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Trocmet L, Dufour A, Pebayle T, Després O, Lithfous S. Early detection of altered cold perception in elderly with type 2 diabetes using a novel Quantitative Sensory Testing method. Diabetes Metab Syndr 2024; 18:103097. [PMID: 39128379 DOI: 10.1016/j.dsx.2024.103097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 07/29/2024] [Accepted: 08/03/2024] [Indexed: 08/13/2024]
Abstract
AIM To compare the effectiveness of two methods for measuring cold detection thresholds in screening for temperature-perception deficits in elderly individuals with type 2 diabetes (T2 diabetes). METHODS Cold threshold measurements were performed on seven body regions of participants with diabetes without neuropathy (n = 30; mean age, 70.9 ± 6.5 years) and healthy participants (n = 73; mean age, 68 ± 5 years). Two protocols applying the Levels Method were used: the first used skin temperature as the starting point; the second used 40 °C. RESULTS Cold detection thresholds were significantly higher in subjects with diabetes, particularly on the foot. For CDT TSk, values were -2.22 ± 1.91 °C in non-diabetic and -3.27 ± 3.33 °C in diabetic groups (p = 0.023); for CDT 40, values were -9.82 ± 3.5 °C and -12.18 ± 4.5 °C (p = 0.003). However, after adjusting for age, the group effect on cold threshold with skin temperature as baseline disappeared. Sensory screens showed that the Area Under Curve of the method using a 40 °C baseline was 0.69 (p = 0.002). CONCLUSION Measuring the cold detection threshold on the foot with a 40 °C baseline is more effective than using skin temperature as a baseline for screening sensory alterations in elderly subjects with type 2 diabetes before neuropathy onset. SIGNIFICANCE These findings highlight the importance of selecting the appropriate cold detection threshold method for elderly individuals with type 2 diabetes. The optimal method can facilitate early identification of sensory changes, minimizing complications and improving overall well-being.
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Affiliation(s)
- Louise Trocmet
- Laboratoire de Neurosciences Cognitives et Adaptatives, Université de Strasbourg, CNRS, UMR 7364, LNCA, 12 rue Goethe, 67000, Strasbourg, France.
| | - André Dufour
- Laboratoire de Neurosciences Cognitives et Adaptatives, Université de Strasbourg, CNRS, UMR 7364, LNCA, 12 rue Goethe, 67000, Strasbourg, France; Centre d'Investigations Neurocognitives et Neurophysiologiques, Université de Strasbourg, CNRS, UMS 3489, CI2N, 21 rue Becquerel, 67087, Strasbourg, France
| | - Thierry Pebayle
- Centre d'Investigations Neurocognitives et Neurophysiologiques, Université de Strasbourg, CNRS, UMS 3489, CI2N, 21 rue Becquerel, 67087, Strasbourg, France
| | - Olivier Després
- Laboratoire de Neurosciences Cognitives et Adaptatives, Université de Strasbourg, CNRS, UMR 7364, LNCA, 12 rue Goethe, 67000, Strasbourg, France
| | - Ségolène Lithfous
- Laboratoire de Neurosciences Cognitives et Adaptatives, Université de Strasbourg, CNRS, UMR 7364, LNCA, 12 rue Goethe, 67000, Strasbourg, France
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2
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Ramon-Gonen R, Dori A, Shelly S. Towards a practical use of text mining approaches in electrodiagnostic data. Sci Rep 2023; 13:19483. [PMID: 37945618 PMCID: PMC10636146 DOI: 10.1038/s41598-023-45758-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 10/23/2023] [Indexed: 11/12/2023] Open
Abstract
Healthcare professionals produce abounding textual data in their daily clinical practice. Text mining can yield valuable insights from unstructured data. Extracting insights from multiple information sources is a major challenge in computational medicine. In this study, our objective was to illustrate how combining text mining techniques with statistical methodologies can yield new insights and contribute to the development of neurological and neuromuscular-related health information. We demonstrate how to utilize and derive knowledge from medical text, identify patient groups with similar diagnostic attributes, and examine differences between groups using demographical data and past medical history (PMH). We conducted a retrospective study for all patients who underwent electrodiagnostic (EDX) evaluation in Israel's Sheba Medical Center between May 2016 and February 2022. The data extracted for each patient included demographic data, test results, and unstructured summary reports. We conducted several analyses, including topic modeling that targeted clinical impressions and topic analysis to reveal age- and sex-related differences. The use of suspected clinical condition text enriched the data and generated additional attributes used to find associations between patients' PMH and the emerging diagnosis topics. We identified 6096 abnormal EMG results, of which 58% (n = 3512) were males. Based on the latent Dirichlet allocation algorithm we identified 25 topics that represent different diagnoses. Sex-related differences emerged in 7 topics, 3 male-associated and 4 female-associated. Brachial plexopathy, myasthenia gravis, and NMJ Disorders showed statistically significant age and sex differences. We extracted keywords related to past medical history (n = 37) and tested them for association with the different topics. Several topics revealed a close association with past medical history, for example, length-dependent symmetric axonal polyneuropathy with diabetes mellitus (DM), length-dependent sensory polyneuropathy with chemotherapy treatments and DM, brachial plexopathy with motor vehicle accidents, myasthenia gravis and NMJ disorders with botulin treatments, and amyotrophic lateral sclerosis with swallowing difficulty. Summarizing visualizations were created to easily grasp the results and facilitate focusing on the main insights. In this study, we demonstrate the efficacy of utilizing advanced computational methods in a corpus of textual data to accelerate clinical research. Additionally, using these methods allows for generating clinical insights, which may aid in the development of a decision-making process in real-life clinical practice.
