IEEE Transactions on Pattern Analysis and Machine Intelligence,
Journal Year:
2023,
Volume and Issue:
46(4), P. 2316 - 2332
Published: Nov. 7, 2023
Tuberculosis
(TB)
is
a
major
global
health
threat,
causing
millions
of
deaths
annually.
Although
early
diagnosis
and
treatment
can
greatly
improve
the
chances
survival,
it
remains
challenge,
especially
in
developing
countries.
Recently,
computer-aided
tuberculosis
(CTD)
using
deep
learning
has
shown
promise,
but
progress
hindered
by
limited
training
data.
To
address
this,
we
establish
large-scale
dataset,
namely
X-ray
(TBX11
K)
which
contains
11
200
chest
(CXR)
images
with
corresponding
bounding
box
annotations
for
TB
areas.
This
dataset
enables
sophisticated
detectors
high-quality
CTD.
Furthermore,
propose
strong
baseline,
SymFormer,
simultaneous
CXR
image
classification
infection
area
detection.
SymFormer
incorporates
Symmetric
Search
Attention
(SymAttention)
to
tackle
bilateral
symmetry
property
discriminative
features.
Since
may
not
strictly
adhere
property,
also
Positional
Encoding
(SPE)
facilitate
SymAttention
through
feature
recalibration.
promote
future
research
on
CTD,
build
benchmark
introducing
evaluation
metrics,
evaluating
baseline
models
reformed
from
existing
detectors,
running
an
online
challenge.
Experiments
show
that
achieves
state-of-the-art
performance
TBX11
K
dataset.
BMC Nephrology,
Journal Year:
2024,
Volume and Issue:
25(1)
Published: March 1, 2024
Currently,
limited
research
is
available
on
the
comparative
analysis
of
chronic
kidney
disease
(CKD)
incidence
and
mortality
rates
between
China
United
States.
This
study
aimed
to
explore
trends
in
CKD
both
countries,
as
well
make
some
future
predictions.
Pain,
Journal Year:
2024,
Volume and Issue:
165(12), P. 2804 - 2813
Published: June 19, 2024
Abstract
Data
were
obtained
from
the
Global
Burden
of
Disease
study
2019.
Joinpoint
regression
model
was
used
to
analyze
temporal
trends
1990
2019
neck
pain
burden,
focusing
on
age-standardized
incidence
rates,
prevalence
and
years
lived
with
disability
(YLDs)
rates
at
global,
regional,
national
levels.
The
age–period–cohort
analysis
estimate
effects
age
(5-99
years),
period
(1990-2019),
cohort
(1893-2012)
Future
projections
for
global
burden
2020
2044
estimated
using
nordpred
model.
From
2019,
incidence,
cases,
YLDs
counts
have
increased
by
71.89%,
98.21%,
78.17%,
respectively.
joinpoint
indicated
significant
shifts
in
which
varied
across
regions
nations.
that
predominantly
concentrated
middle-aged
older
age,
showing
minimal
variation
Compared
incident
prevalent
projected
increase
134%,
142%,
140%
2044.
has
persisted
a
relatively
elevated
level
indicating
continuing
upward
trend.
research
is
urgently
needed
better
understand
predictors
clinical
course
enhance
prevention
management
strategies.
BMC Infectious Diseases,
Journal Year:
2024,
Volume and Issue:
24(1)
Published: July 2, 2024
Abstract
Introduction
Tuberculosis
is
a
global
health
problem
that
causes
1.
4
million
deaths
every
year.
It
has
been
estimated
sputum
smear-negative
diagnosis
but
culture-positive
pulmonary
TB
contribute
to
12.6%
of
transmission.
by
smear
microscopy
minimum
detection
limit
(LOD)
5,000
10,000
bacilli
per
milliliter
(CFU/ml)
result
in
missed
cases
and
false
positives.
However,
GeneXpert
technology,
with
LOD
131–250
CFU/ml
samples
its
implementation
believe
facilitate
early
drug-resistant
case.
Since
2013,
Ghana
Service
(GHS)
introduce
MTB/RIF
diagnostic
all
regional
hospitals
Ghana,
however
no
assessment
performance
between
cross
the
facilities
reported.
The
study
compared
results
routine
diagnoses
Xpert
MTB
from
2016
2020
at
Cape
Coast
Teaching
Hospital
(CCTH).
Methods
microscopic
(CCTH)
retrospectively.
Briefly,
specimens
were
collected
into
20
mL
sterile
screw-capped
containers
for
each
case
suspected
infection
processed
within
24
h.
decontaminated
using
NALC-NaOH
method
final
NaOH
concentration
1%.
supernatants
discarded
after
centrifuge
remaining
pellets
dissolved
1–1.5
ml
phosphate
buffer
saline
(PBS)
used
diagnosis.
A
fixed
smears
Ziehl-Neelsen
acid-fast
stain
observed
under
microscope
remainings
data
analyze
GraphPad
Prism.
Results
50.11%
(48.48–51.38%)
females
an
odd
ratio
(95%
CI)
1.004
(0.944–1.069)
more
likely
report
clinic
smear-positive
first
6.6%
(5.98–7.25%),
second
was
6.07%
(5.45–6.73%).
MTB-RIF
detected
2.93%
(10/341)
(1.42–5.33%)
5.44%
(16/294)
(3.14–8.69%)
samples.
prevalence
across
positive
showed
males
had
56.87%
(178/313)
56.15%
(137/244)
43.13%
(135/313)
43.85%
(107/244)
sputum.
Also,
negative
0.18%
(10/5607)
1
0.31%
(16/5126)
2.
Conclusion
In
conclusion,
highlights
higher
sensitivity
assay
traditional
detecting
MTB.
identified
10
16
2
which
negative.
IEEE Transactions on Pattern Analysis and Machine Intelligence,
Journal Year:
2023,
Volume and Issue:
46(4), P. 2316 - 2332
Published: Nov. 7, 2023
Tuberculosis
(TB)
is
a
major
global
health
threat,
causing
millions
of
deaths
annually.
Although
early
diagnosis
and
treatment
can
greatly
improve
the
chances
survival,
it
remains
challenge,
especially
in
developing
countries.
Recently,
computer-aided
tuberculosis
(CTD)
using
deep
learning
has
shown
promise,
but
progress
hindered
by
limited
training
data.
To
address
this,
we
establish
large-scale
dataset,
namely
X-ray
(TBX11
K)
which
contains
11
200
chest
(CXR)
images
with
corresponding
bounding
box
annotations
for
TB
areas.
This
dataset
enables
sophisticated
detectors
high-quality
CTD.
Furthermore,
propose
strong
baseline,
SymFormer,
simultaneous
CXR
image
classification
infection
area
detection.
SymFormer
incorporates
Symmetric
Search
Attention
(SymAttention)
to
tackle
bilateral
symmetry
property
discriminative
features.
Since
may
not
strictly
adhere
property,
also
Positional
Encoding
(SPE)
facilitate
SymAttention
through
feature
recalibration.
promote
future
research
on
CTD,
build
benchmark
introducing
evaluation
metrics,
evaluating
baseline
models
reformed
from
existing
detectors,
running
an
online
challenge.
Experiments
show
that
achieves
state-of-the-art
performance
TBX11
K
dataset.