Anne M Arnold1, Zachary C Kennedy1, Joshua A Silverstein2, Jacob F Ellis3, Janine R Hutchison1. 1. Chemical and Biological Signatures Group, National Security Directorate, Pacific Northwest National Laboratory, 902 Battelle Blvd., P.O. Box 999, Richland, Washington 99354, United States. 2. Material Development and Testing Group, Energy and Environment Directorate, Pacific Northwest National Laboratory, 902 Battelle Blvd., P.O. Box 999, Richland, Washington 99354, United States. 3. Controls Optimization and Network Group, Energy and Environment Directorate, Pacific Northwest National Laboratory, 902 Battelle Blvd., P.O. Box 999, Richland, Washington 99354, United States.
Abstract
Emergent technologies are driving forces in the development of innovative art media that progress the field of modern art. Recently, artists have capitalized on the versatility of a new technology to create, restore, and modify art: additive manufacturing or three-dimensional (3D) printing. Additively manufactured art relies heavily on plastic-based materials, which typically require high heat to induce melting for workability. The necessity for heat limits plastic media to dedicated 3D printers. In contrast, biologically derived polymers such as polysaccharides used to create "bioinks" often do not require heating the material for workability, broadening the types of techniques available for printing. Here, we detail the formulation of a bioink consisting of mica pigments suspended in alginate as a new, vibrant art medium for 2D and 3D compositions. The properties that make alginate an ideal colorant binder are detailed: low cost with wide availability, nontoxicity and biocompatibility, minimal color, and an array of attractive physicochemical properties that offer workability and processing into 2D and 3D structures. Further, the chemical composition, morphology, and dispersibility of an array of mica pigment additives are characterized in detail as they pertain to the quality of an art medium. Alginate-based media with eight mica colors were formulated, where mica addition resulted in vibrantly colored inks with moderate hiding power and coverage of substrates necessary for 2D printing with thin horizontal and vertical lines. The utility of the media is demonstrated via the generation of 2D and 3D vibrant structures.
Emergent technologies are driving forces in the development of innovative art media that progress the field of modern art. Recently, artists have capitalized on the versatility of a new technology to create, restore, and modify art: additive manufacturing or three-dimensional (3D) printing. Additively manufactured art relies heavily on plastic-based materials, which typically require high heat to induce melting for workability. The necessity for heat limits plastic media to dedicated 3D printers. In contrast, biologically derived polymers such as polysaccharides used to create "bioinks" often do not require heating the material for workability, broadening the types of techniques available for printing. Here, we detail the formulation of a bioink consisting of mica pigments suspended in alginate as a new, vibrant art medium for 2D and 3D compositions. The properties that make alginate an ideal colorant binder are detailed: low cost with wide availability, nontoxicity and biocompatibility, minimal color, and an array of attractive physicochemical properties that offer workability and processing into 2D and 3D structures. Further, the chemical composition, morphology, and dispersibility of an array of mica pigment additives are characterized in detail as they pertain to the quality of an art medium. Alginate-based media with eight mica colors were formulated, where mica addition resulted in vibrantly colored inks with moderate hiding power and coverage of substrates necessary for 2D printing with thin horizontal and vertical lines. The utility of the media is demonstrated via the generation of 2D and 3D vibrant structures.
Artistic
compositions such as paintings, sculptures, and reliefs
exploit diverse types of media. Traditional media include oil paint,
acrylic paint, stone, wood, charcoal, wax, and clays.[1] Important criteria for the selection and application of
these traditional media are first, the ability to work or process
them effectively but furthermore their ability to confer color and
texture to the finished composition. The power of color as a design
element is well-studied given its ability to create unconscious responses
and illicit physical reactions from observers. As stated previously,
“the right color can make or break a work of art or design.”[2] To this end, art media that allow for rich and
diverse expression of color have been adapted throughout history.
Pigments or dyes with vast chemical compositions are used to produce
striking colors with desirable effects and are derived typically from
natural or synthetic minerals or organic molecules.[3−6] A liquid or a malleable solid
with a wide variation in viscosity or consistency is typically used
to bind or disperse the colorants in the media. The resulting colorant-integrated
formulations make up the media used to produce 2D and 3D compositions.In contrast to traditional art media, new art media (e.g., digital
art, computer animation, etc.) utilized by artists to create contemporary
compositions are driven by the advent of innovative technologies.
