Quantifying corneal immune cells from human in vivo confocal microscopy images: Can manual quantification be improved

Alexis Ceecee Britten-Jones1, Rajni Rajan1, Jennifer P Craig2

  • 1Department of Optometry and Vision Sciences, University of Melbourne, Carlton, Victoria, Australia.

Experimental Eye Research
|January 23, 2022
PubMed

Insights

Manual quantification of immune cells (ICs) in corneal images is prone to bias. Observer training significantly improved reliability, reducing variability and measurement error in cell counts, especially for mature and globular subtypes.

Area of Science:

  • Ophthalmology
  • Immunology
  • Microscopy

Background:

  • Manual quantification of immune cells (ICs) in corneal epithelium using in vivo confocal microscopy (IVCM) is subject to observer bias.
  • Dendritic cells are the primary immune cells quantified in this context.

Purpose of the Study:

  • To evaluate the repeatability and reliability of manual immune cell quantification in IVCM images.
  • To assess the impact of observer training on reducing quantification variability.

Main Methods:

  • 184 non-overlapping IVCM images were analyzed for total IC counts and morphological subtypes (mature, immature, globular).
  • Quantification was performed by a single observer, repeated by the same observer, and independently by a second observer.
  • An agreement 'training' process was implemented before the second round of counts.

Main Results:

  • Excellent intra- and inter-observer reliability (ICC > 0.90) was observed for total IC counts post-training.
  • Interobserver bias increased with higher cell density before training but was minimized after training.
  • Variability in subtype counts (mature, globular) correlated with cell numbers, but not for immature ICs.

Conclusions:

  • Manual corneal IC counts exhibit higher variability with increased cell presence.
  • Implementing an observer training process effectively reduces inter-observer variability and systematic measurement error.

Related Concept Videos