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Onuma K, Watanabe M, Sasaki N. The grimace scale: a useful tool for assessing pain in laboratory animals. Exp Anim 2024; 73:234-245. [PMID: 38382945 PMCID: PMC11254488 DOI: 10.1538/expanim.24-0010] [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: 02/02/2024] [Accepted: 02/13/2024] [Indexed: 02/23/2024] Open
Abstract
Accurately and promptly assessing pain in experimental animals is extremely important to avoid unnecessary suffering of the animals and to enhance the reproducibility of experiments. This is a key concern for veterinarians, animal caretakers, and researchers from the perspectives of veterinary care and animal welfare. Various methods including ethology, immunohistochemistry, electrophysiology, and molecular biology are used for pain assessment. However, the grimace scale, which was developed by taking cues from interpreting pain through facial expressions of non-verbal infants, has become recognized as a very simple and practical method for objectively evaluating pain levels by scoring changes in an animal's expressions. This method, which was first implemented with mice approximately 10 years ago, is now being applied to various experimental animals and is widely used in research settings. This review focuses on the usability of the grimace scale from the "cage-side" perspective, aiming to make it a more user-friendly tool for those involved in animal experiments. Differences in facial expressions in response to pain in various animals, examples of applying the grimace scale, current automated analytical methods, and future prospects are discussed.
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Affiliation(s)
- Kenta Onuma
- Laboratory of Laboratory Animal Science and Medicine, School of Veterinary Medicine, Kitasato University, 35-1 Higashi-23, Towada, Aomori 034-0021, Japan
| | - Masaki Watanabe
- Laboratory of Laboratory Animal Science and Medicine, School of Veterinary Medicine, Kitasato University, 35-1 Higashi-23, Towada, Aomori 034-0021, Japan
| | - Nobuya Sasaki
- Laboratory of Laboratory Animal Science and Medicine, School of Veterinary Medicine, Kitasato University, 35-1 Higashi-23, Towada, Aomori 034-0021, Japan
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2
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Oates R, Tarbert DK. Treatment of Pain in Rats, Mice, and Prairie Dogs. Vet Clin North Am Exot Anim Pract 2023; 26:151-174. [PMID: 36402479 DOI: 10.1016/j.cvex.2022.07.005] [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: 06/16/2023]
Abstract
Recent myomorph and scuiromorph rodent analgesia studies are reviewed and evaluated for potential clinical application. Differences between laboratory animal studies and clinical use in diseased animals are discussed. Analgesia classes reviewed include local anesthetics, nonsteroidal anti-inflammatories, acetaminophen, opioids, and adjuvants such as anticonvulsants. Routes of administration including sustained-release mechanisms are discussed, as are reversal agents. Drug interactions are reviewed in the context of beneficial multimodal analgesia as well as potential adverse effects. Dosage recommendations for clinical patients are explored.
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Affiliation(s)
- Rhonda Oates
- Research and Teaching Animal Care Program, University of California - Davis, One Shields Avenue, Davis, CA 95616, USA.
