Vision Research 46 (2006) 1633–1645
www.elsevier.com/locate/visres
Accommodation stimulus–response function
and retinal image quality
Tobias Buehren *, Michael J. Collins
Contact Lens and Visual Optics Laboratory, School of Optometry, Victoria Park Road, Kelvin Grove, Queensland University of Technology,
Brisbane, Qld 4059, Australia
Received 20 April 2005; received in revised form 7 June 2005
Abstract
Accommodation stimulus–response function (ASRF) and its relationship to retinal image quality were investigated using a modified wavefront sensor. Ten subjects were presented with six vergence stimuli between 0.17 D and 5 D. For each vergence distance,
ocular wavefronts and subjective visual acuity were measured. Wavefronts were analysed for a fixed 3-mm pupil diameter and for
natural pupil sizes. Visual Strehl ratio computed in the frequency domain (VSOTF) and retinal images were calculated for each condition tested. Subjective visual acuity was significantly improved at intermediate vergence distances (1 D and 2 D; p < 0.01), and
only decreased significantly at 5 D compared with 0.17 D (p < 0.05). VSOTF magnitude was associated with subjective visual acuity
and VSOTF peak location correlated with accommodation error. Apparent accommodation errors due to spherical aberration were
highly correlated with accommodation lead and lag for natural pupils (R2 = 0.80) but not for fixed 3-mm pupils (R2 < 0.00). The
combination of higher-order aberrations and accommodation errors improved retinal image quality compared with accommodation
errors or higher order aberrations alone. Pupil size and higher order aberrations play an important role in the ASRF.
2005 Elsevier Ltd. All rights reserved.
Keywords: Accommodation stimulus–response; Higher-order aberrations; Pupil size; Retinal image quality
1. Introduction
The classical accommodation stimulus–response
curve is S-shaped (Morgan, 1944). It shows a lead of
accommodation at distance, a cross-over point close to
the tonic level or resting point of accommodation, a
linear portion with a slope of less than one and a
break-off-point at the clinical amplitude of accommodation (Charman, 1982, 1999).
Most studies that have measured accommodation
stimulus–response have used auto-refractometers (see
Chen, Schmid, & Brown, 2003, for a review). More recent studies have used PowerRefractor based on photo-retinoscopy (Schaeffel, Weiss, & Seidel, 1999;
Seidemann & Schaeffel, 2003) or wavefront sensors
*
Corresponding author. Tel.: +617 3864 5717; fax: +617 3864 5665.
E-mail address: t2.buehren@qut.edu.au (T. Buehren).
0042-6989/$ - see front matter 2005 Elsevier Ltd. All rights reserved.
doi:10.1016/j.visres.2005.06.009
(Hazel, Cox, & Strang, 2003; Plainis, Ginis, & Pallikaris,
2005). The methods used to correct individual refractive
errors prior to accommodation measurement include
subjective distance refraction (Abbott, Schmid, &
Strang, 1998; Bullimore, Gilmartin, & Royston, 1992;
McBrien & Millodot, 1986), retinoscopy (Gwiazda,
Bauer, Thorn, & Held, 1995; Gwiazda, Thorn, Bauer,
& Held, 1993), auto-refraction (Rosenfield, Desai, &
Portello, 2002) and a calibration procedure using a
PowerRefractor combined with retinoscopy (Schaeffel
et al., 1999; Seidemann & Schaeffel, 2003). Correction
of refractive errors can either be done with spectacles
(Chen & OÕLeary, 2000; Gwiazda et al., 1995, 1993),
contact lenses (Bullimore et al., 1992; Rosenfield et al.,
2002; Rosenfield & Gilmartin, 1987, 1988) or both
(Jiang & White, 1999). When spectacles are used, lens
effectivity formulas are needed to calculate effective
stimulus and response values (Abbott et al., 1998;
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T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
Gwiazda et al., 1993; Mutti, Jones, Moeschberger, &
Zadnik, 2000). Techniques to stimulate accommodation
include Badal lens systems (e.g., Plainis et al., 2005; Seidel, Gray, & Heron, 2003), distance induced (e.g., McBrien & Millodot, 1986) or lens-induced stimulation (e.g.,
Gwiazda et al., 1993). Accommodation stimulus–response has also been measured under binocular (e.g.,
Bullimore et al., 1992; McBrien & Millodot, 1986), monocular (e.g., Gwiazda et al., 1993; Jiang & White, 1999;
Rosenfield et al., 2002) or both viewing conditions (e.g.,
Ramsdale, 1979; Seidemann & Schaeffel, 2003).
While there has been a large range of methodologies
employed, as well as a striking variability of measured
lags as noted by Seidemann and Schaeffel (2003) reduced
accommodation response in myopes has been reported
by many studies (see Chen et al., 2003, for a review).
The associated increase in retinal blur during near work
in myopes has been suggested to provide a cue to eye
growth and ultimately to lead to myopia development
(Gwiazda et al., 1993). One important aspect of accommodation lag at near is the associated retinal image
quality, which often is described as the retinal blur-circle
in various models of myopia development (Flitcroft,
1998; Hung & Ciuffreda, 2000). While retinal blur is
an essential part of the hypothesis and is thought to result from accommodation errors, little is known about
the quality of the retinal image at various levels of
accommodation. Seidemann and Schaeffel (2003) have
simulated retinal image quality for various levels of
accommodation lag for a diffraction-limited eye and
found surprisingly poor letter contrast on the retina.
However for real eyes, there are several other factors
that can influence retinal image quality including the
natural variation in pupil size (Hazel et al., 2003; Plainis
et al., 2005; Ward & Charman, 1985) and higher order
aberrations (Hazel et al., 2003; Plainis et al., 2005).
