Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.

Corneal confocal microscopy (CCM) has revealed reduced corneal nerve fiber (CNF) length and density (CNFL, CNFD) in patients with diabetes, but the spatial pattern of CNF loss has not been studied. We aimed to determine whether spatial analysis of the distribution of corneal nerve branching points (...

Full description

Bibliographic Details
Main Authors: Dan Ziegler, Karsten Winter, Alexander Strom, Andrey Zhivov, Stephan Allgeier, Nikolaos Papanas, Iris Ziegler, Jutta Brüggemann, Bernd Ringel, Sabine Peschel, Bernd Köhler, Oliver Stachs, Rudolf F Guthoff, Michael Roden, German Diabetes Study (GDS) Group
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5352008?pdf=render
id doaj-a7c12e11d2d24d08b1d432b8255efac0
record_format Article
spelling doaj-a7c12e11d2d24d08b1d432b8255efac02020-11-25T00:02:09ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01123e017383210.1371/journal.pone.0173832Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.Dan ZieglerKarsten WinterAlexander StromAndrey ZhivovStephan AllgeierNikolaos PapanasIris ZieglerJutta BrüggemannBernd RingelSabine PeschelBernd KöhlerOliver StachsRudolf F GuthoffMichael RodenGerman Diabetes Study (GDS) GroupCorneal confocal microscopy (CCM) has revealed reduced corneal nerve fiber (CNF) length and density (CNFL, CNFD) in patients with diabetes, but the spatial pattern of CNF loss has not been studied. We aimed to determine whether spatial analysis of the distribution of corneal nerve branching points (CNBPs) may contribute to improving the detection of early CNF loss. We hypothesized that early CNF decline follows a clustered rather than random distribution pattern of CNBPs. CCM, nerve conduction studies (NCS), and quantitative sensory testing (QST) were performed in a cross-sectional study including 86 patients recently diagnosed with type 2 diabetes and 47 control subjects. In addition to CNFL, CNFD, and branch density (CNBD), CNBPs were analyzed using spatial point pattern analysis (SPPA) including 10 indices and functional statistics. Compared to controls, patients with diabetes showed lower CNBP density and higher nearest neighbor distances, and all SPPA parameters indicated increased clustering of CNBPs (all P<0.05). SPPA parameters were abnormally increased >97.5th percentile of controls in up to 23.5% of patients. When combining an individual SPPA parameter with CNFL, ≥1 of 2 indices were >99th or <1st percentile of controls in 28.6% of patients compared to 2.1% of controls, while for the conventional CNFL/CNFD/CNBD combination the corresponding rates were 16.3% vs 2.1%. SPPA parameters correlated with CNFL and several NCS and QST indices in the controls (all P<0.001), whereas in patients with diabetes these correlations were markedly weaker or lost. In conclusion, SPPA reveals increased clustering of early CNF loss and substantially improves its detection when combined with a conventional CCM measure in patients with recently diagnosed type 2 diabetes.http://europepmc.org/articles/PMC5352008?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Dan Ziegler
Karsten Winter
Alexander Strom
Andrey Zhivov
Stephan Allgeier
Nikolaos Papanas
Iris Ziegler
Jutta Brüggemann
Bernd Ringel
Sabine Peschel
Bernd Köhler
Oliver Stachs
Rudolf F Guthoff
Michael Roden
German Diabetes Study (GDS) Group
spellingShingle Dan Ziegler
Karsten Winter
Alexander Strom
Andrey Zhivov
Stephan Allgeier
Nikolaos Papanas
Iris Ziegler
Jutta Brüggemann
Bernd Ringel
Sabine Peschel
Bernd Köhler
Oliver Stachs
Rudolf F Guthoff
Michael Roden
German Diabetes Study (GDS) Group
Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.
PLoS ONE
author_facet Dan Ziegler
Karsten Winter
Alexander Strom
Andrey Zhivov
Stephan Allgeier
Nikolaos Papanas
Iris Ziegler
Jutta Brüggemann
Bernd Ringel
Sabine Peschel
Bernd Köhler
Oliver Stachs
Rudolf F Guthoff
Michael Roden
German Diabetes Study (GDS) Group
author_sort Dan Ziegler
title Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.
title_short Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.
title_full Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.
title_fullStr Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.
title_full_unstemmed Spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.
title_sort spatial analysis improves the detection of early corneal nerve fiber loss in patients with recently diagnosed type 2 diabetes.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
description Corneal confocal microscopy (CCM) has revealed reduced corneal nerve fiber (CNF) length and density (CNFL, CNFD) in patients with diabetes, but the spatial pattern of CNF loss has not been studied. We aimed to determine whether spatial analysis of the distribution of corneal nerve branching points (CNBPs) may contribute to improving the detection of early CNF loss. We hypothesized that early CNF decline follows a clustered rather than random distribution pattern of CNBPs. CCM, nerve conduction studies (NCS), and quantitative sensory testing (QST) were performed in a cross-sectional study including 86 patients recently diagnosed with type 2 diabetes and 47 control subjects. In addition to CNFL, CNFD, and branch density (CNBD), CNBPs were analyzed using spatial point pattern analysis (SPPA) including 10 indices and functional statistics. Compared to controls, patients with diabetes showed lower CNBP density and higher nearest neighbor distances, and all SPPA parameters indicated increased clustering of CNBPs (all P<0.05). SPPA parameters were abnormally increased >97.5th percentile of controls in up to 23.5% of patients. When combining an individual SPPA parameter with CNFL, ≥1 of 2 indices were >99th or <1st percentile of controls in 28.6% of patients compared to 2.1% of controls, while for the conventional CNFL/CNFD/CNBD combination the corresponding rates were 16.3% vs 2.1%. SPPA parameters correlated with CNFL and several NCS and QST indices in the controls (all P<0.001), whereas in patients with diabetes these correlations were markedly weaker or lost. In conclusion, SPPA reveals increased clustering of early CNF loss and substantially improves its detection when combined with a conventional CCM measure in patients with recently diagnosed type 2 diabetes.
url http://europepmc.org/articles/PMC5352008?pdf=render
work_keys_str_mv AT danziegler spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT karstenwinter spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT alexanderstrom spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT andreyzhivov spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT stephanallgeier spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT nikolaospapanas spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT irisziegler spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT juttabruggemann spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT berndringel spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT sabinepeschel spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT berndkohler spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT oliverstachs spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT rudolffguthoff spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT michaelroden spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
AT germandiabetesstudygdsgroup spatialanalysisimprovesthedetectionofearlycornealnervefiberlossinpatientswithrecentlydiagnosedtype2diabetes
_version_ 1725439136501858304