Literature DB >> 36211596

New Keratoconus Risk Factors: A Cross-Sectional Case-Control Study.

Eloi Debourdeau1,2, Gabriel Planells1, Chloe Chamard1,2, David Touboul3, Max Villain1, Pascal Demoly4, Fanny Babeau1, Pierre Fournie5, Vincent Daien1,2,6.   

Abstract

Purpose: To evaluate risk factors associated with keratoconus in a monocentric cross-sectional case-control study.
Methods: This observational study occurred from June 2019 to February 2021 in a university hospital (France). The case group consisted of 195 patients with keratoconus in at least one eye who were followed up by a corneal specialist. The control group consisted of 195 patients without any evidence of keratoconus on slit-lamp examination and corneal topography, who were matched 1 : 1 to controls by age and sex. Data were collected by a self-completed paper questionnaire before the consultation, and a multivariate logistic regression was performed.
Results: Multivariate analysis revealed significant associations of keratoconus with family history (odds ratio [OR] = 22.2, p < 0.001), rubbing eyes (OR = 10.9, p < 0.001), allergy (any kind) (OR = 3.80, p < 0.001), smoking exposure (OR = 2.08, p=0.017), and dry eyes (OR = 1.77, p=0.045f). The worst eye was associated with the more rubbed eye (p < 0.001) and the more pressed eye during the night according to sleeping position (p < 0.041).
Conclusion: This study confirmed the association between keratoconus and eye rubbing, family history, and allergy. It highlighted the role of pressure on the eyes during sleep. Other less known risk factors such as dry eyes and smoking exposure should be explored in future studies.
Copyright © 2022 Eloi Debourdeau et al.

Entities:  

Year:  2022        PMID: 36211596      PMCID: PMC9534614          DOI: 10.1155/2022/6605771

Source DB:  PubMed          Journal:  J Ophthalmol        ISSN: 2090-004X            Impact factor:   1.974


1. Introduction

Keratoconus is a bilateral and asymmetric corneal disease [1]. It is characterized by a progressive noninflammatory ectasia, leading to thinning and protrusion of the cornea, which assumes a conical shape. It usually results in vision loss because of refractive errors (irregular astigmatism and myopia) and corneal opacification. It is a public health issue because it usually affects young people and leads to social impairment [2-4]. The disease may progress acutely or be stable. People at a young age seem to be at a major risk factor for disease progression [5]. The disease is multifactorial with genetic [6, 7] and environmental risk factors [8-10]. The genetic contribution is supported by familial aggregation [11, 12], in particular, parental consanguinity [13], and monozygotic twins may have higher ectasia concordance than dizygotic twins [14]. Many genes have been implicated but none alone explains the genesis of the disease [15]. The most recognized environmental risk factor is eye rubbing [16-18]. The repeated mechanical pressure on the cornea causes structural modifications of the collagen, leading to ectasia [19]. Molecular modifications of tears that could explain these histologic changes have been reported in experimental eye rubbings for 60 seconds (increase in levels of metalloproteinases and inflammatory mediators) [20]. This hypothesis is supported by case reports of unilateral or very asymmetric keratoconus when the eye rubbing is unilateral [21-23]. Many ocular surface diseases, leading to itching, have been associated with corneal ectasia. Atopy [24, 25] and allergic conjunctivitis [26, 27] are classical diseases, but many other conditions such as dry eyes [28] and blepharitis [29] have been suspected. Computer vision syndrome [30] is a new entity caused by too much screen time resulting in ocular surface irritation. Studies have found that this syndrome could be associated with keratoconus [28]. Sleeping characteristics in keratoconus patients have been explored. Sleeping position (leading to pressure on the eyes) [23, 28], snoring, and sleep apnea [31, 32] could affect the occurrence of keratoconus, but more investigations are needed. Also, we lack knowledge about the role of the characteristics of eye rubbing in the genesis of keratoconus, such as frequency [11], duration [33], intensity [33], time of the day [23], and part of the hand used for rubbing [28]. This study aimed to more precisely characterize risk factors for keratoconus, especially eye rubbing, in a monocentric population in France.

2. Materials and Methods

2.1. Ethics Statement

A written informed consent was obtained from each patient in accordance with the 1995 Declaration of Helsinki. The study was approved by the medical ethics committee of the University Hospital of Montpellier (Institutional review board no. 18032020).

2.2. Design

This study was a cross-sectional monocentric case-control study performed in Gui de Chauliac University Hospital Center, Montpellier, France, from June 2019 to February 2021.

