June 2011
Volume 52, Issue 7
Free
Anatomy and Pathology/Oncology  |   June 2011
Selective Breeding for Susceptibility to Myopia Reveals a Gene–Environment Interaction
Author Affiliations & Notes
  • Yen-Po Chen
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
    the Department of Ophthalmology, Chang Gung Memorial Hospital, Taoyuan, Taiwan;
  • Paul M. Hocking
    the Department of Genetics and Genomics, Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Edinburgh, Scotland, United Kingdom;
  • Ling Wang
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
  • Boris Považay
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
    the Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria;
  • Ankush Prashar
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
    the Scottish Crop Research Institute, Invergowrie, Scotland, United Kingdom;
  • Chi-Ho To
    the Center for Myopia Research, School of Optometry, Hong Kong Polytechnic University, Hong Kong, SAR China;
    the State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, Peoples Republic of China; and
  • Jonathan T. Erichsen
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
  • Marita Feldkaemper
    the Ophthalmic Research Institute, Section of Neurobiology of the Eye, University of Tübingen, Tübingen, Germany.
  • Bernd Hofer
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
    the Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria;
  • Wolfgang Drexler
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
    the Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria;
  • Frank Schaeffel
    the Ophthalmic Research Institute, Section of Neurobiology of the Eye, University of Tübingen, Tübingen, Germany.
  • Jeremy A. Guggenheim
    From the School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom;
  • Corresponding author: Jeremy A. Guggenheim, School of Optometry and Vision Sciences, Cardiff University, Maindy Road, Cardiff, CF24 4LU, Wales, UK; guggenheim@cf.ac.uk
Investigative Ophthalmology & Visual Science June 2011, Vol.52, 4003-4011. doi:https://doi.org/10.1167/iovs.10-7044
  • Views
  • PDF
  • Share
  • Tools
    • Alerts
      ×
      This feature is available to authenticated users only.
      Sign In or Create an Account ×
    • Get Citation

      Yen-Po Chen, Paul M. Hocking, Ling Wang, Boris Považay, Ankush Prashar, Chi-Ho To, Jonathan T. Erichsen, Marita Feldkaemper, Bernd Hofer, Wolfgang Drexler, Frank Schaeffel, Jeremy A. Guggenheim; Selective Breeding for Susceptibility to Myopia Reveals a Gene–Environment Interaction. Invest. Ophthalmol. Vis. Sci. 2011;52(7):4003-4011. https://doi.org/10.1167/iovs.10-7044.

      Download citation file:


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

      ×
  • Supplements
Abstract

Purpose.: To test whether the interanimal variability in susceptibility to visually induced myopia is genetically determined.

Methods.: Monocular deprivation of sharp vision (DSV) was induced in outbred White Leghorn chicks aged 4 days. After 4 days' DSV, myopia susceptibility was quantified by the relative changes in axial length and refraction. Chicks in the extreme tails of the distribution of susceptibility to DSV were kept and paired for breeding (high- and low-susceptibility lines). A second round of selection was then performed. The third generation of chicks, derived from the selected parents, was assessed after either monocular DSV (4 or 10 days) or lens wear.

Results.: After two rounds of selective breeding, the chicks from the high-susceptibility line developed approximately twice as much myopia in response to 4 days' DSV as did those from the low-susceptibility line (P < 0.001). All ocular component dimensions differed significantly (P < 0.001) between the two selected lines, both before treatment and in the responses of the treated eye. When DSV was conducted for 10 days, the relative changes in axial length and refractive error were still significantly different between the high and low lines (P < 0.001). The chicks bred for high or low susceptibility to DSV also showed significantly different responses to minus lens wear, but not to plus lens wear. Additive genetic effects explained ∼50% of the interanimal variability in response to DSV.

Conclusions.: Genes and environment interact to shape refractive development in chicks.

Myopia results from a mismatch between the optical power of the eye and its length, causing light to be focused in front of the retina and leading to blurred vision. It is one of the most prevalent eye disorders worldwide, 1,2 and high-degree myopia is a leading cause of untreatable loss of sight resulting from retinal and choroidal degeneration. 3 5 Studies in both humans and animals have demonstrated that the rate of postnatal eye growth is regulated by visual experience, whereas twin and family studies have shown that refractive errors are highly heritable. 6,7 Thus, myopia is largely considered a multifactorial, complex disorder. 8,9 Although recent genome-wide association studies for refractive error have successfully tagged several causal genetic variants, 10,11 the list of identified genetic and environmental risk factors is able to explain only a small proportion of the variance in refractive error in the populations studied. 7,12 14 Gene–environment interactions represent an attractive explanation for the missing heritability 15 and the seemingly paradoxical evidence supporting both strongly genetic and strongly environmental determination of refractive error. However, to date, the influence of gene–environment interactions in complex disorders such as myopia is almost entirely unknown. 16  
Myopia that occurs due to the deprivation of sharp vision (DSV; also known as form deprivation) 17 during early life has been found to occur in birds, fish, and mammals, including man. 18 DSV in the chicken has become a well-established animal model of myopia. 19,20 Interestingly, a considerable variation in the degree of myopia induced by a uniform regimen of visual deprivation has been found, not only between chicken strains but also within each strain, 21 24 yet little is understood about the causes of this variability. Troilo et al. 21 found significant differences in both normal ocular development and the ocular response to visual deprivation between two strains of White Leghorn chickens and suggested that genetics may play a role in the visual control of eye growth. Saltarelli et al. 25 also indicated a possible effect of genetics in the susceptibility to DSV after finding a significant correlation between vitreous chamber elongation induced over two successive periods of treatment. Stimulated by these investigations using the chicken myopia model, we adopted a novel, selective breeding strategy to test directly the importance of gene–environment interactions in refractive development. 
Materials and Methods
All experimental procedures involving animals complied with the U.K. Home Office legislation and the European Communities Council Directive 86/609/EEC (1986) and were performed in accordance with the ARVO Statement for the Use of Animals in Ophthalmic and Visual Research. 
Deprivation of Sharp Vision: Treatment and Selective Breeding
The outbred White Leghorn chickens used in the initial round of selection (generation 1) were obtained from Lohmann Tierzucht GmBH (Cuxhaven, Germany) as fertilized eggs. The Lohmann Company has maintained this strain by random mating of a large breeding population undergoing selection for production traits and thus the population was expected to exhibit a high level of genetic diversity for eye traits. The eggs were hatched in batches of 20 to 30 chicks. For the first 4 days after hatching, the chicks were housed in a clear-sided, thermoregulated (25–27°C) Perspex brooder. After ocular measurements when the chicks were 4 days old, they were transferred to a wire-mesh/Perspex-sided floor pen with a suspended infrared heat lamp. Illumination in the brooder and floor pen was 250 to 300 lux with a 12:12-hour light/dark cycle. The chicks were fed commercial chick starter and given access to water ad libitum. 
Myopia was induced in one eye of 4-day-old chicks by monocular DSV. Translucent diffusers were sutured to the skin around the orbit of one eye with monofilament nonabsorbable suture material (Ethilone 4-0; Ethicon, Johnson and Johnson Intl., Norderstedt, Germany) while the animal was under general anesthesia (produced by an intramuscular injection of ketamine 50 mg/kg and xylazine 3.5 mg/kg). Diffusers were removed after 4 days' DSV by removal of the sutures. Ocular measurements were performed before and after DSV to quantify the myopia susceptibility of each chicken (details of the ocular measurement procedures and myopia quantification calculations are given below). Please refer to Chen et al. 26 for a more detailed description of the procedures used. The sex of each chicken was determined via a PCR-restriction enzyme digest assay, using DNA extracted from a blood sample, as described previously 24 (an exception was for a small number of chickens from generation 1, which were kept until adulthood, in whom sex was apparent from secondary sexual characteristics). 
From 232 outbred chickens treated in generation 1, 36 chickens were selected and retained for breeding. These comprised the nine male and nine female chicks with the highest level of susceptibility to DSV, which were paired together (high-line pairs), and the nine male and nine female chicks with the lowest level of susceptibility to DSV, which were paired together (low-line pairs). Because the experiment was performed using batches of chicks, as each new batch was assessed, any male chick in the pool of selected chicks with a less extreme phenotype than that of a newly phenotyped male chick was replaced by the chick with the more extreme phenotype. Similarly, any female chick in the selected pool was replaced if a female chick in a new batch was identified as having a more extreme phenotype, until all the batches had been examined. Because pedigree information was not available for the outbred chicks treated in generation 1, we assumed that these chicks were unrelated to one another. 
Each pair of selected chickens was kept in a separate enclosure, and their eggs were labeled when collected (daily). Chicks (the F1 generation, or generation 2) were hatched individually in hatching boxes and tagged with a wing band to allow their parentage to be ascertained. Chicks from the second generation were deprived of sharp vision using the same regimen as above. 
A total of 267 F1 chicks were assessed in generation 2 (144 chicks from the high line and 123 from the low line). Chicks from the high- and low-susceptibility lines were hatched and raised together to ensure the uniformity of their environment. Since susceptibility to DSV is partially dependent on sex, 23,27 we sought to screen at least five male and five female offspring from each set of parents. Furthermore, to maximize genetic diversity and reduce inbreeding depression, we selected one male and one female from each set of parents. Within these caveats, the 18 F1 chickens (nine male, nine female) with the highest degree of induced myopia from the high-susceptibility line parents were selected for breeding, as were the 16 F1 chickens (eight male, eight female) with the lowest degree of induced myopia from the low-susceptibility line parents. The chickens within each susceptibility group were paired, making sure that the male and female of each pair were unrelated to one another. 
Offspring from the F1 parents (the F2 generation, or generation 3) were hatched as described above. A total of 392 F2 chicks were assessed after 4 days' DSV in generation 3 (200 and 192 chicks from the high- and low-susceptibility lines, respectively). Table 1 lists the number of chicks used for this and the remaining experiments. 
Table 1.
 
