Corneal confocal microscopy for the diagnosis of diabetic peripheral neuropathy: A systematic review and meta‐analysis

ABSTRACT Introduction Corneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN). Aim To undertake a systematic review and...

Full description

Saved in:
Bibliographic Details
Published inJournal of diabetes investigation Vol. 13; no. 1; pp. 134 - 147
Main Authors Gad, Hoda, Petropoulos, Ioannis N, Khan, Adnan, Ponirakis, Georgios, MacDonald, Ross, Alam, Uazman, Malik, Rayaz A
Format Journal Article
LanguageEnglish
Published Japan John Wiley & Sons, Inc 01.01.2022
John Wiley and Sons Inc
Wiley
Subjects
Online AccessGet full text

Cover

Loading…
Abstract ABSTRACT Introduction Corneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN). Aim To undertake a systematic review and meta‐analysis assessing the diagnostic utility of CCM for sub‐clinical DPN (DPN−) and established DPN (DPN+). Data sources Databases (PubMed, Embase, Central, ProQuest) were searched for studies using CCM in patients with diabetes up to April 2020. Study selection Studies were included if they reported on at least one CCM parameter in patients with diabetes. Data extraction Corneal nerve fiber density (CNFD), corneal nerve branch density (CNBD), corneal nerve fiber length (CNFL), and inferior whorl length (IWL) were compared between patients with diabetes with and without DPN and controls. Meta‐analysis was undertaken using RevMan V.5.3. Data synthesis Thirty‐eight studies including ~4,000 participants were included in this meta‐analysis. There were significant reductions in CNFD, CNBD, CNFL, and IWL in DPN− vs controls (P < 0.00001), DPN+ vs controls (P < 0.00001), and DPN+ vs DPN− (P < 0.00001). Conclusion This systematic review and meta‐analysis shows that CCM detects small nerve fiber loss in subclinical and clinical DPN and concludes that CCM has good diagnostic utility in DPN. This meta‐analysis of ~4,000 participants shows that corneal confocal microscopy is a rapid objective ophthalmic technique for the assessment of subclinical and clinical diabetic neuropathy. Forest plot of corneal nerve fiber length (CNFL) in patients with diabetic peripheral neuropathy (DPN+) and without diabetic peripheral neuropathy (DNP−).
AbstractList Corneal confocal microscopy (CCM) is a rapid non-invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN). To undertake a systematic review and meta-analysis assessing the diagnostic utility of CCM for sub-clinical DPN (DPN ) and established DPN (DPN ). Databases (PubMed, Embase, Central, ProQuest) were searched for studies using CCM in patients with diabetes up to April 2020. Studies were included if they reported on at least one CCM parameter in patients with diabetes. Corneal nerve fiber density (CNFD), corneal nerve branch density (CNBD), corneal nerve fiber length (CNFL), and inferior whorl length (IWL) were compared between patients with diabetes with and without DPN and controls. Meta-analysis was undertaken using RevMan V.5.3. Thirty-eight studies including ~4,000 participants were included in this meta-analysis. There were significant reductions in CNFD, CNBD, CNFL, and IWL in DPN vs controls (P < 0.00001), DPN vs controls (P < 0.00001), and DPN vs DPN (P < 0.00001). This systematic review and meta-analysis shows that CCM detects small nerve fiber loss in subclinical and clinical DPN and concludes that CCM has good diagnostic utility in DPN.
This meta‐analysis of ~4,000 participants shows that corneal confocal microscopy is a rapid objective ophthalmic technique for the assessment of subclinical and clinical diabetic neuropathy. Forest plot of corneal nerve fiber length (CNFL) in patients with diabetic peripheral neuropathy (DPN+) and without diabetic peripheral neuropathy (DNP−).
IntroductionCorneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN).AimTo undertake a systematic review and meta‐analysis assessing the diagnostic utility of CCM for sub‐clinical DPN (DPN−) and established DPN (DPN+).Data sourcesDatabases (PubMed, Embase, Central, ProQuest) were searched for studies using CCM in patients with diabetes up to April 2020.Study selectionStudies were included if they reported on at least one CCM parameter in patients with diabetes.Data extractionCorneal nerve fiber density (CNFD), corneal nerve branch density (CNBD), corneal nerve fiber length (CNFL), and inferior whorl length (IWL) were compared between patients with diabetes with and without DPN and controls. Meta‐analysis was undertaken using RevMan V.5.3.Data synthesisThirty‐eight studies including ~4,000 participants were included in this meta‐analysis. There were significant reductions in CNFD, CNBD, CNFL, and IWL in DPN− vs controls (P < 0.00001), DPN+ vs controls (P < 0.00001), and DPN+ vs DPN− (P < 0.00001).ConclusionThis systematic review and meta‐analysis shows that CCM detects small nerve fiber loss in subclinical and clinical DPN and concludes that CCM has good diagnostic utility in DPN.
Corneal confocal microscopy (CCM) is a rapid non-invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN).INTRODUCTIONCorneal confocal microscopy (CCM) is a rapid non-invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN).To undertake a systematic review and meta-analysis assessing the diagnostic utility of CCM for sub-clinical DPN (DPN- ) and established DPN (DPN+ ).AIMTo undertake a systematic review and meta-analysis assessing the diagnostic utility of CCM for sub-clinical DPN (DPN- ) and established DPN (DPN+ ).Databases (PubMed, Embase, Central, ProQuest) were searched for studies using CCM in patients with diabetes up to April 2020.DATA SOURCESDatabases (PubMed, Embase, Central, ProQuest) were searched for studies using CCM in patients with diabetes up to April 2020.Studies were included if they reported on at least one CCM parameter in patients with diabetes.STUDY SELECTIONStudies were included if they reported on at least one CCM parameter in patients with diabetes.Corneal nerve fiber density (CNFD), corneal nerve branch density (CNBD), corneal nerve fiber length (CNFL), and inferior whorl length (IWL) were compared between patients with diabetes with and without DPN and controls. Meta-analysis was undertaken using RevMan V.5.3.DATA EXTRACTIONCorneal nerve fiber density (CNFD), corneal nerve branch density (CNBD), corneal nerve fiber length (CNFL), and inferior whorl length (IWL) were compared between patients with diabetes with and without DPN and controls. Meta-analysis was undertaken using RevMan V.5.3.Thirty-eight studies including ~4,000 participants were included in this meta-analysis. There were significant reductions in CNFD, CNBD, CNFL, and IWL in DPN- vs controls (P < 0.00001), DPN+ vs controls (P < 0.00001), and DPN+ vs DPN- (P < 0.00001).DATA SYNTHESISThirty-eight studies including ~4,000 participants were included in this meta-analysis. There were significant reductions in CNFD, CNBD, CNFL, and IWL in DPN- vs controls (P < 0.00001), DPN+ vs controls (P < 0.00001), and DPN+ vs DPN- (P < 0.00001).This systematic review and meta-analysis shows that CCM detects small nerve fiber loss in subclinical and clinical DPN and concludes that CCM has good diagnostic utility in DPN.CONCLUSIONThis systematic review and meta-analysis shows that CCM detects small nerve fiber loss in subclinical and clinical DPN and concludes that CCM has good diagnostic utility in DPN.