2.3. Study Population

All patients underwent bilateral slit lamp examination and corneal topography using Orbscan II (Placido disc and slit-scanning technology, Bausch and Lomb, Rochester, NY) or Pentacam HR (Scheimpflug imagery, Oculus, Wetzlar, Germany). The primary outcome (keratoconus diagnosis) was determined by two corneal specialists unaware of the patient's risk factors. The inclusion criterion for the keratoconus group was clinical or topographic keratoconus in at least one eye. Patients who already had a corneal graft for keratoconus were also included. Except for grafted eyes, each eye with keratoconus was classified from stage I to stage IV using the modified Amsler–Krumeich classification [34, 35]. For each case, we defined which eye was the worst according to the classification. For cases with grafted eyes with no previous topography available in the medical file, we defined the first eye operated as the worst. The inclusion criterion for the control group was no clinical or topographic keratoconus in any eye. The control group was sex and age-matched, with a 2-year tolerance, to the case. Controls were patients consulting an ophthalmologist in our center for reasons other than keratoconus mostly for a routine examination. Exclusion criteria were doubtful topography or slit lamp examination or refusing participation.

2.4. Data Source

Each enrolled patient had to complete a paper questionnaire in the waiting room before an ophthalmologist consultation. This questionnaire was created by the National Center of Keratoconus and is currently subjected to a validation study. The data concerned demographics (age, sex, social status, and dominant hand), medical history (time since keratoconus diagnosis, family history of keratoconus, allergies, eye diseases, dry eye based on OSDI questionnaire), eye rubbing characteristics (frequency, part of the hand used, duration, intensity, time of the day, causes, noise, etc.), sleeping characteristics (regularity, position, snoring or apnea), and environmental exposure (screen time, weather, tobacco exposure, animals, irritant products, etc.).

2.5. Statistical Analysis

Continuous statistics are reported as mean ± SD and median (range) for continuous variables. Categorical variables are reported as numbers (percentages). The nonparametric MannWhitney test was used to compare continuous variables and the chi-square test (or Fisher's exact test as appropriate) to compare categorical variables. Potential factors associated with keratoconus were compared on univariate analysis (chi-square test or Fisher's exact test). Thereafter, a multivariate logistic model was built based on selected parameters from the univariate analysis (level of significance set at p < 0.20 for selection). In addition, three procedures for selecting variables (forward, backward, and stepwise) by the minimization of Akaike's information criterion were used to obtain the most appropriate logistic regression model. The absence of multicollinearity has been verified by using the variance inflation factor. Odds ratios (ORs) and 95% confidence intervals (CIs) were estimated. p < 0.05 was considered statistically significant, and all statistical tests were two-sided. Statistical analyses were performed with R 3.6.1 (Vienna, Austria). No imputation was used for missing values because less than 1% were missing.

3. Results

Participants (Figure 1 and Table 1)

We included 195 patients with keratoconus who were followed up by a corneal specialist, and 195 healthy patients were matched on age and sex. Most participants were men (67%), which is similar to the literature [36]. The mean age was 32 ± 12 years. The mean time since diagnosis was 7 ± 9 years. In the case population, the mean maximum keratometry (Kmax) was 49.1 ± 5 diopters and the thinnest pachymetry was 441 ± 66 microns. In the control population, these parameters were 43.7 ± 1.5 diopters and 543 ± 37 microns. Eyes with corneal grafts were excluded from these analyses. These parameters were all statistically different (p < 0.001) between the two groups. Of the 390 eyes with keratoconus enrolled, 152 (39%) eyes were at stage I, 85 (22%) at stage II, 75 (19%) at stage III, 35 (9%) at stage IV, and 41 (11%) with corneal graft according to the modified Amsler–Krumeich classification.