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Affiliation(s)
- Roni Ramon-Gonen
- The Graduate School of Business Administration, Bar-Ilan University, Ramat Gan, Israel.
| | - Amir Dori
- Department of Neurology, Sheba Medical Center, Tel HaShomer, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Shahar Shelly
- Department of Neurology, Rambam Health Care Campus, Haifa, Israel
- Neuroimmunology Laboratory, The Ruth & Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
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3
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Zillinger M, Joseph L, Corten L. Test-Retest reliability and concurrent validity of novel nerve testing device for thermal detection and thermal pain thresholds. J Med Eng Technol 2023; 47:131-140. [PMID: 36129006 DOI: 10.1080/03091902.2022.2118382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Thermal threshold testing is important for evaluating the thermal function of small-fibre nerve types C and A-delta. This study investigated the reliability and validity of a novel nerve testing device (NNTD) in evaluating thermal detection and thermal pain thresholds. Test-retest reliability of the NNTD and its concurrent validity compared to the current technology (Medoc TSA-2, Advanced Thermosensory Stimulator, Israel) were investigated among 10 healthy participants. Each participant was tested for the warm detection threshold (WDT), cold detection threshold (CDT), hot pain threshold (HPT) and cold pain threshold (CPT) on the medial forearm with NNTD for two trials and the Medoc TSA-2 for one trial over two consecutive days. Intraclass Correlation Coefficient values, Standard Error of Measurement and Bland Altman plots were calculated for test-retest reliability. One-way ANOVA and Bland Altman plots were calculated for validity. The test-retest reliability of the NNTD was good for CPT (ICC = 0.88), moderate for WDT (ICC = 0.545) and HPT (ICC = 0.710). The NNTD was valid for both trials of HPT and CPT and one trial for WDT compared to the Medoc TSA-2. In conclusion, the NNTD showed good to moderate reliability and was found to be valid compared to the Medoc TSA-2.
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Affiliation(s)
- Monika Zillinger
- School of Sports and Health Sciences, University of Brighton, Eastbourne, East Sussex, The United Kingdom
| | - Leonard Joseph
- School of Sports and Health Sciences, University of Brighton, Eastbourne, East Sussex, The United Kingdom
| | - Lieselotte Corten
- School of Sports and Health Sciences, University of Brighton, Eastbourne, East Sussex, The United Kingdom
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4
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Newlin Lew K, Arnold T, Cantelmo C, Jacque F, Posada-Quintero H, Luthra P, Chon KH. Diabetes Distal Peripheral Neuropathy: Subtypes and Diagnostic and Screening Technologies. J Diabetes Sci Technol 2022; 16:295-320. [PMID: 34994241 PMCID: PMC8861801 DOI: 10.1177/19322968211035375] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Diabetes distal symmetrical peripheral neuropathy (DSPN) is the most prevalent form of neuropathy in industrialized countries, substantially increasing risk for morbidity and pre-mature mortality. DSPN may manifest with small-fiber disease, large-fiber disease, or a combination of both. This review summarizes: (1) DSPN subtypes (small- and large-fiber disease) with attention to clinical signs and patient symptoms; and (2) technological diagnosis and screening for large- and small-fiber disease with inclusion of a comprehensive literature review of published studies from 2015-present (N = 66). Review findings, informed by the most up-to-date research, advance critical understanding of DSPN large- and small-fiber screening technologies, including those designed for point-of-care use in primary care and endocrinology practices.
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Affiliation(s)
- Kelley Newlin Lew
- School of Nursing, University of
Connecticut (UConn), Storrs, CT, USA
- Kelley Newlin Lew, School of Nursing,
University of Connecticut (UConn), 231 Glenbrook Road, Storrs, CT 06269, USA.