Number of Animals Used in Each Experimental Group
Table 1.
 
Number of Animals Used in Each Experimental Group
Generation Line DSV (4 Days Only/4 and 10 Days) Lens Wear (Plano/Plus/Minus) Untreated AS-OCT (10 Days DSV) OKN (Untreated) Total
1 Outbred 232 (232/0) 0 0 0 0 232
2 High 144 (144/0) 0 0 0 0 144
2 Low 123 (123/0) 0 0 0 0 123
3 High 200 (167/33) 56 (15/20/21) 22 6 4 288
3 Low 192 (161/31) 52 (14/19/19) 22 6 3 275
Ocular Measurements and Quantification of Myopia Susceptibility
Measurements were performed by examiners masked to the identity (i.e., high- or low-line status) of the animals. High-frequency A-scan ultrasonography was used to measure ocular component dimensions, including anterior chamber depth (ACD), lens thickness (LT), vitreous chamber depth (VCD), and axial length (AL), in chickens under anesthesia before and after the period of DSV.26,28 The refractive state (RX) of each eye was measured by using streak retinoscopy immediately after removal of the diffuser. In the third generation, the radius of corneal curvature (RCC) was measured with a custom-built infrared videokeratometer based on the design of Schaeffel and Howland.29 Changes in ocular component dimensions resulting from DSV were compared between the treated and control eye of each chick. The relative changes in AL, VCD, and RX were chosen to quantify myopia susceptibility26:        where,
  •  
    ΔALT = AL in the treated eye after DSV − AL in the treated eye before DSV;
  •  
    ΔALC = AL in the control eye after DSV − AL in the control eye before DSV;
and similarly for ΔVCDT, ΔVCDC, ΔLTT, ΔLTC, ΔACDT, ΔACDC, ΔRCCT, and ΔRCCC and where,
  •  
    RXT = RX in the treated eye after DSV;
  •  
    RXC = RX in the control eye after DSV.
Since ΔAL, ΔVCD, and ΔRX correlated highly, ΔAL was used as the primary indicator of myopia susceptibility when selecting chicks. However, for chicks in which ΔAL values were similar, those with the more extreme ΔVCD and ΔRX values were chosen (i.e., for high-susceptibility line chicks, those with higher ΔVCD and ΔRX values, and for low-susceptibility line chicks, those with lower ΔVCD and ΔRX values). 
Deprivation of Sharp Vision for 10 Days
Sixty-four chicks from the third generation (33 and 31 from the high- and low-susceptibility lines, respectively) underwent monocular DSV for 10 days. Refractive error, corneal curvature and ocular component dimensions were measured before treatment when the chicks were 4 days old and then again after 4 and 10 days of DSV. An additional 44 chicks (22 from the high-susceptibility line and 22 from the low-susceptibility line) were randomly chosen to serve as untreated controls and measured alongside those undergoing the 10-day DSV treatment. 
Visual Defocus by Lenses
Plano, +10-D plano-convex and −15-D plano-concave glass lenses (diameter, 12 mm) were fitted inside short (8 mm) lengths of soft, translucent silicone tubing (inner diameter, 12 mm), which were in turn each attached to a Velcro ring. A mated ring of Velcro was glued to the feathers around the eye to attach the lens. Fifty-six third-generation chicks from the high-susceptibility line and 52 third-generation chicks from the low-susceptibility line were randomly assigned to wear a plano, +10-D or −15-D lens. Refractive error, corneal curvature and ocular component dimensions were measured before and after 4 days of continuous lens wear, with treatment starting at 4 days of age, as for DSV. The lenses were cleaned twice daily. 
Anterior Segment Imaging
Anterior segment imaging was performed on both eyes of a sample of third-generation chicks (six from the high-susceptibility line and six from the low-susceptibility line) after DSV treatment for 10 days, before ultrasound biometry. Images were obtained with a custom-built swept source optical coherence tomography (SS-OCT) system that used the fast dispersion encoded full-range (DEFR) algorithm, 30 to double the usable depth range. Details of the biometry system have been presented elsewhere. 31  
Assessment of Visual Function Using Optokinetic Responses
Optokinetic responses were tested on 7-day-old untreated chickens from the third generation. Details of the optokinetic nystagmus testing paradigm have been reported previously. 32,33 Briefly, seven randomly selected chickens (4 from the high-susceptibility line and three from the low-susceptibility line) were individually placed inside a large drum with printed stripes (1 cyc/deg, 28.5% contrast) on the inner wall. The rotating speed of the drum was 50 deg/s. The head movement of the chickens, elicited by the drifting grating, was recorded from above by a video camera and analyzed with custom-written software after digitization of the video frames. Visual function was quantified as the ratio of angular head speed to angular stripe speed. The OKN test was performed under both binocular and monocular viewing conditions. When monocular testing was performed (achieved by placing an opaque occluder over one eye) only responses in the temporal-to-nasal direction were recorded, because of the asymmetry of monocularly elicited OKN in chicks. 34 The relative performance (ratio of angular head speed to angular stripe speed) of chicks from the high- and low-susceptibility lines was tested with the Mann-Whitney U test. 
Statistical Analysis
All data for the pretreatment ocular component dimensions and the posttreatment traits ΔVCD, ΔAL, and ΔRX were tested for normality with the Kolmogorov-Smirnov test. Due to a non-normal distribution of ΔRX, differences between the high- and low-susceptibility lines were compared by using the Mann-Whitney U test. Comparisons of the ocular component dimensions and their DSV-induced changes between the two selected lines were made using an independent-samples t-test (SPSS ver. 14.0; SPSS Inc., Chicago, IL). 
Heritability Estimates for Susceptibility to Deprivation of Sharp Vision
For each of the traits of interest (ΔRX, ΔAL, and ΔVCD), outliers, defined as the trait values beyond three standard deviations from the mean, 35 were identified and removed. Outlier removal is common practice in quantitative genetics, since extreme values are potentially informative, but have a high risk of being the result of a measurement error. 36 The removal of falsely identified outliers (extreme trait values that are not due to measurement errors) causes a small, downward bias in heritability estimation, such that the result becomes conservative. However, failure to remove true outliers (extreme values resulting from measurement errors) can dramatically bias heritability estimates, giving very misleading results. 36,37 The number of outliers removed was 2, 3, and 4 for the traits ΔRX, ΔAL, and ΔVCD, respectively (i.e., <0.5% of the total sample for all three traits). Next, the frequency distributions of all ocular traits were tested for normality by the Kolmogorov-Smirnov test. Only the trait ΔRX was non-normally distributed. Therefore, a normal quantile transformation of ΔRX was made, as described previously. 38,39 (This method assigns a normal deviate value to each subject according to its phenotypic rank.) Heritability estimates for susceptibility to DSV were calculated by using variance components analysis with the software package Sequential Oligogenic Linkage Analysis Routines (SOLAR, version 4.2.7). 40 Here, the total phenotypic variance of the trait is partitioned into an additive genetic component and an environmental component that includes the nonadditive genetic component, environmental factors and measurement errors. The narrow sense heritability (h 2) was estimated as the proportion of total phenotypic variance of the trait due to additive genetic effects. SOLAR uses maximum likelihood to optimize the model parameters. Batch-to-batch variability was taken into account using the house (household effects) command, and sex was included as a covariate. 
Results
Myopia Susceptibility in Selectively Bred Chicks
The frequency distribution of the degree of induced myopia (ΔRX) in the first generation of chickens was approximately Gaussian, with the chicks (n = 232) developing −13.42 ± 3.16 D of myopia (mean ± SD). The animals in the tails of the distribution were retained for breeding, and the selection process was repeated (Fig. 1A; Tables 2, 3). After two rounds of selection, the animals in the third generation showed a clear divergence in their susceptibility to DSV-induced myopia (Figs. 1B–G). The chickens in this generation with parents that had been selected for high susceptibility to myopia developed an average of −15.27 ± 3.47 D, whereas those with parents selected for low susceptibility developed only −6.88 ± 3.35 D (n = 392; P < 0.001; Fig. 2A). There were similarly significant differences between the two lines in the extent to which each of the treated eye's ocular components changed relative to the untreated fellow (control) eye in response to DSV (Figs. 2C–F; Tables 2, 3). 
Figure 1.
 
