3
views
0
recommends
+1 Recommend
0 collections
    0
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      A prognostic risk score for development and spread of chronic pain

      research-article

      Read this article at

      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Chronic pain is a complex condition influenced by a combination of biological, psychological and social factors. Using data from the UK Biobank ( n = 493,211), we showed that pain spreads from proximal to distal sites and developed a biopsychosocial model that predicted the number of coexisting pain sites. This data-driven model was used to identify a risk score that classified various chronic pain conditions (area under the curve (AUC) 0.70–0.88) and pain-related medical conditions (AUC 0.67–0.86). In longitudinal analyses, the risk score predicted the development of widespread chronic pain, the spreading of chronic pain across body sites and high-impact pain about 9 years later (AUC 0.68–0.78). Key risk factors included sleeplessness, feeling ‘fed-up’, tiredness, stressful life events and a body mass index >30. A simplified version of this score, named the risk of pain spreading, obtained similar predictive performance based on six simple questions with binarized answers. The risk of pain spreading was then validated in the Northern Finland Birth Cohort ( n = 5,525) and the PREVENT-AD cohort ( n = 178), obtaining comparable predictive performance. Our findings show that chronic pain conditions can be predicted from a common set of biopsychosocial factors, which can aid in tailoring research protocols, optimizing patient randomization in clinical trials and improving pain management.

          Abstract

          A risk score developed using biological, psychological and social factor data from the UK Biobank can predict different pain conditions, the risk of chronic pain spreading across body sites and the prognosis of chronic pain up to 9 years later.

          Related collections

          Most cited references60

          • Record: found
          • Abstract: found
          • Article: found
          Is Open Access

          UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age

          Cathie Sudlow and colleagues describe the UK Biobank, a large population-based prospective study, established to allow investigation of the genetic and non-genetic determinants of the diseases of middle and old age.
            Bookmark
            • Record: found
            • Abstract: found
            • Article: found
            Is Open Access

            The UK Biobank resource with deep phenotyping and genomic data

            The UK Biobank project is a prospective cohort study with deep genetic and phenotypic data collected on approximately 500,000 individuals from across the United Kingdom, aged between 40 and 69 at recruitment. The open resource is unique in its size and scope. A rich variety of phenotypic and health-related information is available on each participant, including biological measurements, lifestyle indicators, biomarkers in blood and urine, and imaging of the body and brain. Follow-up information is provided by linking health and medical records. Genome-wide genotype data have been collected on all participants, providing many opportunities for the discovery of new genetic associations and the genetic bases of complex traits. Here we describe the centralized analysis of the genetic data, including genotype quality, properties of population structure and relatedness of the genetic data, and efficient phasing and genotype imputation that increases the number of testable variants to around 96 million. Classical allelic variation at 11 human leukocyte antigen genes was imputed, resulting in the recovery of signals with known associations between human leukocyte antigen alleles and many diseases.
              Bookmark
              • Record: found
              • Abstract: found
              • Article: found
              Is Open Access

              Double-slit photoelectron interference in strong-field ionization of the neon dimer

              Wave-particle duality is an inherent peculiarity of the quantum world. The double-slit experiment has been frequently used for understanding different aspects of this fundamental concept. The occurrence of interference rests on the lack of which-way information and on the absence of decoherence mechanisms, which could scramble the wave fronts. Here, we report on the observation of two-center interference in the molecular-frame photoelectron momentum distribution upon ionization of the neon dimer by a strong laser field. Postselection of ions, which are measured in coincidence with electrons, allows choosing the symmetry of the residual ion, leading to observation of both, gerade and ungerade, types of interference.
                Bookmark

