Open Access
Cornea  |   July 2023
Relationship Between Human Meibum Lipid Composition and the Severity of Meibomian Gland Dysfunction: A Spectroscopic Analysis
Author Affiliations & Notes
  • Saumya Nagar
    Allergan, an AbbVie company, Irvine, CA, United States
  • Layla Ajouz
    Allergan, an AbbVie company, Irvine, CA, United States
  • Kelly K. Nichols
    School of Optometry, University of Alabama at Birmingham, Birmingham, AL, United States
  • Sandeep Kumar
    Allergan, an AbbVie company, Irvine, CA, United States
  • Cathy Zhao
    Allergan, an AbbVie company, Irvine, CA, United States
  • Kugen K. Naidoo
    Department of Ophthalmology and Visual Sciences, University of Louisville, Louisville, KY, United States
  • Michael R. Robinson
    Allergan, an AbbVie company, Irvine, CA, United States
  • Douglas Borchman
    Department of Ophthalmology and Visual Sciences, University of Louisville, Louisville, KY, United States
  • Correspondence: Douglas Borchman, The Kentucky Lions Eye Center, University of Louisville, 301 E. Muhammad Ali Blvd, Louisville, KY 40202, USA; [email protected]
Investigative Ophthalmology & Visual Science July 2023, Vol.64, 22. doi:https://doi.org/10.1167/iovs.64.10.22
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      Saumya Nagar, Layla Ajouz, Kelly K. Nichols, Sandeep Kumar, Cathy Zhao, Kugen K. Naidoo, Michael R. Robinson, Douglas Borchman; Relationship Between Human Meibum Lipid Composition and the Severity of Meibomian Gland Dysfunction: A Spectroscopic Analysis. Invest. Ophthalmol. Vis. Sci. 2023;64(10):22. https://doi.org/10.1167/iovs.64.10.22.

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      © ARVO (1962-2015); The Authors (2016-present)

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Abstract

Purpose: Information on the relationship between meibum lipid composition and severity of meibomian gland dysfunction (MGD) is limited. The purpose of this study was to analyze the molecular components of meibum collected from individuals with no MGD, mild-to-moderate MGD, and severe MGD.

Methods: Adults with and without MGD were enrolled in a prospective, multicenter, exploratory clinical trial (ClinicalTrials.gov Identifier: NCT01979887). Molar ratios of cholesteryl ester to wax ester (RCE/WE) and aldehyde to wax ester (Rald/WE) in meibum samples were measured with 1H-NMR spectroscopy. Results were evaluated for participants grouped by MGD disease status and severity (non-MGD, mild-to-moderate MGD, and severe MGD), as defined by maximum meibum quality scores, Schirmer test results, and Subject Ocular Symptom Questionnaire responses.

Results: Sixty-nine meibum samples from 69 individuals were included in the analysis: 24 non-MGD, 24 mild-to-moderate MGD, and 21 severe MGD. Mean RCE/WE was 0.29 in non-MGD, 0.14 in mild-to-moderate MGD (P = 0.038 vs. non-MGD, 51% lower), and 0.07 in severe MGD (P = 0.16 vs. mild-to-moderate MGD, 52% lower; P = 0.002 vs. non-MGD, 76% lower). Mean Rald/WE was 0.00022 in non-MGD, 0.00083 in mild-to-moderate MGD (P = 0.07 vs. non-MGD, 277% higher), and 0.0024 in severe MGD (P = 0.003 vs. mild-to-moderate MGD, 190% higher; P < 0.001 vs. non-MGD, 992% higher).

Conclusions: RCE/WE was lowest and Rald/WE was highest in the severe MGD cohort, suggesting that these meibum constituent molar ratios may result from the pathophysiology associated with MGD and can impact ocular surface lipid and tear film homeostasis. These findings may potentially help identify targets for MGD treatment.