ABSTRACT Introduction Corneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN). Aim To undertake a systematic review and meta‐analysis assessing the diagnostic utility of CCM for sub‐clinical DPN (DPN−) and established DPN (DPN+). Data sources Databases (PubMed, Embase, Central, ProQuest) were searched for studies using CCM in patients with diabetes up to April 2020. Study selection Studies were included if they reported on at least one CCM parameter in patients with diabetes. Data extraction Corneal nerve fiber density (CNFD), corneal nerve branch density (CNBD), corneal nerve fiber length (CNFL), and inferior whorl length (IWL) were compared between patients with diabetes with and without DPN and controls. Meta‐analysis was undertaken using RevMan V.5.3. Data synthesis Thirty‐eight studies including ~4,000 participants were included in this meta‐analysis. There were significant reductions in CNFD, CNBD, CNFL, and IWL in DPN− vs controls (P < 0.00001), DPN+ vs controls (P < 0.00001), and DPN+ vs DPN− (P < 0.00001). Conclusion This systematic review and meta‐analysis shows that CCM detects small nerve fiber loss in subclinical and clinical DPN and concludes that CCM has good diagnostic utility in DPN. This meta‐analysis of ~4,000 participants shows that corneal confocal microscopy is a rapid objective ophthalmic technique for the assessment of subclinical and clinical diabetic neuropathy. Forest plot of corneal nerve fiber length (CNFL) in patients with diabetic peripheral neuropathy (DPN+) and without diabetic peripheral neuropathy (DNP−).
ABSTRACT Introduction Corneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that CCM could be used to assess patients with diabetic peripheral neuropathy (DPN). Aim To undertake a systematic review and meta‐analysis assessing the diagnostic utility of CCM for sub‐clinical DPN (DPN−) and established DPN (DPN+). Data sources Databases (PubMed, Embase, Central, ProQuest) were searched for studies using CCM in patients with diabetes up to April 2020. Study selection Studies were included if they reported on at least one CCM parameter in patients with diabetes. Data extraction Corneal nerve fiber density (CNFD), corneal nerve branch density (CNBD), corneal nerve fiber length (CNFL), and inferior whorl length (IWL) were compared between patients with diabetes with and without DPN and controls. Meta‐analysis was undertaken using RevMan V.5.3. Data synthesis Thirty‐eight studies including ~4,000 participants were included in this meta‐analysis. There were significant reductions in CNFD, CNBD, CNFL, and IWL in DPN− vs controls (P < 0.00001), DPN+ vs controls (P < 0.00001), and DPN+ vs DPN− (P < 0.00001). Conclusion This systematic review and meta‐analysis shows that CCM detects small nerve fiber loss in subclinical and clinical DPN and concludes that CCM has good diagnostic utility in DPN.
Author MacDonald, Ross
Alam, Uazman
Gad, Hoda
Ponirakis, Georgios
Malik, Rayaz A
Petropoulos, Ioannis N
Khan, Adnan
AuthorAffiliation 4 Department of Diabetes and Endocrinology Royal Liverpool and Broadgreen University NHS Hospital Trust Liverpool UK
1 Department of Medicine Weill Cornell Medicine‐Qatar Doha Qatar
2 Library Services Weill Cornell Medicine‐Qatar Doha Qatar
3 Diabetes and Neuropathy Research Department of Eye and Vision Sciences and Pain Research Institute Institute of Ageing and Chronic Disease University of Liverpool and Aintree University Hospital NHS Foundation Trust Liverpool UK
6 Institute of Cardiovascular Medicine University of Manchester Manchester UK
5 Division of Endocrinology, Diabetes and Gastroenterology University of Manchester Manchester UK
AuthorAffiliation_xml – name: 5 Division of Endocrinology, Diabetes and Gastroenterology University of Manchester Manchester UK
– name: 1 Department of Medicine Weill Cornell Medicine‐Qatar Doha Qatar
– name: 4 Department of Diabetes and Endocrinology Royal Liverpool and Broadgreen University NHS Hospital Trust Liverpool UK
– name: 2 Library Services Weill Cornell Medicine‐Qatar Doha Qatar
– name: 6 Institute of Cardiovascular Medicine University of Manchester Manchester UK
– name: 3 Diabetes and Neuropathy Research Department of Eye and Vision Sciences and Pain Research Institute Institute of Ageing and Chronic Disease University of Liverpool and Aintree University Hospital NHS Foundation Trust Liverpool UK
Author_xml – sequence: 1
  givenname: Hoda
  surname: Gad
  fullname: Gad, Hoda
  organization: Weill Cornell Medicine‐Qatar
– sequence: 2
  givenname: Ioannis N
  surname: Petropoulos
  fullname: Petropoulos, Ioannis N
  organization: Weill Cornell Medicine‐Qatar
– sequence: 3
  givenname: Adnan
  orcidid: 0000-0003-4647-6672
  surname: Khan
  fullname: Khan, Adnan
  organization: Weill Cornell Medicine‐Qatar
– sequence: 4
  givenname: Georgios
  orcidid: 0000-0002-6936-1248
  surname: Ponirakis
  fullname: Ponirakis, Georgios
  organization: Weill Cornell Medicine‐Qatar
– sequence: 5
  givenname: Ross
  surname: MacDonald
  fullname: MacDonald, Ross
  organization: Weill Cornell Medicine‐Qatar
– sequence: 6
  givenname: Uazman
  surname: Alam
  fullname: Alam, Uazman
  organization: University of Manchester
– sequence: 7
  givenname: Rayaz A
  orcidid: 0000-0002-7188-8903
  surname: Malik
  fullname: Malik, Rayaz A
  email: ram2045@qatar-med.cornell.edu
  organization: University of Manchester
BackLink https://www.ncbi.nlm.nih.gov/pubmed/34351711$$D View this record in MEDLINE/PubMed
BookMark eNp9ks1u1DAQgCNUREvpgRdAkbjAYds4_onNoVK1_C2qxAXO1sSZdL1K7GBnW3LjEXhGngSnW1a0Evjiv28-jT3zNDtw3mGWPSfFKUnjbNPYU0IFo4-yo7JgxYKQkh3s10QcZicxboo0qJRCVE-yQ8ooJxUhR9n3pQ8OocuNd603adFbE3w0fpjy1od8XGPeWLhyPtqY-3be1Dhakw8Y7LDGkGIcboMfYFxPb_KLPE5xxB5mJuC1xZscXJP3OMKvHz_BQTcl1bPscQtdxJO7-Tj7-v7dl-XHxeXnD6vlxeXCcKXoopFYSFJz1vKqYqYERuu6gYICMNGCKhuBoEBRrCi2tTC1kZQowUooWoUtPc5WO2_jYaOHYHsIk_Zg9e2BD1caQkq1Q11XNWkI46ZSnLGilNKICkhjVFsSXjbJdb5zDdu6x8agG9Pr70nv3zi71lf-WsuKC1rKJHh1Jwj-2xbjqHsbDXYdOPTbqEvOJeNEySqhLx-gG78N6fMSJYgqlCrILHzxd0b7VP4UOAGvd8Bc1Biw3SOk0HP_6NQ_-rZ_Env2gDV2TGX082Ns97-IG9vh9G-1_vR2tYv4DT9y2QE
CitedBy_id crossref_primary_10_1002_acn3_52218
crossref_primary_10_1080_02713683_2023_2297347
crossref_primary_10_3389_fnins_2024_1393105
crossref_primary_10_1016_j_heliyon_2025_e42627
crossref_primary_10_4103_1673_5374_327364
crossref_primary_10_1186_s12940_024_01110_1
crossref_primary_10_1055_s_0044_1791823
crossref_primary_10_1111_jns_12671
crossref_primary_10_1109_JSEN_2023_3235252
crossref_primary_10_1007_s00125_023_05986_5
crossref_primary_10_1055_s_0043_1763276
crossref_primary_10_3390_s23115003
crossref_primary_10_1097_CM9_0000000000002254
