IEEE SENSORS JOURNAL, VOL. 17, NO. 21, NOVEMBER 1, 2017 7149
Digital Camera-Based Spectrometry for the
Development of Point-of-Care Anemia Detection
on Ultra-Low Volume Whole Blood Sample
Animesh Halder, Probir Kumar Sarkar, Poulomi Pal, Subhananda Chakrabarti, Member, IEEE,
Prantar Chakrabarti, Debasis Bhattacharyya, Rajib Chakraborty, and Samir Kumar Pal
Abstract— Objective of this paper: Early detection of anemia
(low hemoglobin count) at point-of-care (PoC) in a low resource
setting is challenging given the associated capital and recurring
costs of the device. In this paper, we have developed a faster
and reliable method to screen the hemoglobin level in the whole
blood in a resource limited point of care setting. We have also
investigated a simple scattering-based technique to predict the
overall morphology of the red blood cells. Methods: In this
paper, we have developed and validated a digital camera-based
spectrometer for the early detection of anemia with the whole
blood of 10-μL volume in a low resource PoC setting. The
developed device consists of two LEDs [Green (570 nm) and
Red (631 nm)], a web camera, a fluid sensing chamber (cuvette
holder), and associate electronics. Validation of Beer–Lambert
law using the blood of various degree of dilution has been
achieved in this in vitro experiment. Major results: A signifi-
cant number of human subjects (300) having a wide range of
hemoglobin counts in a hospital is tested and found to reproduce
results from a gold standard automated hematology analyzer.
Our developed microcuvette requires only 10-μL unprocessed
whole blood sample for the device. Conclusions: The device is
expected to serve as a minimally invasive e-health care device for
the anemia screening in any resource-limited point of care setting.
Index Terms— Anemia screening, digital camera-based
low-cost device, e-health, point-of-care (PoC) screening and
optics.
I. I NTRODUCTION
I
RON deficiency has been assessed to be the most com-
mon cause of anemia globally. The World Health Orga-
nization (WHO) declares the prevalence of anemia strongly
effects on maternal and infant health which in turn affects
the socioeconomic development [1]–[3]. The hemoglobin con-
centration provides the information about the severity of iron
deficiency in the blood [4], [5]. According to the global sta-
tistics of WHO, roughly 43% children, 38% pregnant women,
Manuscript received June 29, 2017; revised August 20, 2017; accepted
September 11, 2017. Date of publication September 14, 2017; date of
current version October 11, 2017. This work was supported in part by
ICMR under Grant 5/3/8/247/2014ITR and in part by DBT under Grant
BT/PR11534/NNT/28/766/2014. The associate editor coordinating the review
of this paper and approving it for publication was Dr. Ioannis Raptis.
(Corresponding author: Samir Kumar Pal.)
A. Halder, P. K. Sarkar, P. Pal, and S. K. Pal are with the S. N. Bose National
Centre for Basic Sciences, Kolkata 700106, India (e-mail: skpal@bose.res.in).
S. Chakrabarti is with the Indian Institute of Technology Bombay, Mumbai
400076, India.
P. Chakrabarti and D. Bhattacharyya are with the Nil Ratan Sircar Medical
College and Hospital, Kolkata 700014, India.
R. Chakraborty is with the University of Calcutta, Kolkata 700106, India.
Digital Object Identifier 10.1109/JSEN.2017.2752371
29% non-pregnant women and 29% of all women of reproduc-
tive age are affected by anemia [6]. Therefore, determination
of hemoglobin concentration is considered as the integral
part of healthcare service, particularly, early trace of anemia
obviously a help to the blood transfusion management, which
protects both donors’ and recipients’ health [7]. Three main
reasons of anemia include blood loss, deficiency of red blood
cell production and high rate of red blood cell destruction.
Abnormalities in RBC morphology also indicates the ane-
mia or abnormal cell development and are caused by numerous
diseases like malaria, sickle cell anemia, megaloblastic and
pernicious anemia [8].
The state-of-the-art of the available technologies for deter-
mining hemoglobin concentration and the average cell size
varies from low-tech to high-tech depending on the target
resource setting [9]. Hemoglobin measurement is usually
carried out in well-equipped laboratory with sophisticated
instruments based on either electrochemical impedance
spectroscopy [10], [11] or Coulter principle (e.g. automated
hematology analyzer) [12]. Although all these techniques
are effective but involve complex and expensive experi-
mental setup, operational technical skill and time consum-
ing measurements for anemia detection. In this context
HemoCue [13]–[15] provides semi-quantitative gravimetric
copper sulfate method for hemoglobin determination in
portable format but still cost ineffective. In addition many non-
invasive methods are also developed for hemoglobin measure-
ment [16]–[18] including the conventional Pulse CO-Oximeter,
Pronto-7 monitor (version 2.1.9, Masimo Corporation, Irvine,
USA), NBM-200MP monitor (Orsense, Nes Ziona, Israel) and
spectrophotometer [19]. However, the precision and sensitivity
level of these instruments depend on different physiological
factors including arterial pulse, body movements, skin tones,
venous pulsations. A survey on the aforesaid instruments
reveals lack of an inexpensive, portable and accurate device
for anemia diagnosis in low resource territories. In recent time
smartphone based techniques are developed for blood analyses
and hemoglobin detection. The variety of such devices has
been reviewed in the literature [20]. One of such devices
developed by Prof. Ozcan group from UCLA uses disposable
plastic cuvette-based add-on for the hemoglobin detection [21]
using processed whole blood. The whole blood sample used
in the add-on was reported to be lysed and purified (chemical
treatment followed by mechanical separation). The LED light
source used in the add-on is ∼430 nm, which essentially
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