions of PS beads determined by MRPS, NTA, and RMM correlated well. However, counting precision varied significantly among the techniques and was best for RMM followed by MRPS and NTA. As determined by measuring single and mixed PS bead populations, MRPS showed the highest peak resolution for sizing. RMM and MRPS were superior over dynamic light scattering and NTA for the characterization of stressed protein samples. Finally, MRPS proved to be the only analytical technique able to characterize both bacteria and liposomes. In conclusion, MRPS is an orthogonal technique alongside other established techniques for a comprehensive analysis of a samples particle size distribution and particle concentration.
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Affiliation(s)
- Adam D Grabarek
- Coriolis Pharma Research GmbH, Fraunhoferstr, 18b, 82152 Martinsried, Munich, Germany; Division of BioTherapeutics, Leiden Academic Centre for Drug Research (LACDR), Leiden University, PO Box 9502, 2300, RA, Leiden, The Netherlands
| | - Daniel Weinbuch
- Coriolis Pharma Research GmbH, Fraunhoferstr, 18b, 82152 Martinsried, Munich, Germany
| | - Wim Jiskoot
- Coriolis Pharma Research GmbH, Fraunhoferstr, 18b, 82152 Martinsried, Munich, Germany; Division of BioTherapeutics, Leiden Academic Centre for Drug Research (LACDR), Leiden University, PO Box 9502, 2300, RA, Leiden, The Netherlands
| | - Andrea Hawe
- Coriolis Pharma Research GmbH, Fraunhoferstr, 18b, 82152 Martinsried, Munich, Germany.
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14
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Bhirde AA, Chiang MJ, Venna R, Beaucage S, Brorson K. High-Throughput In-Use and Stress Size Stability Screening of Protein Therapeutics Using Algorithm-Driven Dynamic Light Scattering. J Pharm Sci 2018; 107:2055-2062. [DOI: 10.1016/j.xphs.2018.04.017] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 04/12/2018] [Accepted: 04/17/2018] [Indexed: 10/17/2022]
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15
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Krueger AB, Carnell P, Carpenter JF. Characterization of Factors Affecting Nanoparticle Tracking Analysis Results With Synthetic and Protein Nanoparticles. J Pharm Sci 2016; 105:1434-43. [PMID: 27019960 DOI: 10.1016/j.xphs.2016.02.005] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Revised: 01/29/2016] [Accepted: 02/05/2016] [Indexed: 10/22/2022]
Abstract
In many manufacturing and research areas, the ability to accurately monitor and characterize nanoparticles is becoming increasingly important. Nanoparticle tracking analysis is rapidly becoming a standard method for this characterization, yet several key factors in data acquisition and analysis may affect results. Nanoparticle tracking analysis is prone to user input and bias on account of a high number of parameters available, contains a limited analysis volume, and individual sample characteristics such as polydispersity or complex protein solutions may affect analysis results. This study systematically addressed these key issues. The integrated syringe pump was used to increase the sample volume analyzed. It was observed that measurements recorded under flow caused a reduction in total particle counts for both polystyrene and protein particles compared to those collected under static conditions. In addition, data for polydisperse samples tended to lose peak resolution at higher flow rates, masking distinct particle populations. Furthermore, in a bimodal particle population, a bias was seen toward the larger species within the sample. The impacts of filtration on an agitated intravenous immunoglobulin sample and operating parameters including "MINexps" and "blur" were investigated to optimize the method. Taken together, this study provides recommendations on instrument settings and sample preparations to properly characterize complex samples.
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Affiliation(s)
- Aaron B Krueger
- Department of Pharmaceutical Sciences, University of Colorado Center for Pharmaceutical Biotechnology, Aurora, Colorado 80045
| | | | - John F Carpenter
- Department of Pharmaceutical Sciences, University of Colorado Center for Pharmaceutical Biotechnology, Aurora, Colorado 80045.
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16
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Tian X, Nejadnik MR, Baunsgaard D, Henriksen A, Rischel C, Jiskoot W. A Comprehensive Evaluation of Nanoparticle Tracking Analysis (NanoSight) for Characterization of Proteinaceous Submicron Particles. J Pharm Sci 2016; 105:3366-3375. [PMID: 27663383 DOI: 10.1016/j.xphs.2016.08.009] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2016] [Revised: 08/13/2016] [Accepted: 08/15/2016] [Indexed: 10/21/2022]
Abstract
Nanoparticle tracking analysis (NTA) has attracted great interest for application in the field of submicron particle characterization for biopharmaceuticals. It has the virtue of direct sample visualization and particle-by-particle tracking, but the complexity of method development has limited its routine applicability. We systematically evaluated data collection and processing parameters as well as sample handling methods using shake-stressed protein samples. The camera shutter and gain were identified as the key factors influencing NTA results. We also demonstrated that sample filtration was necessary for NTA analysis if there were high numbers of micron particles, whereas the choice of filter membrane was critical for data quality. Sample dilution into corresponding formulation buffer did not affect particle size distributions in our study. Finally, NTA analysis exhibited excellent repeatability in intraday comparison of multiple measurements on the same sample and interday comparison on different batches of samples. Shaking-induced protein aggregation could also be sensitively monitored by NTA. In conclusion, NTA analysis can be used as a robust stability-indicating method for the characterization of proteinaceous submicron particles and thereby complement other analytical methods, provided that consistent sample handling and parametric settings are established for the specific case study.
