Printed Disposable Colorimetric Array for Metal Ion Discrimination
M. Ariza-Avidad,
†
A. Salinas-Castillo,
†
M. P. Cue ́ llar,
‡
M. Agudo-Acemel,
†
M. C. Pegalajar,
‡
and L. F. Capita ́ n-Vallvey*
,†
†
ECsens. Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Campus Fuentenueva, Granada 18071
Granada Spain
‡
Department of Computer Science and Artificial Intelligence, E.T.S. Ingenierías Informa ́ tica y de Telecomunicació n, University of
Granada, C/Periodista Daniel Saucedo Aranda s/n, Granada 18071, Spain
* S Supporting Information
ABSTRACT: One of the main limiting factors in optical sensing
arrays is the reproducibility in the preparation, typically by spin
coating and drop casting techniques, which produce membranes
that are not fully homogeneous. In this paper, we increase the
discriminatory power of colorimetric arrays by increasing the
reproducibility in the preparation by inkjet printing and measuring
the color from the image of the array acquired by a digital camera,
using the H coordinate of the HSV color space as the analytical
parameter, which produces robust and precise measurements. A disposable 31 mm × 19 mm nylon membrane with 35 sensing
areas with 7 commercial chromogenic reagents makes it possible to identify 13 metal ions and to determine mixtures with up to 5
ions using a two-stage neural network approach with higher accuracy than with previous approaches.
T
he identification and determination of metallic ions,
mainly multivalent transition metals with potential toxicity
or ecotoxicity,
1
in the lab is a well-established subject that uses
an ample panoply of analytical techniques, including inductively
coupled plasma/atomic emission spectrometry (ICP-AES),
inductively coupled plasma/mass spectrometry (ICP-MS),
atomic absorption spectroscopy (AAS), and atomic fluores-
cence spectroscopy (AFS).
However, the persistence of these metals in both natural and
contaminated environments and their involvement in the
development of human cancer and neurodegenerative diseases,
encourages the development of fast, cheap procedures that can
be performed in situ by untrained personnel, able to manage a
large number of samples that provide qualitative and
quantitative information on metal ions, particularly in drinking
and natural waters and wastewaters.
2
One of the most interesting approaches for rapid multi-
analyte analysis is a sensor arrays designnot those based on
specific receptors because of selectivity problemsbut rather
those based on nonspecific sensors producing a set of high
dimensional analytical signals. The processing of signals
through advanced mathematical procedures of pattern recog-
nition and/or multivariate analysis
3,4
makes it possible to obtain
qualitative and quantitative information.
From the existing sensing array schemes, optical arrays (also
known as optical electronic tongues) offer a reasonable
combination of discriminatory power, sensitivity and simplicity
to convey the requirements of these analytical devices. These
are mainly combined with imaging devices for simultaneous
signal acquisition, such as scanners and digital cameras and
more recently, with digital cameras integrated into portable
devices such as tablets and smartphones, because the built-in
microprocessors can be programmed to carry out the image
processing and mathematical data treatment.
Different approaches have been described for optical
electronic tongues,
5-7
but with regard to metal ion
discrimination alone, three different formats have been devised:
membranes,
8,9
microtiter plates,
8,10-15
and paper-based sensing
devices.
16-18
The microtiter plate format arranges the reagents in the wells
either immobilized as a membrane at the bottom
10,11,15
or as a
solution placed in vials that are arranged in an array before
acquiring the analytical signal.
12
That format needs only a small
volume of sample, even at submicroliter level,
14
although in the
usual application with water analysis it is not the main problem.
Membrane and paper-based devices offer the additional
advantage of preconcentration, lowering the detection limit.
For instance, the arrangement of metal ion reagents in ormosils
coated on a cellulose acetate/nitrate membrane has been
proposed for the discrimination of eight metal ions with
detection limits of 50 nM.
9
Different types of paper-based
devices have been described: Hossain and Brennan
16
used a
flower design with wax-printed hydrophobic channels and
inkjet-printed detection areas in which the stem is the sampling
area. Feng et al.
17
described an eight detection area wheel
design paper device with a sampling area in the middle that
improves the preconcentration, including a water absorbent cell
on each detection area and a water absorbent resin placed at the
end of each hydrophilic channel. In this way it is possible to
Received: April 21, 2014
Accepted: August 4, 2014
Published: August 4, 2014
Article
pubs.acs.org/ac
© 2014 American Chemical Society 8634 dx.doi.org/10.1021/ac501670f | Anal. Chem. 2014, 86, 8634-8641