| | - Danielle K Tarbert
- Companion Exotic Animal Medicine and Surgery Service, Veterinary Medical Teaching Hospital, School of Veterinary Medicine, University of California - Davis, One Shields Avenue, Davis, CA 95616, USA
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3
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Aulehner K, Leenaars C, Buchecker V, Stirling H, Schönhoff K, King H, Häger C, Koska I, Jirkof P, Bleich A, Bankstahl M, Potschka H. Grimace scale, burrowing, and nest building for the assessment of post-surgical pain in mice and rats-A systematic review. Front Vet Sci 2022; 9:930005. [PMID: 36277074 PMCID: PMC9583882 DOI: 10.3389/fvets.2022.930005] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 08/22/2022] [Indexed: 11/04/2022] Open
Abstract
Several studies suggested an informative value of behavioral and grimace scale parameters for the detection of pain. However, the robustness and reliability of the parameters as well as the current extent of implementation are still largely unknown. In this study, we aimed to systematically analyze the current evidence-base of grimace scale, burrowing, and nest building for the assessment of post-surgical pain in mice and rats. The following platforms were searched for relevant articles: PubMed, Embase via Ovid, and Web of Science. Only full peer-reviewed studies that describe the grimace scale, burrowing, and/or nest building as pain parameters in the post-surgical phase in mice and/or rats were included. Information about the study design, animal characteristics, intervention characteristics, and outcome measures was extracted from identified publications. In total, 74 papers were included in this review. The majority of studies have been conducted in young adult C57BL/6J mice and Sprague Dawley and Wistar rats. While there is an apparent lack of information about young animals, some studies that analyzed the grimace scale in aged rats were identified. The majority of studies focused on laparotomy-associated pain. Only limited information is available about other types of surgical interventions. While an impact of surgery and an influence of analgesia were rather consistently reported in studies focusing on grimace scales, the number of studies that assessed respective effects was rather low for nest building and burrowing. Moreover, controversial findings were evident for the impact of analgesics on post-surgical nest building activity. Regarding analgesia, a monotherapeutic approach was identified in the vast majority of studies with non-steroidal anti-inflammatory (NSAID) drugs and opioids being most commonly used. In conclusion, most evidence exists for grimace scales, which were more frequently used to assess post-surgical pain in rodents than the other behavioral parameters. However, our findings also point to relevant knowledge gaps concerning the post-surgical application in different strains, age levels, and following different surgical procedures. Future efforts are also necessary to directly compare the sensitivity and robustness of different readout parameters applied for the assessment of nest building and burrowing activities.
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Affiliation(s)
- Katharina Aulehner
- Institute of Pharmacology, Toxicology and Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Cathalijn Leenaars
- Institute for Laboratory Animal Science, Hannover Medical School, Hanover, Germany
| | - Verena Buchecker
- Institute of Pharmacology, Toxicology and Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Helen Stirling
- Institute of Pharmacology, Toxicology and Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Katharina Schönhoff
- Institute of Pharmacology, Toxicology and Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Hannah King
- Institute of Pharmacology, Toxicology and Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Christine Häger
- Institute for Laboratory Animal Science, Hannover Medical School, Hanover, Germany
| | - Ines Koska
- Institute of Pharmacology, Toxicology and Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Paulin Jirkof
- Office for Animal Welfare and 3Rs, University of Zurich, Zurich, Switzerland
| | - André Bleich
- Institute for Laboratory Animal Science, Hannover Medical School, Hanover, Germany
| | - Marion Bankstahl
- Institute for Laboratory Animal Science, Hannover Medical School, Hanover, Germany
| | - Heidrun Potschka
- Institute of Pharmacology, Toxicology and Pharmacy, Ludwig-Maximilians-University, Munich, Germany
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4
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Getsy PM, Young AP, Bates JN, Baby SM, Seckler JM, Grossfield A, Hsieh YH, Lewis THJ, Jenkins MW, Gaston B, Lewis SJ. S-nitroso-L-cysteine stereoselectively blunts the adverse effects of morphine on breathing and arterial blood gas chemistry while promoting analgesia. Biomed Pharmacother 2022; 153:113436. [PMID: 36076552 PMCID: PMC9464305 DOI: 10.1016/j.biopha.2022.113436] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 07/08/2022] [Accepted: 07/15/2022] [Indexed: 01/05/2023] Open
Affiliation(s)
- Paulina M Getsy
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA
| | - Alex P Young
- Department of Pediatrics, University of Virginia, Charlottesville, VA, USA
| | - James N Bates
- Department of Anesthesia, University of Iowa, Iowa City, IA, USA
| | - Santhosh M Baby
- Galleon Pharmaceuticals, Inc., 213 Witmer Road, Horsham, PA, USA.
| | - James M Seckler
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Alan Grossfield
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Yee-Hsee Hsieh
- Division of Pulmonary, Critical Care and Sleep Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Tristan H J Lewis
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA
| | - Michael W Jenkins
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA; Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Benjamin Gaston
- Herman B Wells Center for Pediatric Research, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Stephen J Lewis
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA; Department of Pharmacology, Case Western Reserve University, Cleveland, OH, USA; Functional Electrical Stimulation Center, Case Western Reserve University, Cleveland, OH, USA.
