Normative Values for Corneal Nerve Morphology Assessed Using Corneal Confocal Microscopy: A Multinational Normative Data Set
Open accessAbstract
OBJECTIVE: Corneal confocal microscopy is a novel diagnostic technique for the detection of nerve damage and repair in a range of peripheral neuropathies, in particular diabetic neuropathy. Normative reference values are required to enable clinical translation and wider use of this technique. We have therefore undertaken a multicenter collaboration to provide worldwide age-adjusted normative values of corneal nerve fiber parameters. RESEARCH DESIGN AND METHODS: A total of 1,965 corneal nerve images from 343 healthy volunteers were pooled from six clinical academic centers. All subjects underwent examination with the Heidelberg Retina Tomograph corneal confocal microscope. Images of the central corneal subbasal nerve plexus were acquired by each center using a standard protocol and analyzed by three trained examiners using manual tracing and semiautomated software (CCMetrics). Age trends were established using simple linear regression, and normative corneal nerve fiber density (CNFD), corneal nerve fiber branch density (CNBD), corneal nerve fiber length (CNFL), and corneal nerve fiber tortuosity (CNFT) reference values were calculated using quantile regression analysis. RESULTS: There was a significant linear age-dependent decrease in CNFD (−0.164 no./mm2 per year for men, P < 0.01, and −0.161 no./mm2 per year for women, P < 0.01). There was no change with age in CNBD (0.192 no./mm2 per year for men, P = 0.26, and −0.050 no./mm2 per year for women, P = 0.78). CNFL decreased in men (−0.045 mm/mm2 per year, P = 0.07) and women (−0.060 mm/mm2 per year, P = 0.02). CNFT increased with age in men (0.044 per year, P < 0.01) and women (0.046 per year, P < 0.01). Height, weight, and BMI did not influence the 5th percentile normative values for any corneal nerve parameter. CONCLUSIONS: This study provides robust worldwide normative reference values for corneal nerve parameters to be used in research and clinical practice in the study of diabetic and other peripheral neuropathies.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Application of published CCM reference values did not reveal intergroup differences.
“Application of these reference values did not reveal intergroup differences.”
From Pain and small fiber pathology in men with fibromyalgia syndrome (2024) · cites this paper as [46]
The Conclusions state that this paper provides normative reference values for corneal nerve parameters. The Results describe values from healthy subjects, but do not report that applying those values revealed no intergroup differences; that outcome is not supported by this source. (LLM, conf=0.84)
Experimental — accuracy not yet measuredWhen comparing with published CCM normative reference values, 3 of 41 (7%) men with fibromyalgia syndrome and 1 of 28 (4%) healthy men showed a pathologically reduced nerve fiber density.
“When comparing with published CCM normative reference values,46 3 of 41 (7%) men with FMS and 1 of 28 (4%) healthy men showed a pathologically reduced NFD”
From Pain and small fiber pathology in men with fibromyalgia syndrome (2024) · cites this paper as [46]
1 of 41 (2%) men with fibromyalgia syndrome and none of the controls had a pathologically reduced nerve branch density.
“1 of 41 (2%) men with FMS and none of the controls had a pathologically reduced NBD”
From Pain and small fiber pathology in men with fibromyalgia syndrome (2024) · cites this paper as [46]
The Results describe 343 healthy subjects and report normative values for corneal nerve branch density; the Conclusions explain that such values can help define pathological changes. Our copy does not report a fibromyalgia cohort or the claimed counts of one of 41 men and no controls. Searches for fibromyalgia, 41 men, and pathologically reduced nerve branch density found no passage addressing those counts. (LLM, conf=0.78)
Experimental — accuracy not yet measured21 of 41 (51%) men with fibromyalgia syndrome and 10 of 28 (36%) healthy men had a pathologically reduced nerve fiber length.
“and 21 of 41 (51%) men with FMS and 10 of 28 (36%) healthy men had a pathological reduced NFL.”