Selective breeding for myopia susceptibility. Myopia was induced in one eye of outbred chickens (generation 1) by monocular deprivation of sharp vision, and individuals from the tails of the induced-myopia frequency distribution were retained for breeding. Offspring (generation 2) from the parents with the highest myopia susceptibility (high line) and the lowest myopia susceptibility (low line) were hatched and raised together, and subjected to monocular DSV treatment. The degree of induced myopia was assessed in the generation 2 chicks, and again, the most and least susceptible chicks were retained for breeding a third generation. The degree of induced myopia was assessed in the generation 3 chicks, with observers again being masked to the high- or low-line status of the animals. (A) The breeding scheme. n, number of animals. (B, D, F) Distribution of degree of induced myopia (ΔRX) in generations 1, 2, and 3, respectively. (C, E, G) Distribution of degree of induced axial eye growth (ΔAL) in generations 1, 2, and 3, respectively. (BG) Red, outbred; green, low line; blue, high line; black, high/low overlap.
Figure 1.
 
Selective breeding for myopia susceptibility. Myopia was induced in one eye of outbred chickens (generation 1) by monocular deprivation of sharp vision, and individuals from the tails of the induced-myopia frequency distribution were retained for breeding. Offspring (generation 2) from the parents with the highest myopia susceptibility (high line) and the lowest myopia susceptibility (low line) were hatched and raised together, and subjected to monocular DSV treatment. The degree of induced myopia was assessed in the generation 2 chicks, and again, the most and least susceptible chicks were retained for breeding a third generation. The degree of induced myopia was assessed in the generation 3 chicks, with observers again being masked to the high- or low-line status of the animals. (A) The breeding scheme. n, number of animals. (B, D, F) Distribution of degree of induced myopia (ΔRX) in generations 1, 2, and 3, respectively. (C, E, G) Distribution of degree of induced axial eye growth (ΔAL) in generations 1, 2, and 3, respectively. (BG) Red, outbred; green, low line; blue, high line; black, high/low overlap.
Table 2.
 
Refraction and Ocular Component Dimensions in Chicks after Monocular DSV for 4 Days
Table 2.
 
Refraction and Ocular Component Dimensions in Chicks after Monocular DSV for 4 Days
Round R1 (n = 232) Round R2 (n = 267: L = 123, H = 144) Round R3 (n = 392: L = 192, H = 200)
High Low P High Low P
Treated eyes
    RX −9.26 ± 3.10 −8.97 ± 3.62 −4.42 ± 3.36 < 0.001 −10.92 ± 3.83 −2.43 ± 3.53 < 0.001
    RCC* 2.92 ± 0.05 2.93 ± 0.06 0.045
    ACD 1.35 ± 0.09 1.35 ± 0.09 1.29 ± 0.07 < 0.001 1.37 ± 0.09 1.23 ± 0.07 < 0.001
    LT 1.96 ± 0.05 1.94 ± 0.04 1.95 ± 0.04 0.035 1.98 ± 0.04 1.97 ± 0.04 < 0.001
    VCD 5.53 ± 0.20 5.60 ± 0.19 5.45 ± 0.19 < 0.001 5.67 ± 0.20 5.39 ± 0.19 < 0.001
    AL 8.84 ± 0.27 8.88 ± 0.26 8.66 ± 0.23 < 0.001 9.01 ± 0.25 8.57 ± 0.23 < 0.001
Control eyes
    RX 4.17 ± 1.26 4.98 ± 0.55 5.05 ± 0.40 0.276 4.34 ± 1.29 4.45 ± 0.90 0.886
    RCC* 2.92 ± 0.05 2.92 ± 0.06 0.777
    ACD 1.38 ± 0.04 1.39 ± 0.05 1.38 ± 0.05 0.492 1.38 ± 0.05 1.36 ± 0.05 < 0.001
    LT 1.96 ± 0.05 1.95 ± 0.05 1.95 ± 0.04 0.853 1.97 ± 0.03 1.99 ± 0.04 < 0.001
    VCD 5.09 ± 0.14 5.08 ± 0.15 5.07 ± 0.12 0.489 5.13 ± 0.15 5.08 ± 0.13 0.001
    AL 8.42 ± 0.18 8.41 ± 0.18 8.40 ± 0.16 0.617 8.47 ± 0.19 8.41 ± 0.16 0.001
Table 3.
 
Changes in Refraction and Ocular Component Dimensions after 4 Days of DSV
Table 3.
 
Changes in Refraction and Ocular Component Dimensions after 4 Days of DSV
Generation 1 (n = 232) Generation 2 (n = 267: L = 123, H = 144) Generation 3 (n = 392: L = 192, H = 200)
ΔRCC* L 0.012 ± 0.03 P = 0.009
H −0.003 ± 0.04
ΔACD, mm −0.02 ± 0.08 L −0.10 ± 0.05 P < 0.001 L −0.13 ± 0.05 P < 0.001
H −0.04 ± 0.07 H −0.01 ± 0.07
ΔLT, mm −0.002 ± 0.038 L −0.02 ± 0.04 P = 0.101 L −0.02 ± 0.04 P < 0.001
H −0.01 ± 0.05 H 0.01 ± 0.04
ΔVCD, mm 0.47 ± 0.14 L 0.38 ± 0.13 P < 0.001 L 0.31 ± 0.14 P < 0.001
H 0.52 ± 0.13 H 0.54 ± 0.13
ΔAL, mm 0.45 ± 0.19 L 0.27 ± 0.15 P < 0.001 L 0.16 ± 0.16 P < 0.001
H 0.47 ± 0.16 H 0.54 ± 0.16
ΔRX, D −13.42 ± 3.16 L −9.47 ± 3.31 P < 0.001 L −6.88 ± 3.35 P < 0.001
H −13.95 ± 3.59 H −15.27 ± 3.47
Figure 2.
 
(AE) Changes in refraction and ocular component dimensions induced by 4 days' DSV (treated eye minus control eye) in high- and low-line chicks. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (F) Optokinetic head pursuit responses in untreated high- and low-line chicks in the third generation. Visual function in chicks aged 7 days was assessed by measuring the ratio of angular head speed during optokinetic smooth pursuit phases to the angular speed of a low-contrast, drifting grating of spatial frequency 1 cyc/deg, where a ratio of 1.0 corresponds to normal performance and a ratio of 0 corresponds to no visual function. Error bars show SE.
Figure 2.
 
(AE) Changes in refraction and ocular component dimensions induced by 4 days' DSV (treated eye minus control eye) in high- and low-line chicks. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (F) Optokinetic head pursuit responses in untreated high- and low-line chicks in the third generation. Visual function in chicks aged 7 days was assessed by measuring the ratio of angular head speed during optokinetic smooth pursuit phases to the angular speed of a low-contrast, drifting grating of spatial frequency 1 cyc/deg, where a ratio of 1.0 corresponds to normal performance and a ratio of 0 corresponds to no visual function. Error bars show SE.
Remarkably, refractive error and ocular component dimensions were also found to differ significantly between the high- and low-susceptibility line chicks in the third generation, even before treatment was initiated (Table 4). At 4 days of age, the chicks from the low-susceptibility line were an average of +0.21 D more hyperopic than their high-susceptibility line counterparts (+4.43 vs. +4.22 D, respectively, P < 0.001) and had shorter eyes (8.05 vs. 8.14 mm, respectively, P < 0.001). 
Table 4.
 
Refraction and Ocular Component Dimensions in 4-Day-Old Chicks before DSV Treatment
Table 4.
 
