Stratifying patients with peripheral neuropathic pain based on sensory profiles: algorithm and sample size recommendations
In a recent cluster analysis, it has been shown that patients with peripheral neuropathic pain can be grouped into 3 sensory phenotypes based on quantitative sensory testing profiles, which are mainly characterized by either sensory loss, intact sensory function and mild thermal hyperalgesia and/or...
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Published in | Pain (Amsterdam) Vol. 158; no. 8; pp. 1446 - 1455 |
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Main Authors | , , , , , , , , , , , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Wolters Kluwer
01.08.2017
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Subjects | |
Online Access | Get full text |
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Abstract | In a recent cluster analysis, it has been shown that patients with peripheral neuropathic pain can be grouped into 3 sensory phenotypes based on quantitative sensory testing profiles, which are mainly characterized by either sensory loss, intact sensory function and mild thermal hyperalgesia and/or allodynia, or loss of thermal detection and mild mechanical hyperalgesia and/or allodynia. Here, we present an algorithm for allocation of individual patients to these subgroups. The algorithm is nondeterministic—ie, a patient can be sorted to more than one phenotype—and can separate patients with neuropathic pain from healthy subjects (sensitivity: 78%, specificity: 94%). We evaluated the frequency of each phenotype in a population of patients with painful diabetic polyneuropathy (n = 151), painful peripheral nerve injury (n = 335), and postherpetic neuralgia (n = 97) and propose sample sizes of study populations that need to be screened to reach a subpopulation large enough to conduct a phenotype-stratified study. The most common phenotype in diabetic polyneuropathy was sensory loss (83%), followed by mechanical hyperalgesia (75%) and thermal hyperalgesia (34%, note that percentages are overlapping and not additive). In peripheral nerve injury, frequencies were 37%, 59%, and 50%, and in postherpetic neuralgia, frequencies were 31%, 63%, and 46%. For parallel study design, either the estimated effect size of the treatment needs to be high (>0.7) or only phenotypes that are frequent in the clinical entity under study can realistically be performed. For crossover design, populations under 200 patients screened are sufficient for all phenotypes and clinical entities with a minimum estimated treatment effect size of 0.5. |
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AbstractList | In a recent cluster analysis, it has been shown that patients with peripheral neuropathic pain can be grouped into 3 sensory phenotypes based on quantitative sensory testing profiles, which are mainly characterized by either sensory loss, intact sensory function and mild thermal hyperalgesia and/or allodynia, or loss of thermal detection and mild mechanical hyperalgesia and/or allodynia. Here, we present an algorithm for allocation of individual patients to these subgroups. The algorithm is nondeterministic-ie, a patient can be sorted to more than one phenotype-and can separate patients with neuropathic pain from healthy subjects (sensitivity: 78%, specificity: 94%). We evaluated the frequency of each phenotype in a population of patients with painful diabetic polyneuropathy (n = 151), painful peripheral nerve injury (n = 335), and postherpetic neuralgia (n = 97) and propose sample sizes of study populations that need to be screened to reach a subpopulation large enough to conduct a phenotype-stratified study. The most common phenotype in diabetic polyneuropathy was sensory loss (83%), followed by mechanical hyperalgesia (75%) and thermal hyperalgesia (34%, note that percentages are overlapping and not additive). In peripheral nerve injury, frequencies were 37%, 59%, and 50%, and in postherpetic neuralgia, frequencies were 31%, 63%, and 46%. For parallel study design, either the estimated effect size of the treatment needs to be high (>0.7) or only phenotypes that are frequent in the clinical entity under study can realistically be performed. For crossover design, populations under 200 patients screened are sufficient for all phenotypes and clinical entities with a minimum estimated treatment effect size of 0.5.In a recent cluster analysis, it has been shown that patients with peripheral neuropathic pain can be grouped into 3 sensory phenotypes based on quantitative sensory testing profiles, which are mainly