of 8
Ford Andria (Orcid ID: 0000-
0003-
0605
-8943)
Probing single
-cell oxygen reserve in sickled erythrocytes via in vivo
photoacoustic microscopy
Authors:
Andria L. Ford
1, 2†
, Hsun-
Chia Hsu
3, 4
, Michael M. Binkley
1
, Stephen Rogers
5
, Toru
Imai
3
, Konstantin Maslov
3
, Allan Doctor
5
, Lihong V. Wang
3*
, Jin
-Moo Lee
1, 2, 6
*
Affiliations:
1
Department of Neurology, Washington University Sc
hool of Medicine, St. Louis, MO
2
Mallinckrodt Institute of Radiology, Washington University Sc
hool of Medicine, St. Louis, MO
3
Caltech Optical Imaging Laboratory, Andrew and Peggy Cherng Department of Medical
Engineering, Department of Electrical Engineering, Pasadena, CA
4
Currently at Center for Devices and Radiological Health,
U.S. Food and Drug
Administration, Silver Spring, Maryland
5
Center for Blood Oxygen Transport and Hemostasis &
Department of Pediatrics,
University of Maryland, Baltimore, Maryland
6
Department of Biomedical Engineering, Washington University S
chool of Medicine, St. Louis,
Missouri
†Drs. Ford and Hsu contributed equally, and are designated as co-
first authors.
*Drs. Lee and Wang contributed equally, and are designated as co-
senior authors.
Running
Title:
Impaired oxygen
reserve in sickle
erythrocytes
.
* Materials & Correspondence:
Jin
-Moo Lee, MD, PhD
Department of Neurology; Washington University School of Medicine; 600 South Euclid Avenue,
Campus Box 8111; Saint Louis, Missouri 63110;
Email:
leejm@wustl.edu
Lihong Wang, PhD
This article has been accepted for publication and undergone full peer review but has not been
through the copyediting, typesetting, pagination and proofreading process which may lead to
differences between this version and the Version of Record. Please cite this article as doi:
10.1002/ajh.26387
This article is protected by copyright. All rights reserved.
Caltech Optical Imaging Laboratory; Andrew and Peggy Cherng Department of Medical
Engineering ; California Institute of Technology; 1200 E. California Blvd., MC 138-
78 Pasadena,
California 91125; Email: lihong@
caltech.edu
To the Editor:
Individuals
with sickle cell disease
(SCD)
face
ongoing risk of multi
-organ ischemia
resulting in
chronic
disability
, frequent hospitalizations
, and early mortality
1
. T
he relationship
between
hemoglobin (Hb) S
polymerization,
erythrocyte
sickling,
and
tissue
ischemia
has been
of great interest
. Oxygen off
-loading and increasing deoxy
-hemoglobin
concentration
promote
HbS
polym
erization, the latter which has been linked to early
erythrocyte
deformation
or
“reversible” sickling
2
. Eventually,
severe
polymerization
weakens
the cell
me
mbrane, leading to
“irreversibly
” sickled
cells
. Whether
degree of
polymerization
and
the cell’s
morphologic state
, in
turn,
influence
oxygen binding
and thus
, tissue oxygen availability
has been
of interest
, but
technically challenging
to study
in patients
2
. Over
two decades,
Wang
and colleagues
3
developed
an imaging platform, photoacoustic microscopy (PAM), which offers two unique aspects
compared to other intravital microscopy systems: (1)
high resolution
in vivo human
imaging using
the cuticle as the window to a highly organized vascular bed capable of imaging
single capillary
loops, and (2) measurements of oxy-
and
deoxy
-hemoglobin levels within sin
gle capillar
ies
and
single erythrocytes
. In this study
, we aimed to: (
1) characterize capillary morphology
and
hemodynamic
/oxygen
metabolic properties in the cuticle
nailbed
of individuals with SCD
compared
to healthy
controls
; and, (2)
track single erythrocytes
along the capillary loop to obtain
measurements of
erythrocyte
elongation
(ellipticity index, EI)
and
oxygen saturation
before and
after tissue oxygen exchange
.
We hypothesized that
erythrocyte
EI, as
an index of
HbS
polymerization, would be
associated with
decreased
arteriolar
oxygen saturation and/or
increased
oxygen extraction
fraction (OEF) across capillaries
—representing compromised “oxygen
reserve”
.
Adult participants with SCD (HbSS) and controls (HbAA), were prospectively enrolled
and
excluded
for
recent
hospitalization, chronic transfusion therapy,
and
history of stem cell
transplant. Controls were excluded
for
any chronic medical disorder.
Hemoglobin type was
confirmed
by peripheral blood
electrophoresis
. Written informed consent was obtained from all
participants.
