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Rigoard P, Ounajim A, Goudman L, Louis PY, Slaoui Y, Roulaud M, Naiditch N, Bouche B, Page P, Lorgeoux B, Baron S, Charrier E, Poupin L, Rannou D, de Montgazon GB, Roy-Moreau B, Grimaud N, Adjali N, Nivole K, Many M, David R, Wood C, Rigoard R, Moens M, Billot M. A Novel Multi-Dimensional Clinical Response Index Dedicated to Improving Global Assessment of Pain in Patients with Persistent Spinal Pain Syndrome after Spinal Surgery, Based on a Real-Life Prospective Multicentric Study (PREDIBACK) and Machine Learning Techniques. J Clin Med 2021; 10:4910. [PMID: 34768428 PMCID: PMC8585086 DOI: 10.3390/jcm10214910] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 10/19/2021] [Accepted: 10/20/2021] [Indexed: 01/01/2023] Open
Abstract
The multidimensionality of chronic pain forces us to look beyond isolated assessment such as pain intensity, which does not consider multiple key parameters, particularly in post-operative Persistent Spinal Pain Syndrome (PSPS-T2) patients. Our ambition was to produce a novel Multi-dimensional Clinical Response Index (MCRI), including not only pain intensity but also functional capacity, anxiety-depression, quality of life and quantitative pain mapping, the objective being to achieve instantaneous assessment using machine learning techniques. Two hundred PSPS-T2 patients were enrolled in the real-life observational prospective PREDIBACK study with 12-month follow-up and received various treatments. From a multitude of questionnaires/scores, specific items were combined, as exploratory factor analyses helped to create a single composite MCRI; using pairwise correlations between measurements, it appeared to more accurately represent all pain dimensions than any previous classical score. It represented the best compromise among all existing indexes, showing the highest sensitivity/specificity related to Patient Global Impression of Change (PGIC). Novel composite indexes could help to refine pain assessment by informing the physician's perception of patient condition on the basis of objective and holistic metrics, and also by providing new insights regarding therapy efficacy/patient outcome assessments, before ultimately being adapted to other pathologies.
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Affiliation(s)
- Philippe Rigoard
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
- Department of Spine Surgery & Neuromodulation, Poitiers University Hospital, 86021 Poitiers, France;
- Pprime Institute UPR 3346, CNRS, ISAE-ENSMA, University of Poitiers, 86360 Chasseneuil-du-Poitou, France
| | - Amine Ounajim
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
- Laboratoire de Mathématiques et Applications UMR 7348, CNRS, University of Poitiers, 86073 Poitiers, France;
| | - Lisa Goudman
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, 1090 Brussels, Belgium; (L.G.); (M.M.)
- STIMULUS Research Group, Vrije Universiteit Brussel, 1090 Brussels, Belgium
| | - Pierre-Yves Louis
- AgroSup Dijon, PAM UMR 02.102, Université Bourgogne Franche-Comté, 21000 Dijon, France;
- Institut de Mathématiques de Bourgogne, UMR 5584 CNRS, Université Bourgogne Franche-Comté, 21000 Dijon, France
| | - Yousri Slaoui
- Laboratoire de Mathématiques et Applications UMR 7348, CNRS, University of Poitiers, 86073 Poitiers, France;
| | - Manuel Roulaud
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Nicolas Naiditch
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Bénédicte Bouche
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
- Department of Spine Surgery & Neuromodulation, Poitiers University Hospital, 86021 Poitiers, France;
| | - Philippe Page
- Department of Spine Surgery & Neuromodulation, Poitiers University Hospital, 86021 Poitiers, France;
| | - Bertille Lorgeoux
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Sandrine Baron
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Elodie Charrier
- Pain Evaluation and Treatment Centre, Poitiers University Hospital, 86021 Poitiers, France; (E.C.); (L.P.); (D.R.)
| | - Laure Poupin
- Pain Evaluation and Treatment Centre, Poitiers University Hospital, 86021 Poitiers, France; (E.C.); (L.P.); (D.R.)