crossref_primary_10_1080_08164622_2024_2401511
crossref_primary_10_3390_jcm11061475
crossref_primary_10_1080_14737175_2023_2247163
crossref_primary_10_1111_jdi_14197
crossref_primary_10_1155_2021_6045677
crossref_primary_10_1530_EC_22_0352
crossref_primary_10_1111_jns_12641
crossref_primary_10_1016_j_jtos_2023_04_003
crossref_primary_10_1136_bmjopen_2022_070017
crossref_primary_10_3390_biomedicines12061303
crossref_primary_10_3390_diagnostics13172793
crossref_primary_10_3389_fendo_2024_1302013
crossref_primary_10_1038_s41531_022_00387_8
crossref_primary_10_1111_jdi_14201
crossref_primary_10_1155_jdr_5902036
crossref_primary_10_1007_s13300_024_01658_8
crossref_primary_10_1177_19322968241279553
crossref_primary_10_1136_bmjdrc_2023_003773
crossref_primary_10_2337_db24_0393
crossref_primary_10_1055_s_0042_1756169
crossref_primary_10_1007_s00592_024_02299_w
Cites_doi 10.1016/j.jtos.2019.08.010
10.1007/s00125-018-4653-8
10.2337/dc13-0193
10.1111/jdi.12171
10.1111/ene.14805
10.1016/j.diabres.2019.03.039
10.1001/jama.283.15.2008
10.1155/2016/3653459
10.1177/1120672120964126
10.1155/2017/6069730
10.1111/jdi.12083
10.1111/jdi.12299
10.2337/dc20-1482
10.1038/s41598-018-23107-w
10.1016/j.diabres.2017.11.026
10.1097/ICO.0000000000000447
10.1016/j.clae.2010.08.007
10.1038/s41598-020-69314-2
10.1097/ICO.0000000000000152
10.2337/dc16-2042
10.1067/mcp.2001.113989
10.2337/dc10-1303
10.2337/dc10-0253
10.1111/dme.13952
10.1371/journal.pone.0142309
10.1016/j.ajo.2019.09.010
10.2337/db13-1819
10.1167/iovs.14-15605
10.1167/iovs.61.3.48
10.1038/s41598-019-45116-z
10.1167/iovs.13-13787
10.1038/s41598-020-60422-7
10.1210/jc.2019-01072
10.1016/j.clinph.2019.09.029
10.1016/j.jdiacomp.2017.04.025
10.1080/02713683.2019.1705984
10.2337/db07-0285
10.2337/dc14-2422
10.1038/s41598-018-21643-z
10.1371/journal.pone.0193452
10.1155/2015/847854
10.2337/dc14-0279
10.1111/j.1464-5491.2011.03299.x
10.1093/ajh/hpz058
10.1007/s00125-003-1086-8
10.2337/dc13-2005
10.1136/bmjdrc-2020-001801
10.1371/journal.pone.0180175
10.1167/iovs.17-23342
10.2337/dc11-1396
10.1016/j.jdiacomp.2018.09.016
10.1111/j.1444-0938.2012.00740.x
10.1016/j.diabres.2014.02.011
10.1136/bjophthalmol-2014-306038
10.1089/dia.2016.0279
10.3390/brainsci9110320
10.2337/dc14-2311
10.2337/dc19-0951
10.2337/dc12-2075
10.1167/iovs.14-15919
10.1007/s00125-019-4897-y
10.2337/dc14-2114
10.1038/s41598-020-78787-0
10.1111/jdi.13313
10.1016/j.jdiacomp.2014.06.007
10.1016/j.jcjd.2015.02.006
ContentType Journal Article
Copyright 2021 The Authors. Journal of Diabetes Investigation published by Asian Association for the Study of Diabetes (AASD) and John Wiley & Sons Australia, Ltd.
2022. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2021 The Authors. Journal of Diabetes Investigation published by Asian Association for the Study of Diabetes (AASD) and John Wiley & Sons Australia, Ltd.
– notice: 2022. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID 24P
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
3V.
7T5
7TM
7X7
7XB
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
FYUFA
GHDGH
H94
K9.
M0S
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
7X8
5PM
DOA
DOI 10.1111/jdi.13643
DatabaseName Wiley Online Library Open Access
CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
ProQuest Central (Corporate)
Immunology Abstracts
Nucleic Acids Abstracts
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
ProQuest Central
ProQuest One
ProQuest Central Korea
Health Research Premium Collection
Health Research Premium Collection (Alumni)
AIDS and Cancer Research Abstracts
ProQuest Health & Medical Complete (Alumni)
Health & Medical Collection (Alumni)
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest One Academic Eastern Edition
Nucleic Acids Abstracts
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
ProQuest Central China
ProQuest Hospital Collection (Alumni)
ProQuest Central
ProQuest Health & Medical Complete
Health Research Premium Collection
ProQuest One Academic UKI Edition
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
AIDS and Cancer Research Abstracts
Immunology Abstracts
ProQuest Central (New)
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList MEDLINE

Publicly Available Content Database
MEDLINE - Academic


Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: 24P
  name: Wiley Online Library Open Access
  url: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  sourceTypes: Publisher
– sequence: 3
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 4
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 5
  dbid: BENPR
  name: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
DocumentTitleAlternate CCM and DPN
EISSN 2040-1124
EndPage 147
ExternalDocumentID oai_doaj_org_article_b7b1d145c795440288c67a1dc9f2152d
PMC8756328
34351711
10_1111_jdi_13643
JDI13643
Genre article
Meta-Analysis
Systematic Review
Journal Article
GeographicLocations United Kingdom--UK
Canada
Japan
GeographicLocations_xml – name: United Kingdom--UK
– name: Canada
– name: Japan
GrantInformation_xml – fundername: Qatar Foundation through the Biomedical Research Program
  funderid: BMRP‐ 5726113101
– fundername: Qatar Foundation through the Biomedical Research Program
  grantid: BMRP- 5726113101
– fundername: Qatar Foundation through the Biomedical Research Program
  grantid: BMRP‐ 5726113101
GroupedDBID ---
05W
0R~
1OC
24P
31~
4.4
50Y
5DZ
5VS
7X7
8-0
8-1
8FI
8FJ
AAHHS
AANHP
AAZKR
ABDBF
ABJNI
ABUWG
ACBWZ
ACCFJ
ACCMX
ACGFO
ACPRK
ACRPL
ACUHS
ACXQS
ACYXJ
ADBBV
ADKYN
ADNMO
ADPDF
ADRAZ
ADZMN
AEEZP
AEGXH
AENEX
AEQDE
AFKRA
AHMBA
AIAGR
AIWBW
AJBDE
ALIPV
ALMA_UNASSIGNED_HOLDINGS
ALUQN
AOIJS
ASPBG
AVUZU
AVWKF
AZFZN
BAWUL
BCNDV
BDRZF
BENPR
BPHCQ
BVXVI
CAG
CCPQU
COF
DIK
EBD
EBS
EJD
FYUFA
GODZA
GROUPED_DOAJ
GX1
HMCUK
HYE
HZ~
KQ8
LH4
LW6
M48
MY.
O9-
OK1
OVD
PIMPY
PQQKQ
PROAC
RPM
RX1
SUPJJ
TEORI
UKHRP
WIN
AAYXX
AGQPQ
CITATION
PHGZM
PHGZT
AAMMB
AEFGJ
AGXDD
AIDQK
AIDYY
CGR
CUY
CVF
ECM
EIF
NPM
3V.
7T5
7TM
7XB
8FK
AZQEC
DWQXO
H94
K9.
PKEHL
PQEST
PQUKI
PRINS
7X8
5PM
PUEGO
ID FETCH-LOGICAL-c5993-d8e081b54f5774c2a43bbda03aa46fa92d6ea9a93e73efb6cbc8319642a0f9ef3
IEDL.DBID M48
ISSN 2040-1116
2040-1124
IngestDate Wed Aug 27 01:29:04 EDT 2025
Thu Aug 21 13:53:25 EDT 2025
Fri Jul 11 11:47:51 EDT 2025
Fri Jul 25 02:48:05 EDT 2025
Mon Jul 21 06:05:56 EDT 2025
Tue Jul 01 02:48:48 EDT 2025
Thu Apr 24 23:07:03 EDT 2025
Wed Jan 22 16:26:36 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Diabetic peripheral neuropathy
CCM
Diagnosis
Language English
License Attribution-NonCommercial-NoDerivs
2021 The Authors. Journal of Diabetes Investigation published by Asian Association for the Study of Diabetes (AASD) and John Wiley & Sons Australia, Ltd.