| | - Tracey Arnold
- School of Nursing, University of
Connecticut (UConn), Storrs, CT, USA
| | | | - Francky Jacque
- Hispanic Alliance of Southeastern
Connecticut, New London, CT, USA
| | - Hugo Posada-Quintero
- Biomedical Engineering Department,
University of Connecticut (UConn), Storrs, CT, USA
| | - Pooja Luthra
- Division of Endocrinology and
Metabolism, UConn Health, Farmington, CT, USA
| | - Ki H. Chon
- Biomedical Engineering Department,
University of Connecticut (UConn), Storrs, CT, USA
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5
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Raasing LR, Vogels OJ, Veltkamp M, van Swol CF, Grutters JC. Current View of Diagnosing Small Fiber Neuropathy. J Neuromuscul Dis 2021; 8:185-207. [PMID: 33337383 PMCID: PMC8075405 DOI: 10.3233/jnd-200490] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Small fiber neuropathy (SFN) is a disorder of the small myelinated Aδ-fibers and unmyelinated C-fibers [5, 6]. SFN might affect small sensory fibers, autonomic fibers or both, resulting in sensory changes, autonomic dysfunction or combined symptoms [7]. As a consequence, the symptoms are potentially numerous and have a large impact on quality of life [8]. Since diagnostic methods for SFN are numerous and its pathophysiology complex, this extensive review focusses on categorizing all aspects of SFN as disease and its diagnosis. In this review, sensitivity in combination with specificity of different diagnostic methods are described using the areas under the curve. In the end, a diagnostic work-flow is suggested based on different phenotypes of SFN.
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Affiliation(s)
- Lisette R.M. Raasing
- ILD Center of Excellence, Department of Pulmonology,St Antonius Hospital, CM, Nieuwegein, The Netherlands
| | - Oscar J.M. Vogels
- Department of Neurology, St Antonius Hospital, CM, Nieuwegein, The Netherlands
| | - Marcel Veltkamp
- ILD Center of Excellence, Department of Pulmonology,St Antonius Hospital, CM, Nieuwegein, The Netherlands
- Division of Heart and Lungs, University Medical Center Utrecht, CX, Utrecht, The Netherlands
| | | | - Jan C. Grutters
- ILD Center of Excellence, Department of Pulmonology,St Antonius Hospital, CM, Nieuwegein, The Netherlands
- Division of Heart and Lungs, University Medical Center Utrecht, CX, Utrecht, The Netherlands
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6
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Rosenberger DC, Blechschmidt V, Timmerman H, Wolff A, Treede RD. Challenges of neuropathic pain: focus on diabetic neuropathy. J Neural Transm (Vienna) 2020; 127:589-624. [PMID: 32036431 PMCID: PMC7148276 DOI: 10.1007/s00702-020-02145-7] [Citation(s) in RCA: 128] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 01/19/2020] [Indexed: 02/07/2023]
Abstract
Neuropathic pain is a frequent condition caused by a lesion or disease of the central or peripheral somatosensory nervous system. A frequent cause of peripheral neuropathic pain is diabetic neuropathy. Its complex pathophysiology is not yet fully elucidated, which contributes to underassessment and undertreatment. A mechanism-based treatment of painful diabetic neuropathy is challenging but phenotype-based stratification might be a way to develop individualized therapeutic concepts. Our goal is to review current knowledge of the pathophysiology of peripheral neuropathic pain, particularly painful diabetic neuropathy. We discuss state-of-the-art clinical assessment, validity of diagnostic and screening tools, and recommendations for the management of diabetic neuropathic pain including approaches towards personalized pain management. We also propose a research agenda for translational research including patient stratification for clinical trials and improved preclinical models in relation to current knowledge of underlying mechanisms.
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Affiliation(s)
- Daniela C Rosenberger
- Department of Neurophysiology, Mannheim Center for Translational Neuroscience (MCTN), Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Vivian Blechschmidt
- Department of Neurophysiology, Mannheim Center for Translational Neuroscience (MCTN), Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Hans Timmerman
- Department of Anesthesiology, Pain Center, University Medical Center of Groningen (UMCG), University of Groningen, Groningen, The Netherlands
| | - André Wolff
- Department of Anesthesiology, Pain Center, University Medical Center of Groningen (UMCG), University of Groningen, Groningen, The Netherlands
| | - Rolf-Detlef Treede
- Department of Neurophysiology, Mannheim Center for Translational Neuroscience (MCTN), Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany.
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7
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8
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Cardinez N, Lovblom LE, Orszag A, Bril V, Cherney DZ, Perkins BA. Sex differences in neuropathy & neuropathic pain: A brief report from the Phase 2 Canadian Study of Longevity in Type 1 Diabetes. J Diabetes Complications 2019; 33:107397. [PMID: 31640908 DOI: 10.1016/j.jdiacomp.2019.06.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Revised: 04/26/2019] [Accepted: 06/04/2019] [Indexed: 01/19/2023]
Abstract
To evaluate previous results from a questionnaire-based study, we studied objective neuropathy measures to determine sex differences in the prevalence of neuropathy and neuropathic pain in longstanding type 1 diabetes. Despite better neuropathy measures in females compared to males, we confirmed a trend towards higher neuropathic pain in females.
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Affiliation(s)
- Nancy Cardinez
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Leif E Lovblom
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Andrej Orszag
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Vera Bril
- Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Canada
| | - David Z Cherney
- Division of Nephrology, Department of Medicine, University Health Network, University of Toronto. Toronto, Ontario, Canada
| | - Bruce A Perkins
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada.