Compared with most autorefractors, the PowerRefractor has the advantage of using the entire pupil area
to derive its measurement, thereby taking into account
pupil size and pupil constriction during accommodation
(Choi et al., 2000). However, it does not give insight into
the eyeÕs wavefront aberrations. A wavefront sensor can
do both and was used by Hazel et al. (2003) who found
significant differences between fixed 2.9-mm pupil data
versus natural pupil data, particularly for their myopic
subjects. They concluded that accommodation accuracy
is largely influenced by higher-order aberration levels.
Plainis et al. (2005) recently supported this conclusion
by showing that the one-to-one stimulus/response slope
should not be considered as ideal since higher-order
aberrations, especially spherical aberration, can influence the actual accommodation demand.
A number of studies have investigated changes in
higher-order aberrations with accommodation (Atchison, Collins, Wildsoet, Christensen, & Waterworth,
1995; Cheng et al., 2004a; Hazel et al., 2003; He, Burns,
& Marcos, 2000; Ninomiya et al., 2003). The most consistent finding of these studies is the change of spherical
aberration in the negative power direction with accommodation. Several studies concerning visual performance have noted a relationship between spherical
aberration and defocus (Applegate, Marsack, Ramos,
& Sarver, 2003; Cheng, Bradley, & Thibos, 2004b;
Jansonius & Kooijman, 1998; Wilson, Decker, & Roorda, 2002). In the presence of spherical aberration, a certain amount of defocus is beneficial in order to optimise
retinal image quality. It is therefore likely that spherical
aberration plays a role in the accommodation (defocus)
response of the eye when measuring the accommodation
stimulus–response curve.
In this study, we analyse some of the previously employed methods to measure accommodation stimulus–
response. We then use a wavefront sensor to investigate
the effects of pupil size, higher order aberrations, monocular and binocular fixation on retinal image quality
during accommodation stimulus–response. We predict
visual performance based on wavefront aberrations
and compare this with subjectively measured visual acuity at a range of accommodation levels.
2. Methods
2.1. Subjects
Ten subjects, five females and five males, participated
in the experiment. The participantsÕ mean age was 27
years, ranging from 22 to 36 years. Subjects were selected to have no significant ocular disease, normal binocular vision (i.e., heterophoria within normal limits),
anisometropia less than 0.50 D (best sphere) and similar
visual acuity in each eye (i.e., <1 line difference). Five
subjects were emmetropes and five were myopes. Mean
refractive error (best sphere) of the myopes and emmetropes was 2.25 D ± 0.85 and +0.05 D ± 0.19, respectively. Mean refractive astigmatism for the group was
0.30 D ± 0.45. All subjects had greater than 5 D of
accommodation and achieved clear vision of the letter
charts for all accommodation levels.
2.2. Distance refraction
Correction of refractive errors prior the measurement
of accommodation response is important, especially
when subjects with different refractive errors are tested.
For each of the subjects, we performed a slit lamp examination and subjective refraction of both right and left
eyes followed by a binocular balance test. Chart luminance during both subjective refraction and accommodation measurements was set to approximately 140 cd/
m2 to ensure similar pupil sizes. Subjective refractions
were performed at a distance of 4 m and then 0.25 D
T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
was added to the result so as to correct the eyes for a far
point at infinity. The on-campus ophthalmic dispensing
laboratory enabled us to provide all subjects (both myopes and emmetropes) with the appropriate spectacle correction determined this way within less than 20 min.
Subjects with any refractive error wore their spectacle
correction during the accommodation measurements.
The standard clinical procedure of subjective refraction determines the best spherical lens to be the lowest
negative power lens or highest plus power lens to
achieve optimal visual acuity. This clinical procedure
of subjective refraction will potentially lead to slightly
more plus power than required, within the range of
the depth-of-focus of the eye. The far point of the eye
corrected in this manner is known as the hyperfocal distance (Thibos, Hong, Bradley, & Applegate, 2004).
Based on subsequent estimates of depth-of-focus for
our subject group we estimate the resultant error from
the hyperfocal distance to be close to the clinical accuracy of ±0.125 D for subjective refraction, when 0.25 D
power increments are utilized.
2.3. Spectacle lens effectivity
For spectacle lens corrected subjects, effectivity formulas must be used to correct for apparent stimulus
and response values. Mutti et al. (2000) presented the
thin lens formula for correcting the accommodation response. To correct the apparent stimulus and response
values, Mutti et al.Õs (2000) thin lens formula can be
used for both conditions. The instrument output and
the inverse of target distance have to be replaced within
the formula to calculate corrected response and corrected stimulus respectively. Thereby the instrument output
(RawAR) and the refractive error (RX) have to be calibrated for the corneal plane. The thin lens formulas that
correct for spectacle lens effectivity are
AS ¼
AR ¼
1
1
1
þ LENS
DLEDTE
DLE
RX cornea ;
1
1
1
1
þ DLE
RawARcornea
þ LENS
DLE
1635
mands (i.e., negative-lens induced, distance induced and
positive-lens induced). This is not the case for all formulas
that have been presented in the past (Abbott et al., 1998;
Chen & OÕLeary, 2000; Gwiazda et al., 1995, 1993; He,
Gwiazda, Thorn, Held, & Vera-Diaz, 2005). Response
formulas, which do not take into account changes in
target distance, will overestimate accommodation
responses for distance and positive-lens induced accommodation demands. For example, the calculated (i.e.,
corrected) accommodation response for the most myopic
subject of our study (spherical equivalent = 3.125 D)
and a 5 D accommodation demand would be 0.34 D
higher using Gwiazda et al.Õs (1993) formula compared
with Mutti et al.Õs (2000) formula, whereas the corrected
accommodation stimulus of both the Gwiazda et al.
(1993) and Mutti et al. (2000) formulas is the same.