This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c5993-d8e081b54f5774c2a43bbda03aa46fa92d6ea9a93e73efb6cbc8319642a0f9ef3
Notes ObjectType-Article-2
SourceType-Scholarly Journals-1
content type line 14
ObjectType-Feature-3
ObjectType-Evidence Based Healthcare-1
ObjectType-Article-1
ObjectType-Feature-2
content type line 23
ObjectType-Undefined-3
ORCID 0000-0002-6936-1248
0000-0003-4647-6672
0000-0002-7188-8903
OpenAccessLink https://www.proquest.com/docview/2619099018?pq-origsite=%requestingapplication%
PMID 34351711
PQID 2619099018
PQPubID 1006415
PageCount 14
ParticipantIDs doaj_primary_oai_doaj_org_article_b7b1d145c795440288c67a1dc9f2152d
pubmedcentral_primary_oai_pubmedcentral_nih_gov_8756328
proquest_miscellaneous_2558451987
proquest_journals_2619099018
pubmed_primary_34351711
crossref_primary_10_1111_jdi_13643
crossref_citationtrail_10_1111_jdi_13643
wiley_primary_10_1111_jdi_13643_JDI13643
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate January 2022
PublicationDateYYYYMMDD 2022-01-01
PublicationDate_xml – month: 01
  year: 2022
  text: January 2022
PublicationDecade 2020
PublicationPlace Japan
PublicationPlace_xml – name: Japan
– name: Richmond
– name: Hoboken
PublicationTitle Journal of diabetes investigation
PublicationTitleAlternate J Diabetes Investig
PublicationYear 2022
Publisher John Wiley & Sons, Inc
John Wiley and Sons Inc
Wiley
Publisher_xml – name: John Wiley & Sons, Inc
– name: John Wiley and Sons Inc
– name: Wiley
References 2017; 40
2015; 34
2015; 39
2015; 38
2013; 4
2020; 61
2021; 28
2019; 17
2016; 100
2016; 2016
2020; 11
2014; 28
2020; 10
2014; 63
2012; 95
2020; 209
2020; 8
2017; 31
2018; 8
2014; 5
2019; 62
2020; 131
2018; 136
2003; 46
2000; 283
2020; 45
2020; 43
2011; 28
2019; 151
2018; 32
2014; 55
2010; 33
2015; 56
2019; 9
2015; 6
2021; 44
2017; 2017
2019; 32
2015; 10
2019; 104
2020; 37
2011; 34
2018; 61
2016; 18
2012; 35
2007; 56
2001; 69
2013; 36
2020
2017; 12
2015; 2015
2014; 37
2018; 59
2014; 33
2014; 104
2018; 13
e_1_2_8_28_1
e_1_2_8_24_1
e_1_2_8_47_1
e_1_2_8_26_1
e_1_2_8_49_1
e_1_2_8_68_1
e_1_2_8_3_1
e_1_2_8_5_1
e_1_2_8_7_1
e_1_2_8_9_1
e_1_2_8_20_1
e_1_2_8_43_1
e_1_2_8_66_1
e_1_2_8_22_1
e_1_2_8_45_1
e_1_2_8_64_1
e_1_2_8_62_1
e_1_2_8_41_1
e_1_2_8_60_1
e_1_2_8_17_1
e_1_2_8_19_1
e_1_2_8_13_1
e_1_2_8_36_1
e_1_2_8_59_1
e_1_2_8_15_1
e_1_2_8_38_1
e_1_2_8_57_1
e_1_2_8_70_1
e_1_2_8_32_1
e_1_2_8_55_1
e_1_2_8_11_1
e_1_2_8_34_1
e_1_2_8_53_1
e_1_2_8_51_1
e_1_2_8_30_1
e_1_2_8_29_1
e_1_2_8_25_1
e_1_2_8_46_1
e_1_2_8_27_1
e_1_2_8_48_1
e_1_2_8_69_1
e_1_2_8_2_1
e_1_2_8_4_1
e_1_2_8_6_1
e_1_2_8_8_1
e_1_2_8_21_1
e_1_2_8_42_1
e_1_2_8_67_1
e_1_2_8_23_1
e_1_2_8_44_1
e_1_2_8_65_1
e_1_2_8_63_1
e_1_2_8_40_1
e_1_2_8_61_1
e_1_2_8_18_1
e_1_2_8_39_1
e_1_2_8_14_1
e_1_2_8_35_1
e_1_2_8_16_1
e_1_2_8_37_1
e_1_2_8_58_1
e_1_2_8_10_1
e_1_2_8_31_1
e_1_2_8_56_1
e_1_2_8_12_1
e_1_2_8_33_1
e_1_2_8_54_1
e_1_2_8_52_1
e_1_2_8_50_1
e_1_2_8_71_1
References_xml – volume: 46
  start-page: 683
  year: 2003
  end-page: 688
  article-title: Corneal confocal microscopy: a non‐invasive surrogate of nerve fibre damage and repair in diabetic patients
  publication-title: Diabetologia
– volume: 4
  start-page: 492
  year: 2013
  end-page: 501
  article-title: Morphometric features of corneal epithelial basal cells, and their relationship with corneal nerve pathology and clinical factors in patients with type 2 diabetes
  publication-title: J Diabetes Investig
– volume: 2015
  start-page: 847854
  year: 2015
  article-title: Automated quantification of neuropad improves its diagnostic ability in patients with diabetic neuropathy
  publication-title: J Diabetes Res
– volume: 8
  start-page: 4734
  year: 2018
  article-title: Corneal nerve fiber size adds utility to the diagnosis and assessment of therapeutic response in patients with small fiber neuropathy
  publication-title: Sci Rep
– volume: 36
  start-page: 3646
  year: 2013
  end-page: 3651
  article-title: Corneal nerve loss detected with corneal confocal microscopy is symmetrical and related to the severity of diabetic polyneuropathy
  publication-title: Diabetes Care
– volume: 283
  start-page: 2008
  year: 2000
  end-page: 2012
  article-title: Meta‐analysis of observational studies in epidemiology: a proposal for reporting. Meta‐analysis of observational studies in epidemiology (MOOSE) group
  publication-title: JAMA
– volume: 33
  start-page: 1792
  year: 2010
  end-page: 1797
  article-title: Corneal confocal microscopy: a novel noninvasive test to diagnose and stratify the severity of human diabetic neuropathy
  publication-title: Diabetes Care
– volume: 95
  start-page: 348
  year: 2012
  end-page: 354
  article-title: Utility of corneal confocal microscopy for assessing mild diabetic neuropathy: baseline findings of the LANDMark study
  publication-title: Clin Exp Optom
– volume: 18
  start-page: 800
  year: 2016
  end-page: 805
  article-title: NerveCheck for the detection of sensory loss and neuropathic pain in diabetes
  publication-title: Diabetes Technol Ther
– volume: 100
  start-page: 9
  year: 2016
  end-page: 14
  article-title: Corneal confocal microscopy for assessment of diabetic peripheral neuropathy: a meta‐analysis
  publication-title: Br J Ophthalmol
– volume: 104
  start-page: 248
  year: 2014
  end-page: 256
  article-title: Longitudinal assessment of neuropathy in type 1 diabetes using novel ophthalmic markers (LANDMark): study design and baseline characteristics
  publication-title: Diabetes Res Clin Pract
– volume: 34
  start-page: 756
  year: 2015
  end-page: 761
  article-title: Utility of assessing nerve morphology in central cornea versus whorl area for diagnosing diabetic peripheral neuropathy
  publication-title: Cornea
– volume: 136
  start-page: 85
  year: 2018
  end-page: 92
  article-title: Corneal confocal microscopy as a non‐invasive test to assess diabetic peripheral neuropathy
  publication-title: Diabetes Res Clin Pract
– volume: 43
  start-page: 1829
  year: 2020
  end-page: 1835
  article-title: Rapid corneal nerve fiber loss: a marker of diabetic neuropathy onset and progression
  publication-title: Diabetes Care
– volume: 59