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9
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Alamri AS, Brock JA, Herath CB, Rajapaksha IG, Angus PW, Ivanusic JJ. The Effects of Diabetes and High-Fat Diet on Polymodal Nociceptor and Cold Thermoreceptor Nerve Terminal Endings in the Corneal Epithelium. Invest Ophthalmol Vis Sci 2019; 60:209-217. [PMID: 30641549 DOI: 10.1167/iovs.18-25788] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose There is a substantial body of evidence indicating that corneal sensory innervation is affected by pathology in a range of diseases. However, there are no published studies that have directly assessed whether the nerve fiber density of the different subpopulations of corneal sensory neurons are differentially affected. The present study explored the possibility that the intraepithelial nerve fiber density of corneal polymodal nociceptors and cold thermoreceptors are differentially affected in mice fed with a high-fat high cholesterol (HFHC; 21% fat, 2% cholesterol) diet and in those that also have diabetes. Methods The mice were fed the HFHC diet for the duration of the experiment (up to 40 weeks). Mice in the diabetes group had hyperglycaemia induced with streptozotocin after 15 weeks on the HFHC diet. Age-matched control animals were fed a standard diet. All corneal nerve fibers were labeled with a pan neuronal antibody (antiprotein gene product 9.5), and polymodal nociceptors and cold thermoreceptors were labeled with antibodies directed against transient receptor potential cation channel, subfamily V, member 1 and transient receptor potential cation channel subfamily M member 8, respectively. Results The mice fed a HFHC diet and those that in addition have hyperglycemia have similar reductions in corneal nerve fiber density consistent with small fiber neuropathy. Importantly, both treatments more markedly affected the intraepithelial axons of cold thermoreceptors than those of polymodal nociceptors. Conclusions The results provide evidence that distinct subpopulations of corneal sensory neurons can be differentially affected by pathology.
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Affiliation(s)
- Abdulhakeem S Alamri
- Department of Anatomy and Neuroscience, The University of Melbourne, Melbourne, Victoria, Australia
| | - James A Brock
- Department of Anatomy and Neuroscience, The University of Melbourne, Melbourne, Victoria, Australia
| | - Chandana B Herath
- Department of Medicine, The University of Melbourne, Austin Health, Heidelberg, Victoria, Australia
| | - Indu G Rajapaksha
- Department of Medicine, The University of Melbourne, Austin Health, Heidelberg, Victoria, Australia
| | - Peter W Angus
- Department of Gastroenterology, Austin Health, Heidelberg, Victoria, Australia
| | - Jason J Ivanusic
- Department of Anatomy and Neuroscience, The University of Melbourne, Melbourne, Victoria, Australia
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10
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Bönhof GJ, Herder C, Strom A, Papanas N, Roden M, Ziegler D. Emerging Biomarkers, Tools, and Treatments for Diabetic Polyneuropathy. Endocr Rev 2019; 40:153-192. [PMID: 30256929 DOI: 10.1210/er.2018-00107] [Citation(s) in RCA: 121] [Impact Index Per Article: 24.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Accepted: 08/23/2018] [Indexed: 12/12/2022]
Abstract
Diabetic neuropathy, with its major clinical sequels, notably neuropathic pain, foot ulcers, and autonomic dysfunction, is associated with substantial morbidity, increased risk of mortality, and reduced quality of life. Despite its major clinical impact, diabetic neuropathy remains underdiagnosed and undertreated. Moreover, the evidence supporting a benefit for causal treatment is weak at least in patients with type 2 diabetes, and current pharmacotherapy is largely limited to symptomatic treatment options. Thus, a better understanding of the underlying pathophysiology is mandatory for translation into new diagnostic and treatment approaches. Improved knowledge about pathogenic pathways implicated in the development of diabetic neuropathy could lead to novel diagnostic techniques that have the potential of improving the early detection of neuropathy in diabetes and prediabetes to eventually embark on new treatment strategies. In this review, we first provide an overview on the current clinical aspects and illustrate the pathogenetic concepts of (pre)diabetic neuropathy. We then describe the biomarkers emerging from these concepts and novel diagnostic tools and appraise their utility in the early detection and prediction of predominantly distal sensorimotor polyneuropathy. Finally, we discuss the evidence for and limitations of the current and novel therapy options with particular emphasis on lifestyle modification and pathogenesis-derived treatment approaches. Altogether, recent years have brought forth a multitude of emerging biomarkers reflecting different pathogenic pathways such as oxidative stress and inflammation and diagnostic tools for an early detection and prediction of (pre)diabetic neuropathy. Ultimately, these insights should culminate in improving our therapeutic armamentarium against this common and debilitating or even life-threatening condition.