Refraction and Ocular Component Dimensions in 4-Day-Old Chicks before DSV Treatment
Generation 1 (n = 232) Generation 2 (n = 267: L = 123, H = 144) Generation 3 (n = 544: L = 266, H = 278)
RCC, mm* L 2.77 ± 0.05 P = 0.016
H 2.79 ± 0.04
ACD, mm 1.26 ± 0.04 L 1.25 ± 0.04 P = 0.427 L 1.25 ± 0.04 P < 0.001
H 1.26 ± 0.04 H 1.27 ± 0.03
LT, mm 1.82 ± 0.04 L 1.81 ± 0.03 P = 0.155 L 1.834 ± 0.032 P = 0.010
H 1.80 ± 0.03 H 1.828 ± 0.030
VCD, mm 5.04 ± 0.13 L 4.98 ± 0.10 P = 0.002 L 4.97 ± 0.12 P < 0.001
H 5.02 ± 0.12 H 5.04 ± 0.13
AL, mm 8.12 ± 0.16 L 8.04 ± 0.13 P = 0.034 L 8.05 ± 0.15 P < 0.001
H 8.08 ± 0.15 H 8.14 ± 0.15
RX, D† L 4.43 ± 0.75 P < 0.001
H 4.22 ± 0.66
Assessment of Visual Function Using Optokinetic Responses
Since DSV-induced changes in eye growth are vision dependent, visual function in chickens from the high- and low-susceptibility lines were tested using an optokinetic nystagmus (OKN) testing paradigm to examine whether a generalized visual deficit in the chickens from the low lines could explain the divergence in myopia susceptibility. After the optokinetic response of the chickens in the third generation was tested, no significant difference in visual function was observed between the high and low lines (Fig. 2F). The chickens from the two selected lines showed similarly good visual function. The gain (which quantified visual performance in the OKN test) observed under binocular viewing condition was 0.95 ± 0.11 and 0.96 ± 0.11 in the low- and high-susceptibility lines, respectively (mean ± SE; Mann-Whitney U test; P = 0.72). Similarly, no significant difference in gain between the two selected lines was detected under the monocular testing condition (0.84 ± 0.04 vs. 0.88 ± 0.11, Mann-Whitney U test; P = 0.86). 
Deprivation of Sharp Vision for 10 Days
In investigating whether the divergence in myopia susceptibility was due to a delayed response to DSV in the chicks from the low-susceptibility line, we deprived chicks from the high- and low-susceptibility lines of sharp vision monocularly, starting at 4 days of age, as previously, but for a period of 10 days. Refractive error, corneal curvature, and ocular component dimensions were measured before treatment and after 4 (Table 4) and 10 (Tables 5, 6) days of DSV. The chicks from the high-susceptibility line developed an average of −12.88 D of myopia after the first 4 days' DSV and −20.53 D after 10 days and exhibited an average daily increase in axial length (in the treated eye relative to the control eye) of 0.12 and 0.11 mm over the first 4 and the subsequent 6 days, respectively. The animals from the low-susceptibility line developed an average of −5.21 and −7.61 D of myopia after 4 and 10 days of DSV, and showed an average daily axial length increase (treated eye relative to control eye) of 0.02 and 0.05 mm, respectively (Figs. 3A, 3C). The continued slower rate of axial elongation and myopia development in the later 6-day period of treatment in the low-line chicks, relative to those in the high line, ruled out our having selected chicks on the basis of the maturity of their visually guided growth regulation system. 
Table 5.
 
Refraction and Ocular Component Dimensions in Third-Generation Chicks Monocularly Deprived of Sharp Vision for 10 Days and in the Right Eyes of Untreated Chicks Observed during the Same Period
Table 5.
 
Refraction and Ocular Component Dimensions in Third-Generation Chicks Monocularly Deprived of Sharp Vision for 10 Days and in the Right Eyes of Untreated Chicks Observed during the Same Period
Untreated Right Eyes Treated Eyes Control Eyes
High (n = 22) Low (n = 22) P High (n = 33) Low (n = 31) P High (n = 33) Low (n = 31) P
After 4 Days' DSV
    RX (D) 4.42 ± 1.03 4.19 ± 1.50 0.720 −8.12 ± 3.59 −0.74 ± 3.30 < 0.001 4.76 ± 0.73 4.47 ± 1.25 0.595
    RCC, mm 2.94 ± 0.05 2.92 ± 0.05 0.209 2.93 ± 0.05 2.94 ± 0.07 0.337 2.92 ± 0.05 2.93 ± 0.06 0.582
    ACD, mm 1.40 ± 0.04 1.38 ± 0.04 0.077 1.41 ± 0.07 1.26 ± 0.06 < 0.001 1.41 ± 0.04 1.39 ± 0.03 0.129
    LT, mm 1.97 ± 0.03 1.99 ± 0.03 0.016 1.97 ± 0.03 1.96 ± 0.03 0.542 1.96 ± 0.03 2.00 ± 0.04 < 0.001
    VCD, mm 5.21 ± 0.15 5.11 ± 0.13 0.032 5.60 ± 0.21 5.39 ± 0.20 < 0.001 5.15 ± 0.16 5.13 ± 0.13 0.693
    AL, mm 8.56 ± 0.18 8.47 ± 0.15 0.072 8.97 ± 0.27 8.60 ± 0.23 < 0.001 8.50 ± 0.19 8.51 ± 0.16 0.939
After 10 Days' DSV
    RX (D) 4.02 ± 0.66 4.23 ± 0.72 0.114 −15.91 ± 6.09 −3.29 ± 5.75 < 0.001 4.62 ± 0.76 4.32 ± 0.74 0.220
    RCC, mm 3.16 ± 0.05 3.13 ± 0.05 0.197 3.14 ± 0.09 3.29 ± 0.09 < 0.001 3.14 ± 0.06 3.15 ± 0.07 0.411
    ACD, mm 1.48 ± 0.05 1.46 ± 0.04 0.214 1.55 ± 0.21 1.20 ± 0.10 < 0.001 1.48 ± 0.06 1.48 ± 0.05 0.899
    LT, mm 2.21 ± 0.05 2.22 ± 0.05 0.580 2.19 ± 0.05 2.19 ± 0.05 0.573 2.20 ± 0.04 2.24 ± 0.06 0.009
    VCD, mm 5.46 ± 0.16 5.38 ± 0.12 0.063 6.45 ± 0.44 6.13 ± 0.40 0.003 5.39 ± 0.19 5.39 ± 0.15 0.959
    AL, mm 9.14 ± 0.19 9.05 ± 0.15 0.100 10.17 ± 0.58 9.49 ± 0.43 < 0.001 9.06 ± 0.24 9.08 ± 0.18 0.628
Table 6.
 
Relative Changes in Ocular Component Dimensions and Refraction in Third-Generation Chicks during Monocular DSV for 10 Days
Table 6.
 
Relative Changes in Ocular Component Dimensions and Refraction in Third-Generation Chicks during Monocular DSV for 10 Days
Changes in the First 4 Days P Changes in the Latter 6 Days P Changes in 10 Days P
ΔRX, D L −5.21 ± 2.71 < 0.001 −2.40 ± 3.58 < 0.001 −7.61 ± 5.59 < 0.001
H −12.88 ± 3.54 −7.65 ± 3.76 −20.53 ± 5.89
ΔRCC, mm L 0.01 ± 0.03 0.732 0.12 ± 0.06 < 0.001 0.14 ± 0.06 < 0.001
H 0.01 ± 0.05 −0.01 ± 0.06 0.003 ± 0.08
ΔACD, mm L −0.12 ± 0.04 < 0.001 −0.15 ± 0.07 < 0.001 −0.28 ± 0.09 < 0.001
H 0.002 ± 0.05 −0.07 ± 0.15 0.08 ± 0.19
ΔLT, mm L −0.04 ± 0.05 < 0.001 −0.01 ± 0.07 0.328 −0.05 ± 0.07 0.029
H 0.01 ± 0.03 −0.02 ± 0.06 −0.01 ± 0.05
ΔVCD, mm L 0.25 ± 0.15 < 0.001 0.48 ± 0.26 0.077 0.73 ± 0.35 < 0.001
H 0.46 ± 0.11 0.60 ± 0.27 1.06 ± 0.31
ΔAL, mm L 0.09 ± 0.16 < 0.001 0.31 ± 0.25 < 0.001 0.40 ± 0.36 < 0.001
H 0.47 ± 0.14 0.65 ± 0.35 1.12 ± 0.44
Figure 3.
 
(A, C) Changes in refraction (ΔRX) and axial length (ΔAL) in high- and low-line chicks in the third generation after 4 and 10 days of DSV. Bars show change in the treated eye minus the change in the control eye over the treatment period, error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B, D) Representative in vivo anterior segment images of the treated and control eyes of chicks from the (B) high and (D) low lines after 10 days of DSV.
Figure 3.
 