Dry eye disease (DED) is a common ocular condition that has been defined by the Tear Film and Ocular Surface Society Dry Eye Workshop II (TFOS DEWS II) as “a multifactorial disease of the ocular surface, characterized by loss of homeostasis of the tear film and accompanied by ocular symptoms, in which an etiological role is played by instability and hyperosmolarity of the tear film, inflammation and damage to the ocular surface, and neurosensory abnormalities.”1 The dominant mechanism of DED is aqueous evaporation from the tear film leading to a hyperosmolar tear film and subsequent tissue damage.2 Multiple treatment options are currently available including topical lubricants, anti-inflammatory medications (e.g., cyclosporine, corticosteroids, lifitegrast), oral antibiotics, at-home and in-office heat therapy, intense-pulsed light therapy, and punctal occlusion.3 
The tear film lipid layer (TFLL) is a thin, viscoelastic film of lipid that is located at the superficial surface of the tear film and has many important functions related to DED.4,5 It is thought that the structural organization of the TFLL consists of nonpolar lipids at the air-tear interface and amphiphilic polar lipids adjacent to the aqueous-mucin layer of the tear film.6 The TFLL is not homogeneous, but instead, varies in thickness across the ocular surface.7 Ellipsometry measurements using tear samples in vitro have suggested that the TFLL thickness may be 0 to 2.6 nm in thin areas and ∼200 to 500 nm in thick areas.8 The TFLL aids in the spreading of tears and ocular surface lubrication; upon blinking, the TFLL is drawn upward and the tear film spreads, driven by the Marangoni effect.9,10 The TFLL also serves as a barrier to evaporation and overspill of tears. Furthermore, it is needed to reduce surface tension and maintain tear film stability.4,5,9,1113 Importantly, changes in the composition and structure of the TFLL are believed to contribute to the instability of tears in DED.10,1416 
The TFLL is largely composed of meibomian gland secretions (meibum).5 The meibomian glands are modified sebaceous glands in the eyelids17 that secrete meibum consisting of a complex mixture of lipids: >90% are nonpolar lipids including wax esters (WE), sterol esters (mainly cholesteryl esters [CE]), free cholesterol, triacylglycerols, diesters, and squalene; and <10% are polar lipids including (O-acyl)-ω-hydroxy fatty acids, free fatty acids, and phospholipids.1726 Meibomian gland dysfunction (MGD), a disorder of the meibomian glands characterized by terminal duct obstruction or by alterations in the quality or quantity of secreted meibum, is a leading cause of DED.17,27 
Nuclear magnetic resonance (NMR) spectroscopy has been widely used to analyze the lipid composition in human meibum and is a valuable tool for evaluating the relationships between tear film lipid composition, structure, and function.10 Principal component analysis of infrared and NMR spectra of meibum has shown both age-related and MGD-related changes in meibum composition that could result in reduced meibum quality and decreased function of the TFLL.2830 Notably, CE and WE are the main lipid species in meibum.1823 The hydrocarbon chains of CE in meibum are among the longest measured for lipids, up to 32 or 34 carbons in length.18,31,32 CE contain more anteiso- and iso-branched hydrocarbon chains compared with WE, and the hydrocarbon chains of CE are more saturated compared with WE.18,33 The molar ratio of CE to WE (RCE/WE) in meibum influences structural changes and the rheology of the surface film formed by meibum lipid (i.e., the maximum surface pressure attained at minimal surface area) and the transient dilatational modulus.34 Importantly, NMR and infrared spectroscopic studies have shown that RCE/WE in meibum is approximately 0.49 in human control subjects but is decreased in patients with MGD.3537 
There is limited information on the relationship between the molecular composition of meibum and MGD disease severity. The purpose of this study was to analyze by NMR and compare the molecular composition of meibum collected from individuals with no MGD, mild-to-moderate MGD, and severe MGD. 
Materials and Methods
Clinical Study Design
This analysis used meibum samples obtained in a three-week, prospective, multicenter (three clinical sites), observational, exploratory study in individuals with and without MGD (ClinicalTrials.gov Identifier: NCT01979887). The study was conducted in accordance with the Declaration of Helsinki and applicable regulations. At each study site, an institutional review board or ethics committee approved the study protocol before the study was initiated, and all participants provided written informed consent before screening. 
Individuals potentially eligible for the study were enrolled, and those who qualified to participate in the study by meeting cohort entry criteria were allocated into the 3 study cohorts: non-MGD, mild-to-moderate MGD, and severe MGD, in accordance with diagnostic criteria and severity grading described in the executive summary from the International Workshop on Meibomian Gland Dysfunction.38 Allocation of individuals to cohorts was planned to continue until approximately 25 individuals were assigned to each cohort. The cohort selection criteria included maximum meibum quality scores, Schirmer test results, and Subject Ocular Symptom Questionnaire responses (Table 1). Meibum quality was normal in the non-MGD cohort, poorer in the mild-to-moderate MGD cohort, and worst in the severe MGD cohort (Fig. 1). Details of clinical diagnosis and clinical outcome measures in the cohorts will be reported elsewhere (manuscript in preparation). 
Table 1.
 
Selection Criteria for Cohorts at the Enrollment Study Visit
Table 1.
 
Selection Criteria for Cohorts at the Enrollment Study Visit
Figure 1.
 
Photographs of expressed meibum (arrows) in representative study participants with and without MGD. (A) Meibum has an olive oil–type consistency/viscosity and is expressed easily in participants without MGD. In participants with mild-to-moderate MGD (B) and severe MGD (C), meibum exhibits a turbid or toothpaste-type consistency.
Figure 1.
 
Photographs of expressed meibum (arrows) in representative study participants with and without MGD. (A) Meibum has an olive oil–type consistency/viscosity and is expressed easily in participants without MGD. In participants with mild-to-moderate MGD (B) and severe MGD (C), meibum exhibits a turbid or toothpaste-type consistency.
Collection of Meibum Samples and NMR Analysis
Meibum samples were collected from study participants at the study exit visit. After meibum was expressed by application of uniform pressure on the lower eyelid using the Meibomian Gland Evaluator (Johnson & Johnson Vision, Irvine, CA, USA) and the meibomian gland secretion quality was graded, the investigator collected meibum from the 6 central glands of the lower lid of each eye using Sebutape (Clinical and Derm, Dallas, TX, USA) and a meibum collection kit (Supplementary Fig. S1), as described in Supplemental Methods. Separate samples were collected for the right and left eyes. The samples from the study eyes were shipped on dry ice and stored at −20°C for NMR analysis. 
For NMR analysis, the Sebutape was removed from the meibum collection kit and placed into a 9-mm prelabeled microvial with a Teflon cap (Microliter Analytical Supplies, Suwanee, GA, USA). The vial was filled with argon gas (10 seconds, gentle flow adjusted by a needle valve, 100 KPa, Analyzed, Ultra-Pure; Welders Supply, Louisville, KY, USA) and 0.5 mL deuterated chloroform (Sigma-Aldrich, St. Louis, MO, USA) and was then sonicated in an ultrasonic bath (Branson Ultrasonics, Sterling Heights, MI, USA) for 10 minutes. The solution was transferred within a few hours to a prelabeled glass NMR tube (Sigma-Aldrich) for immediate NMR analysis. 
A maximum of 10 samples were analyzed at a time. Accompanying every set of samples run in the NMR, a standard of deuterated chloroform containing 5 µL tetramethylsilane (Sigma-Aldrich) per mL deuterated chloroform was run to lock and calibrate the instrument. Spectra were acquired with a minimum of 1,250 scans, 45° pulse width, and a relaxation delay of 1.000 second over a period of approximately 1.5 hours, providing sufficient time to collect enough spectra to maximize the signal-to-noise ratio. All spectra were obtained at 25°C. Each raw data file per sample was saved using a unique identifier name. After analysis of the samples was completed, the sample was loaded back into the original 9-mm microvial with Teflon cap that had been used prior to the sample being transferred into the NMR tube. 
Spectral data were acquired using a Varian VNMRS 700 MHz NMR spectrometer (Varian, Lexington, MA) equipped with a 5 mm 1H[13C/15N] 13C enhanced PFG cold probe (Palo Alto, CA). Tetramethylsilane was used as a 0 ppm reference. The CDCl3 resonance at 7.24 ppm was used to confirm the shift value of the samples and standard. Commercial software (GRAMS 386; Galactic Industries Corp., Salem, NH, USA) was used for phasing, curve fitting, and integrating. 
Measurement of Molar Ratios of CE and Aldehyde Relative to WE
RCE/WE was measured as previously described35 using the following formulas where I is the integrated intensity of the resonance:  
\begin{eqnarray} {{\rm{R}}_{{\rm{CE/WE}}}} = \left( {{{\rm{I}}_{4.6}}/{{\rm{I}}_{4.0}}} \right) \times 2 \end{eqnarray}
(1)
 