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Affiliation(s)
- Xinsheng Tian
- Large Protein Biophysics and Formulation, Novo Nordisk A/S, Måløv, Denmark; Division of Drug Delivery Technology, Cluster BioTherapeutics, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands
| | - M Reza Nejadnik
- Division of Drug Delivery Technology, Cluster BioTherapeutics, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands
| | - Dorrit Baunsgaard
- Large Protein Biophysics and Formulation, Novo Nordisk A/S, Måløv, Denmark
| | - Anette Henriksen
- Large Protein Biophysics and Formulation, Novo Nordisk A/S, Måløv, Denmark
| | - Christian Rischel
- Large Protein Biophysics and Formulation, Novo Nordisk A/S, Måløv, Denmark
| | - Wim Jiskoot
- Division of Drug Delivery Technology, Cluster BioTherapeutics, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands.
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17
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Factors Governing the Accuracy of Subvisible Particle Counting Methods. J Pharm Sci 2016; 105:2042-52. [DOI: 10.1016/j.xphs.2016.03.044] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Revised: 02/29/2016] [Accepted: 03/25/2016] [Indexed: 12/21/2022]
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18
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Gross J, Sayle S, Karow AR, Bakowsky U, Garidel P. Nanoparticle tracking analysis of particle size and concentration detection in suspensions of polymer and protein samples: Influence of experimental and data evaluation parameters. Eur J Pharm Biopharm 2016; 104:30-41. [PMID: 27108267 DOI: 10.1016/j.ejpb.2016.04.013] [Citation(s) in RCA: 94] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2015] [Revised: 04/16/2016] [Accepted: 04/18/2016] [Indexed: 10/21/2022]
Abstract
Nanoparticle Tracking Analysis (NTA) is an emerging technique for detecting simultaneously sub-micron particle size distributions and particle concentrations of a sample. This study deals with the performance evaluation for the detection and characterisation of various particles by NTA. Our investigation focusses on the NTA measurement parameter set-ups, as will be shown in this study, are very crucial parameters to correctly analyse and interpret the data. In order to achieve this, we used (i) polystyrene standard particles as well as (ii) protein particles. We show the highly precise and reproducible detection of particle size and concentration in monodisperse polystyrene particle systems, under specified and constant parameter settings. On the other hand, our results exemplify potential risks and errors while setting inadequate parameters with regards to the results and thus interpretation thereof. In particular changes of the parameters, camera level (CL) and detection threshold (DT), led to significant changes in the determined particle concentration. We propose defined and specified "optimal" camera levels for monodisperse particle suspension characterisations in the size range of 20-1000nm. We illustrate that the results of polydisperse polystyrene standard particle solution measurements, highly depend on the used parameter settings, which are rarely published with the data. Changes in these settings led to the "appearance" or "disappearance" of particle populations ("peaks") for polydisperse systems. Thus, a correct evaluation of the particle size populations in the sample becomes very challenging. For the use of NTA in biopharmaceutical analysis, proteinaceous samples were investigated. We analysed protein particle suspensions and compared unstressed and stressed (formation of aggregates) protein samples similar to polystyrene particle analysis. We also studied these samples in two different measuring modes (general capture mode and live monitoring mode) that the commercially available analysis software is offering. Our results stated the live monitoring mode as more suitable for protein samples, as the results were more reproducible and less operator-depending. In conclusion, NTA is a potential technique and unique in quantitative evaluation of particle suspensions in the subvisible size range, especially for monodisperse suspensions. We strongly urge on not underestimating the influence of the measuring parameters on the obtained results, which should be presented with the data in order to better judge and interpret the NTA results.
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Affiliation(s)
- Julia Gross
- Philipps - University Marburg, Institute of Pharmaceutical Technology and Biopharmacy, D-35032 Marburg, Germany
| | - Sabrina Sayle
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biopharmaceuticals, Protein Science, D-88397 Biberach an der Riss, Germany
| | - Anne R Karow
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biopharmaceuticals, Protein Science, D-88397 Biberach an der Riss, Germany
| | - Udo Bakowsky
- Philipps - University Marburg, Institute of Pharmaceutical Technology and Biopharmacy, D-35032 Marburg, Germany
| | - Patrick Garidel
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biopharmaceuticals, Protein Science, D-88397 Biberach an der Riss, Germany.