Risk Factors of Keratoconus (Tables 2 and 3 and Figure 2)

The first univariate analysis concerned the whole population of cases and controls. In total, 164 (84%) cases and 66 (34%) controls had a history of eye rubbing (p < 0.001) and 20% (n = 39) of cases had a family history of keratoconus (p < 0.001). Eye dryness was significantly associated with keratoconus (p < 0.001). The only sleeping position associated with keratoconus was the contact of the hand or the forearm with the eyes (p=0.010). Allergies, in particular asthma and allergic conjunctivitis, were associated with the disease (p < 0.001). Also, cases were more frequently exposed to smoke (tobacco or cannabis) than controls (p < 0.015). The parameters selected from univariate analysis for a multivariate logistic model were family history, eye rubbing history, allergy (any kind), dry eyes, smoking exposure, screen time, hand or forearm contact with the eyes during sleeping and snoring, or obstructive sleep apnea (OSA). The multivariate model confirmed the association of keratoconus with family history (OR = 22.2, 95% CI: 5.88–148; p < 0.001), history of rubbing eyes (OR = 10.9, 95% CI: 6.35–19.3; p < 0.001), allergy (any kind) (OR = 3.80, 95% CI: 2.26–6.54; p < 0.001), smoking exposure (OR = 2.08, 95% CI: 1.15–3.85; p=0.017) ,and dry eyes (OR = 1.77, 95% CI: 1.02–3.09; p=0.045).

Analysis of Rubbing Characteristics (Table 4 and Figure 3)

We analyzed rubbing characteristics in the population of people who rubbed their eyes (164 cases and 66 controls). On univariate analysis of the eye rubbing population, keratoconus was associated with frequency of rubbing “often, 1–10 times a day” (OR = 8.12, 95% CI: 4.13–16.6; p < 0.001) and “very often ≥10 times a day” (OR = 52.1, 95% CI: 10.4–951; p < 0.001), duration “≥15 sec” (OR = 2.74, 95% CI: 1.16–7.57; p=0.032), “hard” intensity of rubbing (OR = 3.06, 95% CI: 1.28–8.20; p=0.017), and rubbing noise (OR = 1.97, 95% CI: 1.06–3.77; p=0.036). Other associated factors were using knuckles for rubbing (OR = 2.46, 95% CI: 1.35–4.59; p=0.004) and the back of the hand (OR = 2.97, 95% CI: 1.19–9.05; p=0.032) but index fingertips were less often used (compared to other types of friction) as compared with controls (OR = 0.34, 95% CI: 0.18–0.62; p < 0.001). On multivariate analysis, keratoconus remained associated with rubbing “often, 1–10 times a day” (OR = 9.48, 95% CI: 4.62–20.6; p < 0.001) and “very often ≥10 times a day” (OR = 57.3, 95% CI: 11.0–1,059; p < 0.001). The only way of rubbing significantly associated with multivariate analysis was protective: “use of fingertips” (OR = 0.27, 95% CI: 0.13–0.55; p < 0.001).

3.4. “More Advanced Side” Analysis (Table 5)

The side of the worst eye was not linked to the dominant hand used for rubbing (p=0.43) but was associated with the preferential eye rubbed (p < 0.001) and the side with more mechanical pressure during the night according to the sleeping position (p=0.041).

4. Discussion

The main point of our study is that it supports the mechanical etiology of keratoconus. According to the literature, we found a strong association between eye rubbing and multivariate analysis [11, 28, 36, 37]. The association between the preferential eye rubbed and the worst diseased eye confirms a strong link. New risk factors have been described: tobacco, probably due to the dryness and the induced rubbing and the way of rubbing the eye. Using knuckles and the back of the hand for rubbing was associated with keratoconus, with less use of the index fingertips for rubbing as compared with controls; knuckles and the back of the hand expose the eye to harder mechanical power by direct bone contact. The main rubbing characteristic leading to keratoconus in the eye rubbing population was high frequency rather than intensity or duration of rubbing. The worst diseased eye was associated with more eye rubbing and more pressed eyes during the night, according to the sleeping position. Mazharian et al. [23] also found that patients with unilateral or highly asymmetric keratoconus exhibited homolateral eye rubbing and slept on the same side. Concerning the sleeping position in the total population, the only statistically positive result was contact with the hand or forearm on the eyes during sleep on univariate analysis only. We did not confirm any correlation with the prone, supine, and side sleep positions or screen time as found in the Moran et al. study [28], nor any already suspected associations with sleep apnea [31, 32], perhaps because of a lack of controls included. The sleeping position could be a risk factor for the pathogenesis of keratoconus itself or for the progression of the disease. The genesis of keratoconus is linked to an anatomical predisposition to thin corneas that are less resistant to mechanical stress. Keratoconus, therefore, could only occur in certain patients who have a predisposition and who apply a mechanical constraint on their eyes during sleep or eye rubbing. Also, on multivariable analysis, we confirmed classical known associations such as family history [11, 12, 36], dry eyes [28], and allergy [38] at rates similar to the literature. A 2010 meta-analysis considered that the most important risk factors for keratoconus were eye rubbing, positive family history, allergy, asthma, and eczema [9]. The latter factor was the only one not found in our study, perhaps because we analyzed “skin allergies” in general and not eczema in particular. In addition, allergic conjunctivitis, which is a classical risk and disease severity factor [26], was also positive in our univariate analysis (p < 0.001). We found an association between smoking and keratoconus but other studies usually did not [36, 39]. An Australian study in 2021 found a correlation between severity and smoking cigarettes on univariate analysis, which was not confirmed in the multivariate model [40]. Different hypotheses may explain the association between smoking and keratoconus. The dysfunction of the meibomian glands and the dry syndrome induced by smoking could increase friction. The increase in rubbing could also be explained by the personality type of anxiety more frequent in this population. Eye rubbing would decrease the stress felt by the patient via the stimulation of the Vagus X nerve by the oculocardiac reflex. We did not explain this association and other studies should be conducted to confirm this. Our study has some weaknesses and is prone to bias. First, the data were obtained from a questionnaire. Hence, there is a risk of reporting bias depending on the precision of the questions, the knowledge of patients, and their willingness to cooperate. For example, the fact that cases were aware of the association between keratoconus and eye rubbing may have influenced their response. Keratoconus is an acquired disorder, and we selected our control group with normal topographic and clinical criteria at the time of inclusion. Because of no follow-up, some controls could have exhibited keratoconus during the study, which could imply selection bias. We controlled that bias by excluding all patients with doubtful corneal topography.

