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Grant R, Coopman K, Silva-Gomes S, Campbell JJ, Kara B, Braybrook J, Petzing J. Assessment of Protocol Impact on Subjectivity Uncertainty When Analyzing Peripheral Blood Mononuclear Cell Flow Cytometry Data Files. Methods Protoc 2021; 4:24. [PMID: 33808088 PMCID: PMC8103269 DOI: 10.3390/mps4020024] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Revised: 03/26/2021] [Accepted: 03/28/2021] [Indexed: 12/21/2022] Open
Abstract
Measured variability of product within Cell and Gene Therapy (CGT) manufacturing arises from numerous sources across pre-analytical to post-analytical phases of testing. Operators are a function of the manufacturing process and are an important source of variability as a result of personal differences impacted by numerous factors. This research uses measurement uncertainty in comparison to Coefficient of Variation to quantify variation of participants when they complete Flow Cytometry data analysis through a 5-step gating sequence. Two study stages captured participants applying gates using their own judgement, and then following a diagrammatical protocol, respectively. Measurement uncertainty was quantified for each participant (and analysis phase) by following Guide to the Expression of Uncertainty in Measurement protocols, combining their standard deviations in quadrature from each gating step in the respective protocols. When participants followed a diagrammatical protocol, variation between participants reduced by 57%, increasing confidence in a more uniform reported cell count percentage. Measurement uncertainty provided greater resolution to the analysis processes, identifying that most variability contributed in the Flow Cytometry gating process is from the very first gate, where isolating target cells from dead or dying cells is required. This work has demonstrated the potential for greater usage of measurement uncertainty within CGT manufacturing scenarios, due to the resolution it provides for root cause analysis and continuous improvement.
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Affiliation(s)
- Rebecca Grant
- Wolfson School of Mechanical, Electrical and Manufacturing Engineering, Loughborough University, Loughborough, Leicestershire LE11 3TU, UK;
| | - Karen Coopman
- Department of Aeronautical, Automotive, Chemical and Materials Engineering, Loughborough University, Loughborough, Leicestershire LE11 3TU, UK;
| | - Sandro Silva-Gomes
- GlaxoSmithKline, Gunnels Wood Road, Stevenage SG1 2NY, UK; (S.S.-G.); (B.K.)
| | | | - Bo Kara
- GlaxoSmithKline, Gunnels Wood Road, Stevenage SG1 2NY, UK; (S.S.-G.); (B.K.)
| | - Julian Braybrook
- LGC Group, Queen’s Road, Teddington, Middlesex TW11 0LY, UK; (J.J.C.); (J.B.)
| | - Jon Petzing
- Wolfson School of Mechanical, Electrical and Manufacturing Engineering, Loughborough University, Loughborough, Leicestershire LE11 3TU, UK;
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Thurman-Newell J, Petzing J, Williams DJ. Establishing the variation of blood metrics within UK Biobank to inform cell therapy manufacturing processes. Regen Med 2019; 14:1029-1046. [PMID: 31718498 DOI: 10.2217/rme-2018-0168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: Understanding blood component variation as a function of healthy population metrics is necessary to inform biomanufacturing process design. Methods: UK Biobank metrics were examined for variation in white blood cell count as an analog to potential manufacturing starting material input. Results: White blood cell count variation of four orders of magnitude (6.65 × 109 cells/l) was found. Variation increased with age, increased with weight up to 80 kg then decreased. Health state showed a greater absolute number of participants with elevated count. Female range was greater than male. Cell count/distributions were different between centers. Conclusion: This variation and range of process input signals a requirement for new strategies for manufacturing process design and control.
