1
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Piergiovanni M, Mennecozzi M, Barale-Thomas E, Danovi D, Dunst S, Egan D, Fassi A, Hartley M, Kainz P, Koch K, Le Dévédec SE, Mangas I, Miranda E, Nyffeler J, Pesenti E, Ricci F, Schmied C, Schreiner A, Stokar-Regenscheit N, Swedlow JR, Uhlmann V, Wieland FC, Wilson A, Whelan M. Bridging imaging-based in vitro methods from biomedical research to regulatory toxicology. Arch Toxicol 2025; 99:1271-1285. [PMID: 39945818 PMCID: PMC11968550 DOI: 10.1007/s00204-024-03922-z] [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: 10/15/2024] [Accepted: 11/26/2024] [Indexed: 04/04/2025]
Abstract
Imaging technologies are being increasingly used in biomedical research and experimental toxicology to gather morphological and functional information from cellular models. There is a concrete opportunity of incorporating imaging-based in vitro methods in international guidelines to respond to regulatory requirements with human relevant data. To translate these methods from R&D to international regulatory acceptance, the community needs to implement test methods under quality management systems, assess inter-laboratory transferability, and demonstrate data reliability and robustness. This article summarises current challenges associated with image acquisition, image analysis, including artificial intelligence, and data management of imaging-based methods, with examples from the developmental neurotoxicity in vitro battery and phenotypic profiling assays. The article includes considerations on specific needs and potential solutions to design and implement future validation and transferability studies.
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Affiliation(s)
| | | | - Erio Barale-Thomas
- Preclinical Sciences and Translational Safety, Janssen Pharmaceuticals, Beerse, Belgium
| | - Davide Danovi
- Department of Basic and Clinical Neuroscience, King's College London, London, UK
| | - Sebastian Dunst
- German Centre for the Protection of Laboratory Animals (Bf3R), Department Experimental Toxicology and ZEBET, German Federal Institute for Risk Assessment, Berlin, Germany
| | - David Egan
- Core Life Analytics BV, 57 Kabelweg, 1014 BA, Amsterdam, The Netherlands
| | - Aurora Fassi
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Matthew Hartley
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK
| | | | - Katharina Koch
- IUF - Leibniz Research Institute for Environmental Medicine, Duesseldorf, Germany
- DNTOX GmbH, Duesseldorf, Germany
| | - Sylvia E Le Dévédec
- Leiden Academic Centre for Drug Research (LACDR), Faculty of Science, Leiden University, 2333, Leiden, Netherlands
| | - Iris Mangas
- European Food Safety Authority (EFSA), Parma, Italy
| | | | - Jo Nyffeler
- Department of Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany
| | - Enrico Pesenti
- Crown Bioscience Inc, 16550 West Bernardo Drive, Building 5, Suite 525, San Diego, CA, 92127, USA
| | | | - Christopher Schmied
- EU-OPENSCREEN ERIC, Campus Berlin-Buch, Robert-Roessle-Str. 10, 13125, Berlin, Germany
| | | | - Nadine Stokar-Regenscheit
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd, Grenzacherstrasse 124, 4070, Basel, Switzerland
| | - Jason R Swedlow
- Divisions of Computational Biology and Molecular, Cell and Developmental Biology, School of Life Sciences, National Phenotypic Screening Centre, University of Dundee, Dundee, UK
| | | | - Fredrik C Wieland
- Life Science Business Europe, Yokogawa Deutschland GmbH, Ratingen, Germany
| | - Amy Wilson
- Safety Sciences, Clinical Pharmacology and Safety Sciences, AstraZeneca, Cambridge, UK
| | - Maurice Whelan
- European Commission, Joint Research Centre (JRC), Ispra, Italy
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2
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Perle KMDL. Toxicologic Pathology Forum: Opinion on Digital Primary Read and Peer Review-Diving Head-First Into the Deep Digital Pool! Toxicol Pathol 2025; 53:215-217. [PMID: 39668662 DOI: 10.1177/01926233241303909] [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] [Indexed: 12/14/2024]
Abstract
Before the COVID-19 pandemic, digital pathology was increasingly used in veterinary education, diagnostics, and research. The pandemic accelerated this adoption as institutions needed to maintain operations amidst lockdowns. It also enabled pharmaceutical companies to conduct peer reviews digitally, circumventing travel restrictions. At the 2023 Society of Toxicologic Pathology Annual Symposium, a Town Hall Meeting highlighted the current use of digital pathology. A majority of the respondents viewed whole slide images (WSI) favorably. Many institutions use digital pathology primarily for non-GLP and GLP conforming primary reads and peer reviews. Takeda has long utilized digital pathology, incorporating scanners and an image management repository, and recently adopted a cloud-based platform tailored for toxicologic pathology, enhancing efficiency and collaboration. Digital pathology not only saves time but also reduces travel needs and environmental impact. Technological advancements and wider adoption are expected to further enhance the field, promising significant benefits for the overall digital pathology infrastructure.