  start-page: 1113
  year: 2018
  end-page: 1118
  article-title: Corneal nerve fractal dimension: a novel corneal nerve metric for the diagnosis of diabetic sensorimotor polyneuropathy
  publication-title: Investig Ophthalmol Vis Sci
– volume: 36
  start-page: 2748
  year: 2013
  end-page: 2755
  article-title: Structure‐function relationship between corneal nerves and conventional small‐fiber tests in type 1 diabetes
  publication-title: Diabetes Care
– volume: 56
  start-page: 2498
  year: 2015
  end-page: 2504
  article-title: The inferior whorl for detecting diabetic peripheral neuropathy using corneal confocal microscopy
  publication-title: Investig Ophthalmol Vis Sci
– volume: 35
  start-page: 821
  year: 2012
  end-page: 828
  article-title: Detection of diabetic sensorimotor polyneuropathy by corneal confocal microscopy in type 1 diabetes: a concurrent validity study
  publication-title: Diabetes Care
– volume: 44
  start-page: 150
  year: 2021
  end-page: 156
  article-title: Diagnosis of neuropathy and risk factors for corneal nerve loss in type 1 and type 2 diabetes: a corneal confocal microscopy study
  publication-title: Diabetes Care
– volume: 32
  start-page: 796
  year: 2019
  end-page: 803
  article-title: Hypertension contributes to neuropathy in patients with type 1 diabetes
  publication-title: Am J Hypertens
– volume: 40
  start-page: 136
  year: 2017
  end-page: 154
  article-title: Diabetic neuropathy: a position statement by the American Diabetes Association
  publication-title: Diabetes Care
– volume: 62
  start-page: 1478
  year: 2019
  end-page: 1487
  article-title: Early nerve fibre regeneration in individuals with type 1 diabetes after simultaneous pancreas and kidney transplantation
  publication-title: Diabetologia
– volume: 12
  year: 2017
  article-title: Diagnostic utility of corneal confocal microscopy and intra‐epidermal nerve fibre density in diabetic neuropathy
  publication-title: PLoS One
– volume: 55
  start-page: 2071
  year: 2014
  end-page: 2078
  article-title: Rapid automated diagnosis of diabetic peripheral neuropathy with corneal confocal microscopy
  publication-title: Investig Ophthalmol Vis Sci
– volume: 11
  start-page: 1594
  year: 2020
  end-page: 1601
  article-title: Corneal nerve loss in children with type 1 diabetes mellitus without retinopathy or microalbuminuria
  publication-title: J Diabetes Investig
– volume: 37
  start-page: 2643
  year: 2014
  end-page: 2646
  article-title: Corneal confocal microscopy detects neuropathy in subjects with impaired glucose tolerance
  publication-title: Diabetes Care
– volume: 9
  start-page: 320
  year: 2019
  article-title: C‐fiber assays in the cornea vs. skin
  publication-title: Brain Sci
– volume: 28
  start-page: 1253
  year: 2011
  end-page: 1260
  article-title: Reproducibility of corneal confocal microscopy as a novel screening test for early diabetic sensorimotor polyneuropathy
  publication-title: Diabet Med
– volume: 10
  year: 2015
  article-title: Reproducibility of in vivo corneal confocal microscopy using an automated analysis program for detection of diabetic sensorimotor polyneuropathy
  publication-title: PLoS One
– volume: 63
  start-page: 2454
  year: 2014
  end-page: 2463
  article-title: Early detection of nerve fiber loss by corneal confocal microscopy and skin biopsy in recently diagnosed type 2 diabetes
  publication-title: Diabetes
– volume: 5
  start-page: 588
  year: 2014
  end-page: 596
  article-title: Correlation between sudomotor function, sweat gland duct size and corneal nerve fiber pathology in patients with type 2 diabetes mellitus
  publication-title: J Diabetes Investig
– volume: 45
  start-page: 921
  year: 2020
  end-page: 930
  article-title: A comparative study on the diagnostic utility of corneal confocal microscopy and tear neuromediator levels in diabetic peripheral neuropathy
  publication-title: Curr Eye Res
– volume: 8
  start-page: 3283
  year: 2018
  article-title: Greater corneal nerve loss at the inferior whorl is related to the presence of diabetic neuropathy and painful diabetic neuropathy
  publication-title: Sci Rep
– volume: 28
  start-page: 658
  year: 2014
  end-page: 661
  article-title: Differential reduction in corneal nerve fiber length in patients with type 1 or type 2 diabetes mellitus
  publication-title: J Diabetes Complicat
– volume: 61
  start-page: 1856
  year: 2018
  end-page: 1861
  article-title: Corneal confocal microscopy for identification of diabetic sensorimotor polyneuropathy: a pooled multinational consortium study
  publication-title: Diabetologia
– volume: 6
  start-page: 334
  year: 2015
  end-page: 342
  article-title: Morphological changes of the peripheral nerves evaluated by high‐resolution ultrasonography are associated with the severity of diabetic neuropathy, but not corneal nerve fiber pathology in patients with type 2 diabetes
  publication-title: J Diabetes Investig
– volume: 38
  start-page: 838
  year: 2015
  end-page: 843
  article-title: Normative values for corneal nerve morphology assessed using corneal confocal microscopy: a multinational normative data set
  publication-title: Diabetes Care
– volume: 151
  start-page: 33
  year: 2019
  end-page: 38
  article-title: Quantitative analysis of corneal nerve fibers in type 2 diabetics with and without diabetic peripheral neuropathy: comparison of manual and automated assessments
  publication-title: Diabetes Res Clin Pract
– volume: 31
  start-page: 1325
  year: 2017
  end-page: 1327
  article-title: Corneal confocal microscopy best identifies the development and progression of neuropathy in patients with type 1 diabetes
  publication-title: J Diabetes Complicat
– volume: 69
  start-page: 89
  year: 2001
  end-page: 95
  article-title: Biomarkers and surrogate endpoints: preferred definitions and conceptual framework
  publication-title: Clin Pharmacol Ther
– volume: 37
  start-page: 1418
  year: 2014
  end-page: 1424
  article-title: Does the prevailing hypothesis that small‐fiber dysfunction precedes large‐fiber dysfunction apply to type 1 diabetic patients?