(A, C) Changes in refraction (ΔRX) and axial length (ΔAL) in high- and low-line chicks in the third generation after 4 and 10 days of DSV. Bars show change in the treated eye minus the change in the control eye over the treatment period, error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B, D) Representative in vivo anterior segment images of the treated and control eyes of chicks from the (B) high and (D) low lines after 10 days of DSV.
Interestingly, while developing less vitreous chamber elongation than chicks from the high-susceptibility line, the chicks from the low-susceptibility line showed a significant DSV-induced decrease in their rate of anterior chamber deepening over the treatment period, combined with an increased rate of corneal flattening. This effect was particularly pronounced after 10 days of DSV (Figs. 3B, 3D; Tables 5, 6). 
Visual Defocus by Lenses
Chicks from the high- and low-susceptibility lines were treated with a plano, +10-D, or −15-D lens over one eye for 4 days. The degree of refractive compensation for minus lenses differed significantly between the high and low lines. However, this was not the case with plus or plano lens wear (Fig. 4A). Specifically, minus lens wear induced −11.14 and −4.80 D of myopia in the high and low lines, respectively (P < 0.001). Plus lens wear induced +6.90 and +8.13 D of hyperopia in the high and low lines, respectively (P = 0.093). Whereas the frequency distributions of ΔRX in the two selected lines were largely overlapping after plus lens wear, there was an obvious divergence in the distributions after minus lens wear (Fig. 4B). 
Figure 4.
 
Change in refraction (ΔRX) induced by 4 days of monocular lens wear in high- and low-line chicks in the third generation. (A) Change in refraction after plano, +10-D, and −15-D lens wear in the high and low lines. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B) Frequency distribution of the change in refraction after +10-D or −15D lens wear in the high and low lines. Black: high/low overlap.
Figure 4.
 
