Automatic analysis of diabetic peripheral neuropathy using multi-scale quantitative morphology of nerve fibres in corneal confocal microscopy imaging

2011 ◽  
Vol 15 (5) ◽  
pp. 738-747 ◽  
Author(s):  
M.A. Dabbah ◽  
J. Graham ◽  
I.N. Petropoulos ◽  
M. Tavakoli ◽  
R.A. Malik
Diagnostics ◽  
2021 ◽  
Vol 11 (2) ◽  
pp. 165
Author(s):  
Jamie Burgess ◽  
Bernhard Frank ◽  
Andrew Marshall ◽  
Rashaad S. Khalil ◽  
Georgios Ponirakis ◽  
...  

Diabetic peripheral neuropathy (DPN) is the most common complication of both type 1 and 2 diabetes. As a result, neuropathic pain, diabetic foot ulcers and lower-limb amputations impact drastically on quality of life, contributing to the individual, societal, financial and healthcare burden of diabetes. DPN is diagnosed at a late, often pre-ulcerative stage due to a lack of early systematic screening and the endorsement of monofilament testing which identifies advanced neuropathy only. Compared to the success of the diabetic eye and kidney screening programmes there is clearly an unmet need for an objective reliable biomarker for the detection of early DPN. This article critically appraises research and clinical methods for the diagnosis or screening of early DPN. In brief, functional measures are subjective and are difficult to implement due to technical complexity. Moreover, skin biopsy is invasive, expensive and lacks diagnostic laboratory capacity. Indeed, point-of-care nerve conduction tests are convenient and easy to implement however questions are raised regarding their suitability for use in screening due to the lack of small nerve fibre evaluation. Corneal confocal microscopy (CCM) is a rapid, non-invasive, and reproducible technique to quantify small nerve fibre damage and repair which can be conducted alongside retinopathy screening. CCM identifies early sub-clinical DPN, predicts the development and allows staging of DPN severity. Automated quantification of CCM with AI has enabled enhanced unbiased quantification of small nerve fibres and potentially early diagnosis of DPN. Improved screening tools will prevent and reduce the burden of foot ulceration and amputations with the primary aim of reducing the prevalence of this common microvascular complication.


2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Yuanjin Zhang ◽  
Dongsheng Fan ◽  
Yixuan Zhang ◽  
Shuo Zhang ◽  
Haikun Wang ◽  
...  

AbstractThis randomized controlled study used corneal confocal microscopy (CCM) to compare the efficacy of Mecobalamin intramuscular injections vs oral tablets in treating mild to moderate diabetic peripheral neuropathy (DPN) by detecting early nerve fiber repair. Enrolled patients were randomized approximately 1:1 to receive Mecobalamin intramuscular injections (0.5 mg/day, 3 times/week) or Mecobalamin oral tablets (1.5 mg/day) for 8 weeks. Primary outcome was change of inferior whorl length (IWL) from baseline. Secondary outcomes included changes of corneal nerve fibre length (CNFL), corneal nerve fibre density (CNFD), corneal nerve branch density (CNBD) and the Survey of Autonomic Symptoms (SAS). 15 (93.75%) patients in the injection group and 17 (89.47%) patients in the tablet group completed the study. The injection treatment significantly improved patients’ IWL from baseline (21.64 ± 3.00 mm/mm2 vs 17.64 ± 4.83 mm/mm2, P < 0.01) while the tablet treatment didn’t. Additionally, the injection treatment led to significantly improved CNFL, CNBD and SAS from baseline (all P < 0.05) while the tablet treatment did not. No patient experienced any adverse events. In conclusion, CCM is sensitive enough to detect the superior efficacy of 8-week Mecobalamin intramuscular injection treatment for DPN compared to the oral tablet treatment.ClinicalTrials.gov registration number: NCT04372316 (30/04/2020).


Diabetes Care ◽  
2021 ◽  
pp. dc202012
Author(s):  
Tooba Salahouddin ◽  
Ioannis N. Petropoulos ◽  
Maryam Ferdousi ◽  
Georgios Ponirakis ◽  
Omar Asghar ◽  
...  

2014 ◽  
Vol 55 (4) ◽  
pp. 2071 ◽  
Author(s):  
Ioannis N. Petropoulos ◽  
Uazman Alam ◽  
Hassan Fadavi ◽  
Andrew Marshall ◽  
Omar Asghar ◽  
...  

2014 ◽  
Vol 21 (4) ◽  
pp. 319-326 ◽  
Author(s):  
Georgeta Inceu ◽  
Horea Demea ◽  
Ioan Andrei Veresiu

AbstractBackground and aims. This article aims to compare corneal confocal microscopy (CCM) with acknowledged tests of diabetic peripheral neuropathy (DPN), to assess corneal nerve morphology using CCM in diabetic patients, and to underline possible correlations between clinical and biological parameters, diabetes duration and DPN severity. Material and methods. A total of 90 patients with type 2 diabetes were included in the study for whom we measured anthropometric parameters and we performed laboratory measurements (tests). The patients were assessed for diabetic peripheral neuropathy using Semmes-Weinstein Monofilament Testing (SWMT), Rapid-Current Perception Threshold (R-CPT) measurements using the Neurometer®, and CCM. We stratified the patients according to DPN severity, based on four parameters extracted after image analysis. Results. A higher percentage of patients were diagnosed with DPN using CCM (88.8%), compared with SWMT and R-CPT measurement (17.8% and 40% respectively). The incidence of DPN detected with CCM was considerable in patients with normal protective sensation and with normal R-CPT values. Conclusions. Our study showed that corneal confocal microscopy is a useful noninvasive method for diabetic neuropathy assessement in early stages. It was proven to directly quantify small fiber pathology, and to stratify neuropathic severity, and therefore can be used as a new, reliable tool in the diagnosis, clinical evaluation, and follow-up of peripheral diabetic neuropathy.


2019 ◽  
Vol 45 (8) ◽  
pp. 921-930 ◽  
Author(s):  
Shyam Sunder Tummanapalli ◽  
Tushar Issar ◽  
Natalie Kwai ◽  
Jana Pisarcikova ◽  
Ann M. Poynten ◽  
...  

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