\begin{eqnarray} {{\rm{R}}_{{\rm{CE/WE}}}} = \left[ {\left( {{{\rm{I}}_{1.0}} + {{\rm{I}}_{0.63}}} \right)/{{\rm{I}}_{4.0}}} \right]/3 \end{eqnarray}
(2)
 
Equation 1 was used for the initial analysis; post hoc analyses were performed using each equation. The molar ratio of aldehyde to wax ester (Rald/WE) was measured with the formula Rald/WE = I9.8/I4.0 where I is the integrated intensity of the resonance.39 
Statistical Analysis
In this exploratory analysis, data are shown as mean ± standard error of the mean. P values based on Student t tests are provided for reference without adjustment for multiplicity. 
Results
Seventy-five adults who were enrolled in the study met the criteria for cohort selection and were classified into the non-MGD (n = 25), mild-to-moderate MGD (n = 25), and severe MGD (n = 25) cohorts. Among these 75 participants, the mean (standard deviation) age was 54.5 (9.49) years, and 66.7% (50/75) were female. Most of the 75 participants were Black (44.0%, 33/75) or White (30.7%, 23/75). 
NMR Analysis of Meibum Composition
NMR evaluation of the meibum samples from the study eyes was performed in a laboratory that was masked to the cohort assignment of each sample. NMR spectra were obtained for samples from 73 of the 75 study eyes (one sample was not properly shipped to the analysis facility, and for one other sample, there were technical difficulties locking onto the NMR signal). Spectra for a total of 69 meibum samples were analyzable and included in the analysis: 24 each from the non-MGD and mild-to-moderate MGD cohorts and 21 from the severe MGD cohort. The NMR spectra were typical of published spectra of human meibum (Fig. 2B). Five major resonances were observed in the ester region: the C = CH resonance at 5.36 ppm associated with carbon 6 on cholesterol and cholesterol-related molecules, the resonance at 5.34 ppm from hydrocarbon = CH moieties, the CE resonance at 4.6 ppm, the glyceryl ester resonance near 4.14 ppm, and the WE resonance near 4.0 ppm. Spectra could be grouped into samples containing a measurable CE resonance (Fig. 2C) and those without a measurable CE resonance (Fig. 2D). The mean quantity of esters per meibum sample ranged from 49 to 79 nmoles across the three cohorts (Table 2). 
Figure 2.
 
1H-NMR spectra. (A) Typical spectrum of cholesteryl stearate; (B) spectrum of meibum expressed and pooled from four lids of an eight-year-old child without ocular disease; and (C, D) average spectra of meibum for participants in this study whose spectra (C) contained or (D) did not contain measurable cholesteryl ester in the initial analysis. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Figure 2.
 
1H-NMR spectra. (A) Typical spectrum of cholesteryl stearate; (B) spectrum of meibum expressed and pooled from four lids of an eight-year-old child without ocular disease; and (C, D) average spectra of meibum for participants in this study whose spectra (C) contained or (D) did not contain measurable cholesteryl ester in the initial analysis. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Table 2.
 
Relative and Total Quantities of Lipid Moieties in Human Meibum
Table 2.
 