Change in refraction (ΔRX) induced by 4 days of monocular lens wear in high- and low-line chicks in the third generation. (A) Change in refraction after plano, +10-D, and −15-D lens wear in the high and low lines. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B) Frequency distribution of the change in refraction after +10-D or −15D lens wear in the high and low lines. Black: high/low overlap.
Magnitude of the Genetic Influence toward Myopia Susceptibility
A variance components analysis of all the chickens used in the selective breeding experiment yielded heritability estimates for susceptibility to DSV of 0.51 ± 0.05, 0.46 ± 0.04, and 0.38 ± 0.04 (mean ± SE) when quantified using the traits ΔRX, ΔAL, and ΔVCD, respectively (all P < 0.001). These results demonstrate that susceptibility to a completely environmental cause of myopia was strongly dependent on genetic background in these chickens. 
Discussion
Substantial variations have been observed in the degree of myopia induced by a uniform regimen of DSV in outbred White Leghorn chickens. 21 24 After selective breeding for high and low susceptibility to DSV, the degree of myopia induced by DSV showed a highly significant difference between the high- and low-susceptibility lines, as did the DSV-induced changes in ocular component dimensions. 
Plausible explanations for this divergence in susceptibility to DSV between the selected lines would be (1) a genetic effect, (2) the inheritance of an allele or alleles causing generalized visual disability in the low-line chicks because of the vision dependency of DSV-induced myopia, and (3) a relative immaturity of the pathway of vision-dependent regulatory eye growth in the low-susceptibility line. However, as assessed using an optokinetic nystagmus testing paradigm, visual function was similarly good in both the high- and low-line animals, ruling out a generalized visual deficit as the cause of the divergence in susceptibility to DSV. Furthermore, there were significant differences in the relative changes in ocular component dimensions and induced myopia between the chickens from the high- and low-lines treated with monocular DSV over a longer deprivation period of 10 days. The slower rate of axial elongation and myopia development in both the first 4 days and later 6 days of treatment in the low-susceptibility line chicks, relative to those in the high-susceptibility line, ruled out our having selected the chicks on the basis of the maturity of their visually guided growth regulation system. Instead, the results are consistent with the idea that the chicks were selected dependent on the gain 41 of their eye growth regulatory system. Therefore, the evident divergence in the susceptibility to DSV in the three generations of selective breeding provided evidence of a strong genetic component in the development of environmentally induced myopia. Indeed, genetic effects explained ∼50% of the variation in susceptibility to DSV in this population of White Leghorn chickens. The most likely molecular determinants underlying this genetic effect are multiple DNA polymorphisms, each having a small individual effect 42 (although, conceivably, epigenetic changes could also contribute to this heritable variation in response to DSV 43 ). 
The myopia susceptibility (ΔRX) of both lines of the selected chicks diverged away from that of the outbred starting population (both directions, P < 0.001). However, as seen strikingly in Figure 2, the low-susceptibility line responded to a much greater extent than the high-susceptibility line. Thus, comparing the chicks in generation 3 against those in the starting population (generation 1), birds in the low line developed, on average, 49% less induced myopia, whereas the chicks from the high line developed just 14% more. Because the stringency of selection was the same for the two lines, and the frequency distribution of ΔRX in generation 1 was not markedly skewed, this asymmetric divergence is likely to represent a biologically driven phenomenon rather than a statistically driven one. According to quantitative genetics theory, several interrelated factors can create an asymmetry in the response to selection, including directional dominance (for instance, a tendency for the majority of alleles that confer low myopia susceptibility to be recessive) and directional gene frequencies (for instance, a tendency for the majority of the alleles conferring low myopia susceptibility to be at a relatively low frequency in the population). 44 However, these causes are rarely evident after just two generations of selective breeding. Hence, we speculate that the principal reason for the reduced divergence of the high-susceptibility line is that the rate of myopic eye growth is limited to a finite, maximum level. 
The myopia induced by DSV is primarily brought about by an increase in vitreous chamber depth. 45,46 Interestingly, however, the chicks from the low-susceptibility line showed significant anterior and posterior segment changes over the treatment period. Thus, at the same time that they were developing less vitreous chamber elongation than chicks from the high line, treated eyes in chicks from the low line developed unusually flat corneas and unusually shallow anterior chambers. These effects were particularly pronounced after DSV for 10 days (Fig. 3D). As a result of this relatively slow rate of anterior chamber deepening and faster rate of corneal flattening, we calculated 47,48 the equivalent refractive power of the combined cornea and crystalline lens to be approximately +153 D in the treated eyes of 14-day-old low-line chicks, compared with +156 D in the untreated, normal eyes of chicks from this line at this age (assuming a total lens power of +61.83 D and a first principal point distance for the lens of 0.93 mm, for 15 day old chicks 48 ). Thus, the anterior segment changes in the treated eyes of low-line chicks also served to make them less myopic, augmenting the effect of slow vitreous chamber elongation. The most straightforward explanation for this apparent coupling of influences on the rate of growth of both the anterior and posterior segments of the eye is that separate groups of alleles, some regulating the response of the anterior segment to DSV and other regulating the response of the posterior segment, were subject to selection. However, an alternative, albeit speculative, explanation is that alleles with pleiotropic effects on the growth of both the anterior and posterior segments were subject to selection (in support of the latter idea, we recently observed pleiotropic genetic effects in the control of axial length and corneal curvature in normally developing chicks 49 ). 
Chicks raised wearing a spectacle lens in front of one eye are able to modify their refractive development in a sign of defocus-dependent manner. 50 When the chicks from the high and low lines were fitted with a plano, +10-D, or −15-D lens over one eye, the degree of refractive compensation for minus lenses differed significantly between the two selected lines, as was the case for DSV (Fig. 4). However, this was not the case with plus (or plano) lens wear. These findings suggest that the regulatory systems responsible for DSV-induced changes in refractive development and minus lens-induced changes in refractive development have one or more molecular components in common. However, this component is not part of the visually guided regulatory system responsible for compensation for the blur caused by plus lenses. Although previous studies 51 54 have reported similarities in the responses to minus lenses and diffusers, an important aspect of the similarity found here is that it can be more directly attributed to a shared causal mechanism (but note that we cannot argue this point with certainty, since it is possible that the −15-D lenses we used were beyond the range for which chicks of this age could emmetropize, and thus the minus lenses may have produced form deprivation rather than simply hyperopic defocus). Our results support previous work in demonstrating that the molecular pathways underlying emmetropization in response to plus lens wear and DSV must be distinct to at least some extent. More important, however, the difference in susceptibility to myopia induced by minus lens wear in the selected chicken lines suggests that a single genetic gain control system may determine a chick's susceptibility to all types of visually induced myopic eye growth, and thus have crucial relevance to human myopia. 
In conclusion, a selective breeding experiment demonstrated that susceptibility to environmentally induced myopia in chickens is strongly genetic in origin. If gene–environment interactions of this kind are also important in human myopia, then projects seeking to identify myopia-predisposing gene variants will benefit by considering genetic and lifestyle risk factors jointly. 
Footnotes
 Supported by the European Union Framework 6 (Research Training Network grant MRTN-CT-2006-034021 ‘MYEUROPIA’). The Roslin Institute is supported by a core strategic grant from the BBSRC (Biotechnology and Biological Sciences Research Council, United Kingdom).
Footnotes
 Disclosure: Y.-P. Chen, None; P.M. Hocking, None; L. Wang, None; B. Považay, None; A. Prashar, None; C.-H. To, None; J.T. Erichsen, None; M. Feldkaemper, None; B. Hofer, None; W. Drexler, None; F. Schaeffel, None; J.A. Guggenheim, None
The authors thank Lohman Tierzuct GmbH (Cuxhaven, Germany) for kindly donating fertile eggs for the study. 
References
Vitale S Ellwein L Cotch MF Ferris FL3rd Sperduto R . Prevalence of refractive error in the United States. 1999–2004. Arch Ophthalmol. 2008;126:1111–1119. [CrossRef] [PubMed]
Saw SM . A synopsis of the prevalence rates and environmental risk factors for myopia. Clin Exp Optom. 2003;86:289–294. [CrossRef] [PubMed]
Bamashmus MA Matlhaga B Dutton GN . Causes of blindness and visual impairment in the West of Scotland. Eye (Lond). 2004;18:257–261. [CrossRef] [PubMed]
Iwase A Araie M Tomidokoro A . Prevalence and causes of low vision and blindness in a Japanese adult population: the Tajimi Study. Ophthalmology. 2006;113:1354–1362. [CrossRef] [PubMed]
Hsu WM Cheng CY Liu JH Tsai SY Chou P . Prevalence and causes of visual impairment in an elderly Chinese population in Taiwan: the Shihpai Eye Study. Ophthalmology. 2004;111:62–69. [CrossRef] [PubMed]
Mutti DO Zadnik K Adams AJ . Myopia. The nature versus nurture debate goes on. Invest Ophthalmol Vis Sci. 1996;37:952–957. [PubMed]
Morgan I Rose K . How genetic is school myopia? Prog Retin Eye Res. 2005;24:1–38. [CrossRef] [PubMed]
Rose KA Morgan IG Smith W Mitchell P . High heritability of myopia does not preclude rapid changes in prevalence. Clin Exp Ophthalmol. 2002;30:168–172. [CrossRef]
Hornbeak DM Young TL . Myopia genetics: a review of current research and emerging trends. Curr Opin Ophthalmol. 2009;20:356–362. [CrossRef] [PubMed]
Solouki AM Verhoeven VJ van Duijn CM . A genome-wide association study identifies a susceptibility locus for refractive errors and myopia at 15q14. Nat Genet. 2010;42:897–901. [CrossRef] [PubMed]
Hysi PG Young TL Mackey DA . A genome-wide association study for myopia and refractive error identifies a susceptibility locus at 15q25. Nat Genet. 2010;42:902–905. [CrossRef] [PubMed]
Saw SM Tan SB Fung D . IQ and the association with myopia in children. Invest Ophthalmol Vis Sci. 2004;45:2943–2948. [CrossRef] [PubMed]
Jones LA Sinnott LT Mutti DO . Parental history of myopia, sports and outdoor activities, and future myopia. Invest Ophthalmol Vis Sci. 2007;48:3524–3532. [CrossRef] [PubMed]
Ip JM Saw SM Rose KA . Role of near work in myopia: findings in a sample of Australian school children. Invest Ophthalmol Vis Sci. 2008;49:2903–2910. [CrossRef] [PubMed]
Manolio TA Collins FS Cox NJ . Finding the missing heritability of complex diseases. Nature. 2009;461:747–753. [CrossRef] [PubMed]
Dempfle A Scherag A Hein R . Gene-environment interactions for complex traits: definitions, methodological requirements and challenges. Eur J Hum Genet. 2008;16:1164–1172. [CrossRef] [PubMed]
Hess RF Schmid KL Dumoulin SO Field DJ Brinkworth DR . What image properties regulate eye growth? Curr Biol. 2006;16:687–691. [CrossRef] [PubMed]
Wallman J Winawer J . Homeostasis of eye growth and the question of myopia. Neuron. 2004;43:447–468. [CrossRef] [PubMed]
Wallman J Turkel J Trachtman J . Extreme myopia produced by modest change in early visual experience. Science. 1978;201:1249–1251. [CrossRef] [PubMed]
Wallman J Gottlieb MD Rajaram V Fugate-Wentzek LA . Local retinal regions control local eye growth and myopia. Science. 1987;237:73–77. [CrossRef] [PubMed]
Troilo D Li T Glasser A Howland HC . Differences in eye growth and the response to visual deprivation in different strains of chicken. Vision Res. 1995;35:1211–1216. [CrossRef] [PubMed]
Stone RA Lin T Desai D Capehart C . Photoperiod, early post-natal eye growth, and visual deprivation. Vision Res. 1995;35:1195–1202. [CrossRef] [PubMed]
Schmid K Wildsoet C . Breed- and gender-dependent differences in eye growth and form deprivation responses in chick. J Comp Physiol A Neuroethol Sens Neural Behav Physiol. 1996;178:551–561. [CrossRef]
Guggenheim JA Erichsen JT Hocking PM Wright NF Black R . Similar genetic susceptibility to form-deprivation myopia in three strains of chicken. Vision Res. 2002;42:2747–2756. [CrossRef] [PubMed]
Saltarelli D Wildsoet C Nickla D Troilo D . Susceptibility to form-deprivation myopia in chicks is not altered by an early experience of axial myopia. Optom Vis Sci. 2004;81:119–126. [CrossRef] [PubMed]
Chen YP Prashar A Hocking PM . Sex, eye size, and the rate of myopic eye growth due to form deprivation in outbred white leghorn chickens. Invest Ophthalmol Vis Sci. 2010;51:651–657. [CrossRef] [PubMed]
Zhu X Lin T Stone RA Laties AM . Sex differences in chick eye growth and experimental myopia. Exp Eye Res. 1995;61:173–179. [CrossRef] [PubMed]
Prashar A Hocking PM Erichsen JT . Common determinants of body size and eye size in chickens from an advanced intercross line. Exp Eye Res. 2009;89:42–48. [CrossRef] [PubMed]
Schaeffel F Howland HC . Corneal accommodation in chick and pigeon. J Comp Physiol A Neuroethol Sens Neural Behav Physiol. 1987;160:375–384. [CrossRef]
Hofer B Povazay B Unterhuber A . Fast dispersion encoded full range optical coherence tomography for retinal imaging at 800 nm and 1060 nm. Opt Express. 2010;18:4898–4919. [CrossRef] [PubMed]
Wang L Hofer B Chen YP . Highly reproducible swept-source, dispersion-encoded full-range biometry and imaging of the mouse eye. J Biomed Opt. 2010;15:0460041–0460046.
Feldkaemper M Diether S Kleine G Schaeffel F . Interactions of spatial and luminance information in the retina of chickens during myopia development. Exp Eye Res. 1999;68:105–115. [CrossRef] [PubMed]
Diether S Schaeffel F . Long-term changes in retinal contrast sensitivity in chicks from frosted occluders and drugs: relations to myopia? Vision Res. 1999;39:2499–2510. [CrossRef] [PubMed]
Wallman J Velez J . Directional asymmetries of optokinetic nystagmus: developmental changes and relation to the accessory optic system and to the vestibular system. J Neurosci. 1985;5:317–329. [PubMed]
Valdar W Solberg LC Gauguier D . Genetic and environmental effects on complex traits in mice. Genetics. 2006;174:959–984. [CrossRef] [PubMed]
Blangero J Williams JT Almasy L . Robust LOD scores for variance component-based linkage analysis. Genet Epidemiol. 2000;19:S8–S14. [CrossRef] [PubMed]
Benyamin B Perola M Cornes BK . Within-family outliers: segregating alleles or environmental effects?—a linkage analysis of height from 5815 sibling pairs. Eur J Hum Genet. 2008;16:516–524. [CrossRef] [PubMed]
Peng B Yu RK Dehoff KL Amos CI . Normalizing a large number of quantitative traits using empirical normal quantile transformation. BMC Proc. 2007;1(1 suppl):S156. [CrossRef] [PubMed]
Bartlett MS . The use of transformations. Biometrics. 1947;3:39–52. [CrossRef] [PubMed]
Almasy L Blangero J . Multipoint quantitative-trait linkage analysis in general pedigrees. Am J Hum Genet. 1998;62:1198–1211. [CrossRef] [PubMed]
Tepelus TC Schaeffel F . Individual set-point and gain of emmetropization in chickens. Vision Res. 2010;50:57–64. [CrossRef] [PubMed]
Lynch M Walsh B . Genetics and Analysis of Quantitative Traits. Sunderland, Massachusetts: Sinauer; 1997.
Nadeau JH . Transgenerational genetic effects on phenotypic variation and disease risk. Hum Mol Genet. 2009;18:R202–R210. [CrossRef] [PubMed]
Falconer DS Mackay TFC . Introduction to Quantitative Genetics. 4th ed. Welwyn Garden City, UK: Longman; 1995.
Hayes BP Fitzke FW Hodos W Holden AL . A morphological analysis of experimental myopia in young chickens. Invest Ophthalmol Vis Sci. 1986;27:981–991. [PubMed]
Wallman J Adams JI . Developmental aspects of experimental myopia in chicks: susceptibility, recovery and relation to emmetropization. Vision Res. 1987;27:1139–1163. [CrossRef] [PubMed]
Bennett AG Rabbetts RB . Clinical Visual Optics. 2nd ed. London: Butterworths; 1989.
Avila NV McFadden SA . A detailed paraxial schematic eye for the White Leghorn chick. J Comp Physiol A. 2010;196:825–840. [CrossRef]
Chen YP Prashar A Erichsen JT . Heritability of ocular component dimensions in chickens: Genetic variants controlling susceptibility to experimentally induced myopia and pre-treatment eye size are distinct. Invest Ophthalmol Vis Sci. 2011;52:4012–4020. [CrossRef] [PubMed]
Schaeffel F Glasser A Howland HC . Accommodation, refractive error and eye growth in chickens. Vision Res. 1988;28:639–657. [CrossRef] [PubMed]
Wallman J Wildsoet C Xu A . Moving the retina: choroidal modulation of refractive state. Vision Res. 1995;35:37–50. [CrossRef] [PubMed]
Fischer AJ McGuire JJ Schaeffel F Stell WK . Light- and focus-dependent expression of the transcription factor ZENK in the chick retina. Nat Neurosci. 1999;2:706–712. [CrossRef] [PubMed]
McFadden SA Howlett MH Mertz JR . Retinoic acid signals the direction of ocular elongation in the guinea pig eye. Vision Res. 2004;44:643–653. [CrossRef] [PubMed]
Schmid KL Wildsoet CF . Inhibitory effects of apomorphine and atropine and their combination on myopia in chicks. Optom Vis Sci. 2004;81:137–147. [CrossRef] [PubMed]
Figure 1.
 
