Predicting visual field global and local parameters from OCT measurements using explainable machine learning
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: Feb. 16, 2025
Abstract
Glaucoma
is
characterised
by
progressive
vision
loss
due
to
retinal
ganglion
cell
deterioration,
leading
gradual
visual
field
(VF)
impairment.
The
standard
VF
test
may
be
impractical
in
some
cases,
where
optical
coherence
tomography
(OCT)
can
offer
predictive
insights
into
for
multimodal
diagnoses.
However,
predicting
measures
from
OCT
data
remains
challenging.
To
address
this,
five
regression
models
were
developed
predict
OCT,
Shapley
Additive
exPlanations
(SHAP)
analysis
was
performed
interpretability,
and
a
clinical
software
tool
called
Predictor
developed.
evaluate
the
models,
total
of
268
glaucomatous
eyes
(86
early,
72
moderate,
110
advanced)
226
normal
included.
machine
learning
outperformed
recent
OCT-based
prediction
deep
studies,
with
correlation
coefficients
0.76,
0.80
0.76
mean
deviation,
index
pattern
respectively.
Introducing
pointwise
normalisation
step-size
concept,
absolute
error
2.51
dB
obtained
sensitivity
prediction,
grayscale
model
yielded
structural
similarity
77%.
SHAP-based
provided
critical
most
relevant
features
glaucoma
diagnosis,
showing
promise
assisting
eye
care
practitioners
through
an
explainable
AI
tool.
Language: Английский
Visual field testing in glaucoma using the Swedish Interactive Threshold Algorithm
Survey of Ophthalmology,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Sept. 1, 2024
Language: Английский
Glaucoma: challenges and opportunities
Clinical and Experimental Optometry,
Journal Year:
2024,
Volume and Issue:
107(2), P. 107 - 109
Published: Feb. 17, 2024
Language: Английский
The effect of macular visual field test density on central structure-function concordance in glaucoma
Clinical and Experimental Optometry,
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 10
Published: March 14, 2024
Clinical
relevance
Central
visual
field
(VF)
testing
often
requires
focussed
high-density
test
grids.
The
critical
number
of
locations
for
maximising
structure-function
concordance
in
the
macula
is
not
known.
Language: Английский
Standard automated perimetry for glaucoma and diseases of the retina and visual pathways: current and future perspectives
Progress in Retinal and Eye Research,
Journal Year:
2024,
Volume and Issue:
unknown, P. 101307 - 101307
Published: Oct. 1, 2024
Language: Английский
Comparative analysis of central versus peripheral visual field test grids in the diagnosis of glaucoma
Christian Kirou,
No information about this author
Ali Khazandi,
No information about this author
Jose J. Estevez
No information about this author
et al.
Clinical and Experimental Optometry,
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 11
Published: Oct. 7, 2024
Accumulating
evidence
has
recognised
central
visual
field
defects
(CVFDs)
as
a
common
feature
of
glaucoma.
Current
glaucoma
screening
guidelines
include
peripherally
biased
perimetry
(24–2
protocols),
but
test
grids
exist
to
the
integrity
(10–2
protocols).
However,
added
benefit
incorporating
assessments
alongside
peripheral-biased
testing
remains
unclear.
This
scoping
review
aimed
compare
diagnostic
accuracy
versus
peripheral
tests.
A
systematic
search
six
databases
yielded
relevant
studies
among
subjects.
These
were
synthesised
narratively,
focusing
on
performance
indicators
such
area
under
curve,
sensitivity,
specificity,
agreement,
and
structure-function
concordance.
Of
1875
screened,
16
included
in
review.
The
comparative
analyses
demonstrated
similar
when
comparing
ability
24–2
10–2
detect
or
CVFDs.
When
utilising
mean
deviation,
curve
ranged
between
0.81–0.87
0.74–0.84
for
10–2,
whilst
pattern
standard
deviation
was
0.95
0.82,
respectively.
showed
sensitivities
reaching
0.75
0.60
with
specificities
high
both
grids.
Across
all
disease
stages,
CVFDs
detected
up
88%
agreement
functional
damage
10–2.
greatest
combining
optical
coherence
tomography
(88.7%).
indicates
that
protocols
offer
comparable
glaucoma,
including
detecting
While
targeted
macula
could
provide
additional
value
certain
contexts,
inconclusive.
Further
longitudinal
studies,
tomography,
are
necessary
confirm
these
findings
consider
routine
inclusion
CVFD
clinical
practice.
Language: Английский