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Affiliation(s)
- Gidon J Bönhof
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Christian Herder
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research, Munich-Neuherberg, Neuherberg, Partner Düsseldorf, Düsseldorf, Germany.,Medical Faculty, Heinrich Heine University, Düsseldorf, Germany
| | - Alexander Strom
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research, Munich-Neuherberg, Neuherberg, Partner Düsseldorf, Düsseldorf, Germany
| | - Nikolaos Papanas
- Second Department of Internal Medicine, Diabetes Center, Diabetic Foot Clinic, Democritus University of Thrace, Alexandroupolis, Greece
| | - Michael Roden
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research, Munich-Neuherberg, Neuherberg, Partner Düsseldorf, Düsseldorf, Germany.,Division of Endocrinology and Diabetology, Medical Faculty, Heinrich Heine University, Düsseldorf, Germany
| | - Dan Ziegler
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research, Munich-Neuherberg, Neuherberg, Partner Düsseldorf, Düsseldorf, Germany.,Division of Endocrinology and Diabetology, Medical Faculty, Heinrich Heine University, Düsseldorf, Germany
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11
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Vastani N, Guenther F, Gentry C, Austin AL, King AJ, Bevan S, Andersson DA. Impaired Nociception in the Diabetic Ins2+/Akita Mouse. Diabetes 2018; 67:1650-1662. [PMID: 29875100 DOI: 10.2337/db17-1306] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Accepted: 05/18/2018] [Indexed: 11/13/2022]
Abstract
The mechanisms responsible for painful and insensate diabetic neuropathy are not completely understood. Here, we have investigated sensory neuropathy in the Ins2+/Akita mouse, a hereditary model of diabetes. Akita mice become diabetic soon after weaning, and we show that this is accompanied by an impaired mechanical and thermal nociception and a significant loss of intraepidermal nerve fibers. Electrophysiological investigations of skin-nerve preparations identified a reduced rate of action potential discharge in Ins2+/Akita mechanonociceptors compared with wild-type littermates, whereas the function of low-threshold A-fibers was essentially intact. Studies of isolated sensory neurons demonstrated a markedly reduced heat responsiveness in Ins2+/Akita dorsal root ganglion (DRG) neurons, but a mostly unchanged function of cold-sensitive neurons. Restoration of normal glucose control by islet transplantation produced a rapid recovery of nociception, which occurred before normoglycemia had been achieved. Islet transplantation also restored Ins2+/Akita intraepidermal nerve fiber density to the same level as wild-type mice, indicating that restored insulin production can reverse both sensory and anatomical abnormalities of diabetic neuropathy in mice. The reduced rate of action potential discharge in nociceptive fibers and the impaired heat responsiveness of Ins2+/Akita DRG neurons suggest that ionic sensory transduction and transmission mechanisms are modified by diabetes.
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MESH Headings
- Action Potentials
- Amino Acid Substitution
- Animals
- Behavior, Animal
- Cells, Cultured
- Diabetes Mellitus/blood
- Diabetes Mellitus/surgery
- Diabetic Neuropathies/metabolism
- Diabetic Neuropathies/pathology
- Diabetic Neuropathies/physiopathology
- Diabetic Neuropathies/prevention & control
- Epidermis/innervation
- Epidermis/metabolism
- Epidermis/pathology
- Epidermis/physiopathology
- Ganglia, Spinal/metabolism
- Ganglia, Spinal/pathology
- Ganglia, Spinal/physiopathology
- Heterozygote
- Insulin/genetics
- Insulin/metabolism
- Islets of Langerhans Transplantation
- Kidney
- Male
- Mechanoreceptors/metabolism
- Mechanoreceptors/pathology
- Mice, Inbred C57BL
- Mice, Mutant Strains
- Nerve Fibers, Unmyelinated/metabolism
- Nerve Fibers, Unmyelinated/pathology
- Pain Measurement
- Somatosensory Disorders/complications
- Somatosensory Disorders/metabolism
- Somatosensory Disorders/physiopathology
- Somatosensory Disorders/prevention & control
- Thermoreceptors/metabolism
- Thermoreceptors/pathology
- Thermoreceptors/physiopathology
- Transplantation, Heterotopic
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Affiliation(s)
- Nisha Vastani
- Wolfson Centre for Age-Related Diseases, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, U.K
| | - Franziska Guenther
- Wolfson Centre for Age-Related Diseases, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, U.K
- Institut für Physiologie und Pathophysiologie, Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Clive Gentry
- Wolfson Centre for Age-Related Diseases, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, U.K
| | - Amazon L Austin
- Diabetes & Nutritional Sciences Division, King's College London, London, U.K
| | - Aileen J King
- Diabetes & Nutritional Sciences Division, King's College London, London, U.K
| | - Stuart Bevan
- Wolfson Centre for Age-Related Diseases, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, U.K
| | - David A Andersson
- Wolfson Centre for Age-Related Diseases, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, U.K.