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5
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Abstract
Sedation and anesthesia in rodent species are complex due to their wide species variation, small size, and metabolism. This review article covers recent advances in sedation and anesthesia as well as an updated drug formulary for sedation protocols. Setup, equipment, monitoring, maintenance, and recovery are reviewed as well as species-specific anatomy.
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Affiliation(s)
- Katarina Bennett
- Avian & Exotics Service, Bluepearl Emergency and Specialty Hospital, 7414 S Tamiami Trl. Sarasota, FL 34231, USA.
| | - Kerrie Lewis
- Pebble Creek Animal Hospital, 19440 Bruce B Downs Boulevard, Tampa, FL 33647, USA
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6
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Li H, Liu R, Zhang R, Zhang S, Wei Y, Zhang L, Zhou H, Yang C. Protective Effect of Arbidol Against Pulmonary Fibrosis and Sepsis in Mice. Front Pharmacol 2021; 11:607075. [PMID: 33584285 PMCID: PMC7873045 DOI: 10.3389/fphar.2020.607075] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Accepted: 12/30/2020] [Indexed: 01/08/2023] Open
Abstract
From the perspective of epidemiology, viral immunology and current clinical research, pulmonary fibrosis may become one of the complications of patients with Coronavirus Disease 2019 (COVID-19). Cytokine storm is a major cause of new coronavirus death. The purpose of this study was to explore the effects of antiviral drug arbidol on cytokine storm and pulmonary fibrosis. Here, we use a mouse model of bleomycin-induced pulmonary fibrosis and a mouse model of fecal dilution-induced sepsis to evaluate the effects of arbidol on pulmonary fibrosis and cytokine storm. The results showed that arbidol significantly reduced the area of pulmonary fibrosis and improved lung function (reduced inspiratory resistance, lung dynamic compliance and forced vital capacity increased). Treatment with arbidol promoted reduced sepsis severity 48 h after sepsis induction, based on weight, murine sepsis score and survival rate. Arbidol observably alleviates inflammatory infiltrates and injury in the lungs and liver. Finally, we also found that arbidol reduced serum levels of pro-inflammatory factors such as TNF-α and IL-6 induced by fecal dilution. In conclusion, our results indicate that arbidol can alleviate the severity of pulmonary fibrosis and sepsis, and provide some reference for the treatment of cytokine storm and sequelae of pulmonary fibrosis in patients with COVID-19.
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Affiliation(s)
- Hailong Li
- The State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Key Laboratory of Molecular Drug Research, Nankai University, Tianjin, China.,High-Throughput Molecular Drug Screening Centre, Tianjin International Joint Academy of Biomedicine, Tianjin, China
| | - Rui Liu
- The State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Key Laboratory of Molecular Drug Research, Nankai University, Tianjin, China.,High-Throughput Molecular Drug Screening Centre, Tianjin International Joint Academy of Biomedicine, Tianjin, China
| | - Ruotong Zhang
- The State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Key Laboratory of Molecular Drug Research, Nankai University, Tianjin, China.,High-Throughput Molecular Drug Screening Centre, Tianjin International Joint Academy of Biomedicine, Tianjin, China
| | - Shanshan Zhang
- The State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Key Laboratory of Molecular Drug Research, Nankai University, Tianjin, China
| | - Yiying Wei
- The State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Key Laboratory of Molecular Drug Research, Nankai University, Tianjin, China.,High-Throughput Molecular Drug Screening Centre, Tianjin International Joint Academy of Biomedicine, Tianjin, China
| | - Liang Zhang
- Department of Thoracic Surgery, Tian Jin First Central Hospital, Tianjin, China
| | - Honggang Zhou
- The State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Key Laboratory of Molecular Drug Research, Nankai University, Tianjin, China.,High-Throughput Molecular Drug Screening Centre, Tianjin International Joint Academy of Biomedicine, Tianjin, China
| | - Cheng Yang
- The State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Key Laboratory of Molecular Drug Research, Nankai University, Tianjin, China.,High-Throughput Molecular Drug Screening Centre, Tianjin International Joint Academy of Biomedicine, Tianjin, China
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7
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Grimace Scores: Tools to Support the Identification of Pain in Mammals Used in Research. Animals (Basel) 2020; 10:ani10101726. [PMID: 32977561 PMCID: PMC7598254 DOI: 10.3390/ani10101726] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2020] [Revised: 09/15/2020] [Accepted: 09/16/2020] [Indexed: 12/25/2022] Open