2.4. Accommodation stimulus
Since spectacle lens effectivity changes the uncorrected accommodation stimulus, subjects with different
refractive errors would each be provided with different
effective accommodation stimuli depending on the magnitude of their refractive errors. For example the effective accommodation stimulus of an emmetrope and a
spectacle corrected 6.00 D myope, differs by as much
as 0.54 D for a +4 D apparent accommodation stimulus
and a vertex distance of the spectacle lens of 13 mm. One
method of compensation is to calculate the uncorrected
accommodation stimuli for each spectacle-lens and target-distance combination for each subject. In this way
the effective accommodation stimuli for all subjects
can be the same. We have calculated our apparent
accommodation stimuli so that the corrected accommodation stimuli were +1 D, +2 D, +3 D, +4 D, and +5 D
for every subject. For example, target distances ranged
between 94 and 100 cm to induce 1 D of accommodation stimulus for this group of subjects.
ð1Þ
2.5. Data collection procedure
RX cornea ;
ð2Þ
where AS and AR are the corrected accommodation
stimulus and response respectively, RXcornea is the
refractive error at the corneal plane (as correction),
DLE is the vertex distance in meters, DTE is the distance
from the target to the cornea in meters (both DTE and
DLE are positive), LENS is the signed dioptric power of
the lens in front of the eye and RawARcornea is the spherical equivalent of the instrument reading calibrated for
the corneal plane.
We use Mutti et al.Õs (2000) thin lens formula because it
can be applied to all types of induced accommodation de-
A Complete Ophthalmic Analysis System (COAS,
WaveFront Sciences) was used for accommodation
and wavefront aberration measurements. The COAS
wavefront sensor was modified to present external fixation targets at various distances from the eye via a beam
splitter between the eye and wavefront sensor. The normal fixation target inside the wavefront sensor was
switched off. A beam splitter allowed both monocular
and binocular fixation of targets, which were presented
to induce accommodation stimuli of 0.17 D (i.e., 6 m
target distance), 1 D, 2 D, 3 D, 4 D, and 5 D. The
fixation target at the 6 m stimulus distances was a 0.4
logMAR letter in the centre of a high contrast BailyLovie logMAR chart. For the near conditions (i.e.,
1 D to 5 D) the fixation targets were high contrast
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T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
Baily-Lovie logMAR charts on slide films with diffuse
background illumination. For each condition the beam
splitter could be adjusted to enable the alignment of
the letter in the centre of the chart with the measurement
axis of the instrument (i.e., the instrumentÕs fixation
spot). A different logMAR chart, appropriately scaled
for the size of the letters, was used at each of the stimulus distances. The setup allowed the subjectsÕ head to be
positioned normally in the headrest. The subject was
instructed to focus on the letter at the centre of the 0.4
logMAR line and keep it ‘‘as clear as possible’’ during
the wavefront measurements. All subjects reported
achieving ‘‘clear vision’’ of the letter charts for all
accommodation levels up to 5 D. All subjectsÕ responses
were measured for both monocular and binocular fixation conditions. The order of the testing (i.e., monocular/binocular) was randomized between subjects to
avoid systematic bias. For each of the six stimulus conditions, 6 · 25 frames (i.e., 150 measurements) of ocular
wavefront measurements were acquired. The right eye
was used for all monocular measurements while the left
eye was covered using an eye patch during this test
condition.
2.6. Subjective visual acuity during accommodation
Following the monocular accommodation measurements, subjective visual acuity was determined at each
stimulus distance. Subjects were instructed to read up
to the smallest visible line on the Baily-Lovie chart
and then continue guessing until a full line was incorrectly read. The measured visual acuity in logMAR
(0.02 logMAR steps) at the six stimulus distances was
noted for every target distance. Each Baily-Lovie logMAR chart contained a different configuration of optotypes so as to avoid learning effects. Letter size at each of
the stimulus distances was not affected by differences in
spectacle lens minification between emmetropic and
myopic subjects because the corrected stimulus distances
also ensured equivalent target sizes for each of the spectacle-lens and target-distance combinations.
2.7. Data analysis
The wavefront data was fitted with a 7th order Zernike expansion and exported for further analysis. Wavefronts were fitted with Zernike polynomials for both a
fixed 3 mm entrance pupil size as well as for each subjectÕs natural pupil sizes during the various accommodation conditions. The 3-mm fixed entrance pupil was
chosen because it was close to the minimum diameter
of natural pupil sizes of all subjects at the various
accommodation levels. This diameter also approximates
the measurement region used by many autorefractors.
The wavefronts of both monocular and binocular
accommodation were corrected for spectacle lens
effectivity and the stimulus–response curves, based on
the Zernike Z 02 defocus term, were plotted for the fixed
3 mm entrance pupil size as well as the natural pupil sizes. For both fixed 3-mm pupil and natural pupil sizes the
best spherical lens was calculated from each of the Z 02
defocus terms of the 150 wavefront measurements and
then averaged.
After the defocus terms of the wavefronts were corrected for spectacle lens effectivity, the corrected accommodation stimuli were subtracted from the corrected
accommodation (defocus) responses to derive the leads
and lags of accommodation. To average Zernike polynomials from 150 measurements of natural pupil sizes,
the average pupil size based on the COAS measurements
of pupil size for each accommodation stimulus condition was calculated. Then the 150 wavefronts were rescaled according to the average pupil size of the
sample using the method described by Schwiegerling
(2002) and the Zernike coefficients were averaged.