5. Conclusion

Our study confirmed the most important risk factors for keratoconus: eye rubbing, family history, and allergy. It allows for more understanding of the eyes rubbing habits of our patients by detailing many of the rubbing characteristics associated with the genesis of corneal ectasia. We also found that the sleeping position could play a key role in the pathophysiology of keratoconus. We recommend that all patients be systematically screened for inappropriate sleeping positions to identify the use of night-time eye protection if necessary. These elements are crucial in care because we can use them to advise our patients and help them avoid their habits. Indeed, helping people to stop eye rubbing could be an effective treatment on its own to stop the progression of ectasia. In addition, it can be a target for primary prevention by educating the population to not adopt these behaviors.
Table 1

Population characteristics.

Cases, N = 195Controls, N = 195 p value1
Sex>0.99
 Men130 (67)130 (67)
 Women65 (33)65 (33)

Age32 ± 12; 30 (11–80)32 ± 12; 30 (10–79)0.93
Keratometry, diopters
 Kmax (mean right and left)49.1 ± 5.0; 48.2 (22.0–68.4)43.7 ± 1.5; 43.6 (37.8–47.6) <0.001
  Missing90
 Kmax right49.3 ± 5.1; 48.2 (41.7–71.3)43.7 ± 1.6; 43.8 (37.4–47.9) <0.001
  Missing210
 Kmax left48.7 ± 5.1; 47.7 (40.4–74.2)43.6 ± 1.6; 43.7 (38.2–47.4) <0.001
  Missing220

Pachymetry, microns
 Thinnest (mean right and left)441 ± 66; 452 (117–572)543 ± 37; 544 (385–620) <0.001
  Missing100
 Thinnest right444 ± 69; 458 (117–572)543 ± 37; 544 (380–632) <0.001
  Missing220
 Thinnest left444 ± 70; 458 (226–582)542 ± 41; 545 (269–622) <0.001
  Missing210

Amsler–krumeich classificationRightLeftBoth
 173 (38)79 (41)152 (39)
 243 (22)42 (22)85 (22)
 336 (19)39 (20)75 (19)
 422 (11)13 (6.7)35 (9)
 Graft20 (10)21 (11)41 (11)

Time since diagnosis (years)7 ± 9; 4 (0–50)
Intracorneal rings13 (6.7)
Cross-linking53 (27)

Data are (%) or mean (SD)/median (range); the 1chi-square test; and the Wilcoxon rank sum test.

Table 2

Risk factors of keratoconus and univariate analysis.