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12
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Cardinez N, Lovblom LE, Bai JW, Lewis E, Abraham A, Scarr D, Lovshin JA, Lytvyn Y, Boulet G, Farooqi MA, Orszag A, Weisman A, Keenan HA, Brent MH, Paul N, Bril V, Cherney DZ, Perkins BA. Sex differences in neuropathic pain in longstanding diabetes: Results from the Canadian Study of Longevity in Type 1 Diabetes. J Diabetes Complications 2018; 32:660-664. [PMID: 29929836 DOI: 10.1016/j.jdiacomp.2018.05.001] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Revised: 04/28/2018] [Accepted: 05/01/2018] [Indexed: 10/17/2022]
Abstract
AIM Neuropathy and neuropathic pain are common complications of type 1 diabetes (T1D). We aimed to determine if sex-specific differences in neuropathic pain are present in adults with longstanding T1D. METHODS Canadians with ≥50 years of T1D (n = 361) completed health history questionnaires that included assessment of neuropathy (defined by Michigan Neuropathy Screening Instrument questionnaire components ≥3; NEUROPATHYMNSI-Q) and neuropathic pain. Multivariable logistic regression was used to determine sex-differences in neuropathic pain controlling for neuropathy. RESULTS Participants had mean age 66 ± 9 years, median diabetes duration 53[51,58] years, mean HbA1c 7.5 ± 1.0%, and 207(57%) were female. Neuropathic pain was present in 128(36%) of all participants, more prevalent among those with NEUROPATHYMNSI-Q compared to those without [96(63%) vs. 31(15%), p < 0.001], and more prevalent in females compared to males [87(42%) vs. 41(27%), p = 0.003]. Independent of the presence of NEUROPATHYMNSI-Q and other factors, female sex was associated with the presence of neuropathic pain [OR 2.68 (95% CI 1.4-5.0), p = 0.002]. CONCLUSIONS We demonstrated a novel sex-specific difference in neuropathic pain in females compared to males with longstanding T1D, independent of the presence of neuropathy. Further research using more objective measures of neuropathy than the MNSI is justified to further understand this sex-specific difference.
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Affiliation(s)
- Nancy Cardinez
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Leif E Lovblom
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Johnny-Wei Bai
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Evan Lewis
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Alon Abraham
- Neuromuscular Diseases Unit of the Department of Neurology, Tel Aviv Sourasky Medical Center, The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Daniel Scarr
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Julie A Lovshin
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Yuliya Lytvyn
- Division of Nephrology, Department of Medicine, University of Toronto, Ontario, Canada
| | - Genevieve Boulet
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Mohammed A Farooqi
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Andrej Orszag
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Alanna Weisman
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Hillary A Keenan
- Research Division, Joslin Diabetes Center, Boston, MA, USA; Genzyme Corporation, Cambridge, MA, USA
| | - Michael H Brent
- Department of Ophthalmology and Vision Sciences, Department of Medicine, University of Toronto, Ontario, Canada
| | - Narinder Paul
- Joint Department of Medical Imaging, Division of Cardiothoracic Radiology, University Health Network, Toronto, Ontario, Canada
| | - Vera Bril
- Neuromuscular Diseases Unit of the Department of Neurology, Tel Aviv Sourasky Medical Center, The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - David Z Cherney
- Division of Nephrology, Department of Medicine, University of Toronto, Ontario, Canada
| | - Bruce A Perkins
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada.
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Abraham A, Barnett C, Katzberg HD, Lovblom LE, Perkins BA, Bril V. Nerve function varies with hemoglobin A1c in controls and type 2 diabetes. J Diabetes Complications 2018; 32:424-428. [PMID: 29422233 DOI: 10.1016/j.jdiacomp.2017.12.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2017] [Revised: 12/02/2017] [Accepted: 12/17/2017] [Indexed: 11/26/2022]
Abstract
AIMS To determine the cross-sectional threshold at which hemoglobin A1c (HbA1c) is associated with polyneuropathy in healthy controls, and the values associated with the most pronounced decline in nerve function in patients with diabetes. METHODS We used data from a cross-sectional cohort study of healthy controls and type 2 diabetes patients assessed between November 2010 and May 2013. Healthy controls and patients with diabetes were compared at different HbA1c ranges: <5.5%, 5.5-5.9%, and 6-6.4% for controls, and 6.5-7.4% and >7.5% for patients with diabetes. RESULTS The total cohort included 53 controls and 164 patients with diabetes. Subclinical small nerve fiber impairments were observed in controls at HbA1c levels of 5.5-6%, compared with HbA1c <5.5%, for example: lower Laser Doppler flare imaging area of 2.8 ± 1.4 versus 3.9 ± 2 mm2. The most prominent decline in both small and large nerve fiber function was seen with less impaired glycemic control and shorter duration of diabetes, i.e. at HbA1c levels of 6.5-7.4%, compared with >7.5%. CONCLUSIONS These findings underscore the importance of early treatment at the prediabetes and early diabetes stages to prevent nerve fiber decline that is likely irreversible.