The relative contribution of spherical aberration to
accommodation lead and lag was also investigated for
each stimulus distance and compared as a function of
accommodation stimulus for both fixed and natural pupils. Using primary and secondary Zernike spherical
aberration terms (Z 04 ; Z 06 ), the dioptric equivalent of the
balancing defocus in those terms was calculated by
extracting components related to r2. Note that this dioptric value does not represent Seidel spherical aberration,
which is normally defined as the difference between
dioptric powers of the pupil centre and pupil edge, but
represents the apparent (i.e., measured) defocus shift
caused by Seidel spherical aberration. In the context of
this study we call these values the apparent accommodation leads and lags due to spherical aberration because
they are an artefact of the measurement method. The effect of pupil size on apparent accommodation lead and
lag due to spherical aberration during each series of
6 · 25 measurements at each accommodation stimulus
was also investigated. Apparent accommodation lead
and lag due to spherical aberration was plotted as a
function of changing accommodation stimulus and
changing pupil size. For each accommodation level,
the slope of the regression line of pupil size versus
apparent accommodation lead and lag due to spherical
aberration was calculated.
To investigate metrics of image quality, the visual
Strehl ratio of the optical transfer function (VSOTF)
(Cheng et al., 2004b; Thibos et al., 2004) was derived
from the averaged wavefronts for each of the six accommodation levels for both 3-mm and natural pupils. Also
the location of the peak of the VSOTF and the depth-offocus, based on the 80% level of the peak (Marcos,
Moreno, & Navarro, 1999), were calculated by adjusting
the defocus component of the wavefronts (Cheng et al.,
2004b; Collins, Buehren, & Iskander, 2005). The change
in dioptric range was simulated by adjusting the defocus
T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
1637
component (in 0.125 D steps) of the measured wavefront
error for a range of ±2 D. Data points then were fitted
with a spline function and the magnitude and location of
the peak of the VSOTF was identified.
Retinal images of a letter E (0.4 logMAR) were
reconstructed using the wavefronts for both fixed 3mm and natural pupil sizes. Retinal images and the
VSOTF were also reconstructed for the leads and lags
of accommodation alone (i.e., eliminating all higher-order aberrations), as well as with the higher-order aberrations alone (i.e., eliminating all leads and lags). Retinal
images and VSOTF then were compared for the fixed
3-mm pupil and the natural pupil size data.
2.8. Statistical analysis
Two-way analysis of variance (ANOVA) and Bonferroni post hoc tests were performed to investigate differences between the fixed versus natural pupil size analyses
as well as monocular versus binocular accommodation.
One-way repeated measures ANOVAÕs and Bonferroni
post hoc tests were performed for the slopes of apparent
accommodation error due to spherical aberration versus
pupil size, subjective visual acuity, VSOTF and DOF
results.
3. Results
The accommodation stimulus–response function was
significantly influenced by pupil size and higher order
aberration levels. Subjective visual acuity was best at
intermediate distances and became worse at 5 D stimulus level compared with 0.17 D. Comparisons between
subjective visual acuity and retinal image metrics calculated from natural pupils showed better agreement than
image metrics calculated from fixed 3 mm pupils.
Apparent accommodation errors due to spherical aberration accounted for most of the measured leads and
lags when natural pupils were considered. Under binocular conditions, the accommodation error was smaller
than with monocular fixation.
3.1. Accommodation stimulus–response function
The accommodation response showed a significantly
shallower stimulus–response curve (i.e., more lead and
more lag) for monocular fixation compared with binocular fixation (two-way ANOVA interaction p < 0.001).
This was the case for the natural pupil size analysis
(Fig. 1, top) but not for the fixed 3-mm pupil size analysis (two-way ANOVA interaction p = 0.53) (Fig. 1,
bottom). We also found slightly, but significantly smaller pupil sizes for binocular accommodation compared
with monocular accommodation (two-way ANOVA
pupil size p < 0.001).
Fig. 1. Accommodation stimulus–response functions (ASRF)
(±SEM) for natural pupils (top panel) and fixed 3-mm pupils (bottom
panel) are shown. Dashed and solid lines indicate monocular fixation
and binocular fixation, respectively.
A significantly shallower stimulus–response curve
was found with natural pupils compared with fixed 3mm pupils for both monocular and binocular fixation
(both had two-way ANOVA interaction p < 0.001).
For example, the monocular 5 D accommodation stimulus produced a group mean lag of accommodation of
+0.91 D ± 0.23 for the natural pupil analysis and
+0.46 D ± 0.27 for the fixed 3-mm pupil analysis (see
Table 1 for all stimulus levels).