An exciting technology to foster creation of new types of artworks
is additive manufacturing or 3D printing (3DP). The suite of 3DP technologies
popularized in recent decades has had a significant impact on the
art community. 3DP has been adopted in the art world in areas such
as cinema, theater, music, visual arts, dance, and art education.[7] In dance, 3D scanning and 3DP technology have
been utilized in a unique way to create customizable ballet shoes,
known as the P-ROUETTE, to mediate the pain and damage to the feet
of dancers.[8] 3DP has also been integrated
into art education,[9−12] where traditional 2D paintings can be converted into embossed or
2.5 dimensional pieces to enhance the educational experience for the
visually impaired.[11]Development
and focus on the use of 3DP for the arts have been
based primarily on the use of synthetic, petrochemical-derived, polymer
(e.g., thermoplastic) feedstocks.[13] The
integration of colorants such as dyes and pigments[14] or phosphors[15] into thermoplastics,
for example, is well-established given the ubiquity of plastic usage
in the world. These thermoplastic feedstocks often necessitate processing
with heat or UV light and, therefore, can require dedicated printing
hardware to operate.[16,17] In contrast, biologically derived
polymers such as carbohydrates used to create bioinks—3D printable
hydrogel matrices—often do not require heating the material
for 3DP.[18,19]The use of bioinks and biologically
derived polymers, in general,
for 3DP is widespread;[18] however, little
attention has been given to using these materials as 3D printable
artistic media. The most frequently encountered, naturally occurring
organic materials in art and art conservation have been summarized
in detail elsewhere.[20,21] Notably, biologically derived
polymers, such as animal glues derived from collagen connective tissues
and egg- and casein-derived mixtures of proteins, have been employed
as binding media in paintings, specifically tempera. Moreover, polysaccharide
natural gums from trees are of significance as medium components for
watercolors.[20] In contemporary art media,
xanthangum, another biologically derived polymer, is used as a binder
and thickening agent in acrylic emulsion paints.[22] Xanthangum is commonly used in other commercial products
to increase the viscosity of a formulation and aid in the suspension
of solid particles.[23] An alternative cheap,
widely used bioink for 3DP is alginic acid or alginate salt that is
sourced and refined from brown seaweeds on an industrial scale.[24] Alginate is a polysaccharide copolymer[19,25] with high molecular weight (10–100 kDa typically) that, like
xanthan, turns into a viscous gum when hydrated and a robust hydrogel
when cross-linked with cations, such as Ca2+.[19,25] Inspired by the similarity of the physicochemical properties of
alginate and xanthangum and the growing body of knowledge of alginate
as a bioink for 3DP, we hypothesized that alginate could serve as
a colorant binder (or a binding medium) and have utility as a new
art medium with high processability.Here, we detail the formulation
of mica-doped alginate as a new,
vibrant art medium for 2D and 3D compositions. The physical properties
and utility of using alginate as a pigment binder are introduced.
The chemical composition, morphology, and dispersibility of an array
of mica pigments are characterized in detail as these properties affect
the quality of the resulting media: color, hiding power or opacity
(ability to cover a substrate), and pearlescence (pearl-like luster
appearance).[26−28] Additionally, the medium quality was evaluated with
respect to the tinctorial strength (capacity of a pigment to impart
color to a medium) and hiding power using colorimetry and ultraviolet–visible
(UV–vis) absorption spectroscopy, respectively. The utility
of the mica-loaded alginate media is demonstrated via the generation
of vibrant, 2D and 3D structures.
Results
and Discussion
Alginate as a 3D Printable
Binding Medium
Alginate was chosen as a printable binding
medium capable of dispersing
colorant particles due to a host of desirable properties, as outlined
in Table . Initial
interest in alginate stemmed from the similarity of alginate’s
physicochemical properties to xanthangum, which is a commercially
available binding medium used in acrylic paints. The benefit of alginate,
when compared to other gum-forming polysaccharides, is the capacity
to form cross-links to transform the pseudostable structures into
stable gels that retain a 3D shape. These desirable cross-linking
properties are a result of alginate’s chemical structure. That
is, the backbone structure of alginate consists of blocks of (1,4)-linked
β-d-mannuronate (M) and α-l-guluronate
(G) residues, as depicted in Figure . The anionic G residues are those that participate
in cross-linking by chelating cations (most commonly Ca2+) between polymer chains, which enable formation of hydrogels.[29,30]
Table 1
Criteria Considered
when Selecting
Alginate as the Binding Medium Used in This Study
Similar physicochemical properties compared to
a commercial
binding medium
Xanthan gum is used as a binding medium
in commercial acrylic
products, suggesting that alginate, which has similar physicochemical
properties, could also serve as a successful binding medium
Tunable cross-linking
Alginate cross-linking
can be achieved rapidly at room temperature
using calcium chloride in a tunable fashion for optimal workability
Minimal color
Reduces color dampening
of pigments
Moderate opacity
Opacity of the binding medium promotes substrate coverage
Optimal consistency, workability, and stiffness
Eight percent (w/v) alginate solutions have optimal consistency
to suspend pigments up to 8 days and are stiff enough to retain a
3D form but are not too thick to hinder workability
Low cost
≤$0.10 USD/g (as of February
2021)
Wide availability
Available
for purchase from industrial and retail suppliers
Water dispersibility at neutral pH
At neutral
pH values, water is a biologically and environmentally
friendly solvent, eliminating hazards associated with other solvent
systems
Nontoxicity and biocompatibility
Alginate serves as an essential food additive and is used in
pharmaceutical and biomedical products
Figure 1
Depiction
of the chemical structure, cross-linking, and extrusion
3DP capability of alginate as well as a photo depicting the alginate
powder, 8% (w/v) solutions, and the calcium cross-linked gel. Note
that the G subunit carboxylates, highlighted in green, in the polysaccharide
backbone participate in the ionic cross-linking with calcium ions
to form gels.