Abstract
The 3Rs, Replacement, Reduction and Refinement, is a framework to ensure the ethical and justified use of animals in research. The implementation of refinements is required to alleviate and minimise the pain and suffering of animals in research. Public acceptability of animal use in research is contingent on satisfying ethical and legal obligations to provide pain relief along with humane endpoints. To fulfil this obligation, staff, researchers, veterinarians, and technicians must rapidly, accurately, efficiently and consistently identify, assess and act on signs of pain. This ability is paramount to uphold animal welfare, prevent undue suffering and mitigate possible negative impacts on research. Identification of pain may be based on indicators such as physiological, behavioural, or physical ones. Each has been used to develop different pain scoring systems with potential benefits and limitations in identifying and assessing pain. Grimace scores are a promising adjunctive behavioural technique in some mammalian species to identify and assess pain in research animals. The use of this method can be beneficial to animal welfare and research outcomes by identifying animals that may require alleviation of pain or humane intervention. This paper highlights the benefits, caveats, and potential applications of grimace scales.
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8
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Mogil JS, Pang DSJ, Silva Dutra GG, Chambers CT. The development and use of facial grimace scales for pain measurement in animals. Neurosci Biobehav Rev 2020; 116:480-493. [PMID: 32682741 DOI: 10.1016/j.neubiorev.2020.07.013] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 06/25/2020] [Accepted: 07/14/2020] [Indexed: 12/20/2022]
Abstract
The measurement of pain in animals is surprisingly complex, and remains a critical issue in veterinary care and biomedical research. Based on the known utility of pain measurement via facial expression in verbal and especially non-verbal human populations, "grimace scales" were first developed a decade ago for use in rodents and now exist for 10 different mammalian species. This review details the background context, historical development, features (including duration), psychometric properties, modulatory factors, and impact of animal grimace scales for pain.
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Affiliation(s)
- Jeffrey S Mogil
- Depts. of Psychology and Anesthesia, Alan Edwards Centre for Research on Pain McGill University, Montreal, QC, Canada.
| | - Daniel S J Pang
- Veterinary Clinical and Diagnostic Services, Faculty of Veterinary Medicine, University of Calgary, Calgary, AB, Canada
| | - Gabrielle Guanaes Silva Dutra
- Depts. of Psychology and Anesthesia, Alan Edwards Centre for Research on Pain McGill University, Montreal, QC, Canada
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9
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Conventional Echocardiography and Two-Dimensional Speckle Tracking in Healthy Sevoflurane-Anesthetized Dogs Undergoing Continuous Rate Infusion of Nalbuphine. Vet Med Int 2020; 2020:9278751. [PMID: 32566120 PMCID: PMC7298342 DOI: 10.1155/2020/9278751] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Revised: 03/29/2020] [Accepted: 05/20/2020] [Indexed: 11/17/2022] Open
Abstract
Nalbuphine is an agonist-antagonist opioid with adequate analgesic properties and few depressant effects on the respiratory system. However, there are no detailed reports available on cardiovascular effects of nalbuphine in dogs. The aim of this study was to assess the effects of a continuous rate infusion (CRI) of nalbuphine on left ventricular systolic and diastolic function of healthy sevoflurane-anesthetized dogs. Eighteen mixed-breed bitches aged 1-4 years and weighing 9.9 ± 3.8 kg were used. Dogs were randomly assigned to one of two groups: nalbuphine (GN, n = 9) and control (GC, n = 9). Anesthesia was induced and maintained with sevoflurane (2V%) followed by an intravenous (IV) bolus of nalbuphine (0.3 mg/kg) or 0.9% NaCl at equal volume and then CRI of nalbuphine (0.4 mg/kg/h) or 0.9% NaCl at an equal infusion rate. Echocardiographic and hemodynamic variables were determined at baseline and 20, 40, 60, and 80 minutes following start of CRI. No differences were found between groups for left ventricular systolic and diastolic variables obtained through conventional echocardiography and two-dimensional speckle tracking. Likewise, hemodynamic variables did not differ between groups. The E'/A' ratio significantly increased at 20 minutes compared to baseline only in GN. Nalbuphine given at a CRI does not influence left ventricular systolic and diastolic function in healthy sevoflurane-anesthetized dogs.