characterized by either sensory loss, intact sensory function and mild thermal hyperalgesia and/or allodynia, or loss of thermal detection and mild mechanical hyperalgesia and/or allodynia. Here, we present an algorithm for allocation of individual patients to these subgroups. The algorithm is nondeterministic-ie, a patient can be sorted to more than one phenotype-and can separate patients with neuropathic pain from healthy subjects (sensitivity: 78%, specificity: 94%). We evaluated the frequency of each phenotype in a population of patients with painful diabetic polyneuropathy (n = 151), painful peripheral nerve injury (n = 335), and postherpetic neuralgia (n = 97) and propose sample sizes of study populations that need to be screened to reach a subpopulation large enough to conduct a phenotype-stratified study. The most common phenotype in diabetic polyneuropathy was sensory loss (83%), followed by mechanical hyperalgesia (75%) and thermal hyperalgesia (34%, note that percentages are overlapping and not additive). In peripheral nerve injury, frequencies were 37%, 59%, and 50%, and in postherpetic neuralgia, frequencies were 31%, 63%, and 46%. For parallel study design, either the estimated effect size of the treatment needs to be high (>0.7) or only phenotypes that are frequent in the clinical entity under study can realistically be performed. For crossover design, populations under 200 patients screened are sufficient for all phenotypes and clinical entities with a minimum estimated treatment effect size of 0.5. Supplemental Digital Content is Available in the Text. Phenotype stratification of patients with peripheral neuropathic pain can be conducted with a novel algorithm based on sensory profiles. In a recent cluster analysis, it has been shown that patients with peripheral neuropathic pain can be grouped into 3 sensory phenotypes based on quantitative sensory testing profiles, which are mainly characterized by either sensory loss, intact sensory function and mild thermal hyperalgesia and/or allodynia, or loss of thermal detection and mild mechanical hyperalgesia and/or allodynia. Here, we present an algorithm for allocation of individual patients to these subgroups. The algorithm is nondeterministic—ie, a patient can be sorted to more than one phenotype—and can separate patients with neuropathic pain from healthy subjects (sensitivity: 78%, specificity: 94%). We evaluated the frequency of each phenotype in a population of patients with painful diabetic polyneuropathy (n = 151), painful peripheral nerve injury (n = 335), and postherpetic neuralgia (n = 97) and propose sample sizes of study populations that need to be screened to reach a subpopulation large enough to conduct a phenotype-stratified study. The most common phenotype in diabetic polyneuropathy was sensory loss (83%), followed by mechanical hyperalgesia (75%) and thermal hyperalgesia (34%, note that percentages are overlapping and not additive). In peripheral nerve injury, frequencies were 37%, 59%, and 50%, and in postherpetic neuralgia, frequencies were 31%, 63%, and 46%. For parallel study design, either the estimated effect size of the treatment needs to be high (>0.7) or only phenotypes that are frequent in the clinical entity under study can realistically be performed. For crossover design, populations under 200 patients screened are sufficient for all phenotypes and clinical entities with a minimum estimated treatment effect size of 0.5. In a recent cluster analysis, it has been shown that patients with peripheral neuropathic pain can be grouped into 3 sensory phenotypes based on quantitative sensory testing profiles, which are mainly characterized by either sensory loss, intact sensory function and mild thermal hyperalgesia and/or allodynia, or loss of thermal detection and mild mechanical hyperalgesia and/or allodynia. Here, we present an algorithm for allocation of individual patients to these subgroups. The algorithm is nondeterministic—ie, a patient can be sorted to more than one phenotype—and can separate patients with neuropathic pain from healthy subjects (sensitivity: 78%, specificity: 94%). We evaluated the frequency of each phenotype in a population of patients with painful diabetic polyneuropathy (n = 151), painful peripheral nerve injury (n = 335), and postherpetic neuralgia (n = 97) and propose sample sizes of study populations that need to be screened to reach a subpopulation large enough to conduct a phenotype-stratified study. The most common phenotype in diabetic polyneuropathy was sensory loss (83%), followed by mechanical hyperalgesia (75%) and thermal hyperalgesia (34%, note that percentages are overlapping and not additive). In peripheral nerve injury, frequencies were 37%, 59%, and 50%, and in postherpetic neuralgia, frequencies were 31%, 63%, and 46%. For parallel study design, either the estimated effect size of the treatment needs to be high (>0.7) or only phenotypes that are frequent in the clinical entity under study can realistically be performed. For crossover design, populations under 200 patients screened are sufficient for all phenotypes and clinical entities with a minimum estimated treatment effect size of 0.5. |