3.2. Apparent accommodation errors due to spherical
aberration
For both pupil size analyses, apparent accommodation errors due to spherical aberration (Fig. 2) changed
significantly from negative to positive (i.e., lead to lag)
with accommodation stimulus level (both two-way
ANOVAs p < 0.001). The slope of change was significantly larger for natural pupils (Fig. 2, top) compared
with 3-mm fixed pupils (two-way ANOVA interaction
p < 0.001) (Fig. 2, bottom). Leads and lags of accommodation (calculated from Zernike Z 02 defocus) were highly
correlated with apparent accommodation leads and lags
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T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
Table 1
Group mean (±SD) pupil size, accommodation lead and lag based on Zernike Z 02 defocus , apparent accommodation lead and lag based on Zernike
spherical aberration (Z 04 and Z 06 terms), subjective visual acuity (obtained through natural pupil sizes), VSOTF, peak of VSOTF and depth-of-focus
(DOF calculated from the 80% level of the VSOTF peak) for the six accommodation stimuli are shown
Pupil (mm)
Lead/Lag from
Z 02 defocus (D)
Apparent lead/lag
due to spherical aberration (D)
Subjective VA
(log MAR)
VSOTF
Peak of
VSOTF
DOF (D)
Fixed
0.17
1.00
2.00
3.00
4.00
5.00
3
3
3
3
3
3
+0.06 ± 0.16
+0.18 ± 0.16
+0.24 ± 0.16
+0.28 ± 0.26
+0.34 ± 0.21
+0.46 ± 0.27
0.08 ± 0.47
0.10 ± 0.50
0.09 ± 0.47
+0.02 ± 0.64
+0.19 ± 0.68
+0.20 ± 0.74
0.072 ± 0.06
0.152 ± 0.07
0.114 ± 0.04
0.066 ± 0.04
0.068 ± 0.05
0.040 ± 0.05
0.486 ± 0.18
0.409 ± 0.15
0.338 ± 0.15
0.316 ± 0.17
0.261 ± 0.13
0.212 ± 0.13
0.558 ± 0.16
0.534 ± 0.17
0.480 ± 0.20
0.443 ± 0.21
0.400 ± 0.18
0.393 ± 0.21
0.40 ± 0.03
0.42 ± 0.07
0.45 ± 0.11
0.47 ± 0.10
0.48 ± 0.12
0.53 ± 0.21
Natural
0.17
1.00
2.00
3.00
4.00
5.00
6.04 ± 0.58
5.78 ± 0.73
5.83 ± 0.69
5.66 ± 0.68
5.30 ± 0.77
5.09 ± 0.71
0.07 ± 0.24
+0.17 ± 0.30
+0.36 ± 0.30
+0.55 ± 0.41
+0.69 ± 0.36
+0.91 ± 0.46
0.13 ± 0.37
+0.01 ± 0.32
+0.24 ± 0.35
+0.44 ± 0.36
+0.62 ± 0.41
+0.78 ± 0.50
0.072 ± 0.06
0.152 ± 0.07
0.114 ± 0.04
0.066 ± 0.04
0.068 ± 0.05
0.040 ± 0.05
0.187 ± 0.08
0.193 ± 0.10
0.148 ± 0.07
0.111 ± 0.08
0.087 ± 0.06
0.072 ± 0.05
0.232 ± 0.08
0.258 ± 0.11
0.234 ± 0.08
0.196 ± 0.08
0.177 ± 0.07
0.172 ± 0.08
0.33 ± 0.09
0.32 ± 0.09
0.36 ± 0.14
0.38 ± 0.12
0.37 ± 0.08
0.44 ± 0.23
Accommodation
stimulus level (D)
Fig. 2. Group mean change (±SD) of apparent accommodation error
due to spherical aberration (D) with accommodation stimulus level for
natural pupil sizes (top panel) and fixed 3-mm pupils (bottom panel).
Group mean natural pupil sizes (±SD) are shown at each accommodation stimulus level of the top panel.
Fig. 3. For all accommodation stimulus levels combined, the correlation between apparent accommodation error based on Zernike
spherical aberration (Z 04 and Z 06 terms) and accommodation lead and
lag (based on the Zernike Z 02 defocus term) is presented. Top panel
shows the results of the natural pupil analysis and bottom panel shows
the fixed 3-mm pupil analysis.
due to spherical aberration (R2 = 0.80) for natural pupils (Fig. 3, top) indicating that a large proportion of
accommodation leads and lags was due to the effects
of spherical aberration. No correlation was found
(R2 < 0.00) for the fixed-3-mm pupil analysis (Fig. 3,
bottom).
Fig. 4 shows a representative example (subject 10) of
the interaction between pupil size, apparent accommo-
T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
1639
Fig. 4. A representative example (myopic subject 10) of the association between pupil size, apparent leads and lags due to spherical aberration and
accommodation stimulus level is presented. For each accommodation level, all 150 measurements of spherical aberration effects and pupil size are
plotted. Note the increase in slope between apparent accommodation error and pupil size despite an overall pupil constriction with increasing
accommodation levels. Stimulus levels are shown alongside each data set.
dation error due to spherical aberration and accommodation stimulus level. As the accommodation stimulus
level increased, the apparent accommodation leads and
lags due to spherical aberration typically shifted from
negative to positive while pupil size concurrently decreased. The effect of pupil size variation on apparent
accommodation leads and lags due to spherical aberration within a particular accommodation stimulus level
became more pronounced with increasing accommodation stimulus level, as evidenced by the increased slope
fitted to the data at the higher stimulus levels (Fig. 4).
This is an unexpected result, since spherical aberration
effects would normally be expected to be more sensitive
to pupil size changes in larger pupils. One-way repeated
measures ANOVA revealed a significantly increasing
slope of the regression line of pupil size versus spherical
aberration effect with increasing accommodation level
(one-way ANOVA p = 0.014). This increase in the slope
of apparent error due to spherical aberration versus pupil size occurred despite an overall decrease of the entrance pupil size by about 1 mm from far to near
stimulus levels (i.e., pupil constriction with
accommodation).
between the highest and lowest acuity (1 D versus 5 D
stimulus levels). Visual acuity at the 3 D and 4 D stimulus levels was similar to that achieved at the far stimulus
3.3. Visual acuity and VSOTF
Subjective visual acuity (Figs. 5, top and bottom) was
significantly better at intermediate stimulus levels (1 D
and 2 D) compared with the 0.17 D stimulus level (Bonferroni multiple comparisons; 0.17 D versus 1 D
p < 0.001; 0.17 D versus 2 D p < 0.01), and was also significantly worse at the 5 D stimulus level compared with
the 0.17 D stimulus level (Bonferroni multiple comparisons; 0.17 D versus 5 D p < 0.05). A group mean difference of about one line (0.112 logMAR) was found
Fig. 5. The group mean (±SD) VSOTF for both fixed 3-mm (top) and
natural pupil sizes (centre) are shown along with the group mean
(±SD) subjective visual acuity (bottom). The change in VSOTF for
natural pupil data follows a similar pattern to changes in visual acuity
(R = 0.56, p < 0.10). The VSOTF of fixed 3-mm pupils shows a poorer
correlation with visual acuity, particularly at the far stimulus level
(0.17 D) (R = 0.43, p > 0.10).