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10
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Carpenter KC, Hakenjos JM, Fry CD, Nemzek JA. The Influence of Pain and Analgesia in Rodent Models of Sepsis. Comp Med 2019; 69:546-554. [PMID: 31213216 PMCID: PMC6935706 DOI: 10.30802/aalas-cm-19-000004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Revised: 02/15/2019] [Accepted: 04/01/2019] [Indexed: 12/17/2022]
Abstract
Sepsis is a multifaceted host response to infection that dramatically affects patient outcomes and the cost of health care. Animal models are necessary to replicate the complexity and heterogeneity of clinical sepsis. However, these models entail a high risk of pain and distress due to tissue trauma, inflammation, endotoxin-mediated hyperalgesia, and other mechanisms. Several recent studies and initiatives address the need to improve the welfare of animals through analgesics and standardize the models used in preclinical sepsis research. Ultimately, the goal is to provide high-fidelity, humane animal models that better replicate the clinical course of sepsis, to provide more effective translation and advance therapeutic discovery. The purpose of this review is to discuss the current understanding of the roles of pain and analgesia in rodent models of sepsis. The current definitions of sepsis along with an overview of pain in human sepsis are described. Finally, welfare concerns associated with animal models of sepsis and the most recent considerations for relief of pain and distress are reviewed.
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Affiliation(s)
- Kelsey C Carpenter
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, Michigan
| | - John M Hakenjos
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Christopher D Fry
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Jean A Nemzek
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, Michigan;,
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11
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Zingarelli B, Coopersmith CM, Drechsler S, Efron P, Marshall JC, Moldawer L, Wiersinga WJ, Xiao X, Osuchowski MF, Thiemermann C. Part I: Minimum Quality Threshold in Preclinical Sepsis Studies (MQTiPSS) for Study Design and Humane Modeling Endpoints. Shock 2019; 51:10-22. [PMID: 30106874 PMCID: PMC6296871 DOI: 10.1097/shk.0000000000001243] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Preclinical animal studies are mandatory before new treatments can be tested in clinical trials. However, their use in developing new therapies for sepsis has been controversial because of limitations of the models and inconsistencies with the clinical conditions. In consideration of the revised definition for clinical sepsis and septic shock (Sepsis-3), a Wiggers-Bernard Conference was held in Vienna in May 2017 to propose standardized guidelines on preclinical sepsis modeling. The participants conducted a literature review of 260 most highly cited scientific articles on sepsis models published between 2003 and 2012. The review showed, for example, that mice were used in 79% and euthanasia criteria were defined in 9% of the studies. Part I of this report details the recommendations for study design and humane modeling endpoints that should be addressed in sepsis models. The first recommendation is that survival follow-up should reflect the clinical time course of the infectious agent used in the sepsis model. Furthermore, it is recommended that therapeutic interventions should be initiated after the septic insult replicating clinical care. To define an unbiased and reproducible association between a new treatment and outcome, a randomization and blinding of treatments as well as inclusion of all methodological details in scientific publications is essential. In all preclinical sepsis studies, the high standards of animal welfare must be implemented. Therefore, development and validation of specific criteria for monitoring pain and distress, and euthanasia of septic animals, as well as the use of analgesics are recommended. A set of four considerations is also proposed to enhance translation potential of sepsis models. Relevant biological variables and comorbidities should be included in the study design and sepsis modeling should be extended to mammalian species other than rodents. In addition, the need for source control (in case of a defined infection focus) should be considered. These recommendations and considerations are proposed as "best practices" for animal models of sepsis that should be implemented.