  publication-title: Diabetes Care
– volume: 8
  year: 2020
  article-title: Corneal confocal microscopy compared with quantitative sensory testing and nerve conduction for diagnosing and stratifying the severity of diabetic peripheral neuropathy
  publication-title: BMJ Open Diabetes Res Care
– volume: 10
  start-page: 21770
  year: 2020
  article-title: Performance analysis of noninvasive electrophysiological methods for the assessment of diabetic sensorimotor polyneuropathy in clinical research: a systematic review and meta‐analysis with trial sequential analysis
  publication-title: Sci Rep
– volume: 34
  start-page: 7
  year: 2011
  end-page: 11
  article-title: Increased Langerhan cell density and corneal nerve damage in diabetic patients: role of immune mechanisms in human diabetic neuropathy
  publication-title: Cont Lens Anterior Eye
– volume: 38
  start-page: 1138
  year: 2015
  end-page: 1144
  article-title: Small nerve fiber quantification in the diagnosis of diabetic sensorimotor polyneuropathy: comparing corneal confocal microscopy with intraepidermal nerve fiber density
  publication-title: Diabetes Care
– volume: 32
  start-page: 1153
  year: 2018
  end-page: 1159
  article-title: Corneal confocal microscopy as a tool for detecting diabetic polyneuropathy in a cohort with screen‐detected type 2 diabetes: ADDITION‐Denmark
  publication-title: J Diabetes Complicat
– year: 2020
  article-title: Association between alterations of corneal sub‐basal nerve plexus analyzed with confocal microscopy and long‐term glycemic variability
  publication-title: Eur J Ophthalmol
– volume: 33
  start-page: 2285
  year: 2010
  end-page: 2293
  article-title: Diabetic neuropathies: update on definitions, diagnostic criteria, estimation of severity, and treatments
  publication-title: Diabetes Care
– volume: 39
  start-page: 390
  year: 2015
  end-page: 397
  article-title: corneal confocal microscopy and prediction of future‐incident neuropathy in type 1 diabetes: a preliminary longitudinal analysis
  publication-title: Can J Diabetes
– volume: 38
  start-page: 671
  year: 2015
  end-page: 675
  article-title: Corneal confocal microscopy predicts 4‐year incident peripheral neuropathy in type 1 diabetes
  publication-title: Diabetes Care
– volume: 33
  start-page: 696
  year: 2014
  end-page: 702
  article-title: Fully automated, semiautomated, and manual morphometric analysis of corneal subbasal nerve plexus in individuals with and without diabetes
  publication-title: Cornea
– volume: 104
  start-page: 6220
  year: 2019
  end-page: 6228
  article-title: Augmented corneal nerve fiber branching in painful compared with painless diabetic neuropathy
  publication-title: J Clin Endocrinol Metab
– volume: 28
  start-page: 2074
  year: 2021
  end-page: 2082
  article-title: Impact of the metabolic syndrome on peripheral nerve structure and function in type 2 diabetes
  publication-title: Eur J Neurol
– volume: 55
  start-page: 7982
  year: 2014
  end-page: 7990
  article-title: Natural history of corneal nerve morphology in mild neuropathy associated with type 1 diabetes: development of a potential measure of diabetic peripheral neuropathy
  publication-title: Investig Ophthalmol Vis Sci
– volume: 17
  start-page: 690
  year: 2019
  end-page: 698
  article-title: Tear film substance P: a potential biomarker for diabetic peripheral neuropathy
  publication-title: Ocul Surf
– volume: 2016
  start-page: 3653459
  year: 2016
  article-title: The expanded bead size of corneal c‐nerve fibers visualized by corneal confocal microscopy is associated with slow conduction velocity of the peripheral nerves in patients with type 2 diabetes mellitus
  publication-title: J Diabetes Res
– volume: 56
  start-page: 2148
  year: 2007
  end-page: 2154
  article-title: Surrogate markers of small fiber damage in human diabetic neuropathy
  publication-title: Diabetes
– volume: 131
  start-page: 145
  year: 2020
  end-page: 154
  article-title: Association of corneal nerve loss with markers of axonal ion channel dysfunction in type 1 diabetes
  publication-title: Clin Neurophysiol
– volume: 13
  year: 2018
  article-title: The influence of age, anthropometric and metabolic variables on LDIFLARE and corneal confocal microscopy in healthy individuals
  publication-title: PLoS One
– volume: 10
  start-page: 3371
  year: 2020
  article-title: Corneal confocal microscopy detects small nerve fibre damage in patients with painful diabetic neuropathy
  publication-title: Sci Rep
– volume: 2017
  start-page: 6069730
  year: 2017
  article-title: The preferential impairment of pupil constriction stimulated by blue light in patients with type 2 diabetes without autonomic neuropathy
  publication-title: J Diabetes Res
– volume: 9
  start-page: 8758
  year: 2019
  article-title: Early corneal nerve fibre damage and increased Langerhans cell density in children with type 1 diabetes mellitus
  publication-title: Sci Rep
– volume: 61
  start-page: 48
  year: 2020
  article-title: Diabetic neuropathy is characterized by progressive corneal nerve fiber loss in the central and inferior whorl regions
  publication-title: Investig Ophthalmol Vis Sci
– volume: 10
  start-page: 12550
  year: 2020
  article-title: An unbiased stereological method for corneal confocal microscopy in patients with diabetic polyneuropathy
  publication-title: Sci Rep
– volume: 37
  start-page: 326
  year: 2020
  end-page: 334
  article-title: Relationship between corneal confocal microscopy and markers of peripheral nerve structure and function in type 2 diabetes
  publication-title: Diabet Med
– volume: 209
  start-page: 197
  year: 2020
  end-page: 205