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level (0.17 D), while the visual acuity at the 5 D stimulus
level was slightly worse (0.032 logMAR) (Table 1) than
that at the 0.17 D stimulus level.
The VSOTF for the natural pupil size analysis
showed better correlation with subjective visual acuity
(R = 0.56, p < 0.10) than did the VSOTF for the fixed
3 mm pupils (R = 0.43, p > 0.10). The most noticeable
difference between the pupil size analyses was shown
at the 0.17 D stimulus level, with the 3-mm pupil analysis showing increased over-estimation of the VSOTF
compared with the natural pupil result (Fig. 5, top).
Correlation between the peak of the VSOTF and visual
acuity was R = 0.56 (p < 0.10) and R = 0.38 (p > 0.10)
for natural and fixed 3-mm pupils respectively. Again
the change was largest for the 0.17 D stimulus level
(Fig. 5, bottom). The group mean change of VSOTF
and peak of VSOTF with stimulus level showed a steady
decrease with increasing accommodation level for the
fixed 3-mm pupils (Bonferroni multiple comparisons;
0.17 D versus 2 D and 3 D p < 0.01; 0.17 D versus 4 D
and 5 D p < 0.001) (Fig. 5). However the change in
VSOTF for natural pupils with accommodation level
was more consistent with changes in subjective visual
acuity, showing a slight increase at the 1 D stimulus level
followed by a decrease thereafter (Bonferroni multiple
comparisons; 0.17 D versus 3 D p < 0.05; 0.17 D versus
4 D and 5 D p < 0.001).
In Table 1 all VSOTF, peak of VSOTF, depth-of-focus (DOF), visual acuity, apparent lead and lag due to
spherical aberration, and lead/lag (i.e., based on Z 02
defocus) results for each of the six accommodation levels
are summarized for both fixed 3-mm and natural pupil
sizes. The calculated depth-of-focus of the eyes for both
pupil conditions (fixed 3-mm and natural) was slightly
larger at near, but the increase was not significant (all
multiple comparisons p > 0.05). The correlation between
lead and lag of accommodation and the location of the
peak of the VSOTF is shown in Fig. 6. There was a
significant correlation (R = 0.75, p < 0.01) between the
location of the VSOTF peak and lead/lag error of
accommodation. Therefore 75% of the variance in
accommodation lead/lag error was associated with the
peak location of the VSOTF.
3.4. Retinal image reconstruction
The effect of accommodation lead and lag on retinal
image quality is shown for a representative subject (subject 3) in Fig. 7. Not surprisingly, image reconstruction
using the fixed 3-mm pupil data shows a generally better
retinal image (Fig. 7, left column) compared with larger
natural pupils (Fig. 7, centre left column). For the 3-mm
pupil data, vision is best at distance and then continues
to worsen for closer target distances (also shown by the
VSOTF; left column). For the natural pupil data however (Fig. 7, centre left column), in agreement with the
visual acuity results, retinal image quality is best at the
1 D stimulus level and then becomes slightly worse than
the 0.17 D stimulus data for closer targets. It is worth
noting that the decrease in retinal image quality appears
to be mainly due to a loss in letter contrast rather than a
loss in ‘‘clarity’’.
To examine the relative roles of defocus and higher
order aberrations we have also reconstructed retinal
images for the same accommodation lead and lag levels
without higher-order aberrations (Fig. 7, centre right
column) and defocus errors (Fig. 7, right column). For
the 5 D stimulus level, VSOTF is three to ten times better when higher-order aberrations and defocus errors are
combined compared with the conditions where either
component is excluded.
4. Discussion
We found that pupil size, binocular fixation and higher-order aberration levels have a significant impact on
accommodation stimulus–response curves. Accommodation errors and spherical aberration effects with natural pupils were significantly different to those calculated
for the fixed pupil size. Subjective visual acuity was best
for intermediate target distances. The VSOTF showed
moderate correlation with visual acuity while the location of the peak of the VSOTF showed good correlation
with accommodation error, suggesting that accommodation response ‘‘errors’’ serve to optimize the retinal
image quality.
4.1. Accommodation stimulus–response
Fig. 6. Correlation between lead and lag of accommodation and the
location of the peak of the VSOTF. The dashed line represents the one
to one relationship between accommodation error and peak location
of the VSOTF.
Based on the natural pupil size analysis, the accommodation lead and lag results in this study were within
the range of values reported previously using autorefractors. We found that the analysis of a fixed sub-aperture
T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
1641
Fig. 7. Retinal image reconstructions, accommodation errors, pupil sizes and VSOTFsÕ for a myopic subject (subject 3) are shown at various
accommodation levels. Fixed 3-mm pupil data (left panel) shows best retinal image quality at 6-m distance. Retinal image quality for natural pupil
data (other three panels) is generally best at 1-m distance and gets worse for both further and closer distances. With increasing accommodation levels
retinal image quality deteriorates substantially for only defocus (centre right panel) and only higher-order aberrations (right panel). Retinal image
quality for both defocus and higher-order aberrations combined maintains reasonably stable at a ratio in the area of 0.1.
of the natural pupil size can lead to significant differences in the accommodation stimulus–response curve compared with natural pupil size data. These results are in
agreement with Hazel et al. (2003) and Plainis et al.
(2005) who also found that accommodation accuracy
is influenced by pupil size and higher-order aberration
levels. Hazel et al. (2003) also compared their wavefront
sensor results with the Shin-Nippon auto-refractometer
and found significant differences between the two instruments for pupil size analyses and refractive error groups.
However, variations with accommodation as measured
by the wavefront sensor were similar for the two refractive error groups. Collins (2001) found that the Canon
Autoref R-1 reading, which is not expected to account
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T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
for changes in pupil size or higher-order aberrations is
significantly affected by spherical aberration. The question then arises of how to interpret the results taken from
autorefractors. This is an important issue for the results of
studies that have compared different refractive error
groups. Is a sub-aperture of the natural pupil size appropriate to investigate leads and lags and is the accommodation responses calculated from paraxial optics or
including higher-order aberrations more appropriate?
