Literature DB >> 20805570

Automated software analysis of corneal micrographs for peripheral neuropathy.

Timothy J Holmes1, Marco Pellegrini, Clayton Miller, Thomas Epplin-Zapf, Sean Larkin, Saverio Luccarelli, Giovanni Staurenghi.   

Abstract

PURPOSE: A relationship has been reported between the presence of peripheral neuropathy and the density and shape of corneal nerve fibers. Peripheral neuropathy is a debilitating condition that arises from many common health problems, and its presence is often confirmed with an invasive clinical test called intramuscular electromyography (EMG). In this study, the possibility of developing an alternative or adjunct test to EMG based on the appearance of nerve fibers in corneal micrographs was explored. Since corneal imaging is virtually noninvasive compared with EMG, such a test may be administered more liberally and frequently, before neuropathy symptoms occur.
METHODS: A software program that automatically traces nerve fibers in corneal micrographs and generates measures based on these traces was implemented. This software was applied to a database of images collected by confocal laser scanning corneal microscopy from diabetic subjects whose levels of neuropathy were measured with EMG and from healthy subjects.
RESULTS: Trends in the nerve fiber density and various measures of shape were calculated and observed, to explore the possibility of using these measures as a clinical tool for corroborating symptoms, confirming an evaluation, or evaluating risk factors for developing neuropathy.
CONCLUSIONS: Preliminary statistical trends show a potential for measuring and observing neuropathy severity or for providing an objective risk measure for a patient's ensuing condition. More work is needed in the development of the measures and in their testing to prove that the measures can be made repeatable in a clinical environment.

Entities:  

Mesh:

Year:  2010        PMID: 20805570      PMCID: PMC2941165          DOI: 10.1167/iovs.09-4108

Source DB:  PubMed          Journal:  Invest Ophthalmol Vis Sci        ISSN: 0146-0404            Impact factor:   4.799


  21 in total

1.  Mapping of the normal human corneal sub-Basal nerve plexus by in vivo laser scanning confocal microscopy.

Authors:  Dipika V Patel; Charles N J McGhee
Journal:  Invest Ophthalmol Vis Sci       Date:  2005-12       Impact factor: 4.799

2.  Rarefaction of the peripheral nerve network in diabetic patients is associated with a pronounced reduction of terminal Schwann cells.

Authors:  Christina M Reinisch; Hannes Traxler; Stefanie Piringer; Stefan Tangl; Alexander Nader; Erwin Tschachler
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3.  Automatic recognition of corneal nerve structures in images from confocal microscopy.

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Journal:  Invest Ophthalmol Vis Sci       Date:  2008-07-09       Impact factor: 4.799

4.  In vivo laser scanning confocal microscopy confirms that the human corneal sub-basal nerve plexus is a highly dynamic structure.

Authors:  Dipika V Patel; Charles N J McGhee
Journal:  Invest Ophthalmol Vis Sci       Date:  2008-04-25       Impact factor: 4.799

5.  Vascular endothelial growth factor expression in peripheral nerves and dorsal root ganglia in diabetic neuropathy in rats.

Authors:  A Samii; J Unger; W Lange
Journal:  Neurosci Lett       Date:  1999-03-12       Impact factor: 3.046

6.  Increased cutaneous nerve fibers in female specimens.

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7.  Corneal structure and sensitivity in type 1 diabetes mellitus.

Authors:  M E Rosenberg; T M Tervo; I J Immonen; L J Müller; C Grönhagen-Riska; M H Vesaluoma
Journal:  Invest Ophthalmol Vis Sci       Date:  2000-09       Impact factor: 4.799

8.  Morphology and morphometry of the vagus nerve in male and female spontaneously hypertensive rats.

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9.  Electrophysiological and neuroanatomical evidence of sexual dimorphism in aortic baroreceptor and vagal afferents in rat.

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10.  Gene dosage effects in hereditary peripheral neuropathy. Expression of peripheral myelin protein 22 in Charcot-Marie-Tooth disease type 1A and hereditary neuropathy with liability to pressure palsies nerve biopsies.