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19
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Ruvinov E, Freeman I, Fredo R, Cohen S. Spontaneous Coassembly of Biologically Active Nanoparticles via Affinity Binding of Heparin-Binding Proteins to Alginate-Sulfate. NANO LETTERS 2016; 16:883-888. [PMID: 26745552 DOI: 10.1021/acs.nanolett.5b03598] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Controlled delivery of heparin-binding (HB) proteins represents a challenge in regenerative medicine strategies. Here, we describe the features of novel nanoparticles (NPs), spontaneously coassembled due to affinity interactions between HB proteins and the semisynthetic anionic polysaccharide, alginate-sulfate. The NPs efficiently encapsulated and protected the proteins from proteolysis. Injection of a combination of NPs encapsulating multiple therapeutic growth factors promoted effective and long-term tissue repair in animal models of severe ischemia (murine model of hindlimb ischemia and acute myocardial infarction in rats). This simple yet efficient NP fabrication method is amenable for clinical use.
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Affiliation(s)
- Emil Ruvinov
- Avram and Stella Goldstein-Goren Department of Biotechnology Engineering, ‡Regenerative Medicine and Stem Cell (RMSC) Research Center, and §The Ilse Katz Institute for Nanoscale Science and Technology, Ben-Gurion University of the Negev , Beer-Sheva 8410501, Israel
| | - Inbar Freeman
- Avram and Stella Goldstein-Goren Department of Biotechnology Engineering, ‡Regenerative Medicine and Stem Cell (RMSC) Research Center, and §The Ilse Katz Institute for Nanoscale Science and Technology, Ben-Gurion University of the Negev , Beer-Sheva 8410501, Israel
| | - Roei Fredo
- Avram and Stella Goldstein-Goren Department of Biotechnology Engineering, ‡Regenerative Medicine and Stem Cell (RMSC) Research Center, and §The Ilse Katz Institute for Nanoscale Science and Technology, Ben-Gurion University of the Negev , Beer-Sheva 8410501, Israel
| | - Smadar Cohen
- Avram and Stella Goldstein-Goren Department of Biotechnology Engineering, ‡Regenerative Medicine and Stem Cell (RMSC) Research Center, and §The Ilse Katz Institute for Nanoscale Science and Technology, Ben-Gurion University of the Negev , Beer-Sheva 8410501, Israel
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20
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Barnett GV, Qi W, Amin S, Lewis EN, Razinkov VI, Kerwin BA, Liu Y, Roberts CJ. Structural Changes and Aggregation Mechanisms for Anti-Streptavidin IgG1 at Elevated Concentration. J Phys Chem B 2015; 119:15150-63. [PMID: 26563591 DOI: 10.1021/acs.jpcb.5b08748] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Non-native protein aggregation may occur during manufacturing and storage of protein therapeutics, and this may decrease drug efficacy or jeopardize patient safety. From a regulatory perspective, changes in higher order structure due to aggregation are of particular interest but can be difficult to monitor directly at elevated protein concentrations. The present report focuses on non-native aggregation of antistreptavidin (AS) IgG1 at 30 mg/mL under solution conditions that prior work at dilute concentrations (e.g., 1 mg/mL) indicated would result in different aggregation mechanisms. Time-dependent aggregation and structural changes were monitored in situ with dynamic light scattering, small-angle neutron scattering, and Raman scattering and ex situ with far-UV circular dichroism and second-derivative UV spectroscopy. The effects of adding 0.15 M (∼5 w/w %) sucrose were also assessed. The addition of sucrose decreased monomer loss rates but did not change protein-protein interactions, aggregation mechanism(s), or aggregate structure and morphology. Consistent with prior results, altering the pD or salt concentration had the primary effect of changing the aggregation mechanism. Overall, the results provide a comparison of aggregate structure and morphology created via different growth mechanisms using orthogonal techniques and show that the techniques agree at least qualitatively. Interestingly, AS-IgG1 aggregates created at pD 5.3 with no added salt formed the smallest aggregates but had the largest structural changes compared to other solution conditions. The observation that the larger aggregates were also those with less structural perturbation compared to folded AS-IgG1 might be expected to extend to other proteins if the same strong electrostatic repulsions that mediate aggregate growth also mediate structural changes of the constituent proteins within aggregates.
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Affiliation(s)
- Gregory V Barnett
- Department of Chemical and Biomolecular Engineering, University of Delaware , Newark, Delaware 19716, United States
| | - Wei Qi
- Malvern Biosciences Incorporated, Columbia, Maryland 21046, United States
| | - Samiul Amin
- Malvern Biosciences Incorporated, Columbia, Maryland 21046, United States
| | - E Neil Lewis
- Malvern Biosciences Incorporated, Columbia, Maryland 21046, United States
| | - Vladimir I Razinkov
- Drug Product Development, Amgen Incorporated, Seattle, Washington 98119, United States
| | - Bruce A Kerwin
- Drug Product Development, Amgen Incorporated, Seattle, Washington 98119, United States
| | - Yun Liu
- Department of Chemical and Biomolecular Engineering, University of Delaware , Newark, Delaware 19716, United States.,Center for Neutron Science, National Institutes of Standards and Technology , Gaithersburg, Maryland 20899, United States
| | - Christopher J Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware , Newark, Delaware 19716, United States
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