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Affiliation(s)
- Basilia Zingarelli
- Department of Pediatrics, Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | | | - Susanne Drechsler
- Ludwig Boltzmann Institute for Experimental and Clinical Traumatology in the AUVA Research Center, Vienna, Austria
| | - Philip Efron
- Sepsis and Critical Illness Research Center, University of Florida College of Medicine, Gainesville, Florida
| | - John C Marshall
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, University of Toronto, Toronto, Canada
| | - Lyle Moldawer
- Sepsis and Critical Illness Research Center, University of Florida College of Medicine, Gainesville, Florida
| | - W Joost Wiersinga
- Division of Infectious Diseases, Center for Experimental and Molecular Medicine, The Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Xianzhong Xiao
- Xiangya School of Medicine, Central South University, Chagnsha, Hunan, China
| | - Marcin F Osuchowski
- Ludwig Boltzmann Institute for Experimental and Clinical Traumatology in the AUVA Research Center, Vienna, Austria
| | - Christoph Thiemermann
- The William Harvey Research Institute, Barts and London School of Medicine & Dentistry, Queen Mary University of London, London, United Kingdom
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12
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Tuttle AH, Molinaro MJ, Jethwa JF, Sotocinal SG, Prieto JC, Styner MA, Mogil JS, Zylka MJ. A deep neural network to assess spontaneous pain from mouse facial expressions. Mol Pain 2018; 14:1744806918763658. [PMID: 29546805 PMCID: PMC5858615 DOI: 10.1177/1744806918763658] [Citation(s) in RCA: 75] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Grimace scales quantify characteristic facial expressions associated with spontaneous pain in rodents and other mammals. However, these scales have not been widely adopted largely because of the time and effort required for highly trained humans to manually score the images. Convoluted neural networks were recently developed that distinguish individual humans and objects in images. Here, we trained one of these networks, the InceptionV3 convolutional neural net, with a large set of human-scored mouse images. Output consists of a binary pain/no-pain assessment and a confidence score. Our automated Mouse Grimace Scale integrates these two outputs and is highly accurate (94%) at assessing the presence of pain in mice across different experimental assays. In addition, we used a novel set of “pain” and “no pain” images to show that automated Mouse Grimace Scale scores are highly correlated with human scores (Pearson’s r = 0.75). Moreover, the automated Mouse Grimace Scale classified a greater proportion of images as “pain” following laparotomy surgery when compared to animals receiving a sham surgery or a post-surgical analgesic. Together, these findings suggest that the automated Mouse Grimace Scale can eliminate the need for tedious human scoring of images and provide an objective and rapid way to quantify spontaneous pain and pain relief in mice.
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Affiliation(s)
- Alexander H Tuttle
- 1 Department of Cell Biology and Physiology, UNC Neuroscience Center, The University of North Carolina, Chapel Hill, NC, USA
| | - Mark J Molinaro
- 1 Department of Cell Biology and Physiology, UNC Neuroscience Center, The University of North Carolina, Chapel Hill, NC, USA
| | - Jasmine F Jethwa
- 1 Department of Cell Biology and Physiology, UNC Neuroscience Center, The University of North Carolina, Chapel Hill, NC, USA
| | - Susana G Sotocinal
- 2 Department of Psychology, Alan Edwards Centre for Research on Pain, McGill University, Montreal, QC, Canada
| | - Juan C Prieto
- 3 Department of Psychiatry, Carolina Institute for Developmental Disabilities, The University of North Carolina, Chapel Hill, NC, USA
| | - Martin A Styner
- 3 Department of Psychiatry, Carolina Institute for Developmental Disabilities, The University of North Carolina, Chapel Hill, NC, USA
| | - Jeffrey S Mogil
- 2 Department of Psychology, Alan Edwards Centre for Research on Pain, McGill University, Montreal, QC, Canada
| | - Mark J Zylka