From Pain and small fiber pathology in men with fibromyalgia syndrome (2024) · cites this paper as [46]
The Results (page unavailable) describe 343 healthy subjects and report normative corneal nerve measurements, not counts of men with fibromyalgia syndrome. Searches for fibromyalgia, FMS, and the stated counts and percentages found no passage addressing the claimed comparison. (LLM, conf=0.78)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
No references could be resolved yet.
Research works printed but not linked: 37
- [1]1. Tavakoli M, Petropoulos IN, Malik RA. Assessing corneal nerve structure and function in diabetic neuropathy. Clin Exp Optom 2012;95: 338 -347
- [2]2. Edwards K, Pritchard N, Vagenas D, Russell A, Malik RA, Efron N. Utility of corneal confocal microscopy for assessing mild diabetic neuropathy: baseline fi ndings of the LANDMark study. Clin Exp Optom 2012;95:348 -354
- [3]3. Tavakoli M, Quattrini C, Abbott C, et al. Corneal confocal microscopy: a novel noninvasive test to diagnose and stratify the severity of human diabetic neuropathy. Diabetes Care 2010; 33:1792 -1797
- [4]4. Wu T, Ahmed A, Bril V, et al. Variables associated with corneal confocal microscopy parameters in healthy volunteers: implications for diabetic neuropathy screening. Diabet Med 2012;29:e297 -e303
- [5]5. Ziegler D, Papanas N, Zhivov A, et al.; German Diabetes Study (GDS) Group. Early detection of nerve fi ber loss by corneal confocal microscopy and skin biopsy in recently diagnosed type 2 diabetes. Diabetes 2014;63:2454 -2463
- [6]6. Stem MS, Hussain M, Lentz SI, et al. Differential reduction in corneal nerve fi ber length in patients with type 1 or type 2 diabetes mellitus. J Diabetes Complications 2014;28:658 -661
- [7]7. Tavakoli M, Kallinikos P, Iqbal A, et al. Corneal confocal microscopy detects improvement in corneal nerve morphology with an improvement in risk factors for diabetic neuropathy. Diabet Med 2011;28:1261 -1267
- [8]8. Tavakoli M, Marshall A, Banka S, et al. Corneal confocal microscopy detects small- fi ber neuropathy in Charcot-Marie-Tooth disease type 1A patients. Muscle Nerve 2012;46:698 -704
- [9]9. Tavakoli M, Marshall A, Thompson L, et al. Corneal confocal microscopy: a novel noninvasive means to diagnose neuropathy in patients with Fabry disease. Muscle Nerve 2009;40:976 -984
- [10]10. Campagnolo M, Lazzarini D, Fregona I, et al. Corneal confocal microscopy in patients with oxaliplatin-induced peripheral neuropathy. J Peripher Nerv Syst 2013;18:269 -271
- [11]11. Tavakoli M, Malik RA. Corneal confocal microscopy: a novel non-invasive technique to quantify small fi bre pathology in peripheral neuropathies. J Vis Exp 2011;47:2194
- [12]12. Vagenas D, Pritchard N, Edwards K, et al. Optimal image sample size for corneal nerve morphometry. Optom Vis Sci 2012;89: 812 -817
- [13]13. Messmer EM, Schmid-Tannwald C, Zapp D, Kampik A. In vivo confocal microscopy of corneal small fi ber damage in diabetes mellitus. Graefes Arch Clin Exp Ophthalmol 2010;248: 1307 -1312
- [15]15. Erie JC, McLaren JW, Hodge DO, Bourne WM. The effect of age on the corneal subbasal nerve plexus. Cornea 2005;24:705 -709
- [16]16. Grupcheva CN, Wong T, Riley AF, McGhee CN. Assessing the sub-basal nerve plexus of the living healthy human cornea by in vivo confocal microscopy. Clin Experiment Ophthalmol 2002; 30:187 -190
- [17]17. Roszkowska AM, Colosi P, Ferreri FM, Galasso S. Age-related modi fi cations of corneal sensitivity. Ophthalmologica 2004;218:350 -355