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Affiliation(s)
- Alon Abraham
- Neuromuscular Service of the Department of Neurology, Tel Aviv Sourasky Medical Center, The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Carolina Barnett
- Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Canada
| | - Hans D Katzberg
- Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Canada
| | - Leif E Lovblom
- Division of Endocrinology and Metabolism, Department of Medicine, Sinai Health System, Lunenfeld Tanenbaum Research Institute, University of Toronto, Toronto, Canada
| | - Bruce A Perkins
- Division of Endocrinology and Metabolism, Department of Medicine, Sinai Health System, Lunenfeld Tanenbaum Research Institute, University of Toronto, Toronto, Canada
| | - Vera Bril
- Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Canada.
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Abraham A, Barnett C, Katzberg HD, Lovblom LE, Perkins BA, Bril V. Sex differences in neuropathic pain intensity in diabetes. J Neurol Sci 2018; 388:103-106. [PMID: 29627001 DOI: 10.1016/j.jns.2018.03.008] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Revised: 02/12/2018] [Accepted: 03/04/2018] [Indexed: 01/08/2023]
Abstract
INTRODUCTION Sex and gender play roles in the pain experience, such that pain is more frequent in women. Explanations for this observation range from factors related to biological sex to those related to psychosocial gender. OBJECTIVES To explore neuropathic pain characteristics in females with diabetes with and without established polyneuropathy. METHODS We compared the presence and intensity of pain in males and females in 2 separate cohorts of patients with type II diabetes, with and without established diabetic polyneuropathy. Cohort #1 was recruited prospectively, while cohort #2 was studied retrospectively. RESULTS Cohort #1 of 223 patients with diabetes with a relatively broad spectrum of nerve injury, showed more frequent pain in females (68% versus 53% in males), a higher frequency of additional neuropathic symptoms, and evidence of milder nerve injury. Cohort #2 of 128 patients with established diabetic polyneuropathy, showed a similar frequency of pain and additional neuropathic symptoms in both sexes. In both cohorts, females reported greater pain intensity (7.9-8.5 versus 6.8-6.9 in males, on visual analog scale). DISCUSSION Though nerve injury and polyneuropathy are more common in males, females with diabetes report a higher frequency and intensity of pain despite milder polyneuropathy. Prospective epidemiological studies are required in order to confirm these findings in the community setting.
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Affiliation(s)
- Alon Abraham
- Neuromuscular Diseases Unit of the Department of Neurology, Tel Aviv Sourasky Medical Center, The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
| | - Carolina Barnett
- Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Canada
| | - Hans D Katzberg
- Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Canada
| | - Leif E Lovblom
- Division of Endocrinology and Metabolism, Department of Medicine, Sinai Health System, Lunenfeld Tanenbaum Research Institute, University of Toronto, Toronto, Canada
| | - Bruce A Perkins
- Division of Endocrinology and Metabolism, Department of Medicine, Sinai Health System, Lunenfeld Tanenbaum Research Institute, University of Toronto, Toronto, Canada
| | - Vera Bril
- Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Canada
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Callaghan BC, Xia R, Reynolds E, Banerjee M, Burant C, Rothberg A, Pop-Busui R, Villegas-Umana E, Feldman EL. Better diagnostic accuracy of neuropathy in obesity: A new challenge for neurologists. Clin Neurophysiol 2018; 129:654-662. [PMID: 29414409 DOI: 10.1016/j.clinph.2018.01.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2017] [Revised: 12/18/2017] [Accepted: 01/03/2018] [Indexed: 12/28/2022]
Abstract
OBJECTIVE To determine the comparative diagnostic characteristics of neuropathy measures in an obese population. METHODS We recruited obese participants from the University of Michigan's Weight Management Program. Receiver operative characteristic analysis determined the area under the curve (AUC) of neuropathy measures for distal symmetric polyneuropathy (DSP), small fiber neuropathy (SFN), and cardiovascular autonomic neuropathy (CAN). The best test combinations were determined using stepwise and Score subset selection models. RESULTS We enrolled 120 obese participants. For DSP, seven of 42 neuropathy measures (Utah Early Neuropathy Score (UENS, N = 62), Michigan Neuropathy Screening Instrument (MNSI) reduced combined index, MNSI examination, nerve fiber density (NFD) leg, tibial F response, MNSI questionnaire, peroneal distal motor latency) had AUCs ≥ 0.75. Three of 19 small fiber nerve measures for SFN (UENS, NFD leg, Sudoscan feet (N = 70)) and zero of 16 CAN measures had AUCs ≥ 0.75. Combinations of tests performed better than individual tests with AUCs of 0.82 for DSP (two parameters) and 0.84 for SFN (three parameters). CONCLUSIONS Many neuropathy measures demonstrate good test performance for DSP in obese participants. Select few small fiber nerve measures performed well for SFN, and none for CAN. SIGNIFICANCE Specific combinations of tests should be used for research studies to maximize diagnostic performance in obese cohorts.