Cases, N = 195Controls, N = 195 p value1
Rubbing eyes <0.001
 Active108 (55)66 (34)
 Never31 (16)129 (66)
 Past: stopped56 (29)0 (0)
 Eye rubbing history (past or active)164 (84)66 (34) <0.001

Family history39 (20)2 (1.0) <0.001
Dry eyes81 (42)19 (9.7) <0.001
History of eyes irritative acnea treatment (retinoid)6 (3.1)7 (3.6)0.78
Screen time per day0.10
 <4 hr82 (42)98 (50)
 ≥4 hr113 (58)97 (50)

Sleeping data
 Snoring or OSA41 (21)27 (14)0.065
  Missing01
 Regular sleep112 (61)111 (57)0.44
  Missing110
 On the back50 (26)47 (24)0.73
 On the side131 (67)122 (63)0.34
 Head in the pillow44 (23)51 (26)0.41
 Hand or forearm on the eye20 (10)7 (3.6) 0.010

Exposure data
 Dry condition or air conditioning46 (24)61 (31)0.083
  Missing01
 Smoking (tobacco or cannabis)59 (30)38 (20) 0.015
  Missing01
 Animals61 (31)68 (35)0.43
  Missing01

Allergy data
 Allergy (any kind)124 (64)78 (40) <0.001
  Missing20
 Asthma39 (20)15 (7.7) <0.001
 Skin allergies29 (15)23 (12)0.37
 Allergic rhinitis or hay fever53 (27)40 (21)0.12
 Allergic conjunctivitis78 (40)26 (13) <0.001
 Angioedema7 (3.6)1 (0.5)0.068
 Drug allergies12 (6.2)19 (9.7)0.19
 Food allergies15 (7.7)10 (5.1)0.30

OSA = obstructive sleep apnea. Data are n (%); the 1chi-square test; and the Fisher's exact test.

Table 3

Risk factors of keratoconus and multivariate logistic regression.

CharacteristicUnivariate analysisMultivariate analysis
OR95% CI p valueOR95% CI p value
Family history
 No
 Yes23.47.02–145 <0.001 22.25.88–148 <0.001

Eye rubbing history
 No
 Yes10.56.54–17.4 <0.001 10.96.35–19.3 <0.001

Allergy (any kind)
 No
 Yes2.771.84–4.20 <0.001 3.802.26–6.54 <0.001

Dry eyes
 No
 Yes2.451.58–3.83 <0.001 1.771.02–3.09 0.045

Smoking exposure (tobacco or cannabis)
 No
 Yes1.861.16–2.99 0.010 2.081.15–3.85 0.017

Screen time per day
<4 hr
≥4 hr1.430.96–2.130.0831.540.91–2.610.11

Hand or forearm on the eye (sleeping position)
 No
 Yes3.041.31–7.90 0.014

Snoring or OSA
 No
 Yes1.610.95–2.770.082

CI = confidence interval, OR = odds ratio, and OSA = obstructive sleep apnea. Data are n (%) or odds ratio (OR) and 95% confidence interval (CI). Odds ratios were calculated by univariate and multivariate logistic regression. The multivariate model was created with the variables with p < 0.20 in the univariate analysis with a method of eliminating variables by using the corrected Akaike information criterion. A generalized variance inflation factor was used to check for multicollinearity.

Table 4

Risk factors of keratoconus in the eye rubbing population and multivariate logistic regression.

CharacteristicCases N = 164Controls N = 66Univariate analysisMultivariate analysis
OR95% CI p valueOR95% CI p value
Rubbing frequency
 Once/day maximum97 (59)17 (26)
 Often, 1–10 times/day32 (20)48 (73)8.124.13–16.6 <0.001 9.484.62–20.6 <0.001
 Very often, >10 times/day35 (21)1 (1.5)52.110.4–951 <0.001 57.311.0–1,059 <0.001

Rubbing duration
 <15 sec34 (22)6 (9.2)
 ≥15 sec121 (78)59 (91)2.741.16–7.57 0.032

Intensity of rubbing
 Superficial59 (36)32 (48)
 Moderate62 (38)27 (41)1.150.61–2.180.67
 Hard43 (26)7 (11)3.061.28–8.20 0.017

Rubbing noise
 No92 (56)48 (73)
 Yes71 (44)18 (27)1.971.06–3.77 0.036

Type of rubbing

Index fingertips
 No103 (63)24 (36)
 Yes61 (37)41 (63)0.340.18–0.62 <0.001 0.270.13–0.55 <0.001

The palm of the hand
 No138 (84)54 (82)
 Yes26 (16)11 (17)0.890.41–2.010.77

Knuckles
 No73 (45)44 (67)
 Yes91 (55)21 (32)2.461.35–4.59 0.004

Thumb and index clamp
 No141 (86)56 (85)
 Yes23 (14)9 (14)0.910.40–2.220.83

Back of the hand
 No132 (80)59 (89)
 Yes32 (20)6 (9)2.971.19–9.05 0.032

OR = odds ratio and CI = confidence interval. Data are n (%) or odds ratio (OR) and 95% confidence interval (CI). Odds ratios were calculated by univariate and multivariate logistic regression. The multivariate model was created with the variables with p < 0.20 in the univariate analysis with a method of eliminating variables by using the corrected Akaike information criterion. A generalized variance inflation factor was used to check for multicollinearity.

