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Makkar J, Flores J, Matich M, Duong TT, Thompson SM, Du Y, Busch I, Phan QM, Wang Q, Delevich K, Broughton-Neiswanger L, Driskell IM, Driskell RR. Deep Hair Phenomics: Implications in Endocrinology, Development, and Aging. J Invest Dermatol 2024:S0022-202X(24)02079-7. [PMID: 39236901 DOI: 10.1016/j.jid.2024.08.014] [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: 04/02/2024] [Revised: 08/08/2024] [Accepted: 08/11/2024] [Indexed: 09/07/2024]
Abstract
Hair quality is an important indicator of health in humans and other animals. Current approaches to assess hair quality are generally nonquantitative or are low throughput owing to technical limitations of splitting hairs. We developed a deep learning-based computer vision approach for the high-throughput quantification of individual hair fibers at a high resolution. Our innovative computer vision tool can distinguish and extract overlapping fibers for quantification of multivariate features, including length, width, and color, to generate single-hair phenomes of diverse conditions across the lifespan of mice. Using our tool, we explored the effects of hormone signaling, genetic modifications, and aging on hair follicle output. Our analyses revealed hair phenotypes resultant of endocrinological, developmental, and aging-related alterations in the fur coats of mice. These results demonstrate the efficacy of our deep hair phenomics tool for characterizing factors that modulate the hair follicle and developing, to our knowledge, previously unreported diagnostic methods for detecting disease through the hair fiber. Finally, we have generated a searchable, interactive web tool for the exploration of our hair fiber data at skinregeneration.org.
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Affiliation(s)
- Jasson Makkar
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Jorge Flores
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Mason Matich
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Tommy T Duong
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Sean M Thompson
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Yiqing Du
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Isabelle Busch
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Quan M Phan
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Qing Wang
- Department of Integrative Physiology and Neuroscience, College of Veterinary Medicine, Washington State University, Pullman, Washington, USA
| | - Kristen Delevich
- Department of Integrative Physiology and Neuroscience, College of Veterinary Medicine, Washington State University, Pullman, Washington, USA; Center for Reproductive Biology, College of Veterinary Medicine, Washington State University, Pullman, Washington, USA
| | - Liam Broughton-Neiswanger
- Washington Animal Disease Diagnostic Laboratory, College of Veterinary Medicine, Washington State University, Pullman, Washington, USA
| | - Iwona M Driskell
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Ryan R Driskell
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA; Center for Reproductive Biology, College of Veterinary Medicine, Washington State University, Pullman, Washington, USA.
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Bouchatta O, Brodzki M, Manouze H, Carballo GB, Kindström E, de-Faria FM, Yu H, Kao AR, Thorell O, Liljencrantz J, Ng KKW, Frangos E, Ragnemalm B, Saade D, Bharucha-Goebel D, Szczot I, Moore W, Terejko K, Cole J, Bonnemann C, Luo W, Mahns DA, Larsson M, Gerling GJ, Marshall AG, Chesler AT, Olausson H, Nagi SS, Szczot M. PIEZO2-dependent rapid pain system in humans and mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.12.01.569650. [PMID: 38168273 PMCID: PMC10760115 DOI: 10.1101/2023.12.01.569650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
The PIEZO2 ion channel is critical for transducing light touch into neural signals but is not considered necessary for transducing acute pain in humans. Here, we discovered an exception - a form of mechanical pain evoked by hair pulling. Based on observations in a rare group of individuals with PIEZO2 deficiency syndrome, we demonstrated that hair-pull pain is dependent on PIEZO2 transduction. Studies in control participants showed that hair-pull pain triggered a distinct nocifensive response, including a nociceptive reflex. Observations in rare Aβ deafferented individuals and nerve conduction block studies in control participants revealed that hair-pull pain perception is dependent on Aβ input. Single-unit axonal recordings revealed that a class of cooling-responsive myelinated nociceptors in human skin is selectively tuned to painful hair-pull stimuli. Further, we pharmacologically mapped these nociceptors to a specific transcriptomic class. Finally, using functional imaging in mice, we demonstrated that in a homologous nociceptor, Piezo2 is necessary for high-sensitivity, robust activation by hair-pull stimuli. Together, we have demonstrated that hair-pulling evokes a distinct type of pain with conserved behavioral, neural, and molecular features across humans and mice.
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Affiliation(s)
- Otmane Bouchatta
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
- These authors contributed equally
| | - Marek Brodzki
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
- These authors contributed equally
| | - Houria Manouze
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Gabriela B. Carballo
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Emma Kindström
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Felipe M. de-Faria
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Huasheng Yu
- Department of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Anika R. Kao
- School of Engineering and Applied Science, University of Virginia, Charlottesville, USA
| | - Oumie Thorell
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
- School of Medicine, Western Sydney University, Sydney, Australia
| | - Jaquette Liljencrantz
- National Center for Complementary and Integrative Health, National Institutes of Health, Bethesda, USA
- Department of Anesthesiology and Intensive Care, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
| | - Kevin K. W. Ng
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Eleni Frangos
- National Center for Complementary and Integrative Health, National Institutes of Health, Bethesda, USA
| | - Bengt Ragnemalm
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Dimah Saade
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, USA
| | - Diana Bharucha-Goebel
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, USA
| | - Ilona Szczot
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Warren Moore
- Institute of Life Course and Medical Sciences, University of Liverpool, UK
| | - Katarzyna Terejko
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
- Biology of Astrocytes Research Group, Łukasiewicz Research Network - PORT Polish Center for Technology Development, Wroclaw, Poland
| | - Jonathan Cole
- University Hospitals, Dorset, and University of Bournemouth, UK
| | - Carsten Bonnemann
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, USA
| | - Wenquin Luo
- Department of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - David A. Mahns
- School of Medicine, Western Sydney University, Sydney, Australia
| | - Max Larsson
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Gregory J. Gerling
- School of Engineering and Applied Science, University of Virginia, Charlottesville, USA
| | - Andrew G. Marshall
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
- Institute of Life Course and Medical Sciences, University of Liverpool, UK
| | - Alexander T. Chesler
- National Center for Complementary and Integrative Health, National Institutes of Health, Bethesda, USA
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, USA
| | - Håkan Olausson
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
| | - Saad S. Nagi
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
- School of Medicine, Western Sydney University, Sydney, Australia
- Senior author
| | - Marcin Szczot
- Center for Social and Affective Neuroscience, Linköping University, Linköping, Sweden
- Senior author
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