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3
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Lempp C, Arms S, Bertram CA, Klopfleisch R, Igl BW, Hezler L, Nolte T, Pohlmeyer-Esch G. A Minimal Approach to Demonstrate Concordance of Digital and Conventional Microscopy in Toxicologic Pathology. Toxicol Pathol 2024; 52:251-257. [PMID: 38829005 DOI: 10.1177/01926233241255125] [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] [Indexed: 06/05/2024]
Abstract
Digitalization of pathology workflows has undergone a rapid evolution and has been widely established in the diagnostic field but remains a challenge in the nonclinical safety context due to lack of regulatory guidance and validation experience for good laboratory practice (GLP) use. One means to demonstrate that digital slides are fit for purpose, that is, provide sufficient quality for pathologists to reach a diagnosis, is conduction of comparison studies, which have been published both, for veterinary and human diagnostic pathology, but not for toxicologic pathology. Here, we present an approach that uses study material from nonclinical safety studies and that allows for the statistical comparison of concordance rates for glass and digital slide evaluation while minimizing time and effort for the involved personnel. Using a benchmark study design, we demonstrate that evaluation of digital slides fits the purpose of nonclinical safety evaluation. These results add to reports of successful workflow validations and support the full adaptation of digital pathology in the regulatory field.
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Affiliation(s)
- Charlotte Lempp
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riß, Germany
| | - Stefanie Arms
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riß, Germany
| | | | | | | | - Leonie Hezler
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riß, Germany
| | - Thomas Nolte
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riß, Germany
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4
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Rudmann DG, Bertrand L, Zuraw A, Deiters J, Staup M, Rivenson Y, Kuklyte J. Building a nonclinical pathology laboratory of the future for pharmaceutical research excellence. Drug Discov Today 2023; 28:103747. [PMID: 37598916 DOI: 10.1016/j.drudis.2023.103747] [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: 07/12/2023] [Revised: 08/02/2023] [Accepted: 08/14/2023] [Indexed: 08/22/2023]
Abstract
We describe a roadmap for a fully digital artificial intelligence (AI)-augmented nonclinical pathology laboratory across three continents. Underpinning the design are Good Laboratory Practice (GLP)-validated laboratory information management systems (LIMS), whole slide-scanners (WSS), image management systems (IMS), and a digital microscope intended for use by the nonclinical pathologist. Digital diagnostics are supported by tools that include AI-based virtual staining and deep learning-based decision support. Implemented during the COVID-19 pandemic, the initial digitized workflow largely mitigated disruption of pivotal nonclinical studies required to support pharmaceutical clinical testing. We believe that this digital transformation of our nonclinical pathology laboratories will promote efficiency and innovation in the future and enhance the quality and speed of drug development decision making.
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Affiliation(s)
- D G Rudmann
- Charles River Laboratories, Digital Toxicologic Pathology, Discovery and Safety Assessment, Wilmington, DE, USA.
| | - L Bertrand
- Charles River Laboratories, Digital Toxicologic Pathology, Discovery and Safety Assessment, Wilmington, DE, USA
| | - A Zuraw
- Charles River Laboratories, Digital Toxicologic Pathology, Discovery and Safety Assessment, Wilmington, DE, USA
| | - J Deiters
- Charles River Laboratories, Digital Toxicologic Pathology, Discovery and Safety Assessment, Wilmington, DE, USA
| | - M Staup
- Charles River Laboratories, Digital Toxicologic Pathology, Discovery and Safety Assessment, Wilmington, DE, USA
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5
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Pognan F, Beilmann M, Boonen HCM, Czich A, Dear G, Hewitt P, Mow T, Oinonen T, Roth A, Steger-Hartmann T, Valentin JP, Van Goethem F, Weaver RJ, Newham P. The evolving role of investigative toxicology in the pharmaceutical industry. Nat Rev Drug Discov 2023; 22:317-335. [PMID: 36781957 PMCID: PMC9924869 DOI: 10.1038/s41573-022-00633-x] [Citation(s) in RCA: 79] [Impact Index Per Article: 39.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/16/2022] [Indexed: 02/15/2023]
Abstract
For decades, preclinical toxicology was essentially a descriptive discipline in which treatment-related effects were carefully reported and used as a basis to calculate safety margins for drug candidates. In recent years, however, technological advances have increasingly enabled researchers to gain insights into toxicity mechanisms, supporting greater understanding of species relevance and translatability to humans, prediction of safety events, mitigation of side effects and development of safety biomarkers. Consequently, investigative (or mechanistic) toxicology has been gaining momentum and is now a key capability in the pharmaceutical industry. Here, we provide an overview of the current status of the field using case studies and discuss the potential impact of ongoing technological developments, based on a survey of investigative toxicologists from 14 European-based medium-sized to large pharmaceutical companies.