  article-title: Retinal and corneal neurodegeneration and their association with systemic signs of peripheral neuropathy in type 2 diabetes
  publication-title: Am J Ophthalmol
– ident: e_1_2_8_45_1
  doi: 10.1016/j.jtos.2019.08.010
– ident: e_1_2_8_31_1
– ident: e_1_2_8_6_1
  doi: 10.1007/s00125-018-4653-8
– ident: e_1_2_8_38_1
  doi: 10.2337/dc13-0193
– ident: e_1_2_8_19_1
  doi: 10.1111/jdi.12171
– ident: e_1_2_8_69_1
  doi: 10.1111/ene.14805
– ident: e_1_2_8_52_1
  doi: 10.1016/j.diabres.2019.03.039
– ident: e_1_2_8_16_1
  doi: 10.1001/jama.283.15.2008
– ident: e_1_2_8_23_1
  doi: 10.1155/2016/3653459
– ident: e_1_2_8_68_1
  doi: 10.1177/1120672120964126
– ident: e_1_2_8_21_1
  doi: 10.1155/2017/6069730
– ident: e_1_2_8_51_1
  doi: 10.1111/jdi.12083
– ident: e_1_2_8_20_1
  doi: 10.1111/jdi.12299
– ident: e_1_2_8_8_1
  doi: 10.2337/dc20-1482
– ident: e_1_2_8_22_1
  doi: 10.1038/s41598-018-23107-w
– ident: e_1_2_8_24_1
  doi: 10.1016/j.diabres.2017.11.026
– ident: e_1_2_8_49_1
  doi: 10.1097/ICO.0000000000000447
– ident: e_1_2_8_26_1
  doi: 10.1016/j.clae.2010.08.007
– ident: e_1_2_8_66_1
  doi: 10.1038/s41598-020-69314-2
– ident: e_1_2_8_48_1
  doi: 10.1097/ICO.0000000000000152
– ident: e_1_2_8_2_1
  doi: 10.2337/dc16-2042
– ident: e_1_2_8_62_1
  doi: 10.1067/mcp.2001.113989
– ident: e_1_2_8_3_1
  doi: 10.2337/dc10-1303
– ident: e_1_2_8_41_1
  doi: 10.2337/dc10-0253
– ident: e_1_2_8_58_1
  doi: 10.1111/dme.13952
– ident: e_1_2_8_33_1
  doi: 10.1371/journal.pone.0142309
– ident: e_1_2_8_59_1
  doi: 10.1016/j.ajo.2019.09.010
– ident: e_1_2_8_18_1
– ident: e_1_2_8_56_1
  doi: 10.2337/db13-1819
– ident: e_1_2_8_46_1
  doi: 10.1167/iovs.14-15605
– ident: e_1_2_8_64_1
  doi: 10.1167/iovs.61.3.48
– ident: e_1_2_8_57_1
  doi: 10.1038/s41598-019-45116-z
– ident: e_1_2_8_39_1
  doi: 10.1167/iovs.13-13787
– ident: e_1_2_8_29_1
  doi: 10.1038/s41598-020-60422-7
– ident: e_1_2_8_28_1
  doi: 10.1210/jc.2019-01072
– ident: e_1_2_8_50_1
  doi: 10.1016/j.clinph.2019.09.029
– ident: e_1_2_8_61_1
  doi: 10.1016/j.jdiacomp.2017.04.025
– ident: e_1_2_8_44_1
  doi: 10.1080/02713683.2019.1705984
– ident: e_1_2_8_25_1
  doi: 10.2337/db07-0285
– ident: e_1_2_8_9_1
  doi: 10.2337/dc14-2422
– ident: e_1_2_8_17_1
– ident: e_1_2_8_42_1
  doi: 10.1038/s41598-018-21643-z
– ident: e_1_2_8_67_1
  doi: 10.1371/journal.pone.0193452
– ident: e_1_2_8_40_1
  doi: 10.1155/2015/847854
– ident: e_1_2_8_55_1
  doi: 10.2337/dc14-0279
– ident: e_1_2_8_27_1
  doi: 10.1111/j.1464-5491.2011.03299.x
– ident: e_1_2_8_70_1
  doi: 10.1093/ajh/hpz058
– ident: e_1_2_8_5_1
  doi: 10.1007/s00125-003-1086-8
– ident: e_1_2_8_4_1
  doi: 10.2337/dc13-2005
– ident: e_1_2_8_7_1
  doi: 10.1136/bmjdrc-2020-001801
– ident: e_1_2_8_10_1
  doi: 10.1371/journal.pone.0180175
– ident: e_1_2_8_36_1
  doi: 10.1167/iovs.17-23342
– ident: e_1_2_8_32_1
  doi: 10.2337/dc11-1396
– ident: e_1_2_8_13_1
  doi: 10.1016/j.jdiacomp.2018.09.016
– ident: e_1_2_8_47_1
  doi: 10.1111/j.1444-0938.2012.00740.x
– ident: e_1_2_8_53_1
  doi: 10.1016/j.diabres.2014.02.011
– ident: e_1_2_8_63_1
  doi: 10.1136/bjophthalmol-2014-306038
– ident: e_1_2_8_43_1
  doi: 10.1089/dia.2016.0279
– ident: e_1_2_8_60_1
  doi: 10.3390/brainsci9110320
– ident: e_1_2_8_54_1
  doi: 10.2337/dc14-2311
– ident: e_1_2_8_12_1
  doi: 10.2337/dc19-0951
– ident: e_1_2_8_30_1
– ident: e_1_2_8_34_1
  doi: 10.2337/dc12-2075
– ident: e_1_2_8_37_1
  doi: 10.1167/iovs.14-15919
– ident: e_1_2_8_35_1
  doi: 10.1007/s00125-019-4897-y
– ident: e_1_2_8_71_1
  doi: 10.2337/dc14-2114
– ident: e_1_2_8_15_1
  doi: 10.1038/s41598-020-78787-0
– ident: e_1_2_8_65_1
  doi: 10.1111/jdi.13313
– ident: e_1_2_8_14_1
  doi: 10.1016/j.jdiacomp.2014.06.007
– ident: e_1_2_8_11_1
  doi: 10.1016/j.jcjd.2015.02.006
SSID ssj0000388667
Score 2.4426253
SecondaryResourceType review_article
Snippet ABSTRACT Introduction Corneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small...
Corneal confocal microscopy (CCM) is a rapid non-invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies suggest that...
IntroductionCorneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small studies...
This meta‐analysis of ~4,000 participants shows that corneal confocal microscopy is a rapid objective ophthalmic technique for the assessment of subclinical...
ABSTRACT Introduction Corneal confocal microscopy (CCM) is a rapid non‐invasive ophthalmic imaging technique that identifies corneal nerve fiber damage. Small...
SourceID doaj
pubmedcentral
proquest
pubmed
crossref
wiley
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 134
SubjectTerms Adult
Aged
Bias
CCM
Confocal microscopy
Cornea
Cornea - diagnostic imaging
Cornea - innervation
Diabetes
Diabetes mellitus
Diabetic Neuropathies - diagnosis
Diabetic neuropathy
Diabetic peripheral neuropathy
Diagnosis
Female
Humans
Male
Meta-analysis
Microscopy
Microscopy, Confocal - methods
Microscopy, Confocal - statistics & numerical data
Middle Aged
Nerve Fibers - pathology
Original
Patients
Peripheral neuropathy
Predictive Value of Tests
Reproducibility of Results
Software
Subject heading schemes
Systematic review
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3LTt0wELUqFqgb1Bc0La1cxKKbiCR-hh3QIkCCVZHYRX5FjQS5FVyksusn9Bv7JcxMQnqvStVNd1E8jhx7xj5jj88wtg0IH1y0WIGJh5hLE8vclybmXmBmC10lRUTap2f66FyeXKiLhVRfGBM20AMPHbfjjS9jKVUwtZLg7FgbtHFlDHWLKVkjzr6w5i04UzQHC2s1pY-tMGQODFqPtEIUxhM7DO-SYmkxIs7-x4Dmn_GSiziWFqLDZ2xtRJB8b2j5c_Yk9S_Y6ul4Rv6SfT-YXfcA_zh4ui2uVPwKg-7w-skdB4jKAfLxOETYdTd81vJh_7ULHFmPiWbgkhPPJaYrvtvle_w33zMf7rpw10d-lebu14-fbuQ1ecXODz9_OTjKx_wKeVAYthdtAkDglWwVgMBQOSm8j64QzkndurqKOrna1SIZkVqvgw-WCLwqV7R1asU6W-lnfXrNeDABqslYBAufi1BNFgDVpKmNK5S1Gfv40NFNGMnHMQfGZTM5IbFraEwytjWJfhsYNx4T2sfRmgSQJJtegOo0o-o0_1KdjG0-jHUzWu5Ngx4lHRZCmz9MxWBzeJDi-jS7BRkFsE3hdk3GNgbVmFoiAH-WpiwzZpaUZqmpyyV995V4vcF11KLCviL1-vvfNyefjunhzf_ohrfsaYV3OmhfaZOtzK9v0ztAWnP_nozqHgkZJkU