Relative and Total Quantities of Lipid Moieties in Human Meibum
There were significant differences in the average 1H NMR spectra in the ester region among the three cohorts (Fig. 3). The intensity of the cholesterol/CE and hydrocarbon chain HC = CH resonances near 5.35 ppm relative to the intensity of the WE resonance at 4.01 ppm was higher in the NMR spectra of meibum from non-MGD participants than in the spectra of meibum from participants with mild-to-moderate and severe MGD (Fig. 3B). The intensity of the CE resonance at 4.6 ppm was higher in non-MGD samples compared with mild-to-moderate MGD samples and higher in mild-to-moderate MGD samples compared with severe MGD samples (Fig. 4). Mean RCE/WE followed the trend non-MGD > mild-to-moderate MGD > severe MGD (Fig. 5A, Table 2). Mean RCE/WE was 51% lower (P = 0.038) for mild-to-moderate MGD compared with non-MGD, 52% lower (P = 0.16) for severe MGD compared with mild-to-moderate MGD, and 76% lower (P = 0.002) for severe MGD compared with non-MGD. Some of the difference in RCE/WE observed between the non-MGD and mild-to-moderate MGD cohorts (Fig. 5A) was due to a greater percentage of samples with no CE in mild-to-moderate MGD (Fig. 5C). However, mean RCE/WE followed the trend of non-MGD > mild-to-moderate MGD > severe MGD even when only samples with measurable CE were included in the analysis (Fig. 5B, Table 2). 
Figure 3.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: unsaturated hydrocarbon chains at 5.34 ppm, C = CH cholesterol/cholesteryl ester resonance at 5.36 ppm, cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. (A) Ester region of the 1H NMR spectra. (B) Cholesteryl/cholesterol ester and unsaturated hydrocarbon chain resonance intensities relative to the wax ester resonance intensity. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Figure 3.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: unsaturated hydrocarbon chains at 5.34 ppm, C = CH cholesterol/cholesteryl ester resonance at 5.36 ppm, cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. (A) Ester region of the 1H NMR spectra. (B) Cholesteryl/cholesterol ester and unsaturated hydrocarbon chain resonance intensities relative to the wax ester resonance intensity. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Figure 4.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD.
Figure 4.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD.
Figure 5.
 
Molar ratio of cholesteryl ester to wax ester in meibum samples from the non-MGD (NON), mild-to-moderate MGD (M-M) and severe MGD (SEV) cohorts. (A) Mean molar ratio of cholesteryl ester to wax ester with all samples included. (B) Mean molar ratio of cholesteryl ester to wax ester with only samples that had measurable cholesteryl ester included. (C) Percentage of samples that had no measurable cholesteryl ester. P values shown are vs non-MGD. Values in parentheses are the number of samples. Error bars: standard error of the mean. CE, cholesteryl ester.
Figure 5.
 
Molar ratio of cholesteryl ester to wax ester in meibum samples from the non-MGD (NON), mild-to-moderate MGD (M-M) and severe MGD (SEV) cohorts. (A) Mean molar ratio of cholesteryl ester to wax ester with all samples included. (B) Mean molar ratio of cholesteryl ester to wax ester with only samples that had measurable cholesteryl ester included. (C) Percentage of samples that had no measurable cholesteryl ester. P values shown are vs non-MGD. Values in parentheses are the number of samples. Error bars: standard error of the mean. CE, cholesteryl ester.
Aldehydes (near 9.8 ppm) (Fig. 6A) were detected in two, seven, and nine samples in the non-MGD, mild-to-moderate MGD, and severe MGD cohorts, respectively. The average signal for aldehydes in the meibum samples followed the trend severe MGD > mild-to-moderate MGD > non-MGD. Mean Rald/WE was 277% higher (P = 0.07) for mild-to-moderate MGD compared with non-MGD, 190% higher (P = 0.003) for severe MGD compared with mild-to-moderate MGD, and 992% higher (P < 0.001) for severe MGD compared with non-MGD (Fig. 6B). When averaging only the samples with detectable aldehydes, mean Rald/WE followed the trend severe MGD > mild-to-moderate MGD > non-MGD (Fig. 6C). 
Figure 6.
 
Analysis of aldehydes in meibum. (A) Average 1H NMR spectra of meibum in the non-MGD (NON, red), mild-to-moderate MGD (M-M, green) and severe MGD (SEV, brown) cohorts. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. (B) Mean molar ratio of aldehyde to wax ester with all samples included. (C) Mean molar ratio of aldehydes to wax ester with only samples that had measurable cholesteryl ester included. Values in parenthesis are the number of samples. Error bars: standard error of the mean. ADH, aldehyde.
Figure 6.
 
Analysis of aldehydes in meibum. (A) Average 1H NMR spectra of meibum in the non-MGD (NON, red), mild-to-moderate MGD (M-M, green) and severe MGD (SEV, brown) cohorts. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. (B) Mean molar ratio of aldehyde to wax ester with all samples included. (C) Mean molar ratio of aldehydes to wax ester with only samples that had measurable cholesteryl ester included. Values in parenthesis are the number of samples. Error bars: standard error of the mean. ADH, aldehyde.
Post Hoc Analysis of RCE/WE Using the NMR Spectra
The analysis above was performed at the time of study completion in 2014. Since then, a number of advances in measuring RCE/WE using 1H-NMR spectroscopy prompted post hoc analysis of the spectra (see Discussion for details). For instance, the resonances near 1 and 0.63 ppm are due to protons on carbons 18 and 19 in cholesterol and cholesterol-related molecules (Fig. 7). They are six times more intense than the single proton resonance at 4.6 ppm used in the initial analysis. The post hoc analysis using the resonances at 1.0 and 0.63 ppm showed that RCE/WE was significantly lower (P < 0.0001) in samples from participants with MGD compared with samples from participants without MGD (Fig. 7, Table 3). The results were consistent with those of the initial analysis (Table 2), with mean RCE/WE following the trend non-MGD > mild-to-moderate MGD > severe MGD in each post hoc analysis. 
Figure 7.
 
(A) Structure of cholesteryl ester. (B) Structure of wax ester. The protons shown exhibit a resonance near 4.0 ppm in C. (C, D) A typical NMR spectrum of meibum from a 31-year-old male White donor. The numbering is associated with cholesteryl ester carbons numbered in A. The resonance associated with cholesterol number C21 is a doublet.
Figure 7.
 