Depiction
of the chemical structure, cross-linking, and extrusion
3DP capability of alginate as well as a photo depicting the alginate
powder, 8% (w/v) solutions, and the calcium cross-linked gel. Note
that the G subunit carboxylates, highlighted in green, in the polysaccharide
backbone participate in the ionic cross-linking with calcium ions
to form gels.The physicochemical properties of alginate
inks and hydrogels,
such as color and opacity, create an optimal binding medium for pigment
dispersion and 3D printability (Table ). When hydrated, alginate lacks color (Figure S1), a desirable trait so as not to dampen
the color of added pigments, and is semiopaque to provide substrate
coverage. Alginate forms a viscous gum that offers the perfect balance
between pigment dispersion and workability and stiffness to form pseudostable
3D structures.Additionally, alginate is well-suited as a colorant
binder as it
is low-cost, widely available, water-dispersible in neutral conditions,
and nontoxic and biocompatible (Table ). The cost of alginate when procured on a small scale
(5 kg) from a scientific supplier in the United States is $0.10 USD/g
(as of February 2021), and it is readily available for retail consumers
and industry at similar or even lower costs. Harsh solvents are not
required to disperse alginate; in fact, alginate is dispersible in
water at neutral pH. Alginate is also nontoxic and biocompatible,
serving as an essential food additive in numerous consumer products[31] such as ice cream,[24,32−34] beer,[24] and edible food
packaging[35] and a main component in pharmaceutical
and biomedical products.[36]Thus,
in this work, we utilized a sodium alginate solution prepared
by dissolution into water to achieve a final alginate concentration
of 8% weight to volume (w/v). However, additional polymer systems
that meet the criteria outlined in Table could also be used as a suitable binding
medium, creating an exciting opportunity for future work. Of practical
importance, it is notable that the aqueous alginate formulation may
be premade and stored at room temperature for on-demand use as desired.
Alginate solutions stored for longer than 1 month did not result in
any noticeable performance decreases compared to freshly prepared
solutions or observable microbial overgrowth despite being unsterilized.
Mica Pigment Dispersibility in a 3D Printable
Binding Medium
Chemical composition, particle morphology,
and dispersibility of mica pigments affect the color, hiding power,
and pearlescence in a multifaceted interplay (Figure S2). In this study, we selected mica pigments of eight
different colors (Figure and Figure S3a) with intermediate
hiding power and high pearlescence. A more detailed discussion of
mica pigment physicochemical characterizations is provided in the
Supporting Information (Sections S1 and S1.1–S1.4, Figures S2–S8, and Tables S1–S10).
Figure 2
Visual representation
of mica powders and mica-alginate inks used
for 3D printing.
Visual representation
of mica powders and mica-alginate inks used
for 3D printing.Pigment dispersibility
in a colorant binder is perhaps one of the
most pertinent characteristics that impact art medium quality. Poor
pigment dispersibility and stability of pigment dispersions over time
create undesirable heterogeneous color, hiding power,[37] and pearlescent effects.[38] Thus,
choosing an appropriate pigment and binding medium combination that
imparts superior pigment dispersion and stability is essential. Since
mica pigments are advertised as water-dispersible, we hypothesized
that our aqueous-based alginate solutions may be a suitable dispersing
agent. Here, we compared the dispersibility of mica pigments in water
and 8% (w/v) alginate solutions as a function of time. Interestingly,
we observed that some mica colorants at a 1% w/v loading did not disperse
completely in water (Figure S3f), whereas
all mica pigments completely dispersed in alginate solutions (Figure and Figure S3f). Over the course of the settling
experiment, mica colorants significantly settled out of water within
24 h, while alginate solutions retained complete pigment dispersibility
(Figures S3f and S9). In fact, the alginate
binding medium was so successful that mica pigments remained dispersed
up to 8 days until visual settling was observed. After settling, the
mica-loaded alginate inks were easily redispersed with mechanical
agitation (similar to mixing/shaking/inverting of bottles of paint
before use), demonstrating shelf-life stability (Figure S9).