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: Health & Medical Collection
  dbid: 7X7
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Nb9QwEB1BkRAX1PIZaJFBHLhEJLEdJ1xQKVSlUjlRaW-Rv0IjtUnZ3Ur0xk_gN_aXMON4U1YUblHsRHHssd-Mn98AvEaEjy6aK9DErUuFcnlqcuVSwymzRVl4GYS0j76UB8ficCZnMeC2iLTK1ZwYJmo3WIqRvyWkHzZxqvfn31PKGkW7qzGFxm24Q9JlROlSMzXFWEjppAxJZAsizqFZl1FcKJB5XEckL8HXlqSg3H8T3PybNfknmg3L0f4m3I84ku2OHb8Ft3z_AO4exZ3yh_Bjb5j3CAIZ-rstrVfsjKh3dAjlkiFQZQj8mBt5dt2CDS0bo7CdZaR9HMQGTllQu6SkxZfv2C67Vn1m44kXpnvHzvxSX_38paO6ySM43v_0de8gjVkWUiuJvOcqj7DASNFKhIK20IIb43TGtRZlq-vClV7XuuZecd-a0hpbBRmvQmdt7Vv-GDb6ofdPgVll8THhMlvh6xw-JjIEbELVSmeyqhJ4s_rRjY0S5JQJ47SZXBHXNaFPEng1VT0fdTduqvSBemuqQFLZ4cYw_9ZEy2uMMrnLhbSqlgK95aqypdK5s3VLOX1dAturvm6i_S6a69GWwMupGC2PtlN074cLrCMRvEkK2iTwZBwa05dwRKG5yvME1NqgWfvU9ZK-Ownq3uhAlrygfxWG179b3xx-_Bwunv2_Bc_hXkFnNkLcaBs2lvMLv4NIamleBHP5DUcjHnY
  priority: 102
  providerName: ProQuest
– databaseName: Wiley Online Library Open Access
  dbid: 24P
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1ba9VAEB5qBfFFvButsooPvgSSvSb6VKulFio-WOhb2Fs00CZyzinYN3-Cv9Ff4swmJ_ZgBd9CMhs2uzvZb2ZnvgF4iQgfTbTAUcV9yKUJZe5KE3InqLKF5lElIu2jj_rgWB6eqJMteLPOhRn5IWaHG2lG-l-Tglu3vKzkoaMYLSmuwXVKrSXifC4_zQ4WojnRqYIsp6g5bKQnZqEUybNuvbEfJdr-q7Dm3yGTl6Fs2ov2b8OtCUSy3XHW78BW7O_CjaPpmPwefN8bFj0iQIbGbkubFTujuDvKQLlgiFIZoj4WxiC7bsmGlo0u2M4zIj5OTAOnLFFdUsXii9dsl_2hfGZjuguzfWBncWV__fhpJ2qT-3C8__7z3kE-lVjIvaLIvVBFxAROyVYhDvTcSuFcsIWwVurW1jzoaGtbi2hEbJ32zleJw4vboq1jKx7Adj_08REwbzw2k6HwFb4uYDNZIFqTpja2UFWVwav1QDd-4h-nMhinzWyHhK5Jc5LBi1n020i6cZXQW5qtWYB4stONYfGlmdSuccaVoZTKm1pJNJWrymtjy-Drlgr6hgx21nPdTMq7bMioTOeF2Ofn82NUOzpLsX0czlFGIXJT5LHJ4OG4NOaeCISgpSnLDMzGotno6uaTvvuaqL3RetSC01il5fXvr28O331IF4__X_QJ3OSUvJEcSDuwvVqcx6cIqVbuWVKd37tfHl4
  priority: 102
  providerName: Wiley-Blackwell
Title Corneal confocal microscopy for the diagnosis of diabetic peripheral neuropathy: A systematic review and meta‐analysis
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2Fjdi.13643
https://www.ncbi.nlm.nih.gov/pubmed/34351711
https://www.proquest.com/docview/2619099018
https://www.proquest.com/docview/2558451987
https://pubmed.ncbi.nlm.nih.gov/PMC8756328
https://doaj.org/article/b7b1d145c795440288c67a1dc9f2152d
Volume 13
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3da9RAEB_6AeKL-G20Hqv44EvkkuxmE0GkrS21cKWIB_cW9is1cE30eoXem3-Cf6N_iTObXDR4gi8hZHfDZnYm-5vd2d8AvEKEjy6ajdHEjQ25tFGoI2lDnVBmizR2whNpT87Skyk_nYnZFqxzbHYCvNro2lE-qeli_ubm2-o9Gvy7PirHVhStxZNt2MUJSZJ9TjqU73_ISZalPpdsTPFz2CTtOIYGrQczkyfw34Q6_w6e_BPU-lnp-C7c6eAk22_H_x5sufo-3Jp0G-YP4OawWdSIBRm6vSVNW-ySIvDoLMqKIV5liP-YbcPtqivWlKxdjK0MIwpkzzkwZ570knIXr96yffab_Jm1B1-Yqi27dEv18_sP1ZGcPITp8dHnw5OwS7YQGkExfDZziA604KVARGhixROtrRonSvG0VHlsU6dylSdOJq7UqdEm82xesRqXuSuTR7BTN7V7AsxIg824HZsMX2exGR8jbuMyl2ossiyA12tBF6ZjIqeEGPOi90hsVfgxCeBlX_VrS7-xqdIBjVZfgRiz_YNmcVF0BlhoqSMbcWFkLjg6zVlmUqkia_KSUvvaAPbWY12stbAg99LvHGKfX_TFaIC0q6Jq11xjHYEYTtDaTQCPW9Xoe5IgGEV9jAKQA6UZdHVYUldfPMk3-pFpEpOsvHr9--uL0w8f_c3T_5HVM7gd0wEOv4i0BzvLxbV7jrBqqUewHfNzvMqZHMHuwdHZ-aeRX6IYeXP6BZXlJl4
linkProvider Scholars Portal
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3bbtQwEB2VrQS8IO4EChgEEi8RuThxgoRQr9ptuyuEWqlvwbEdiNQmZXcr2Dc-gS_ho_gSZpxLWVF461uU2FaSmbHPjMdnAF4gwkcXTQdo4kq7XGjfzX2h3TykyhZxYCJLpD2exMNDvnsUHa3Az-4sDKVVdnOinah1rShG_pqQvt3ESd6dfnGpahTtrnYlNBq12DOLr-iyzd6OtlC-L4NgZ_tgc-i2VQVcFVGymk4MLoN5xIsIoY8KJA_zXEsvlJLHhUwDHRuZyjQ0IjRFHqtcJZa2KpBekZoixHGvwCoP0ZUZwOrG9uT9hz6qQ9wqsS1bG1CqHk4kcUtnZNOHdElpZTxcWgRtrYCLAO7feZp_4me7AO7chBstcmXrjardghVT3Yar43Zv_g5826ynFcJOhh52QSskO6FkPzr2smAIjRlCTaabzL5yxuqCNXHfUjFiW7b0BsfM8mtSmeTFG7bOznmmWXPGhslKsxMzl7--_5Atn8pdOLwUCdyDQVVX5gEwJRR249pTCQ6nsRv3ECJykQrpRUniwKvuR2eqJT2n2hvHWe_86DKzMnHged_0tGH6uKjRBkmrb0Dk3PZGPf2Utbae5SL3tc8jJdKIo3-eJCoW0tcqLaiKsHZgrZN11s4Ys-xcvx141j9GW6cNHFmZ-gzbRAgXIwoTOXC_UY3-TULEvb7wfQfEktIsveryk6r8bPnE0WWNw4D-lVWvf399trs1shcP__8FT-Ha8GC8n-2PJnuP4HpAJ0Zs1GoNBvPpmXmMOG6eP2mNh8HHy7bX3zAyXe8
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3NbtQwEB6VIlVcEP8NLWAQSFyi5seOEySESpdVt6UVByrtLTi2A5HapN3dCvbGI_A8PA5PwoyTTVlRuPW22jhRYs_Y34w_fwPwHBE-hmgmQhfXxufShH4RSuMXMVW2SCIrnJD2wWGye8T3xmK8Aj8XZ2GIVrmYE91EbRpNOfItQvpuEyfdKjtaxIfB8M3pmU8VpGindVFOozWRfTv_iuHb9PVogGP9IoqG7z7u7PpdhQFfCyKumdTiklgIXgqEQTpSPC4Ko4JYKZ6UKotMYlWmstjK2JZFogudOgmrSAVlZssYn3sNrstYhORjciz7_A6prCSugG1EpD2cUpJO2MgRiUxFBDMeLy2HrmrAZVD3b8bmn0jaLYXDW3Czw7BsuzW627Bi6zuwdtDt0t-FbzvNpEYAyjDWLmmtZCdE-6MDMHOGIJkh6GSm5fhVU9aUrM0AV5qR7rITOjhmTmmTCibPX7FtdqE4zdrTNkzVhp3Ymfr1_YfqlFXuwdGV9P99WK2b2q4D01LjbdwEOsXHGbyNBwgWucykCkSaevBy0dG57uTPqQrHcd6HQabK3Zh48KxvetpqflzW6C2NVt-AZLrdH83kc955fV7IIjQhF1pmgmOknqY6kSo0OiupnrDxYHMx1nk3d0zzC0v34Gl_Gb2etnJUbZtzbCMQOApKGHnwoDWN_k1iRMChDEMP5JLRLL3q8pW6-uKUxTF4TeKI-sqZ17-_Pt8bjNyPh___giewhl6avx8d7m_AjYiOjrj01Saszibn9hECulnx2HkOg09X7aq_AWg9YL8
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Corneal+confocal+microscopy+for+the+diagnosis+of+diabetic+peripheral+neuropathy%3A+A+systematic+review+and+meta%E2%80%90analysis&rft.jtitle=Journal+of+diabetes+investigation&rft.au=Gad%2C+Hoda&rft.au=Petropoulos%2C+Ioannis+N&rft.au=Khan%2C+Adnan&rft.au=Ponirakis%2C+Georgios&rft.date=2022-01-01&rft.issn=2040-1116&rft.eissn=2040-1124&rft.volume=13&rft.issue=1&rft.spage=134&rft.epage=147&rft_id=info:doi/10.1111%2Fjdi.13643&rft.externalDBID=n%2Fa&rft.externalDocID=10_1111_jdi_13643
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2040-1116&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2040-1116&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2040-1116&client=summon