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Affiliation(s)
- Francois Pognan
- Discovery and Investigative Safety, Novartis Pharma AG, Basel, Switzerland.
| | - Mario Beilmann
- Nonclinical Drug Safety Germany, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riss, Germany
| | - Harrie C M Boonen
- Drug Safety, Dept of Exploratory Toxicology, Lundbeck A/S, Valby, Denmark
| | | | - Gordon Dear
- In Vitro In Vivo Translation, GlaxoSmithKline David Jack Centre for Research, Ware, UK
| | - Philip Hewitt
- Chemical and Preclinical Safety, Merck Healthcare KGaA, Darmstadt, Germany
| | - Tomas Mow
- Safety Pharmacology and Early Toxicology, Novo Nordisk A/S, Maaloev, Denmark
| | - Teija Oinonen
- Preclinical Safety, Orion Corporation, Espoo, Finland
| | - Adrian Roth
- Pharmaceutical Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | | | | | - Freddy Van Goethem
- Predictive, Investigative & Translational Toxicology, Nonclinical Safety, Janssen Research & Development, Beerse, Belgium
| | - Richard J Weaver
- Innovation Life Cycle Management, Institut de Recherches Internationales Servier, Suresnes, France
| | - Peter Newham
- Clinical Pharmacology and Safety Sciences, AstraZeneca R&D, Cambridge, UK.
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6
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Ge XY, Funk J, Albrecht T, Birkhimer M, Gilsdorf M, Hayes M, Hu F, Maliver P, McCreary M, Nguyen T, Romero-Palomo F, Seger S, Fuji RN, Schumacher V, Sullivan R. Toxicologic Pathology Forum: A Roadmap for Building State-of-the-Art Digital Image Data Resources for Toxicologic Pathology in the Pharmaceutical Industry. Toxicol Pathol 2022; 50:942-949. [PMID: 36341579 DOI: 10.1177/01926233221132747] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Digitization of histologic slides brings with it the promise of enhanced toxicologic pathology practice through the increased application of computational methods. However, the development of these advanced methods requires access to substrate image data, that is, whole slide images (WSIs). Deep learning methods, in particular, rely on extensive training data to develop robust algorithms. As a result, pharmaceutical companies interested in leveraging computational methods in their digital pathology workflows must first invest in data infrastructure to enable data access for both data scientists and pathologists. The process of building robust image data resources is challenging and includes considerations of generation, curation, and storage of WSI files, and WSI access including via linked metadata. This opinion piece describes the collective experience of building resources for WSI data in the Roche group. We elaborate on the challenges encountered and solutions developed with the goal of providing examples of how to build a data resource for digital pathology analytics in the pharmaceutical industry.
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Affiliation(s)
- Xing-Yue Ge
- Genentech Research and Early Development (gRED), Department of Development Sciences Informatics, Genentech Inc, South San Francisco, USA
| | - Juergen Funk
- Roche Pharma Research and Early Development (pRED), Pharmaceutical Sciences, Roche Innovation Center Basel, Switzerland
| | - Tom Albrecht
- Roche Pharma Research and Early Development (pRED), Data & Analytics, Roche Innovation Center Basel, Switzerland
| | - Merima Birkhimer
- Genentech Research and Early Development (gRED), Department of Development Sciences Informatics, Genentech Inc, South San Francisco, USA
| | - Moritz Gilsdorf
- Roche Pharma Research and Early Development (pRED), Data & Analytics, Roche Innovation Center Basel, Switzerland
| | - Matthew Hayes
- Genentech Research and Early Development (gRED), Department of Safety Assessment, Genentech Inc, South San Francisco, USA
| | - Fangyao Hu
- Genentech Research and Early Development (gRED), Department of Safety Assessment, Genentech Inc, South San Francisco, USA
| | - Pierre Maliver
- Roche Pharma Research and Early Development (pRED), Pharmaceutical Sciences, Roche Innovation Center Basel, Switzerland
| | - Mark McCreary
- Genentech Research and Early Development (gRED), Department of Development Sciences Informatics, Genentech Inc, South San Francisco, USA
| | - Trung Nguyen
- Genentech Research and Early Development (gRED), Department of Safety Assessment, Genentech Inc, South San Francisco, USA
| | - Fernando Romero-Palomo
- Roche Pharma Research and Early Development (pRED), Pharmaceutical Sciences, Roche Innovation Center Basel, Switzerland
| | - Shanon Seger
- Roche Pharma Research and Early Development (pRED), Pharmaceutical Sciences, Roche Innovation Center Basel, Switzerland
| | - Reina N Fuji
- Genentech Research and Early Development (gRED), Department of Safety Assessment, Genentech Inc, South San Francisco, USA
| | - Vanessa Schumacher
- Roche Pharma Research and Early Development (pRED), Pharmaceutical Sciences, Roche Innovation Center Basel, Switzerland