Author | Bennett, David L.H. Jensen, Troels S. Hansson, Per Magerl, Walter Schuh-Hofer, Sigrid Freynhagen, Rainer Gierthmühlen, Janne Treede, Rolf-Detlef Tesfaye, Solomon Haanpää, Maija Attal, Nadine Baron, Ralf Enax-Krumova, Elena K. Shillo, Pallai R. Hüllemann, Philipp Ramirez, Juan D. Serra, Jordi Vollert, Jan Sindrup, Soeren Bouhassira, Didier Themistocleous, Andreas C. Rice, Andrew S.C. Finnerup, Nanna B. Tölle, Thomas R. Maier, Christoph Segerdahl, Märta |
AuthorAffiliation | Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom Diabetes Research Unit, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom Center of Biomedicine and Medical Technology Mannheim CBTM, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany Department of Neurology, Klinikum rechts der Isar, Technische Universität München, Munich, Germany Division of Neurological Pain Research and Therapy, Department of Neurology, Universitätsklinikum Schleswig-Holstein, Campus Kiel, Kiel, Germany Pain Research, Department of Surgery and Cancer, Imperial College, London, United Kingdom Brain Function Research Group, School of Physiology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa Department of Pain Medicine, BG University Hospital Bergmannsheil GmbH, Ruhr-University Bochum, Bochum, Germany Neuroscience Technologies, Ltd, Barcelona, Spain Department of Neurology, Danish Pain Research Cente |
AuthorAffiliation_xml | – name: Department of Neurology, Klinikum rechts der Isar, Technische Universität München, Munich, Germany – name: Department of Pain Medicine, BG University Hospital Bergmannsheil GmbH, Ruhr-University Bochum, Bochum, Germany – name: Brain Function Research Group, School of Physiology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa – name: Division of Neurological Pain Research and Therapy, Department of Neurology, Universitätsklinikum Schleswig-Holstein, Campus Kiel, Kiel, Germany – name: Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom – name: Pain Research, Department of Surgery and Cancer, Imperial College, London, United Kingdom – name: Diabetes Research Unit, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom – name: Department of Neurology, Danish Pain Research Center, Aarhus University Hospital, Aarhus, Denmark – name: Center of Biomedicine and Medical Technology Mannheim CBTM, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany – name: Neuroscience Technologies, Ltd, Barcelona, Spain |
Author_xml | – sequence: 1 givenname: Jan surname: Vollert fullname: Vollert, Jan organization: Department of Pain Medicine, BG University Hospital Bergmannsheil GmbH, Ruhr-University Bochum, Bochum, Germany – sequence: 2 givenname: Christoph surname: Maier fullname: Maier, Christoph organization: Department of Pain Medicine, BG University Hospital Bergmannsheil GmbH, Ruhr-University Bochum, Bochum, Germany – sequence: 3 givenname: Nadine surname: Attal fullname: Attal, Nadine organization: INSERM U-987, Centre d'Evaluation et de Traitement de la Douleur, CHU Ambroise Paré, Boulogne-Billancourt, France – sequence: 4 givenname: David L.H. surname: Bennett fullname: Bennett, David L.H. organization: Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom – sequence: 5 givenname: Didier surname: Bouhassira fullname: Bouhassira, Didier organization: INSERM U-987, Centre d'Evaluation et de Traitement de la Douleur, CHU Ambroise Paré, Boulogne-Billancourt, France – sequence: 6 givenname: Elena K. surname: Enax-Krumova fullname: Enax-Krumova, Elena K. organization: Department of Pain Medicine, BG University Hospital Bergmannsheil GmbH, Ruhr-University Bochum, Bochum, Germany – sequence: 7 givenname: Nanna B. surname: Finnerup fullname: Finnerup, Nanna B. organization: Department of Neurology, Danish Pain Research Center, Aarhus University Hospital, Aarhus, Denmark – sequence: 8 givenname: Rainer surname: Freynhagen fullname: Freynhagen, Rainer organization: Department of Anaesthesiology, Critical Care Medicine, Pain Therapy and Palliative Care, Pain Center Lake Starnberg, Benedictus Hospital