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Zhang Z, Roberson DP, Kotoda M, Boivin B, Bohnslav JP, González-Cano R, Yarmolinsky DA, Turnes BL, Wimalasena NK, Neufeld SQ, Barrett LB, Quintão NLM, Fattori V, Taub DG, Wiltschko AB, Andrews NA, Harvey CD, Datta SR, Woolf CJ. Automated preclinical detection of mechanical pain hypersensitivity and analgesia. Pain 2022; 163:2326-2336. [PMID: 35543646 PMCID: PMC9649838 DOI: 10.1097/j.pain.0000000000002680] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 04/01/2022] [Accepted: 04/14/2022] [Indexed: 11/26/2022]
Abstract
ABSTRACT The lack of sensitive and robust behavioral assessments of pain in preclinical models has been a major limitation for both pain research and the development of novel analgesics. Here, we demonstrate a novel data acquisition and analysis platform that provides automated, quantitative, and objective measures of naturalistic rodent behavior in an observer-independent and unbiased fashion. The technology records freely behaving mice, in the dark, over extended periods for continuous acquisition of 2 parallel video data streams: (1) near-infrared frustrated total internal reflection for detecting the degree, force, and timing of surface contact and (2) simultaneous ongoing video graphing of whole-body pose. Using machine vision and machine learning, we automatically extract and quantify behavioral features from these data to reveal moment-by-moment changes that capture the internal pain state of rodents in multiple pain models. We show that these voluntary pain-related behaviors are reversible by analgesics and that analgesia can be automatically and objectively differentiated from sedation. Finally, we used this approach to generate a paw luminance ratio measure that is sensitive in capturing dynamic mechanical hypersensitivity over a period and scalable for high-throughput preclinical analgesic efficacy assessment.
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Affiliation(s)
- Zihe Zhang
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - David P. Roberson
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Masakazu Kotoda
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Bruno Boivin
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - James P. Bohnslav
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Rafael González-Cano
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - David A. Yarmolinsky
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Bruna Lenfers Turnes
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Nivanthika K. Wimalasena
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Shay Q. Neufeld
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Lee B. Barrett
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Nara L. M. Quintão
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Victor Fattori
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | - Daniel G. Taub
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | | | - Nick A. Andrews
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
| | | | | | - Clifford J. Woolf
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, United States. D.P. Roberson is now with Blackbox Bio, LLC, Dallas, TX, United States. R. González-Cano is now with the Department of Pharmacology, University of Granada, Granada, Spain. N.K. Wimalasena is now with Decibel Therapeutics, Boston, MA, United States. N.L.M. Quintão is now with the Postgraduate Programe in Pharmaceutical Science, Universidade do Vale do Itajaí (UNIVALI), Itajaí, Santa Catarina, Brazil. V. Fattori is now with the Laboratory of Pain, Inflammation, Neuropathy, and Cancer, Department of Pathology, Londrina State University, Londrina, Paraná, Brazil. A.B. Wiltschko is now with the Google Research, Brain Team, Cambridge, MA, United States. N.A. Andrews is now with the Salk Institute for Biological Studies, La Jolla, CA, United States
- Department of Neurobiology, Harvard Medical School, Boston, MA, United States
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