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Affiliation(s)
- Brian C Callaghan
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA.
| | - Rong Xia
- School of Public Health, University of Michigan, Ann Arbor, MI, USA.
| | - Evan Reynolds
- School of Public Health, University of Michigan, Ann Arbor, MI, USA.
| | - Mousumi Banerjee
- School of Public Health, University of Michigan, Ann Arbor, MI, USA.
| | - Charles Burant
- Division of Metabolism, Endocrinology & Diabetes, University of Michigan, Ann Arbor, MI, USA.
| | - Amy Rothberg
- Division of Metabolism, Endocrinology & Diabetes, University of Michigan, Ann Arbor, MI, USA.
| | - Rodica Pop-Busui
- Division of Metabolism, Endocrinology & Diabetes, University of Michigan, Ann Arbor, MI, USA.
| | | | - Eva L Feldman
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA.
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17
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Cramps frequency and severity are correlated with small and large nerve fiber measures in type 1 diabetes. Clin Neurophysiol 2018; 129:122-126. [DOI: 10.1016/j.clinph.2017.10.029] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Revised: 10/04/2017] [Accepted: 10/29/2017] [Indexed: 11/20/2022]
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18
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19
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Scarr D, Lovblom LE, Ostrovski I, Kelly D, Wu T, Farooqi MA, Halpern EM, Ngo M, Ng E, Orszag A, Bril V, Perkins BA. Agreement between automated and manual quantification of corneal nerve fiber length: Implications for diabetic neuropathy research. J Diabetes Complications 2017; 31:1066-1073. [PMID: 28347694 DOI: 10.1016/j.jdiacomp.2016.07.024] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2016] [Revised: 06/24/2016] [Accepted: 07/22/2016] [Indexed: 11/22/2022]
Abstract
AIMS Quantification of corneal nerve fiber length (CNFL) by in vivo corneal confocal microscopy represents a promising diabetic neuropathy biomarker, but applicability is limited by resource-intensive image analysis. We aimed to evaluate, in cross-sectional analysis of non-diabetic controls and patients with type 1 and type 2 diabetes with and without neuropathy, the agreement between manual and automated analysis protocols. METHODS Sixty-eight controls, 139 type 1 diabetes, and 249 type 2 diabetes participants underwent CNFL measurement (N=456). Neuropathy status was determined by clinical and electrophysiological criteria. CNFL was determined by manual (CNFLManual, reference standard) and automated (CNFLAuto) protocols, and results were compared for correlation and agreement using Spearman coefficients and the method of Bland and Altman (CNFLManual subtracted from CNFLAuto). RESULTS Participants demonstrated broad variability in clinical characteristics associated with neuropathy. The mean age, diabetes duration, and HbA1c were 53±18years, 15.9±12.6years, and 7.4±1.7%, respectively, and 218 (56%) individuals with diabetes had neuropathy. Mean CNFLManual was 15.1±4.9mm/mm2, and mean CNFLAuto was 10.5±3.7mm/mm2 (CNFLAuto underestimation bias, -4.6±2.6mm/mm2 corresponding to -29±17%). Percent bias was similar across non-diabetic controls (-33±12%), type 1 (-30±20%), and type 2 diabetes (-28±16%) subgroups (ANOVA, p=0.068), and similarly in diabetes participants with and without neuropathy. Levels of CNFLAuto and CNFLManual were both inversely associated with neuropathy status. CONCLUSIONS Although CNFLAuto substantially underestimated CNFLManual, its bias was non-differential between diverse patient groups and its relationship with neuropathy status was preserved. Determination of diagnostic thresholds specific to CNFLAuto should be pursued in diagnostic studies of diabetic neuropathy.
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MESH Headings
- Adult
- Aged
- Case-Control Studies
- Cornea/innervation
- Cornea/pathology
- Cross-Sectional Studies
- Diabetes Mellitus, Type 1/complications
- Diabetes Mellitus, Type 1/diagnosis
- Diabetes Mellitus, Type 1/pathology
- Diabetes Mellitus, Type 2/complications
- Diabetes Mellitus, Type 2/diagnosis
- Diabetes Mellitus, Type 2/pathology
- Diabetic Neuropathies/diagnosis
- Diabetic Neuropathies/pathology
- Diabetic Retinopathy/diagnosis
- Diabetic Retinopathy/pathology
- Diagnostic Techniques, Ophthalmological
- Female
- Humans
- Image Processing, Computer-Assisted/methods
- Male
- Microscopy, Confocal
- Middle Aged
- Nerve Fibers/pathology
- Pattern Recognition, Automated/methods
- Physical Examination/methods
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Affiliation(s)
- Daniel Scarr
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Leif E Lovblom
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Ilia Ostrovski
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Dylan Kelly
- Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Tong Wu
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Mohammed A Farooqi
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Elise M Halpern
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Mylan Ngo
- The Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Krembil Neuroscience Centre, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Eduardo Ng
- The Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Krembil Neuroscience Centre, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Andrej Orszag
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Vera Bril
- The Ellen and Martin Prosserman Centre for Neuromuscular Diseases, Krembil Neuroscience Centre, Division of Neurology, Department of Medicine, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Bruce A Perkins
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada; Division of Endocrinology and Metabolism, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada.
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