PAM
is a dual
-wavelength
optical resolution system
with 3μm lateral and 15μm axial
resolution
(Figure
S1). The
blood
absorption spectra from individuals with SCD have previously
been
found to be similar to that of healthy controls
4
. The
nailbed cuticle
imaging procedure
consisted of both wide-
field and high-
speed dynamic imaging.
Capillary measurements
included
density
, diameter
, and tortuosity
. N
umber and duration of erythrocyte pauses were measured
from the spatiotemporal image and its frequency domain image. Multiple hemo-
metabolic
parameters were calculated from both time
-averaged, capillary measurements and single
erythrocytes,
and
includ
ed: b
lood velocity
, oxygen saturation (sO
2
), OEF, and relative metabolic
rate of oxygen utilization (MRO
2
). Single
-cell
PAM additionally yielded measurements of arteriolar
(sO
2 in
) and venular (sO
2 out
) oxygen saturation, from which single-
cell OEF was calculated.
Elongation of single-
cells
, termed “ellipticity index” (EI),
was measured
as the mean EI of six
frames for
each
flowing
erythrocyte (Figure
S2).
Details of PAM imaging and s
tatistical methods
are described in the Supplementary Methods.
Ten adults with SCD (HbSS)
and healthy controls (HbAA)
underwent PAM cuticle imaging
sessions
, total
ing 97 capillaries and 180 erythrocytes imaged
(Table
S1
). Hemoglobin and
hematocrit
measured
from
peripheral blood correlated with cuticle hemoglobin and hematocrit
using PAM
(Hb: ρ=
0.825,
p
=0.002; Hct: ρ=
0.800,
p
=
0.003).
Capillary diameter, density, and
tortuosity, were
statistically
increased in SCD
vs.
healthy controls
. Time
-averaged
capillary
blood
velocity was decreased in
SCD
vs.
controls:
62.5 μm/sec [51.0, 74.3] vs. 69.8 μm/sec [63.6, 77.4],
respectively (
p
=
0.013); capillary OEF was increased in SCD vs.
controls:
0.205 [0.150, 0.246] vs.
0.147 [0.121, 0.188], respectively (
p
=
0.049)
; and
capillary
MRO
2
was similar in SCD vs. controls
:
49.9 arbitrary units (a.u.) [21.3, 60.9] vs. 39.0 a.u. [26.1, 50.6], respectively (
p
=
0.394) (
Figure
S3).
Animal models of SCD have demonstrated the presence of red blood cell pauses,
although the etiologies of pauses such as mechanical obstruction or endothelial adhesion are
incompletely understood. E
rythrocyte pause count was higher in SCD vs.
controls:
2 [2, 3] vs. 1.5
[1, 2],
respectively,
(
p
<0.0001).
Pause duration was also higher in SCD
vs.
controls
: 14.6 sec
[10.3, 19.9] vs. 7.0 sec [4.5, 9.0]
, respectively,
(
p
<0.0001)
. Using a linear mixed
-model to account
for repeated
measures within individuals, we
evaluated the relationship between pause duration
and capillary morphological
and
hemo-
metabolic properties. Pause duration was inversely
associat
ed with blood velocity
(
p
=
0.009)
, but not associated with OEF or capillar
y diameter. We
also observed a dire
ct
association between pause duration and capillary tortuosity that
approached
significance (
p
=
0.09)
(Figure
S4).
PAM
imaging can
resolve individual
erythocytes
, permitting
a metric
of
elongated
erythrocytes using “
ellipticity index
” (EI,
Figure
S2). EI was increased in
SCD
vs.
controls:
0.201
[0.133, 0.245] vs. 0.112 [0.075, 0.153], respectively
(
p
<0.0001) (Figure
1A
). While the SCD
cohort demonstrated a wider dynamic range of EI values, substantial overlap was seen across
lower EI between the t
wo cohorts, suggesting that SCD patients have a population of normal or
near
-normal shaped er
ythrocytes, consistent with the literature on peripheral blood
5
. Moreover,
the population of cells in the SCD cohort with increased EI extended beyond the EI distribution in
controls, an observation consistent with HbS polymerization and sickling.
In contrast to velocity measurements using the time-
averaged approach, mean single-
cell
blood veloci
ty was higher in SCD vs.
controls:
79.8 μm/sec [69.4, 90.4] vs. 68.9 μm/sec [64.7,
79.7],
respectively (
p
=
0.003)
(Figure 1B).
During single
-cell image acquisition, stalled
erythrocytes were not included; therefore, this result likely represents an increase
in cell
velocity
without accounting for the effect of pauses. Consistent with this, the measured velocities from
the single
-cell method for both control and SCD co
horts were higher than the velocities measured
with the time
-averaged method
for capillarie
s.