                Author and article information

                Contributors
                christophe.tanguaysabourin@mcgill.ca
                etienne.vachon-presseau@mcgill.ca
                Journal
                Nat Med
                Nat Med
                Nature Medicine
                Nature Publishing Group US (New York )
                1078-8956
                1546-170X
                6 July 2023
                6 July 2023
                2023
                : 29
                : 7
                : 1821-1831
                Affiliations
                [1 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, Alan Edwards Centre for Research on Pain, , McGill University, ; Montreal, Quebec Canada
                [2 ]GRID grid.14848.31, ISNI 0000 0001 2292 3357, Faculty of Medicine, , Université de Montréal, ; Montreal, Quebec Canada
                [3 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, Department of Anesthesia, Faculty of Medicine and Health Sciences, , McGill University, ; Montreal, Quebec Canada
                [4 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, Faculty of Dental Medicine and Oral Health Sciences, , McGill University, ; Montreal, Quebec Canada
                [5 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, Department of Neurology and Neurosurgery, , McGill University, ; Montreal, Quebec Canada
                [6 ]GRID grid.10858.34, ISNI 0000 0001 0941 4873, Research Unit of Population Health, , University of Oulu, ; Oulu, Finland
                [7 ]GRID grid.10858.34, ISNI 0000 0001 0941 4873, Medical Research Center Oulu, , University of Oulu and Oulu University Hospital, ; Oulu, Finland
                [8 ]GRID grid.63984.30, ISNI 0000 0000 9064 4811, Alan Edwards Pain Management Unit, , McGill University Health Centre, ; Montreal, Quebec Canada
                [9 ]GRID grid.10858.34, ISNI 0000 0001 0941 4873, Research Unit of Health Sciences and Technology, , University of Oulu, ; Oulu, Finland
                [10 ]Rehabilitation Services of Southern Karelia Social and Health Care District, Lappeenranta, Finland
                [11 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, Douglas Mental Health Institute Research Centre, , McGill University, ; Montreal, Quebec Canada
                [12 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, McConnell Brain Imaging Center, Montreal Neurological Institute, , McGill University, ; Montreal, Quebec Canada
                [13 ]GRID grid.17635.36, ISNI 0000000419368657, Department of Anesthesiology, , University of Minnesota, ; Minneapolis, MN USA
                [14 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, Department of Psychology, , McGill University, ; Montreal, Quebec Canada
                [15 ]GRID grid.412078.8, ISNI 0000 0001 2353 5268, Centre for Studies on the Prevention of Alzheimer’s Disease, , Douglas Mental Health University Institute, ; Montreal, Quebec Canada
                [16 ]GRID grid.14709.3b, ISNI 0000 0004 1936 8649, Department of Psychiatry, , McGill University, ; Montreal, Quebec Canada
                Author information
                http://orcid.org/0000-0003-0426-8322
                http://orcid.org/0000-0002-7476-9897
                http://orcid.org/0000-0003-2924-5960
                http://orcid.org/0000-0003-1802-2702
                http://orcid.org/0000-0002-1350-6727
                http://orcid.org/0000-0002-8681-3154
                Article
                2430
                10.1038/s41591-023-02430-4
                10353938
                37414898
                8ff6283a-5755-4a2b-bcd8-f1564d790e5b
                © The Author(s) 2023

                Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.

                History
                : 16 August 2022
                : 31 May 2023
                Funding
                Funded by: FundRef https://doi.org/10.13039/501100000024, Gouvernement du Canada | Canadian Institutes of Health Research (Instituts de Recherche en Santé du Canada);
                Award ID: #RN441786 – 453096
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/501100000156, Fonds de Recherche du Québec - Santé (Fonds de la recherche en sante du Quebec);
                Award ID: 283687
                Award Recipient :
                Funded by: The Réseau québécois de recherche sur la douleur; The Louise and Alan Edwards Grants in Pain Research
                Funded by: Healthy Brains Healthy Lives Elaine Bélanger Graduate Fellowship in Medical Research
                Funded by: Healthy Brains Healthy Lives
                Funded by: Data used in the preparation of this article were obtained from the Pre-symptomatic Evaluation of Novel or Experimental Treatments for Alzheimer’s Disease (PREVENT-AD) program. PREVENT-AD was launched in 2011 as a $13.5 million, 7-year public-private partnership using funds provided by McGill University, the Fonds de Recherche du Québec – Santé (FRQ-S), an unrestricted research grant from Pfizer Canada, the Levesque Foundation, the Douglas Hospital Research Centre and Foundation, the Government of Canada, and the Canada Fund for Innovation. Private sector contributions are facilitated by the Development Office of the McGill University Faculty of Medicine and by the Douglas Hospital Research Centre Foundation (http://www.douglas.qc.ca/).
                Categories
                Article
                Custom metadata
                © Springer Nature America, Inc. 2023

                Medicine
                risk factors,predictive markers
                Medicine
                risk factors, predictive markers

                Comments

                Comment on this article