- 1 Department of Cell Biology and Physiology, UNC Neuroscience Center, The University of North Carolina, Chapel Hill, NC, USA
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13
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Rudiger A, Jeger V, Arrigo M, Schaer CA, Hildenbrand FF, Arras M, Seifert B, Singer M, Schoedon G, Spahn DR, Bettex D. Heart rate elevations during early sepsis predict death in fluid-resuscitated rats with fecal peritonitis. Intensive Care Med Exp 2018; 6:28. [PMID: 30128907 PMCID: PMC6102166 DOI: 10.1186/s40635-018-0190-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 07/19/2018] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND In sepsis, early outcome prediction would allow investigation of both adaptive mechanisms underlying survival and maladaptive mechanisms resulting in death. The aim of this study was to test whether early changes in heart rate monitored by telemetry could predict outcome in a long-term rat model of fecal peritonitis. METHODS Male Wistar rats (n = 24) were instrumented with a central venous line for administration of fluids, antibiotics and analgesics. A telemetry transmitter continuously collected electrocardiogram signals. Sepsis was induced by intraperitoneal injection of fecal slurry, and the animals were observed for 48 h. Additional animals underwent arterial cannulation at baseline (n = 9), 4 h (n = 16), or 24 h (n = 6) for physiology and laboratory measurements. RESULTS 48-h mortality was 33% (8/24), with all deaths occurring between 4 and 22 h. Septic animals were characterized by lethargy, fever, tachycardia, positive blood cultures, and elevated cytokine (IL-1, IL-6, TNF alpha) levels. An increase in heart rate ≥ 50 bpm during the first 4 h of sepsis predicted death with sensitivity and specificity of 88% (p = 0.001). CONCLUSIONS In this long-term rat sepsis model, prognostication could be made early by telemetry-monitored changes in heart rate. This model enables the study of underlying mechanisms and the assessment of any differential effects of novel therapies in predicted survivors or non-survivors.
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Affiliation(s)
- Alain Rudiger
- Institute of Anesthesiology, University and University Hospital Zurich, Raemistrasse 100, 8091 Zurich, Switzerland
| | - Victor Jeger
- Institute of Anesthesiology, University and University Hospital Zurich, Raemistrasse 100, 8091 Zurich, Switzerland
- Inflammation Research Unit, Division of Internal Medicine, University and University Hospital Zurich, Raemistrasse 100, CH 8091 Zurich, Switzerland
| | - Mattia Arrigo
- Clinic for Cardiology, University Heart Centre, University and University Hospital Zurich, Raemistrasse 100, CH 8091 Zurich, Switzerland
| | - Christian A. Schaer
- Institute of Anesthesiology, University and University Hospital Zurich, Raemistrasse 100, 8091 Zurich, Switzerland
- Inflammation Research Unit, Division of Internal Medicine, University and University Hospital Zurich, Raemistrasse 100, CH 8091 Zurich, Switzerland
| | - Florian F. Hildenbrand
- Inflammation Research Unit, Division of Internal Medicine, University and University Hospital Zurich, Raemistrasse 100, CH 8091 Zurich, Switzerland
| | - Margarete Arras
- Department of Surgery, University and University Hospital Zurich, Raemistrasse 100, CH 8091 Zurich, Switzerland
| | - Burkhardt Seifert
- Department of Biostatistics at Epidemiology, Biostatistics and Prevention Institute, University of Zurich, Hirschengraben 84, 8001 Zurich, Switzerland
| | - Mervyn Singer
- Bloomsbury Institute of Intensive Care Medicine, Division of Medicine, University College London, Gower Street, London, WC1E 6BT UK
| | - Gabriele Schoedon
- Inflammation Research Unit, Division of Internal Medicine, University and University Hospital Zurich, Raemistrasse 100, CH 8091 Zurich, Switzerland
| | - Donat R. Spahn
- Institute of Anesthesiology, University and University Hospital Zurich, Raemistrasse 100, 8091 Zurich, Switzerland
| | - Dominique Bettex
- Institute of Anesthesiology, University and University Hospital Zurich, Raemistrasse 100, 8091 Zurich, Switzerland
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