- [18]18. Patel DV, Tavakoli M, Craig JP, Efron N, McGhee CN. Corneal sensitivity and slit scanning in vivo confocal microscopy of the subbasal nerve plexus of the normal central and peripheral human cornea. Cornea 2009;28:735 -740
- [19]19. Oliveira-Soto L, Efron N. Morphology of corneal nerves using confocal microscopy. Cornea 2001;20:374 -384
- [20]20. Niederer RL, Perumal D, Sherwin T, McGhee CN. Age-related differences in the normal human cornea: a laser scanning in vivo confocal microscopy study. Br J Ophthalmol 2007;91: 1165 -1169
- [21]21. Tavakoli M, Mitu-Pretorian M, Petropoulos IN, et al. Corneal confocal microscopy detects early nerve regeneration in diabetic neuropathy after simultaneous pancreas and kidney transplantation. Diabetes 2013;62:254 -260
- [22]22. Patel DV, McGhee CN. In vivo confocal microscopy of human corneal nerves in health, in ocular and systemic disease, and following corneal surgery: a review. Br J Ophthalmol 2009;93: 853 -860
- [23]23. Malik RA. From the bedside to the bench and back again, with corneal confocal microscopy. Invest Ophthalmol Vis Sci 2014;55:1231
- [24]24. Bitirgen G, Ozkagnici A, Malik RA, Kerimoglu H. Corneal nerve fi bre damage precedes diabetic retinopathy in patients with type 2 diabetes mellitus. Diabet Med 2014;31:431 -438
- [25]25. Rosenberg ME, Tervo TM, Immonen IJ, M¨ uller LJ, Gr¨ onhagen-Riska C, Vesaluoma MH. Corneal structure and sensitivity in type 1 diabetes mellitus. Invest Ophthalmol Vis Sci 2000; 41:2915 -2921
- [26]26. Tavakoli M, Marshall A, Pitceathly R, et al. Corneal confocal microscopy: A novel means to detect nerve fi bre damage in idiopathic small fi bre neuropathy. Exp Neurol 2010;223:245 -250
- [27]27. Lalive PH, Truffert A, Magistris MR, Landis T, Dosso A. Peripheral autoimmune neuropathy assessed using corneal in vivo confocal microscopy. Arch Neurol 2009;66:403 -405
- [28]28. Ferrari G, Gemignani F, Macaluso C. Chemotherapy-associated peripheral sensory neuropathy assessed using in vivo corneal confocal microscopy. Arch Neurol 2010;67:364 -365
- [29]29. Efron N, Edwards K, Roper N, et al. Repeatability of measuring corneal subbasal nerve fi ber length in individuals with type 2 diabetes. Eye Contact Lens 2010;36:245 -248
- [30]30. Hertz P, Bril V, Orszag A, Ahmed A, Ng E, Nwe P, et al. Reproducibility of in vivo corneal confocal microscopy as a novel screening test for early diabetic sensorimotor polyneuropathy. Diabet Med 2011;28:1253 -1260
- [31]31. Petropoulos IN, Manzoor T, Morgan P, et al. Repeatability of in vivo corneal confocal microscopy to quantify corneal nerve morphology. Cornea 2013;32:e83 -e89
- [32]32. Ahmed A, Bril V, Orszag A, et al. Detection of diabetic sensorimotor polyneuropathy by corneal confocal microscopy in type 1 diabetes: a concurrent validity study. Diabetes Care 2012; 35:821 -828
- [33]33. Scarpa F, Grisan E, Ruggeri A. Automatic recognition of corneal nerve structures in images from confocal microscopy. Invest Ophthalmol Vis Sci 2008;49:4801 -4807
- [34]34. Dabbah MA, Graham J, Petropoulos IN, Tavakoli M, Malik RA. Automatic analysis of diabetic peripheral neuropathy using multi-scale quantitative morphology of nerve fi bres in corneal confocal microscopy imaging. Med Image Anal 2011;15:738 -747
- [35]35. Lauria G, Bakkers M, Schmitz C, et al. Intraepidermal nerve fi ber density at the distal leg: a worldwide normative reference study. J Peripher Nerv Syst 2010;15:202 -207
- [36]36. Dyck PJ, Dyck PJ, Klein CJ, Weigand SD. Does impaired glucose metabolism cause polyneuropathy? Review of previous studies and design of a prospective controlled population-based study. Muscle Nerve 2007;36:536 -541