Tutzing, Tutzing, Germany – sequence: 9 givenname: Janne surname: Gierthmühlen fullname: Gierthmühlen, Janne organization: Division of Neurological Pain Research and Therapy, Department of Neurology, Universitätsklinikum Schleswig-Holstein, Campus Kiel, Kiel, Germany – sequence: 10 givenname: Maija surname: Haanpää fullname: Haanpää, Maija organization: Departments of Helsinki University Central Hospital, Helsinki, Finland – sequence: 11 givenname: Per surname: Hansson fullname: Hansson, Per organization: Department of Pain Management and Research, Division of Emergencies and Critical Care, Oslo University Hospital, Oslo, Norway – sequence: 12 givenname: Philipp surname: Hüllemann fullname: Hüllemann, Philipp organization: Pain Research, Department of Surgery and Cancer, Imperial College, London, United Kingdom – sequence: 13 givenname: Troels S. surname: Jensen fullname: Jensen, Troels S. organization: Department of Neurology, Danish Pain Research Center, Aarhus University Hospital, Aarhus, Denmark – sequence: 14 givenname: Walter surname: Magerl fullname: Magerl, Walter organization: Center of Biomedicine and Medical Technology Mannheim CBTM, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany – sequence: 15 givenname: Juan D. surname: Ramirez fullname: Ramirez, Juan D. organization: Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom – sequence: 16 givenname: Andrew S.C. surname: Rice fullname: Rice, Andrew S.C. organization: Pain Research, Department of Surgery and Cancer, Imperial College, London, United Kingdom – sequence: 17 givenname: Sigrid surname: Schuh-Hofer fullname: Schuh-Hofer, Sigrid organization: Center of Biomedicine and Medical Technology Mannheim CBTM, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany – sequence: 18 givenname: Märta surname: Segerdahl fullname: Segerdahl, Märta organization: H. Lundbeck A/S, Copenhagen, Denmark – sequence: 19 givenname: Jordi surname: Serra fullname: Serra, Jordi organization: Neuroscience Technologies, Ltd, Barcelona, Spain – sequence: 20 givenname: Pallai R. surname: Shillo fullname: Shillo, Pallai R. organization: Diabetes Research Unit, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom – sequence: 21 givenname: Soeren surname: Sindrup fullname: Sindrup, Soeren organization: Brain Function Research Group, School of Physiology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa – sequence: 22 givenname: Solomon surname: Tesfaye fullname: Tesfaye, Solomon organization: Diabetes Research Unit, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom – sequence: 23 givenname: Andreas C. surname: Themistocleous fullname: Themistocleous, Andreas C. organization: Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom – sequence: 24 givenname: Thomas R. surname: Tölle fullname: Tölle, Thomas R. organization: Department of Neurology, Klinikum rechts der Isar, Technische Universität München, Munich, Germany – sequence: 25 givenname: Rolf-Detlef surname: Treede fullname: Treede, Rolf-Detlef organization: Center of Biomedicine and Medical Technology Mannheim CBTM, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany – sequence: 26 givenname: Ralf surname: Baron fullname: Baron, Ralf organization: Division of Neurological Pain Research and Therapy, Department of Neurology, Universitätsklinikum Schleswig-Holstein, Campus Kiel, Kiel, Germany |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/28595241$$D View this record in MEDLINE/PubMed http://kipublications.ki.se/Default.aspx?queryparsed=id:136389765$$DView record from Swedish Publication Index |
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Copyright | Wolters Kluwer Copyright © 2017 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of the International Association for the Study of Pain. 2017 |
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Snippet | In a recent cluster analysis, it has been shown that patients with peripheral neuropathic pain can be grouped into 3 sensory phenotypes based on quantitative... Supplemental Digital Content is Available in the Text. Phenotype stratification of patients with peripheral neuropathic pain can be conducted with a novel... |
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SubjectTerms | Algorithms Humans Hyperalgesia - physiopathology Neuralgia - physiopathology Pain Measurement Pain Threshold - physiology Physical Stimulation - methods Research Paper Sample Size Surveys and Questionnaires |
Title | Stratifying patients with peripheral neuropathic pain based on sensory profiles: algorithm and sample size recommendations |
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