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Affiliation(s)
- Jamie Thurman-Newell
- Centre for Biological Engineering, Loughborough University, Loughborough, Leicestershire, LE11 2QZ, UK
| | - Jon Petzing
- Centre for Biological Engineering, Loughborough University, Loughborough, Leicestershire, LE11 2QZ, UK
| | - David J Williams
- Centre for Biological Engineering, Loughborough University, Loughborough, Leicestershire, LE11 2QZ, UK
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Stacey G, Andrews P, Asante C, Barbaric I, Barry J, Bisset L, Braybrook J, Buckle R, Chandra A, Coffey P, Crouch S, Driver P, Evans A, Gardner J, Ginty P, Goldring C, Hay DC, Healy L, Hows A, Hutchinson C, Jesson H, Kalber T, Kimber S, Leathers R, Moyle S, Murray T, Neale M, Pan D, Park BK, Rebolledo RE, Rees I, Rivolta MN, Ritchie A, Roos EJ, Saeb-Parsy K, Schröder B, Sebastian S, Thomas A, Thomas RJ, Turner M, Vallier L, Vitillo L, Webster A, Williams D. Science-based assessment of source materials for cell-based medicines: report of a stakeholders workshop. Regen Med 2018; 13:935-944. [PMID: 30488776 DOI: 10.2217/rme-2018-0120] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Human pluripotent stem cells (hPSCs) have the potential to transform medicine. However, hurdles remain to ensure safety for such cellular products. Science-based understanding of the requirements for source materials is required as are appropriate materials. Leaders in hPSC biology, clinical translation, biomanufacturing and regulatory issues were brought together to define requirements for source materials for the production of hPSC-derived therapies and to identify other key issues for the safety of cell therapy products. While the focus of this meeting was on hPSC-derived cell therapies, many of the issues are generic to all cell-based medicines. The intent of this report is to summarize the key issues discussed and record the consensus reached on each of these by the expert delegates.
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Affiliation(s)
- Glyn Stacey
- International Stem Cell Banking Initiative, 2 High Street, Barley, Hertfordshire, SG8 8HZ, UK
| | - Peter Andrews
- Department of Biomedical Sciences, Centre for Stem Cell Biology, University of Sheffield, Sheffield, South Yourkshire, S10 2TN, UK
| | - Curtis Asante
- Centre for Stem Cells & Regenerative Medicine, King's College London, Guy's Campus, London, SE1 9RT, UK
| | - Ivana Barbaric
- Department of Biomedical Sciences, Centre for Stem Cell Biology, University of Sheffield, Sheffield, South Yourkshire, S10 2TN, UK
| | | | - Louise Bisset
- Medicines & Healthcare Products Regulatory Agency, London, E14 4PU, UK
| | - Julian Braybrook
- LGC Ltd, National Measurement Laboratory, Teddington, TW11 0LY, UK
| | | | | | - Peter Coffey
- University of California, Neuroscience Research Institue, Santa Barbara, CA, 93106, USA
- Institute of Opthalmology, University College London, London, WC1E 6BT, UK
| | - Sharon Crouch
- Financial & Business Services, University of Nottingham, Nottingham, NG7 2RD, UK
| | | | - Amanda Evans
- University of Cambridge/NHS Blood & Transplant, Long Road, CB2 0PT, Cambridge, UK
| | - John Gardner
- School of Social Sciences, Monash University, Victoria, Australia
| | - Patrick Ginty
- Regulatory Affairs, Cell and Gene Therapy Catapult, London, SE1 9RT, UK
| | - Christopher Goldring
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, L69 3GE, UK
| | - David C Hay
- University of Edinburgh, MRC Centre for Regenerative Medicine, Edinburgh, EH16 4UU, UK
| | - Lyn Healy
- Francis Crick Institute, London, NW1 1AT, UK
| | - Anna Hows
- Miltenyi Biotec, Bisley, GU24 9DR, UK
| | - Claire Hutchinson
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, L69 3GE, UK
| | - Helen Jesson
- Centre for Biological Engineering, Loughborough University, Loughborough, LE11 3TU, UK
| | - Tammy Kalber
- Centre for Advanced Biomedical Imaging, University College London, WC1E 6BT, UK
| | - Sue Kimber
- Division of Cell Matrix Biology and Regenerative Medicine; Director EPSRC/MRC in Regenerative Medicine, Faculty of Biology, Medicine, and Health, University of Manchester, Manchester, M13 9PT, UK