- [37]37. Wu T, Ahmed A, Bril V, et al. Variables associated with corneal confocal microscopy parameters in healthy volunteers: implications for diabetic neuropathy screening. Diabet Med 2012;29:e297 -e303
- [38]38. Asghar O, Petropoulos IN, Alam U, et al. Corneal confocal microscopy detects neuropathy in subjects with impaired glucose tolerance. Diabetes Care 2014;37:2643 -2646
Cited by
Sorted by citations
Jensen, T. S., Karlsson, P., Gylfadottir, S. S., Andersen, S. T., Bennett, D. L., Tankisi, H., Finnerup, N. B., Terkelsen, A. J., Khan, K., Themistocleous, A. C., et al. (2021) · Brain · doi:10.1093/brain/awab079 · Cited by 265 · see citing works
Pain and small fiber pathology in men with fibromyalgia syndrome
Feulner, B., Gross, F., Evdokimov, D., Malik, R. A., Kampik, D., & Üçeyler, N. (2024) · PAIN Reports · doi:10.1097/pr9.0000000000001212 · Cited by 8 · see citing works
Self-citation
- Authors
- Tavakoli, M., Ferdousi, M., Petropoulos, I. N., Morris, J., Pritchard, N., Zhivov, A., Ziegler, D., Pacaud, D., Romanchuk, K., Perkins, B. A., Lovblom, L. E., Bril, V., Singleton, J. R., Smith, G., Boulton, A. J. M., Efron, N., & Malik, R. A.
- Affiliations
- University of Manchester (GB)
- Queensland University of Technology (AU)
- University of Rostock (DE)
- Düsseldorf University Hospital (DE)
- University of Calgary (CA)
- University of Toronto (CA)
- University Health Network (CA)
- University of Utah (US)
- Corresponding author
- Malik, Rayaz A.
- ORCID
- Venue
- Diabetes Care
- Publisher
- American Diabetes Association
- Published
- 2015-01-29
- Volume
- 38
- Issue
- 5
- Pages
- 838-843
- ISSN
- 0149-5992 (ISSN-L)
- 1935-5548
- PMC
- PMC4407754
- OpenAlex
- W2143048304
- Cited by
- 222
- References
- 0
- Citations by year
- 2026: 22 · 2025: 26 · 2024: 11 · 2023: 19 · 2022: 32 · 2021: 24 · 2020: 16 · 2019: 22 · 2018: 13 · 2017: 15 · 2016: 11 · 2015: 10
- FWCI
- 17.52
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Diabetes Care (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Research Explorer (The University of Manchester) (publishedVersion, other-oa)
- Funders
- National Institutes of Health (R1-05991, R01-DK064814)
- Ministry of Science and Research of the State of North Rhine-Westphalia (MIWF NRW) and the German Federal Ministry of Health
- Canadian Diabetes Association Operating Grant (OG-3-3123-BP)
- National Center for Advancing Translational Sciences (NIH 1ULTR001067)
- JDRF International (17-2008-1032, 17-2008-715, 27-2008- 362)
- JDRF International -Scholar (R106784)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Ocular Surface and Contact Lens
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Corneal surgery and disorders
- Health Sciences › Medicine › Ophthalmology › Glaucoma and retinal disorders
- Keywords
- corneal confocal microscopy, corneal nerve fiber density, reference values, age-related changes, subbasal nerve plexus, diabetic neuropathy, peripheral neuropathy, corneal nerve fiber length, sex differences, healthy volunteers, Heidelberg Retina Tomograph II, quantile regression
- MeSH terms
- Adolescent, Adult, Age Factors, Aged, Aged, 80 and over, Child, Cornea, Diabetic Neuropathies, Female, Humans, Male, Middle Aged, Nerve Fibers, Reference Values, Sex Factors, Wound Healing, Linear Models, Case-Control Studies, Microscopy, Confocal, Young Adult, Healthy Volunteers
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review