Arteriolar
oxygen saturation (sO
2 in
) was lower in SCD vs.
controls (
p
=
0.014, Figure 1
C)
suggesting decreased oxygen availability
to the capillary bed in SCD.
Consistent
with time
-
averaged results, single-
cell OEF was increased in the SCD cohort
vs.
controls:
0.101 [0.077,
0.133] vs. 0.067 [0.051, 0.091],
respectively (
p
<0.0001) (Figure 1D
). The finding of higher single-
cell OEF is consistent with the observed anemia, diminished erythrocyte velocities
, and reduced
arteriolar
oxygen saturation in
patients
with SCD, which suggests that greater oxygen extraction
from individual erythrocytes is required to meet oxygen metabolic demand.
To examine the relationship between
EI, as an index of Hb polymerization and sickling,
and measures of erythrocyte ve
locity
and oxygen metabolism, we performed mixed
-model linear
regression
to examine
EI as a predictor of velocity, sO
2 in
, and OEF
(Figure 1E
-H). In SCD, but
not in controls, an increase in EI was associated with slower erythrocyte velocity (
β
=
-98.0,
p
=
0.001)
. Consistent with this, erythrocytes with greater EI were associated with increased OEF
(
β
=21.5
,
p
=
0.013)
. Further, increased EI w
as associated with decreased sO
2 in
(
β
=
-17.3,
p
=
0.038
). Erythrocyte velocity was
also
model
led in relation to OEF.
Both in controls and SCD,
individual erythrocyte OEF was inversely proportional to velocity indicating that erythrocyte OEF
was increased with prolonged capillary transit time.
In this study,
we used cuticle
PAM to examine
micro
structural and physiological
measures
within
capillar
ies
and single-
cells
to advance
our
understanding of the pathophysiology underlying
tissue ischemia in SCD. In addition to altered capillary architecture, i
ndividuals
with SCD
demonstrated
reduced bulk flow velocity, increased OEF, more frequent
erythrocyte pauses
, and
prolonged
pause
duration compared t
o controls. In single
-cell
measurements
, we
found that
erythrocyte elongation (EI) was much higher in SCD vs. controls. Moreover,
EI distr
ibution
in
patients
with SCD
was much broader, suggesting
that
a large subset of cells are
elongated
due
to
HbS
polymerization (Figure 1
A, above
red
dashed line). Previous studies
have noted a
spectrum of erythrocyte morpholog
y and wide variation in the proportion of sickled cells (
29%
-
43%
)
5
. Indeed, we found higher EI in the SCD cohort predicted slower erythrocyte velocity, lower
sO
2 in
, and higher OEF, while these relationships were absent in controls. These
findings suggest
that sickled erythrocytes exhibit lower oxygen reserve than normally shaped erythrocytes, as
indicated by both lower sO
2 in
and increased OEF across the capillary loop, thus severe reductions
in blood flow or sO
2 in
would potentially place
the tissue at risk of ischemia.
In summary, we found that increased EI, as a
proposed
index of polymerized HbS, was
associated with distinct single-
cell characteristics (velocity, arteriolar oxygen binding, and oxygen
off -loading). This study was conduct
ed in SCD patients who were not actively symptomatic,
suggesting that baseline oxygen reserve (decreased sO
2 in
and increased OEF) in patients with
SCD may be compromised in a subset of erythrocytes. Increased OEF resulted in preserved
MRO
2
, suggesting overall, a well
-compensated metabolic state. Future PAM studies examining
patients during vaso-
occlusive crises may reveal an elevated proportion of “sickled” erythrocytes
with elevated EI and decreased oxygen reserve. Such patients may be on the precipice o
f tissue
infarction and could be identified for early intervention using PAM technology at the bedside.
The cur
rent work represents a proof
-of-concept study suggesting that PAM technology
may
improve our understanding of the relationship between HbS polymerization, erythrocyte
morphology, and tissue oxygen transport in SCD. Larger studies will be required to confirm our
findings and examine
covariates which could further define these
relationships. While our results
demonstrate a link between EI and
tissue oxygen availability, these relationships do not prove
causality. Finally, we did not measure
erythrocyte deformability
, blood viscosity
, or shear rates
which
are known to be altered in
patient with
SCD and likely play a role in thrombosis and
hemos
tasis
6
. The potential
influence
of erythrocyte rheology
on oxygen availability
, however,
should not impact the
accuracy of hemo
-metabolic
measurements, nor
minimize
the cohort
differences identified between SCD and controls
.
Data Availability
The data that support the findings of this study are available on request from the corresponding
author. The data are not publicly available due to privacy or ethical restrictions.