(A) Structure of cholesteryl ester. (B) Structure of wax ester. The protons shown exhibit a resonance near 4.0 ppm in C. (C, D) A typical NMR spectrum of meibum from a 31-year-old male White donor. The numbering is associated with cholesteryl ester carbons numbered in A. The resonance associated with cholesterol number C21 is a doublet.
Table 3.
 
Post Hoc Analyses of the Cholesteryl Ester/Wax Ester Molar Ratio in Human Meibum
Table 3.
 
Post Hoc Analyses of the Cholesteryl Ester/Wax Ester Molar Ratio in Human Meibum
The spectra of all samples, even those without a measurable CE resonance at 4.6 ppm, had peaks at 1 and 0.63 ppm. Data from post hoc analysis using samples with and without the 4.6 resonance are shown in Table 5. The RCE/WE in samples with no detectable 4.6 ppm resonance was significantly lower, P < 0.01, compared with samples with a detectable 4.6 ppm resonance. For the current study, given the paucity of sample from only six meibomian glands, the 4.6 ppm resonance was not a good resonance for calculating RCE/WE when the ratio was less than about 0.24. The 4.6 ppm resonance was useful in previous studies when all meibomian glands of the individual were expressed.30,39 
Discussion
There is sparse information in the literature on the relationship between meibum lipid composition and the severity of MGD. This study showed for the first time that a link exits between RCE/WE in meibum and MGD disease severity through masked analysis of data from a large study population. It has been reported previously that the RCE/WE is reduced in the meibum of patients with MGD.3537,40 This study confirms and extends the previous findings by showing a progressively lower RCE/WE ratio in meibum with increasing MGD disease severity. Furthermore, Rald/WE in meibum was identified as a potential marker of MGD disease severity. 
To our knowledge, a relative increase in aldehyde in the meibum of individuals with MGD has not been reported previously. Aldehydes including reactive aldehyde species such as malondialdehyde can result from lipid peroxidation. Reactive aldehyde species are proinflammatory41 and are believed to be involved in the pathophysiology of DED, as levels of malondialdehyde in the tears of patients with DED have been shown to correlate with both signs and symptoms of dry eye.42 An aldehyde trap currently is in development for treatment of DED.43 Our findings of increased aldehyde levels in the meibum of individuals with MGD suggest the possibility that aldehydes may distribute from the meibum into the aqueous tear film and have inflammatory effects in DED associated with MGD. 
Analysis of the composition of meibum is important for understanding how the quality of meibum influences tear film stability (Fig. 8). Studies using human meibum have suggested that CE-WE interactions in the meibum have an important role in the structure and function of the TFLL.10,37,44 In addition, multiple studies using animal models targeting key genes and enzymes involved in the biosynthesis of meibum have shown that reduced CE levels are associated with MGD-like symptoms.4547 
Figure 8.
 
Our hypothesis is that meibum compositional differences contribute to meibum structural differences, which contribute to meibum functional differences observed with age and dry eye.
Figure 8.
 