Table 5

Analysis of eye for more advanced disease.

LateralityEye with more advanced disease p value1
Left, N = 88Right, N = 107
Dominant hand0.43
 Left12 (14)19 (18)
 Right76 (86)88 (82)

Preferential eye rubbed <0.001
 No preferential rubbing59 (67)65 (61)
 Left20 (23)10 (9.3)
 Right9 (10)32 (30)

Press on the eye during sleeping relative to the sleeping position 0.041
 Both or none59 (67)60 (56)
 Left14 (16)12 (11)
 Right15 (17)35 (33)

Data are n (%). 1 the chi-square test.

  38 in total

1.  Atopy and keratoconus: a multivariate analysis.

Authors:  A M Bawazeer; W G Hodge; B Lorimer
Journal:  Br J Ophthalmol       Date:  2000-08       Impact factor: 4.638

2.  Keratoconus in 18 pairs of twins.

Authors:  Stephen J Tuft; Hala Hassan; Sonia George; David G Frazer; Colin E Willoughby; Petra Liskova
Journal:  Acta Ophthalmol       Date:  2012-06-08       Impact factor: 3.761

3.  Eye rubbing type and prevalence including contact lens 'removal-relief' rubbing.

Authors:  Charles W McMonnies
Journal:  Clin Exp Optom       Date:  2016-06-16       Impact factor: 2.742

4.  Keratoconus Natural Progression: A Systematic Review and Meta-analysis of 11 529 Eyes.

Authors:  Alex C Ferdi; Vuong Nguyen; Daniel M Gore; Bruce D Allan; Jos J Rozema; Stephanie L Watson
Journal:  Ophthalmology       Date:  2019-03-08       Impact factor: 12.079

5.  Characteristics of 244 patients with keratoconus seen in an optometric contact lens practice.

Authors:  Einat Shneor; Michel Millodot; Sharon Blumberg; Ilya Ortenberg; Shmuel Behrman; Ariela Gordon-Shaag
Journal:  Clin Exp Optom       Date:  2012-12-20       Impact factor: 2.742

6.  Genetic epidemiological study of keratoconus: evidence for major gene determination.

Authors:  Y Wang; Y S Rabinowitz; J I Rotter; H Yang
Journal:  Am J Med Genet       Date:  2000-08-28

7.  Is consanguinity a risk factor for keratoconus?

Authors:  Ariela Gordon-Shaag; Michel Millodot; Maron Essa; Jeanne Garth; Mohammed Ghara; Einat Shneor
Journal:  Optom Vis Sci       Date:  2013-05       Impact factor: 1.973

8.  Eyelid laxity, obesity, and obstructive sleep apnea in keratoconus.

Authors:  Matthew S Pihlblad; Daniel P Schaefer
Journal:  Cornea       Date:  2013-09       Impact factor: 2.651

9.  Vision-related quality of life and dependency in French keratoconus patients: Impact study.

Authors:  Valentine Saunier; Audrey-Elodie Mercier; Thibaut Gaboriau; Florence Malet; Joseph Colin; Pierre Fournié; François Malecaze; David Touboul
Journal:  J Cataract Refract Surg       Date:  2017-12       Impact factor: 3.351

Review 10.  Genetic Aspects of Keratoconus: A Literature Review Exploring Potential Genetic Contributions and Possible Genetic Relationships with Comorbidities.

Authors:  Eleftherios Loukovitis; Konstantinos Sfakianakis; Panagiota Syrmakesi; Eleni Tsotridou; Myrsini Orfanidou; Dimitra Rafailia Bakaloudi; Maria Stoila; Athina Kozei; Spyridon Koronis; Zachos Zachariadis; Paris Tranos; Nikos Kozeis; Miltos Balidis; Zisis Gatzioufas; Aliki Fiska; George Anogeianakis
Journal:  Ophthalmol Ther       Date:  2018-09-06
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