Selective breeding for myopia susceptibility. Myopia was induced in one eye of outbred chickens (generation 1) by monocular deprivation of sharp vision, and individuals from the tails of the induced-myopia frequency distribution were retained for breeding. Offspring (generation 2) from the parents with the highest myopia susceptibility (high line) and the lowest myopia susceptibility (low line) were hatched and raised together, and subjected to monocular DSV treatment. The degree of induced myopia was assessed in the generation 2 chicks, and again, the most and least susceptible chicks were retained for breeding a third generation. The degree of induced myopia was assessed in the generation 3 chicks, with observers again being masked to the high- or low-line status of the animals. (A) The breeding scheme. n, number of animals. (B, D, F) Distribution of degree of induced myopia (ΔRX) in generations 1, 2, and 3, respectively. (C, E, G) Distribution of degree of induced axial eye growth (ΔAL) in generations 1, 2, and 3, respectively. (BG) Red, outbred; green, low line; blue, high line; black, high/low overlap.
Figure 1.
 
Selective breeding for myopia susceptibility. Myopia was induced in one eye of outbred chickens (generation 1) by monocular deprivation of sharp vision, and individuals from the tails of the induced-myopia frequency distribution were retained for breeding. Offspring (generation 2) from the parents with the highest myopia susceptibility (high line) and the lowest myopia susceptibility (low line) were hatched and raised together, and subjected to monocular DSV treatment. The degree of induced myopia was assessed in the generation 2 chicks, and again, the most and least susceptible chicks were retained for breeding a third generation. The degree of induced myopia was assessed in the generation 3 chicks, with observers again being masked to the high- or low-line status of the animals. (A) The breeding scheme. n, number of animals. (B, D, F) Distribution of degree of induced myopia (ΔRX) in generations 1, 2, and 3, respectively. (C, E, G) Distribution of degree of induced axial eye growth (ΔAL) in generations 1, 2, and 3, respectively. (BG) Red, outbred; green, low line; blue, high line; black, high/low overlap.
Figure 2.
 
(AE) Changes in refraction and ocular component dimensions induced by 4 days' DSV (treated eye minus control eye) in high- and low-line chicks. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (F) Optokinetic head pursuit responses in untreated high- and low-line chicks in the third generation. Visual function in chicks aged 7 days was assessed by measuring the ratio of angular head speed during optokinetic smooth pursuit phases to the angular speed of a low-contrast, drifting grating of spatial frequency 1 cyc/deg, where a ratio of 1.0 corresponds to normal performance and a ratio of 0 corresponds to no visual function. Error bars show SE.
Figure 2.
 
(AE) Changes in refraction and ocular component dimensions induced by 4 days' DSV (treated eye minus control eye) in high- and low-line chicks. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (F) Optokinetic head pursuit responses in untreated high- and low-line chicks in the third generation. Visual function in chicks aged 7 days was assessed by measuring the ratio of angular head speed during optokinetic smooth pursuit phases to the angular speed of a low-contrast, drifting grating of spatial frequency 1 cyc/deg, where a ratio of 1.0 corresponds to normal performance and a ratio of 0 corresponds to no visual function. Error bars show SE.
Figure 3.
 
(A, C) Changes in refraction (ΔRX) and axial length (ΔAL) in high- and low-line chicks in the third generation after 4 and 10 days of DSV. Bars show change in the treated eye minus the change in the control eye over the treatment period, error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B, D) Representative in vivo anterior segment images of the treated and control eyes of chicks from the (B) high and (D) low lines after 10 days of DSV.
Figure 3.
 
(A, C) Changes in refraction (ΔRX) and axial length (ΔAL) in high- and low-line chicks in the third generation after 4 and 10 days of DSV. Bars show change in the treated eye minus the change in the control eye over the treatment period, error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B, D) Representative in vivo anterior segment images of the treated and control eyes of chicks from the (B) high and (D) low lines after 10 days of DSV.
Figure 4.
 
Change in refraction (ΔRX) induced by 4 days of monocular lens wear in high- and low-line chicks in the third generation. (A) Change in refraction after plano, +10-D, and −15-D lens wear in the high and low lines. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B) Frequency distribution of the change in refraction after +10-D or −15D lens wear in the high and low lines. Black: high/low overlap.
Figure 4.
 
Change in refraction (ΔRX) induced by 4 days of monocular lens wear in high- and low-line chicks in the third generation. (A) Change in refraction after plano, +10-D, and −15-D lens wear in the high and low lines. Error bars, SE. *Significant difference between the high and low lines (P < 0.001). (B) Frequency distribution of the change in refraction after +10-D or −15D lens wear in the high and low lines. Black: high/low overlap.
Table 1.
 
Number of Animals Used in Each Experimental Group
Table 1.
 
Number of Animals Used in Each Experimental Group
Generation Line DSV (4 Days Only/4 and 10 Days) Lens Wear (Plano/Plus/Minus) Untreated AS-OCT (10 Days DSV) OKN (Untreated) Total
1 Outbred 232 (232/0) 0 0 0 0 232
2 High 144 (144/0) 0 0 0 0 144
2 Low 123 (123/0) 0 0 0 0 123
3 High 200 (167/33) 56 (15/20/21) 22 6 4 288
3 Low 192 (161/31) 52 (14/19/19) 22 6 3 275
Table 2.
 
Refraction and Ocular Component Dimensions in Chicks after Monocular DSV for 4 Days
Table 2.
 
Refraction and Ocular Component Dimensions in Chicks after Monocular DSV for 4 Days
Round R1 (n = 232) Round R2 (n = 267: L = 123, H = 144) Round R3 (n = 392: L = 192, H = 200)
High Low P High Low P
Treated eyes
    RX −9.26 ± 3.10 −8.97 ± 3.62 −4.42 ± 3.36 < 0.001 −10.92 ± 3.83 −2.43 ± 3.53 < 0.001
    RCC* 2.92 ± 0.05 2.93 ± 0.06 0.045
    ACD 1.35 ± 0.09 1.35 ± 0.09 1.29 ± 0.07 < 0.001 1.37 ± 0.09 1.23 ± 0.07 < 0.001
    LT 1.96 ± 0.05 1.94 ± 0.04 1.95 ± 0.04 0.035 1.98 ± 0.04 1.97 ± 0.04 < 0.001
    VCD 5.53 ± 0.20 5.60 ± 0.19 5.45 ± 0.19 < 0.001 5.67 ± 0.20 5.39 ± 0.19 < 0.001
    AL 8.84 ± 0.27 8.88 ± 0.26 8.66 ± 0.23 < 0.001 9.01 ± 0.25 8.57 ± 0.23 < 0.001
Control eyes
    RX 4.17 ± 1.26 4.98 ± 0.55 5.05 ± 0.40 0.276 4.34 ± 1.29 4.45 ± 0.90 0.886
    RCC* 2.92 ± 0.05 2.92 ± 0.06 0.777
    ACD 1.38 ± 0.04 1.39 ± 0.05 1.38 ± 0.05 0.492 1.38 ± 0.05 1.36 ± 0.05 < 0.001
    LT 1.96 ± 0.05 1.95 ± 0.05 1.95 ± 0.04 0.853 1.97 ± 0.03 1.99 ± 0.04 < 0.001
    VCD 5.09 ± 0.14 5.08 ± 0.15 5.07 ± 0.12 0.489 5.13 ± 0.15 5.08 ± 0.13 0.001
    AL 8.42 ± 0.18 8.41 ± 0.18 8.40 ± 0.16 0.617 8.47 ± 0.19 8.41 ± 0.16 0.001
Table 3.
 