Our hypothesis is that meibum compositional differences contribute to meibum structural differences, which contribute to meibum functional differences observed with age and dry eye.
Cause and Consequences of a Lower RCE/WE in Meibum
The cause of the decrease in meibum RCE/WE in MGD is unknown. It is not due to hydrolysis of CE because the RCE/WE calculated using the CE resonance at 4.6 ppm (which is due exclusively to CE) was always larger compared with RCE/WE calculated using the resonances at 1 ppm and 0.63 ppm (which are due to cholesterol/CE). Had hydrolysis of CE occurred, RCE/WE calculated using the CE resonance at 4.6 ppm would have been smaller, not larger, compared with RCE/WE calculated using the resonances at 1 ppm and 0.63 ppm. It is possible that the decrease in RCE/WE is due to the inflammation that occurs in DED,1 because inflammation can result in decreased cholesterol synthesis.48 
Our previous research has shown a relationship between meibum structure (conformation) and function: more ordered (stiff) meibum is associated with a decrease in tear film stability.10 A major question is, what compositional changes cause meibum order to increase in DED? RCE/WE is a major compositional variant in meibum, and we have found that meibum RCE/WE levels are associated with dry eye in patients with Parkinson's disease,49 MGD,3537 and Sjögren's syndrome,50 as well as in patients who received local plaque brachytherapy for choroidal melanoma.51 Furthermore, changes in RCE/WE were shown to influence the rheology of tear lipids on an aqueous surface in vitro,34 increasing the probability that it contributes to, rather than is a consequence of, evaporative DED. However, the answer to the question of cause or effect is not as simple as “a loss of CE increases lipid order, resulting in a loss of tear film stability and DED.” Meibum RCE/WE levels are elevated, rather than decreased, in patients with Sjögren's syndrome and dry eye.50 Furthermore, when CE and WE were collected from human meibum and mixed together in different ratios, it was found that decreases in CE can either order or disorder the lipid mixture, depending on whether the WE was more or less ordered than the CE.52 Order of the WE and CE mixture depends on hydrocarbon chain length, branching, and saturation levels of both the CE and WE.10 The bulk meibum data from mixtures of CE and WE are relevant to meibum in the meibomian gland, and also to meibum on the tear film surface. Increased order and chain melting temperature of the bulk samples correlated with increases in the maximum surface pressure attained at minimal surface area and the transient dilatational modulus of the meibum layer at an air/water interface in vitro.34 Thus, changes in the spectroscopic packing parameters determined for bulk meibum translated to changes in the performance of the meibum layer at an air/water interface, and likely translate to changes in the surface film functionality of the TFLL. In future studies, it would be beneficial to separate meibum WE and CE and to measure WE and CE chain length, branching, and saturation using NMR spectroscopy, and then to compare the WE and CE hydrocarbon chain compositions to hydrocarbon chain order (conformation) using infrared spectroscopy, rheology,53 and Langmuir trough technology. A potential effect of aging of the WE and CE on hydrocarbon chain order could also be explored, as a study by Svitova and Lin54 demonstrated that aging of the lipid in model tear-lipid films slowed the rate of evaporation. One of the many advantages of using an NMR spectroscopic approach is that the sample is not destroyed upon compositional analysis as it is with mass spectrometry, and the sample can be used later for the quantification of structural order and elasticity using infrared spectroscopy and Langmuir trough technology, respectively. Not only the change in RCE/WE, but also changes in meibum saturation,11,55,56 hydrocarbon chain length57 and branching,58 protein levels,59 and (O-acyl)-ω-hydroxy fatty acid levels57,60 together or separately could contribute to dry eye, or at least be a marker for it. 
In the current study, a 39% significant reduction in RCE/WE was observed in the meibum from participants with MGD compared with no MGD. The analysis was performed in a masked manner, and the decrease in RCE/WE observed in MGD was similar to the 40% reduction reported in a previous unmasked NMR study,36 and to the 28% reduction reported in an infrared study37; both of these previous studies used orders of magnitude more meibum than the current study. Although a small change in the level of CE was detected using spectrometry,60 changes in the RCE/WE were not evident in other spectrometric studies61,62 possibly due to sample collection, donor demographic, and technical differences. Problems associated with one of the spectrometric studies61 have been addressed.63 The advantages of spectroscopic studies over spectrometry have also been addressed, as well as general issues related to spectrometric studies.10,33 It would be interesting to design a study using the same samples where different techniques were the only variable. 
NMR Evaluation Using a Limited Quantity of Meibum Sample
A recent study35 showed that the sum of the intensities of the 1 ppm and 0.63 ppm resonances from methyl moieties assigned to the cholesterol moiety in CE is six times more intense than when using the 4.6 ppm resonance from only one proton. We used this advantage in a post hoc analysis of the study spectra. As a result of the measurement improvements, all of the samples had measurable amounts of CE. In the post hoc analysis, we also more accurately integrated the 4.0 ppm triplet peak using a curve fitting algorithm. The results of the post hoc analysis were similar to those of the original analysis, showing a 39% decrease in RCE/WE for meibum from participants with MGD compared with non-MGD participants (Table 3). In the post hoc analysis, RCE/WE in meibum was numerically lower in the severe MGD cohort than in the mild-to-moderate MGD cohort and followed the trend non-MGD > mild-to-moderate MGD > severe MGD (Table 3). 
Literature values of RCE/WE in meibum from subjects without dry eye vary greatly from 0.3 to 0.94, with an outlier of 2.7 (Table 4). An advantage of NMR spectroscopy is that the sample is not destroyed, so future studies can be designed to determine if the disparity in RCE/WE across studies is due to methodology, innate variability, or sample demographics. The RCE/WE in meibum samples from the non-MGD cohort measured in the post hoc analysis in this study, 0.38, was on the lower end of the published range of values, and almost identical to the RCE/WE of 0.39 measured using FTIR spectroscopy with a different set of samples.37 An NMR study using a 500 mHz NMR reported a RCE/WE of 0.57.36 Compared with 500 mHz NMR, the 700 mHz NMR used in the current study has better resolution because of the stronger magnetic field and is more sensitive because of the cold probe used.35 As sample sizes in the current study were very small, the evaluation would not have been feasible using a 500 mHz NMR instrument. 
Table 4.
 
Literature Values for the CE/WE Molar Ratio in Meibum From Donors Without Dry Eye
Table 4.
 
Literature Values for the CE/WE Molar Ratio in Meibum From Donors Without Dry Eye
Table 5.
 
Post Hoc Analysis of the CE/WE Molar Ratio Calculated Using the 1, 0.63, and 4.2 ppm Resonances in Samples With and Without a 4.6 ppm Resonance
Table 5.
 