We would argue that the accuracy of representation
of the retinal image should determine the most appropriate description of the eyeÕs optics at different accommodation levels. Therefore, analysis of accommodation
response should be based on natural pupil data because
it takes into account the full optical information to estimate retinal image quality. Accommodation leads and
lags alone appear not to be good estimators of visual
performance during accommodation. There can be little
doubt about the superiority of wavefront sensors in providing more detailed information about the optics of the
eye compared with auto-refractometers. Therefore many
of the conclusions from previous work based upon autorefractors should be evaluated with this in mind.
With the wavefront sensor, we found nearly equal
monocular and binocular responses for the fixed 3-mm
pupil analysis, but a significantly steeper binocular stimulus–response slope when natural pupil sizes were used.
Ramsdale (1979) using a laser optometer, reported nearly equal responses for binocular and monocular accommodation fixation. Seidemann and Schaeffel (2003)
found a small improvement with binocular compared
to monocular accommodation using the PowerRefractor, that reached significance only for the 5 D stimulus
level. While we investigated the effects of binocular versus monocular fixation on the accommodation stimulus–response curve, we did not extend this analysis to
the interaction of higher-order aberrations and retinal
image quality. This is a complex issue when factors such
as binocular summation and ocular dominance during
binocular accommodation are considered. Therefore,
our results on binocular accommodation have to be
evaluated with this in mind. As expected, we found significantly smaller pupil sizes for binocular, compared
with monocular conditions and this is the likely explanation for reduced accommodation errors in binocular
conditions because of the reduced effects of spherical
aberration and higher-order aberrations within the
smaller pupils.
4.2. Apparent accommodation errors due to spherical
aberration
While we have based the analysis of retinal image
metrics and retinal image reconstruction on all lower
and higher-order aberrations, we have limited the
detailed investigation of higher-order aberrations to
spherical aberration. This was done because spherical
aberration is a major contributor to higher-order aberrations, it shows the most systematic change with
accommodation (Atchison et al., 1995; Cheng et al.,
2004a; Hazel et al., 2003; He et al., 2000; Ninomiya
et al., 2003) and it has been shown to affect the best focal
plane (Applegate et al., 2003; Cheng et al., 2004b; Jansonius & Kooijman, 1998; Plainis et al., 2005; Wilson
et al., 2002). We found a shift of spherical aberration
from positive to negative with increasing accommodation levels as others have found previously (Atchison
et al., 1995; Cheng et al., 2004a; Hazel et al., 2003; Ninomiya et al., 2003; Plainis et al., 2005). In agreement
with Plainis et al. (2005), we also found a clear association between spherical aberration and accommodation
errors under natural pupil conditions. He et al. (2005)
recently reported no correlation between spherical aberration and accommodation lag. However, the wavefront
aberrations were measured only at the resting state of
accommodation and not at the accommodation level
under investigation.
Earlier studies using laser optometers showed significantly shallower stimulus–response functions under low
luminance conditions (Johnson, 1976; Tucker & Charman, 1986) and this has been attributed to the inability
of the visual system to use high spatial frequency components under low luminance conditions (Tucker &
Charman, 1986). Therefore the best accommodation response would be expected for high luminance conditions. Some studies that have presented large
accommodation errors (Gwiazda et al., 1993; He et al.,
2005) have used luminance levels that were high enough
to allow good acuity, but low enough for pupil dilation
(note that the distance-induced and positive lens-induced slopes of these studies should be shallower because of the spectacle lens effectivity formulas applied).
An explanation for the shallow slopes found in these
studies is the increased effect of spherical aberration
associated with larger pupils for both distance and near
focus conditions. We have shown the effect of spherical
aberration on the apparent accommodation response
using a wavefront sensor in this study and there is evidence that autorefractors are also affected by this factor
(Collins, 2001).
The different pupil size analyses showed that the
apparent accommodation lead and lag is an artefact of
the measurement technique and is largely dependent
on pupil size (i.e., central versus all pupil optics). In contrast to the expected increase in accommodation response to negative spherical aberration, for the natural
pupil sizes the measured accommodation lag increased
when negative spherical aberration increased. This is
related to the interaction between Zernike defocus and
Zernike spherical aberration. Negative spherical aberration in Zernike terms has a balancing positive defocus
component to maintain orthogonality. The positive
T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
defocus required to balance the negative spherical aberration leads to the Zernike defocus term becoming more
negative. This creates an apparent lag of accommodation if Zernike defocus is considered in isolation. To further highlight the effect of this apparent accommodation
lag we have also calculated accommodation lead and lag
for a 2-mm pupil diameter for the same subject (subject
3 data in Fig. 7). The equivalent accommodation errors
in defocus for a 2 mm versus natural pupil for the
0.17 D, 1 D, 2 D, 3 D, 4 D, and 5 D accommodation
stimuli were (2 mm pupil = 0.17 D, +0.26 D,
+0.11 D, 0.01 D, +0.03 D, and +0.02 D) and (natural
pupil = 0.34 D, +0.04 D, +0.45 D, +0.61 D, +0.80 D,
and +1.02 D) respectively. This shows that the paraxial
focus (i.e., central pupil) is close to the retina, but as the
pupil gets larger, the effects of higher order aberrations
alter the apparent leads and lags of accommodation.
This factor affects the results of both wavefront sensors
and autorefractors, but in different ways. The ‘‘accommodation’’ response in the wavefront error obtained
from a wavefront sensor is not the best sphere derived
from the second order terms of the Zernike polynomial,
but is probably better represented by Seidel defocus.