| | - Ruth Sullivan
- Genentech Research and Early Development (gRED), Department of Safety Assessment, Genentech Inc, South San Francisco, USA
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7
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Janardhan KS, Sura R, Salian-Mehta S, Flandre T, Palazzi X, Zane D, Singh B, Jacob B, Hukkanen RR, Al-Haddawi M, Bennet B, Laast V, Lee D, Peterson R, Romeike A, Schorsch F, Guffroy M. Toxicologic Pathology Forum: Opinion on Not Euthanizing Control Animals in the Recovery Phase of Non-Rodent Toxicology Studies. Toxicol Pathol 2022; 50:950-956. [PMID: 36226581 DOI: 10.1177/01926233221129214] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Nonclinical toxicology studies that are required to support human clinical trials of new drug candidates are generally conducted in a rodent and a non-rodent species. These studies typically contain a vehicle control group and low, intermediate, and high dose test article groups. In addition, a dosing-free recovery phase is sometimes included to determine reversibility of potential toxicities observed during the dosing phase and may include additional animals in the vehicle control and one or more dose groups. Typically, reversibility is determined by comparing the test article-related changes in the dosing phase animals to concurrent recovery phase animals at the same dose level. Therefore, for interpretation of reversibility, it is not always essential to euthanize the recovery vehicle control animals. In the absence of recovery vehicle control tissues, the pathologist's experience, historical control database, digital or glass slide repositories, or literature can be used to interpret the findings in the context of background pathology of the species/strain/age. Therefore, in most studies, the default approach could be not to euthanize recovery vehicle control animals. This article provides opinions on scenarios that may or may not necessitate euthanasia of recovery phase vehicle control animals in nonclinical toxicology studies involving dogs and nonhuman primates.
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Affiliation(s)
| | | | | | | | | | - Doris Zane
- Gilead Sciences, Inc., Foster City, California, USA
| | - Bhanu Singh
- Gilead Sciences, Inc., Foster City, California, USA
| | | | | | | | - Bindu Bennet
- Magenta Therapeutics, Cambridge, Massachusetts, USA
| | - Victoria Laast
- Labcorp Early Development Laboratories Inc., Madison, Wisconsin, USA
| | - Donna Lee
- Genentech, San Francisco, California, USA
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8
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Boisclair J, Bawa B, Barale-Thomas E, Bertrand L, Carter J, Crossland R, Dorn C, Forest T, Grote S, Gilis A, Hildebrand D, Knight B, Laurent S, Marxfeld HA, Østergaard SJ, Roguet T, Schlueter T, Schumacher V, Spehar R, Varady W, Zeugin C. IT/QA and Regulatory Aspects of Digital Pathology: Results of the 8th ESTP International Workshop. Toxicol Pathol 2022; 50:793-807. [PMID: 35950710 DOI: 10.1177/01926233221113275] [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: 11/17/2022]
Abstract
Digital toxicologic histopathology has been broadly adopted in preclinical compound development for informal consultation and peer review. There is now increased interest in implementing the technology for good laboratory practice-regulated study evaluations. However, the implementation is not straightforward because systems and work processes require qualification and validation, with consideration also given to security. As a result of the high-throughput, high-volume nature of safety evaluations, computer performance, ergonomics, efficiency, and integration with laboratory information management systems are further key considerations. The European Society of Toxicologic Pathology organized an international expert workshop with participation by toxicologic pathologists, quality assurance/regulatory experts, and information technology experts to discuss qualification and validation of digital histopathology systems in a good laboratory practice environment, and to share the resulting conclusions broadly in the toxicologic pathology community.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Anja Gilis
- Janssen Pharmaceuticals, Beerse, Belgium
| | | | - Brian Knight
- Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, Connecticut, USA
| | | | | | | | | | | | - Vanessa Schumacher
- Roche Pharma Research & Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | | | - William Varady
- Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, Connecticut, USA
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9