Post Hoc Analysis of the CE/WE Molar Ratio Calculated Using the 1, 0.63, and 4.2 ppm Resonances in Samples With and Without a 4.6 ppm Resonance
Because resonances in the NMR spectra associated with the cholesterol moiety could result from either free cholesterol or CE in the meibum samples, it was not possible to use the NMR spectra to directly determine free cholesterol levels in the meibum. However, the finding that RCE/WE calculated using the resonances at 1 and 0.63 ppm was no higher than RCE/WE calculated using the CE resonance at 4.6 ppm suggests that free cholesterol was not measurable. Consistent with this finding, studies using high-pressure liquid chromatography/mass spectrometry have indicated that free cholesterol is only a minor component (0.5% to 1%) of human meibum.24,64 However, free cholesterol levels in human tears are higher,24,62 possibly because of cholesterol synthesis by the corneal epithelium.65 Locally made cholesterol, as well as CE from the meibomian glands in the tear film, may contribute to the high capacity of the corneal epithelium to heal from abrasions.66 
Parallels With Human Sebum
Among other factors, age influences meibum lipid homeostasis and the overall health of the meibomian glands, and the risk of developing MGD and evaporative DED increases with age.67,68 Histopathologic studies of human meibomian glands have shown that aging can be associated with meibomian gland atrophy, which results in MGD and DED.67,69,70 Interestingly, sebaceous glands, a type of holocrine gland found in the skin, like meibomian glands produce lipid-rich secretions (sebum) composed of various lipid species including WE, CE, squalene, and fatty acids.71,72 Studies have shown that age-related changes also result in sebaceous gland atrophy and skin diseases such as psoriasis and dermatitis.7375 A recent study using comprehensive lipidomic analysis of meibum, sebum, and tears of a patient with abnormal meibomian and sebaceous gland secretions reported altered composition in various lipid classes in meibum, as well as sebum.76 Changes in the lipid composition of sebum, as well as meibum, could be important in ocular surface disease, because sebaceous gland secretions may also be incorporated into the tear film.12,25,77 
Overall, the findings reported in this study suggest an important role of nonpolar lipids in MGD and pave the way for future studies to dissect the mechanism of altered CE/WE composition and factors affecting molar ratio variations of these lipids in the meibum of individuals with MGD/DED. Studies of meibum lipid hydrocarbon chain length, saturation, and branching, as well as quantification of the fatty acids in meibum using the NMR spectra from this study, are underway. The findings of these studies and the current spectroscopic analysis of meibum may potentially help identify new drug targets and therapeutic modalities for treatment of MGD and evaporative DED. 
Conclusion
This study used an NMR spectroscopic approach to evaluate meibum composition in participants with and without MGD. The results showed a significant decrease in RCE/WE in individuals with MGD and suggest that RCE/WE is associated with MGD disease severity. Changes in RCE/WE are likely to influence hydrocarbon chain order and the rheology of the TFLL. It is reasonable to speculate that more ordered lipid (like butter) could inhibit the flow of meibum from the meibomian glands and contribute to the formation of a discontinuous patchy TFLL, which in turn results in deteriorated spreading and decreased surface elasticity. Furthermore, more ordered lipid could possibly result in an attenuated capability of restoring TFLL structure between blinks. These possibilities warrant further investigation. Finally, aside from the poor lipid quality in individuals who have MGD leading to tear film instability and evaporative tear loss, aldehydes in the abnormal meibum secretions may mix throughout the tears and potentially contribute to the chronic ocular surface inflammation that has been associated with DED. 
Acknowledgments
AbbVie and the authors thank the participants and investigators in the clinical trial. 
Allergan (an AbbVie company) sponsored the clinical trial including NMR analysis of meibum samples. Allergan/AbbVie participated in the design of the study, data management, data analysis, interpretation of the data, and preparation, review, and approval of the manuscript. A fellowship for K. K. Naidoo was provided by National Institutes of Health/National Eye Institute grant EY026509 “Summer Vision Sciences Training Program.” This work also received minor support from the National Institutes of Health grant R01EY026180 and an unrestricted grant from Research to Prevent Blindness Inc. (New York, NY), GN151619B. Evidence Scientific Solutions, Inc. (Philadelphia, PA) provided editorial support for manuscript development, funded by AbbVie. 
Disclosure: S. Nagar, AbbVie Inc. (E); L. Ajouz, AbbVie Inc. (E); K.K. Nichols, Aerie Pharmaceuticals (C), Alcon/Tear Film Innovations (I), Aldeyra Therapeutics (C), Allergan/AbbVie (C), Aramis (F), AXIM Biotechnologies (C, I), Azura (C), Bausch + Lomb Corporation (C), Bruder (C), Dompé (C), HanAll Biopharma (C), Kala Pharmaceuticals (C), Kowa Pharmaceuticals (F), National Institutes of Health (F), Nicox (C), Novartis (C), Osmotica Pharmaceuticals/RVL Pharmaceuticals (C), Oyster Point Pharma/Viatris (C), Palatin (C), ScienceBased Health (F), Sight Sciences (C), Sun Pharmaceuticals (C), Sylentis (F), Tarsus Pharmaceuticals (C), TearScience (F), Thea Pharma (C), Trukera (C), Versea (C), Visionology (C, I), Xequel (C), YuYu Pharmaceuticals (C); S. Kumar, AbbVie Inc. (E); C. Zhao, AbbVie Inc. (E); K.K. Naidoo, None; M.R. Robinson, AbbVie Inc. (E); D. Borchman, None 
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Figure 1.
 
Photographs of expressed meibum (arrows) in representative study participants with and without MGD. (A) Meibum has an olive oil–type consistency/viscosity and is expressed easily in participants without MGD. In participants with mild-to-moderate MGD (B) and severe MGD (C), meibum exhibits a turbid or toothpaste-type consistency.
Figure 1.
 
Photographs of expressed meibum (arrows) in representative study participants with and without MGD. (A) Meibum has an olive oil–type consistency/viscosity and is expressed easily in participants without MGD. In participants with mild-to-moderate MGD (B) and severe MGD (C), meibum exhibits a turbid or toothpaste-type consistency.
Figure 2.
 
1H-NMR spectra. (A) Typical spectrum of cholesteryl stearate; (B) spectrum of meibum expressed and pooled from four lids of an eight-year-old child without ocular disease; and (C, D) average spectra of meibum for participants in this study whose spectra (C) contained or (D) did not contain measurable cholesteryl ester in the initial analysis. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Figure 2.
 