Authors:  J M Gabriel; B Erne; D Pareyson; A Sghirlanzoni; F Taroni; A J Steck
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  11 in total

Review 1.  In Vivo Confocal Microscopy of the Cornea: New Developments in Image Acquisition, Reconstruction, and Analysis Using the HRT-Rostock Corneal Module.

Authors:  W Matthew Petroll; Danielle M Robertson
Journal:  Ocul Surf       Date:  2015-05-18       Impact factor: 5.033

Review 2.  [Morphometric characterization of the subbasal nerve plexus : Detection and analysis of networks of nerve fibers].

Authors:  K Winter; P Scheibe; R F Guthoff; S Allgeier; O Stachs
Journal:  Ophthalmologe       Date:  2017-07       Impact factor: 1.059

Review 3.  In vivo confocal microscopy of the ocular surface: from bench to bedside.

Authors:  Edoardo Villani; Christophe Baudouin; Nathan Efron; Pedram Hamrah; Takashi Kojima; Sanjay V Patel; Stephen C Pflugfelder; Andrey Zhivov; Murat Dogru
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4.  An Automatic Tool for Quantification of Nerve Fibers in Corneal Confocal Microscopy Images.

Authors:  Xin Chen; Jim Graham; Mohammad A Dabbah; Ioannis N Petropoulos; Mitra Tavakoli; Rayaz A Malik
Journal:  IEEE Trans Biomed Eng       Date:  2016-06-07       Impact factor: 4.538

Review 5.  Corneal confocal microscopy: a new technique for early detection of diabetic neuropathy.

Authors:  N Papanas; D Ziegler
Journal:  Curr Diab Rep       Date:  2013-08       Impact factor: 4.810

6.  Generative Adversarial Network Based Automatic Segmentation of Corneal Subbasal Nerves on In Vivo Confocal Microscopy Images.

Authors:  Erdost Yildiz; Abdullah Taha Arslan; Ayse Yildiz Tas; Ali Faik Acer; Sertaç Demir; Afsun Sahin; Duygun Erol Barkana
Journal:  Transl Vis Sci Technol       Date:  2021-05-03       Impact factor: 3.283

7.  The corneal subbasal nerve plexus and thickness of the retinal layers in pediatric type 1 diabetes and matched controls.

Authors:  Aline Götze; Sophie von Keyserlingk; Sabine Peschel; Ulrike Jacoby; Corinna Schreiver; Bernd Köhler; Stephan Allgeier; Karsten Winter; Martin Röhlig; Anselm Jünemann; Rainer Guthoff; Oliver Stachs; Dagmar-C Fischer
Journal:  Sci Rep       Date:  2018-01-08       Impact factor: 4.379

8.  Imaging and quantification of subbasal nerve plexus in healthy volunteers and diabetic patients with or without retinopathy.

Authors:  Andrey Zhivov; Karsten Winter; Marine Hovakimyan; Sabine Peschel; Volker Harder; Hans-Christof Schober; Guenther Kundt; Simone Baltrusch; Rudolf F Guthoff; Oliver Stachs
Journal:  PLoS One       Date:  2013-01-15       Impact factor: 3.240

Review 9.  Corneal confocal microscopy: Recent progress in the evaluation of diabetic neuropathy.

Authors:  Nikolaos Papanas; Dan Ziegler
Journal:  J Diabetes Investig       Date:  2015-03-04       Impact factor: 4.232

10.  Pathogenic Role of PPARα Downregulation in Corneal Nerve Degeneration and Impaired Corneal Sensitivity in Diabetes.

Authors:  H Greg Matlock; Fangfang Qiu; Volha Malechka; Kelu Zhou; Rui Cheng; Siribhinya Benyajati; Amy Whelchel; Dimitrios Karamichos; Jian-Xing Ma
Journal:  Diabetes       Date:  2020-03-25       Impact factor: 9.461

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