Changes in Refraction and Ocular Component Dimensions after 4 Days of DSV
Table 3.
 
Changes in Refraction and Ocular Component Dimensions after 4 Days of DSV
Generation 1 (n = 232) Generation 2 (n = 267: L = 123, H = 144) Generation 3 (n = 392: L = 192, H = 200)
ΔRCC* L 0.012 ± 0.03 P = 0.009
H −0.003 ± 0.04
ΔACD, mm −0.02 ± 0.08 L −0.10 ± 0.05 P < 0.001 L −0.13 ± 0.05 P < 0.001
H −0.04 ± 0.07 H −0.01 ± 0.07
ΔLT, mm −0.002 ± 0.038 L −0.02 ± 0.04 P = 0.101 L −0.02 ± 0.04 P < 0.001
H −0.01 ± 0.05 H 0.01 ± 0.04
ΔVCD, mm 0.47 ± 0.14 L 0.38 ± 0.13 P < 0.001 L 0.31 ± 0.14 P < 0.001
H 0.52 ± 0.13 H 0.54 ± 0.13
ΔAL, mm 0.45 ± 0.19 L 0.27 ± 0.15 P < 0.001 L 0.16 ± 0.16 P < 0.001
H 0.47 ± 0.16 H 0.54 ± 0.16
ΔRX, D −13.42 ± 3.16 L −9.47 ± 3.31 P < 0.001 L −6.88 ± 3.35 P < 0.001
H −13.95 ± 3.59 H −15.27 ± 3.47
Table 4.
 
Refraction and Ocular Component Dimensions in 4-Day-Old Chicks before DSV Treatment
Table 4.
 
Refraction and Ocular Component Dimensions in 4-Day-Old Chicks before DSV Treatment
Generation 1 (n = 232) Generation 2 (n = 267: L = 123, H = 144) Generation 3 (n = 544: L = 266, H = 278)
RCC, mm* L 2.77 ± 0.05 P = 0.016
H 2.79 ± 0.04
ACD, mm 1.26 ± 0.04 L 1.25 ± 0.04 P = 0.427 L 1.25 ± 0.04 P < 0.001
H 1.26 ± 0.04 H 1.27 ± 0.03
LT, mm 1.82 ± 0.04 L 1.81 ± 0.03 P = 0.155 L 1.834 ± 0.032 P = 0.010
H 1.80 ± 0.03 H 1.828 ± 0.030
VCD, mm 5.04 ± 0.13 L 4.98 ± 0.10 P = 0.002 L 4.97 ± 0.12 P < 0.001
H 5.02 ± 0.12 H 5.04 ± 0.13
AL, mm 8.12 ± 0.16 L 8.04 ± 0.13 P = 0.034 L 8.05 ± 0.15 P < 0.001
H 8.08 ± 0.15 H 8.14 ± 0.15
RX, D† L 4.43 ± 0.75 P < 0.001
H 4.22 ± 0.66
Table 5.
 
Refraction and Ocular Component Dimensions in Third-Generation Chicks Monocularly Deprived of Sharp Vision for 10 Days and in the Right Eyes of Untreated Chicks Observed during the Same Period
Table 5.
 
Refraction and Ocular Component Dimensions in Third-Generation Chicks Monocularly Deprived of Sharp Vision for 10 Days and in the Right Eyes of Untreated Chicks Observed during the Same Period
Untreated Right Eyes Treated Eyes Control Eyes
High (n = 22) Low (n = 22) P High (n = 33) Low (n = 31) P High (n = 33) Low (n = 31) P
After 4 Days' DSV
    RX (D) 4.42 ± 1.03 4.19 ± 1.50 0.720 −8.12 ± 3.59 −0.74 ± 3.30 < 0.001 4.76 ± 0.73 4.47 ± 1.25 0.595
    RCC, mm 2.94 ± 0.05 2.92 ± 0.05 0.209 2.93 ± 0.05 2.94 ± 0.07 0.337 2.92 ± 0.05 2.93 ± 0.06 0.582
    ACD, mm 1.40 ± 0.04 1.38 ± 0.04 0.077 1.41 ± 0.07 1.26 ± 0.06 < 0.001 1.41 ± 0.04 1.39 ± 0.03 0.129
    LT, mm 1.97 ± 0.03 1.99 ± 0.03 0.016 1.97 ± 0.03 1.96 ± 0.03 0.542 1.96 ± 0.03 2.00 ± 0.04 < 0.001
    VCD, mm 5.21 ± 0.15 5.11 ± 0.13 0.032 5.60 ± 0.21 5.39 ± 0.20 < 0.001 5.15 ± 0.16 5.13 ± 0.13 0.693
    AL, mm 8.56 ± 0.18 8.47 ± 0.15 0.072 8.97 ± 0.27 8.60 ± 0.23 < 0.001 8.50 ± 0.19 8.51 ± 0.16 0.939
After 10 Days' DSV
    RX (D) 4.02 ± 0.66 4.23 ± 0.72 0.114 −15.91 ± 6.09 −3.29 ± 5.75 < 0.001 4.62 ± 0.76 4.32 ± 0.74 0.220
    RCC, mm 3.16 ± 0.05 3.13 ± 0.05 0.197 3.14 ± 0.09 3.29 ± 0.09 < 0.001 3.14 ± 0.06 3.15 ± 0.07 0.411
    ACD, mm 1.48 ± 0.05 1.46 ± 0.04 0.214 1.55 ± 0.21 1.20 ± 0.10 < 0.001 1.48 ± 0.06 1.48 ± 0.05 0.899
    LT, mm 2.21 ± 0.05 2.22 ± 0.05 0.580 2.19 ± 0.05 2.19 ± 0.05 0.573 2.20 ± 0.04 2.24 ± 0.06 0.009
    VCD, mm 5.46 ± 0.16 5.38 ± 0.12 0.063 6.45 ± 0.44 6.13 ± 0.40 0.003 5.39 ± 0.19 5.39 ± 0.15 0.959
    AL, mm 9.14 ± 0.19 9.05 ± 0.15 0.100 10.17 ± 0.58 9.49 ± 0.43 < 0.001 9.06 ± 0.24 9.08 ± 0.18 0.628
Table 6.
 
Relative Changes in Ocular Component Dimensions and Refraction in Third-Generation Chicks during Monocular DSV for 10 Days
Table 6.
 
Relative Changes in Ocular Component Dimensions and Refraction in Third-Generation Chicks during Monocular DSV for 10 Days
Changes in the First 4 Days P Changes in the Latter 6 Days P Changes in 10 Days P
ΔRX, D L −5.21 ± 2.71 < 0.001 −2.40 ± 3.58 < 0.001 −7.61 ± 5.59 < 0.001
H −12.88 ± 3.54 −7.65 ± 3.76 −20.53 ± 5.89
ΔRCC, mm L 0.01 ± 0.03 0.732 0.12 ± 0.06 < 0.001 0.14 ± 0.06 < 0.001
H 0.01 ± 0.05 −0.01 ± 0.06 0.003 ± 0.08
ΔACD, mm L −0.12 ± 0.04 < 0.001 −0.15 ± 0.07 < 0.001 −0.28 ± 0.09 < 0.001
H 0.002 ± 0.05 −0.07 ± 0.15 0.08 ± 0.19
ΔLT, mm L −0.04 ± 0.05 < 0.001 −0.01 ± 0.07 0.328 −0.05 ± 0.07 0.029
H 0.01 ± 0.03 −0.02 ± 0.06 −0.01 ± 0.05
ΔVCD, mm L 0.25 ± 0.15 < 0.001 0.48 ± 0.26 0.077 0.73 ± 0.35 < 0.001
H 0.46 ± 0.11 0.60 ± 0.27 1.06 ± 0.31
ΔAL, mm L 0.09 ± 0.16 < 0.001 0.31 ± 0.25 < 0.001 0.40 ± 0.36 < 0.001
H 0.47 ± 0.14 0.65 ± 0.35 1.12 ± 0.44
×
×

This PDF is available to Subscribers Only

Sign in or purchase a subscription to access this content. ×

You must be signed into an individual account to use this feature.

×