Autorefractors that sample in regions of the entrance
pupil and not the whole pupil will also create errors in
the estimation of the accommodation response.
4.3. Visual acuity and VSOTF
We found maximum visual acuity was achieved at the
1-m stimulus distance and this coincided with the maximum level of the VSOTF, the peak of the VSOTF as
well as the minimum level of apparent accommodation
error due to spherical aberration for the natural pupil
data of this group of subjects. The fact that the VSOTF
peak showed better agreement with subjective visual
acuity than did the VSOTF based on the mean accommodation response (see Fig. 5), may be explained by
microfluctuations that could temporarily bring the image to the best focus (Plainis et al., 2005) as well as
through the depth of focus of the eye. This could allow
the visual system to reach acuity levels that correspond
to the best achievable retinal image quality at a particular accommodation level. Under-correction of the subjective refraction could have not been the reason for
the decrease of visual performance at the far distance
in this study because all subjects were corrected within
±0.12 D for infinity and the distance accommodation
stimulus of 0.17 D was larger than the 0.12 D of potential under correction due to clinical accuracy. The
change in visual acuity with vergence distance has been
reported previously (Heron, Furby, Walker, Lane, &
Judge, 1995; Johnson, 1976). Johnson (1976) found increased visual resolution for intermediate target distances between 2 m and 50 cm and our data confirms this
finding. Johnson (1976) attributed variations in visual
1643
acuity with stimulus distance primarily to errors in
accommodation. Heron et al. (1995) also reported increased visual acuity in the range 1.2–1.6 m for some
observers but no relationship between individual stimulus–response characteristics and visual acuity was found.
He speculated that aberrations are the most likely cause
for the variation in visual acuity since studies have
shown decreased aberrations at intermediate distances
(Denieul, 1982; van den Brink, 1962).
The variation in VSOTF derived for natural pupil sizes in this study showed some correlation (p < 0.1) with
variations in subjective visual acuity. Given the limited
range of visual acuity in this study (about 1 line), we
were surprised at how well the VSOTF predicted visual
acuity. These results support previous findings that have
identified the VSOTF as a good estimator of high contrast visual acuity performance (Cheng et al., 2004b;
Marsack, Thibos, & Applegate, 2004; Thibos et al.,
2004). However we did not find a one to one relationship
between accommodation error and best retinal image
quality based on the location of the VSOTF peak (slope
0.43). Several factors probably contribute to this finding. Depth-of-focus of the eye will probably allow the
accommodation error to reach a level which is just less
than a perceptible or tolerable loss of visual performance. Our estimates of depth of focus based on 80%
of the visual Strehl ratio can account for some, but
not all of this accommodation error. Other factors such
as chromatic aberration and the wavelength that is preferentially focussed during accommodation (Kruger,
Nowbotsing, Aggarwala, & Mathews, 1995; Thibos
et al., 2004) and the natural microfluctuations of the
eye (Collins, Davis, & Wood, 1995; Plainis et al.,
2005) will almost certainly contribute to the tolerable level of accommodation error.
4.4. Retinal image reconstruction
The effect of the combination of higher-order aberrations and accommodation error on the retinal image
quality (reconstructed E targets) in this study was striking. While there was some loss of image quality at far
and near stimulus distances compared to intermediate
distances, the level of visual performance was not markedly worse at near. It is well known that the interaction
between spherical aberration and defocus can improve
visual performance in contrast to the individual effects
of these aberrations (Applegate et al., 2003; Cheng
et al., 2004b; Jansonius & Kooijman, 1998; Wilson
et al., 2002; Woods, Bradley, & Atchison, 1996). Our
data, in agreement with Plainis et al. (2005), suggests
that this interaction plays an important role in the measured errors of accommodation stimulus–response
curves. The word error in this context is confusing
though, since this apparent accommodation ‘‘error’’
in the presence of spherical aberration and other
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T. Buehren, M.J. Collins / Vision Research 46 (2006) 1633–1645
higher-order aberrations does actually improve retinal
image quality compared with zero accommodation
error. It is clear that visual performance would be better
without spherical aberration and defocus. Yet if spherical aberration is present, then defocus can improve visual performance and therefore the traditionally measured
lag of accommodation alone is not a good estimator of
the performance of the visual system during accommodation. Therefore studies that have used autorefractors to
compare accommodation stimulus–response as a function of refractive error should be evaluated with this in
mind. Although the VSOTF decreased slightly at near
stimulus distances, we did not find significant retinal
image degradation in terms of visual acuity. As shown
in the example of Fig. 7, the loss in retinal image quality
appeared to be characterised primarily by a loss of letter
contrast rather than a loss in letter ‘‘clarity’’ and this
characteristic was found consistently for most of our subjects. When binocular fixation is considered the image
degradation at near is likely to be of lesser magnitude.
In summary, subjective visual acuity was best at intermediate accommodation levels and only became significantly worse at the nearest (5 D) accommodation level
compared with the far (0.17 D) level. Changes in retinal
image quality metrics, such as the VSOTF with natural
pupil sizes showed general agreement with changes in
visual acuity and the location of the peak VSOTF value
also influenced the accommodation response. Autorefractors which base their results on fixed pupil diameters
will not accurately represent the true optical characteristics of the eye during accommodation stimulus–response
measurements. The use of wavefront sensors with analysis conducted using natural pupil sizes should provide
more accurate estimates of the optical and visual performance of the eye across a range of accommodation levels. However the results of wavefront sensors can also be
misleading, if the interactions between lower and higher
order aberrations are not considered. Binocular accommodation results with natural pupils are different to
those acquired under monocular conditions and with
fixed pupils.
Acknowledgments
We wish to thank Sandra Gadamer, Cathleen Fedtke,
Birgit Uebel, and Carina Schindler for their help during
data collection. This work was funded by a grant from
the Lee Foundation, Singapore.
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