| | - Delphine Rannou
- Pain Evaluation and Treatment Centre, Poitiers University Hospital, 86021 Poitiers, France; (E.C.); (L.P.); (D.R.)
| | | | - Brigitte Roy-Moreau
- Pain Evaluation and Treatment Centre, Nord Deux-Sèvres Hospital, 79000 Niort, France;
| | - Nelly Grimaud
- Pain Evaluation and Treatment Centre, Centre Clinical Elsan, 16800 Soyaux, France;
| | - Nihel Adjali
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Kevin Nivole
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Mathilde Many
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Romain David
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
- Physical and Rehabilitation Medicine Unit, Poitiers University Hospital, University of Poitiers, 86021 Poitiers, France
| | - Chantal Wood
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
| | - Raphael Rigoard
- CEA Cadarache, Département de Support Technique et Gestion, Service des Technologies de l’Information et de la Communication, 13108 Saint-Paul-Lez-Durance, France;
| | - Maarten Moens
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, 1090 Brussels, Belgium; (L.G.); (M.M.)
- STIMULUS Research Group, Vrije Universiteit Brussel, 1090 Brussels, Belgium
| | - Maxime Billot
- PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, 86021 Poitiers, France; (A.O.); (M.R.); (N.N.); (B.B.); (B.L.); (S.B.); (N.A.); (K.N.); (M.M.); (R.D.); (C.W.); (M.B.)
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Niquen-Jimenez M, Wishart D, Garcia RM, Shlobin NA, Steinle J, Weiss H, Reynolds RA, Lam S, Rosseau G. A Bibliographic Analysis of the Most Cited Articles in Global Neurosurgery. World Neurosurg 2020; 144:e195-e203. [PMID: 32829020 PMCID: PMC7895493 DOI: 10.1016/j.wneu.2020.08.084] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Revised: 08/10/2020] [Accepted: 08/12/2020] [Indexed: 12/01/2022]
Abstract
OBJECTIVE Global neurosurgery is the practice of neurosurgery with the primary purpose of delivering timely, safe, and affordable neurosurgical care to all who need it. The aim of this study is to identify the most frequently cited articles in global neurosurgery through a bibliographic review to characterize articles and trends around this growing topic. METHODS The top most-cited articles in global neurosurgery were determined by searching the Web of Science database using a priori search terms. Articles with at least 5 citations were selected, and there were no time period or language restrictions. The data were extracted from each included article and all characteristics were summarized. RESULTS A total of 932 articles were identified using the search terms; 69 articles fulfilled inclusion criteria and 17 articles were selected that had more than 5 citations. The articles' number of citations ranged from 6 to 98 for the most-cited article. Authors from, or affiliated with, 14 countries contributed to the 17 articles, and the country that had the greatest representation was the United States. The main topic discussed was surgical capacity, the second topic was the treatment of different neurosurgical conditions, and volunteerism was the third topic. CONCLUSIONS There is currently a deficit in both the amount of literature surrounding the topic of global neurosurgery and how much that literature is cited. Developing innovative ways to increase academic productivity within, or in collaboration with, low-middle income countries is essential to contribute to global neurosurgery.
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Affiliation(s)
- Milagros Niquen-Jimenez
- Facultad de Medicina Humana Alberto Hurtado, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Danielle Wishart
- Northwestern Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Roxanna M Garcia
- Northwestern Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA; Department of Neurological Surgery, Northwestern Medicine, Chicago, Illinois, USA; Institute for Global Health, Center for Healthcare Studies, Northwestern University, Chicago, Illinois, USA.
| | - Nathan A Shlobin
- Northwestern Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Julia Steinle
- Faculty of Medicine, University of Münster, Münster, Germany
| | - Hannah Weiss
- Northwestern Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Rebecca A Reynolds
- Department of Neurosurgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Sandi Lam
- Northwestern Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA; Department of Neurological Surgery, Northwestern Medicine, Chicago, Illinois, USA; Division of Neurosurgery, Ann and Robert H. Lurie Children's Hospital, Chicago, Illinois, USA
| | - Gail Rosseau
- Department of Neurosurgery, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
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