1H-NMR spectra. (A) Typical spectrum of cholesteryl stearate; (B) spectrum of meibum expressed and pooled from four lids of an eight-year-old child without ocular disease; and (C, D) average spectra of meibum for participants in this study whose spectra (C) contained or (D) did not contain measurable cholesteryl ester in the initial analysis. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Figure 3.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: unsaturated hydrocarbon chains at 5.34 ppm, C = CH cholesterol/cholesteryl ester resonance at 5.36 ppm, cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. (A) Ester region of the 1H NMR spectra. (B) Cholesteryl/cholesterol ester and unsaturated hydrocarbon chain resonance intensities relative to the wax ester resonance intensity. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Figure 3.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: unsaturated hydrocarbon chains at 5.34 ppm, C = CH cholesterol/cholesteryl ester resonance at 5.36 ppm, cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. (A) Ester region of the 1H NMR spectra. (B) Cholesteryl/cholesterol ester and unsaturated hydrocarbon chain resonance intensities relative to the wax ester resonance intensity. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually.
Figure 4.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD.
Figure 4.
 
Average 1H NMR spectra of human meibum. Resonance assignments are: cholesteryl ester resonance at 4.6 ppm, glyceryl ester resonance near 4.14 ppm, and wax ester resonance near 4.0 ppm. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. Red, non-MGD; green, mild-moderate MGD; brown, severe MGD.
Figure 5.
 
Molar ratio of cholesteryl ester to wax ester in meibum samples from the non-MGD (NON), mild-to-moderate MGD (M-M) and severe MGD (SEV) cohorts. (A) Mean molar ratio of cholesteryl ester to wax ester with all samples included. (B) Mean molar ratio of cholesteryl ester to wax ester with only samples that had measurable cholesteryl ester included. (C) Percentage of samples that had no measurable cholesteryl ester. P values shown are vs non-MGD. Values in parentheses are the number of samples. Error bars: standard error of the mean. CE, cholesteryl ester.
Figure 5.
 
Molar ratio of cholesteryl ester to wax ester in meibum samples from the non-MGD (NON), mild-to-moderate MGD (M-M) and severe MGD (SEV) cohorts. (A) Mean molar ratio of cholesteryl ester to wax ester with all samples included. (B) Mean molar ratio of cholesteryl ester to wax ester with only samples that had measurable cholesteryl ester included. (C) Percentage of samples that had no measurable cholesteryl ester. P values shown are vs non-MGD. Values in parentheses are the number of samples. Error bars: standard error of the mean. CE, cholesteryl ester.
Figure 6.
 
Analysis of aldehydes in meibum. (A) Average 1H NMR spectra of meibum in the non-MGD (NON, red), mild-to-moderate MGD (M-M, green) and severe MGD (SEV, brown) cohorts. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. (B) Mean molar ratio of aldehyde to wax ester with all samples included. (C) Mean molar ratio of aldehydes to wax ester with only samples that had measurable cholesteryl ester included. Values in parenthesis are the number of samples. Error bars: standard error of the mean. ADH, aldehyde.
Figure 6.
 
Analysis of aldehydes in meibum. (A) Average 1H NMR spectra of meibum in the non-MGD (NON, red), mild-to-moderate MGD (M-M, green) and severe MGD (SEV, brown) cohorts. The y-axis unit is resonance intensity, and the spectra were scaled and shifted along the y axis individually. (B) Mean molar ratio of aldehyde to wax ester with all samples included. (C) Mean molar ratio of aldehydes to wax ester with only samples that had measurable cholesteryl ester included. Values in parenthesis are the number of samples. Error bars: standard error of the mean. ADH, aldehyde.
Figure 7.
 
(A) Structure of cholesteryl ester. (B) Structure of wax ester. The protons shown exhibit a resonance near 4.0 ppm in C. (C, D) A typical NMR spectrum of meibum from a 31-year-old male White donor. The numbering is associated with cholesteryl ester carbons numbered in A. The resonance associated with cholesterol number C21 is a doublet.
Figure 7.
 
(A) Structure of cholesteryl ester. (B) Structure of wax ester. The protons shown exhibit a resonance near 4.0 ppm in C. (C, D) A typical NMR spectrum of meibum from a 31-year-old male White donor. The numbering is associated with cholesteryl ester carbons numbered in A. The resonance associated with cholesterol number C21 is a doublet.
Figure 8.
 
Our hypothesis is that meibum compositional differences contribute to meibum structural differences, which contribute to meibum functional differences observed with age and dry eye.
Figure 8.
 
Our hypothesis is that meibum compositional differences contribute to meibum structural differences, which contribute to meibum functional differences observed with age and dry eye.
Table 1.
 
Selection Criteria for Cohorts at the Enrollment Study Visit
Table 1.
 
Selection Criteria for Cohorts at the Enrollment Study Visit
Table 2.
 
Relative and Total Quantities of Lipid Moieties in Human Meibum
Table 2.
 
Relative and Total Quantities of Lipid Moieties in Human Meibum
Table 3.
 
Post Hoc Analyses of the Cholesteryl Ester/Wax Ester Molar Ratio in Human Meibum
Table 3.
 
Post Hoc Analyses of the Cholesteryl Ester/Wax Ester Molar Ratio in Human Meibum
Table 4.
 
Literature Values for the CE/WE Molar Ratio in Meibum From Donors Without Dry Eye
Table 4.
 
Literature Values for the CE/WE Molar Ratio in Meibum From Donors Without Dry Eye
Table 5.
 
Post Hoc Analysis of the CE/WE Molar Ratio Calculated Using the 1, 0.63, and 4.2 ppm Resonances in Samples With and Without a 4.6 ppm Resonance
Table 5.
 
Post Hoc Analysis of the CE/WE Molar Ratio Calculated Using the 1, 0.63, and 4.2 ppm Resonances in Samples With and Without a 4.6 ppm Resonance
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