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Forest T, Aeffner F, Bangari DS, Bawa B, Carter J, Fikes J, High W, Hayashi SM, Jacobsen M, McKinney L, Rudmann D, Steinbach T, Schumacher V, Turner O, Ward JM, Willson CJ. Scientific and Regulatory Policy Committee Points to Consider: Primary Digital Histopathology Evaluation and Peer Review for Good Laboratory Practice (GLP) Nonclinical Toxicology Studies. Toxicol Pathol 2022; 50:531-543. [PMID: 35657014 DOI: 10.1177/01926233221099273] [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] [Indexed: 11/15/2022]
Abstract
The Society of Toxicologic Pathology's Scientific and Regulatory Policy Committee formed a working group to consider the present and future use of digital pathology in toxicologic pathology in general and specifically its use in primary evaluation and peer review in Good Laboratory Practice (GLP) environments. Digital histopathology systems can save costs by reducing travel, enhancing organizational flexibility, decreasing slide handling, improving collaboration, increasing access to historical images, and improving quality and efficiency through integration with laboratory information management systems. However, the resources to implement and operate a digital pathology system can be significant. Given the magnitude and risks involved in the decision to adopt digital histopathology, this working group used pertinent previously published survey results and its members' expertise to create a Points-to-Consider article to assist organizations with building and implementing digital pathology workflows. With the aim of providing a comprehensive perspective, the current publication summarizes aspects of digital whole-slide imaging relevant to nonclinical histopathology evaluations, and then presents points to consider applicable to both primary digital histopathology evaluation and digital peer review in GLP toxicology studies. The Supplemental Appendices provide additional tabulated resources.
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Affiliation(s)
| | | | | | | | | | | | - Wanda High
- High Preclinical Pathology Consulting, Rochester, New York, USA
| | - Shim-Mo Hayashi
- Laboratory of Veterinary Pathology, Tokyo University of Agriculture and Technology, Fuchu, Tokyo, Japan
- Division of Food Additives, National Institute of Health Sciences, Kawasaki, Kanagawa, Japan
| | - Matthew Jacobsen
- Regulatory Safety Centre of Excellence, Clinical Pharmacology & Safety Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | - LuAnn McKinney
- Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland, USA
| | - Daniel Rudmann
- Charles River Laboratories International, Inc., Wilmington, Massachusetts, USA
| | - Thomas Steinbach
- Experimental Pathology Laboratories, Inc., Research Triangle Park, North Carolina, USA
| | | | | | | | - Cynthia J Willson
- Integrated Laboratory Systems, Research Triangle Park, North Carolina, USA
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10
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Forest T, Aeffner F, Bangari DS, Bawa B, Carter J, Fikes J, High WB, Hayashi SM, Jacobsen M, McKinney L, Rudmann D, Steinbach T, Schumacher V, Turner OC, Ward JM, Willson CJ. Scientific and Regulatory Policy Committee Brief Communication: 2019 Survey on Use of Digital Histopathology Systems in Nonclinical Toxicology Studies. Toxicol Pathol 2022; 50:397-401. [PMID: 35321602 DOI: 10.1177/01926233221084621] [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: 12/20/2022]
Abstract
Histopathologic evaluation and peer review using digital whole-slide images (WSIs) is a relatively new medium for assessing nonclinical toxicology studies in Good Laboratory Practice (GLP) environments. To better understand the present and future use of digital pathology in nonclinical toxicology studies, the Society of Toxicologic Pathology (STP) formed a working group to survey STP members with the goal of creating recommendations for implementation. The survey was administered in December 2019, immediately before the COVID-19 pandemic, and the results suggested that the use of digital histopathology for routine GLP histopathology assessment was not widespread. Subsequently, in follow-up correspondence during the pandemic, many responding institutions either began investigating or adopting digital WSI systems to reduce employee exposure to COVID-19. Therefore, the working group presents the survey results as a pre-pandemic baseline data set. Recommendations for use of WSI systems in GLP environments will be the subject of a separate publication.
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Affiliation(s)
| | | | | | | | | | | | - Wanda B High
- High Preclinical Pathology Consulting, Rochester, New York, USA
| | - Shim-Mo Hayashi
- Tokyo University of Agriculture and Technology, Fuchu, Japan.,National Institute of Health Sciences, Kawasaki, Japan
| | | | - LuAnn McKinney
- US Food and Drug Administration, Silver Spring, Maryland, USA
| | - Daniel Rudmann
- Charles River Laboratories International, Inc., Wilmington, Massachusetts, USA
| | - Thomas Steinbach
- Experimental Pathology Laboratories, Inc., Research Triangle Park, North Carolina, USA
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