References
1.
Piel FB, Steinberg MH, Rees DC. Sickle Cell Disease.
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2017;
376
(16):
1561-
73.
2.
Eaton WA, Hofrichter J. Hemoglobin S gelation and sickle cell disease.
Blood
1987;
70
(5): 1245
-66.
3.
Hsu HC, Wang L, Wang LV. In vivo photoacoustic microscopy of human cuticle
microvasculature with single-
cell resolution.
J Biomed Opt
2016;
21
(5): 56004.
4.
Nahavandi M, Nichols JP, Hassan M, Gandjbakhche A, Kato GJ. Near
-infrared spectra
absorbance of blood from sickle cell patients and normal individuals.
Hematology
2009;
14
(1):
46-
8.
5.
Alvarez O, Montague NS, Marin M, O'Brien R, Rodriguez MM. Quantification of sickle
cells in the peripheral smear as a marker of disease severity.
Fetal Pediatr Pathol
2015;
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(3):
149-
54.
6.
Gillespie AH, Doctor A. Red Blood Cell Contribution to Hemostasis.
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Acknowledgements:
This work was supported by National Institutes of Health R01HL129241
and RF1NS116565 (A.L.F.);
R01NS094692,
R37NS110699, U24NS107230 (J
-M.L.), and
R01GM113838 (A.D)
.
Author
information:
A.L.F and H.H. designed the experiment, collected the data, analyzed and
interpreted data, and prepared the manuscript. M.M.B., S.R., T.I., and K.M. analyzed and
interpreted the
data. A.D., L.W., and J.M.L designed the experiment and analyzed and
interpreted data. All authors critically reviewed and approved the final version of the manuscript.
Competing interests:
L.W. has a financial interest in Microphotoacoustics, Inc., C
alPACT,
LLC, and Union Photoacoustic Technologies, Ltd., which, however, did not support this work.
The remaining authors do not have any competing interests.
Figure Legend
Figure
1. Single cell hemo
-metabolic parameters and
ellipticity index (EI) as a
predictor o
f
single
-cell blood flow and oxygenation
in adults with SCD compared to controls
.
(A)
Using
PAM to measure the shape of single
erythrocytes
, EI, a metric of cellular anisotropy
and
deformation, was increased in the SCD cohort compared to controls (
p
<0.0001). While the SCD
cohort demonstrated a wider dynamic range of EI values, substantial overlap is seen across lower
EI between the two cohorts, suggesting that SCD patients have a population of normal or near
-
normal shaped erythrocytes (
below the
red dashed line) as well as a subpopulation of
elongated/sickled erythroc
ytes (above the red dashed line,
indicating EI
greater than
two standard
deviations above the mean EI from the control cohort
).
(B)
Single
-cell blood velocity was higher
in SCD compared to controls (
p
=0.003). During single
-
cell image acquisition, stalled erythrocytes
were not included; therefore, this result represents an increase in velocity of red blood cells when
the effect of pauses is unaccounted for.
(C)
Arteriolar oxy
gen saturation (sO
2 in
) was lower in SCD
compared to controls (
p
=0.014) suggesting decreased oxygen delivery to the capillary bed in
SCD.
(D)
In line with a decreased oxygen saturation in the arteriolar capillary bed, single-
cell
oxygen extraction fraction (
OEF
) was increased in the SCD cohort compared to controls (
p
<0.0001). To evaluate the effect of erythrocyte ellipticity, as an index of Hb polymerization and
sickling, on cellular flow and oxygen metabolism, mixed-
model linear regression evaluated EI as
a predictor of erythrocyte velocity, arteriolar
oxygen saturation (
sO
2 in
), and
oxygen extraction
fraction (
OEF
).
(E)
Increasing EI predicted a decrease in blood velocity (
p
= 0.001) in SCD, but
not in controls.
(F)
Consistent with this, increasing EI predicted an increase in OEF in SCD, but
not in controls (
p
=0.013).
(G)
Further, increasing EI
non-
significantly
predicted a decrease in sO
2
in
(
p
=0.038) suggesting erythrocytes with greater ellipticity may have a lower oxygen content when
entering the capillary.
(H)
Both in controls and SCD, OEF was inversely proportional to velocity
suggesting that as the tissue’s oxygen demands increase, erythro
cyte velocity decreases allowing
additional time for oxygen exchange, regardless of HbS polymerization and sickling.
a.u. indicates
arbitrary units.
Raw p
-values are reported. After adjusting for multiple testing with Benjamini
-
Hochberg procedure, statist
ical significance was achieved, indicated as * P < 0.05 or ** P
< 0.01
.
AJH_26387_FIgure.tif