| | | | - Sarah Moyle
- Clinical Biomanufacturing Facility, Oxford University, Oxford, OX3 7JT, UK
| | - Trish Murray
- Department of Physiology, University of Liverpool, Liverpool, L69 3GE, UK
| | - Michael Neale
- Institute of Opthalmology, University College London, London, WC1E 6BT, UK
| | - David Pan
- Medical Research Council, London, WC2B 4AN, UK
| | - B Kevin Park
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, L69 3GE, UK
| | | | - Ian Rees
- Medicines & Healthcare Products Regulatory Agency, London, E14 4PU, UK
| | - Marcelo N Rivolta
- Department of Biomedical Sciences, Centre for Stem Cell Biology, University of Sheffield, Sheffield, South Yourkshire, S10 2TN, UK
| | - Allan Ritchie
- Allan Ritchie Medical Device Consulting, Harrogate, HG1 1BX, UK
| | | | - Kourosh Saeb-Parsy
- Department of Surgery, University fo Cambridge, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Bernd Schröder
- Miltenyi Biotec GmbH, 51429 Bergisch Gladbach, Nordrhein-Westfalen, Germany
| | - Sujith Sebastian
- School of Bioscience, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK
| | - Angela Thomas
- College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, EH16 4TJ, UK
| | - Robert J Thomas
- Centre for Biological Engineering, Loughborough University, Loughborough, LE11 3TU, UK
| | - Marc Turner
- Scottish National Blood Transfusion Service, Edinburgh, EH14 4BE, UK
| | - Ludovic Vallier
- Wellcome-Medical Research Council Cambridge Stem Cell Institute and Department of Surgery, University of Cambridge, Cambridge UK
| | - Loriana Vitillo
- Institute of Opthalmology, University College London, London, WC1E 6BT, UK
| | - Andrew Webster
- SATSU, Department of Sociology, University of York, York, YO10 5DD, UK
| | - David Williams
- Centre for Biological Engineering, Loughborough University, Loughborough, LE11 3TU, UK
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Thurman-Newell JA, Petzing JN, Williams DJ. A meta-analysis of biological variation in blood-based therapy as a precursor to bio-manufacturing. Cytotherapy 2016; 18:686-94. [PMID: 27059205 DOI: 10.1016/j.jcyt.2016.01.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2015] [Revised: 01/04/2016] [Accepted: 01/23/2016] [Indexed: 11/17/2022]
Abstract
Currently cellular therapies, such as hematopoietic stem cell transplantation (HSCT), are produced at a small scale on a case-by-case basis, usually in a clinical or near-clinical setting. Meeting the demand for future cellular therapies will require a robust and scalable manufacturing process that is either designed around or controls the variation associated with biological starting materials. Understanding variation requires both a measure of the allowable variation (that does not negatively affect patient outcome) and the achievable variation (with current technology). The prevalence of HSCT makes it an ideal case study to prepare for more complex biological manufacturing with more challenging regulatory classifications. A systematic meta-analysis of the medical literature surrounding HSCT has been completed of which the key outcomes are the following: (i) the range of transplanted CD34+ cells/kg can be up to six orders of magnitude around the median for allogeneic procedures and four orders of magnitude for autologous procedures, (ii) there is no improvement in variation encountered over a period of 30 years and (iii) as study size increases, the amount of variation encountered also increases. A more detailed, stratified source from a controlled single-site clinical center is required to further define a control strategy for the manufacture of biologics.
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Affiliation(s)
- Jamie A Thurman-Newell
- Healthcare Engineering Group, Centre for Biological Engineering, Holywell Park, Loughborough University, Loughborough, UK.
| | - Jon N Petzing
- Healthcare Engineering Group, Centre for Biological Engineering, Holywell Park, Loughborough University, Loughborough, UK
| | - David J Williams
- Healthcare Engineering Group, Centre for Biological Engineering, Holywell Park, Loughborough University, Loughborough, UK
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