Properties of Mica-Doped
Alginate Media
Color of Alginate-Based
Mica Media
Pigments that have a high tinctorial strength
are more desirable
as colorants for art media. High tinctorial pigments generally create
media with brighter colors using a smaller pigment to binding medium
ratio as compared to low tinctorial pigments. With respect to the
resulting media, color dictates the medium value, where a vibrant
medium is preferred because it has a larger range of accessible colors
through mixing.Here, we evaluated the color of the eight mica
pigment powders and the tinctorial strength of pigments when dispersed
and gelled in the alginate binding medium using 3D colorimetry. 3D
colorimetry is an objective approach to quantify color using a 3D
coordinate system, which removes the subjectivity in describing colors
that may be perceived differently across individuals. Specifically,
we utilized the CIELAB color space system (L*a*b*) that classifies colors using three
criteria (i.e., coordinates) including lightness (L*, relative brightness), hue (a*, color or shade),
and saturation (b*, color intensity).[39]The L*, a*, and b* color values for the mica pigments and
mica-loaded alginate gels
are reported in Figure , in addition to the RGB values represented as color swatches. We
found that, in most of the cases, there were small differences in
color between pure mica pigments and the mica-loaded alginate gels,
as demonstrated by the low ΔE2000 color difference values. This
suggests that mica pigments had a high tinctorial strength. White
and orange mica pigments had the highest tinctorial strength with
ΔE2000 values of 1.72, indicating that color differences between
pigments and gels could only be perceived with close observation.
The remaining mica colors had lower tinctorial strengths, where color
differences could be perceived at a glance (ΔE2000, 2–10).
Interestingly, purple mica powder, which was the only iron-coated
pigment, had the lowest tinctorial strength with a ΔE2000 value
of 8.88.
Figure 3
Representation of the CIELAB color space (L*a*b*) coordinate system and the L*, a*, and b* values
of the mica pigment powders and calcium cross-linked alginate gels
with a 1% (w/v) mica loading. Note that the gels also had an 8% (w/v)
loading of alginate. The L*, a*,
and b* color measurements of the powders and gels
were converted into RGB values and represented as color swatches.
The corresponding ΔE2000 color difference between the pure mica
powders and mica-loaded alginate gels is displayed below the color
swatches.
Representation of the CIELAB color space (L*a*b*) coordinate system and the L*, a*, and b* values
of the mica pigment powders and calcium cross-linked alginate gels
with a 1% (w/v) mica loading. Note that the gels also had an 8% (w/v)
loading of alginate. The L*, a*,
and b* color measurements of the powders and gels
were converted into RGB values and represented as color swatches.
The corresponding ΔE2000 color difference between the pure mica
powders and mica-loaded alginate gels is displayed below the color
swatches.
Hiding
Power (Opacity) of Mica-Alginate
Gels
We predicted, based on the physicochemical properties
of the mica pigments and the alginate binding medium, that our art
media would have moderate hiding power (opacity). To probe the extent
of opacity as a function of gel thickness, we utilized ultraviolet–visible
(UV–vis) absorption spectroscopy (Figure and Figure S10). We found that addition of mica pigments increased the optical
density (i.e., opacity) of the gels when compared to pure alginate
gels. Qualitatively, we also observed that even at small thicknesses,
the mica-loaded alginate gels had moderate opacity, which is especially
relevant for 2D art that uses thin, horizontal and vertical lines.
Figure 4
Ultraviolet–visible
(UV–vis) absorption spectroscopy
of pure alginate and 1% (w/v) mica-loaded alginate gels as a function
of gel thickness. Note that the gels contain an 8% (w/v) loading of
alginate and were cross-linked via calcium exposure.
Ultraviolet–visible
(UV–vis) absorption spectroscopy
of pure alginate and 1% (w/v) mica-loaded alginate gels as a function
of gel thickness. Note that the gels contain an 8% (w/v) loading of
alginate and were cross-linked via calcium exposure.
2D and 3D Printing Capability of the Mica-Alginate
Media
The consistency of our mica-alginate media can be readily
tuned based on the artist’s needs for a particular piece of
art. The media, if used as is, have thinner consistency that readily
flows, which may be desirable for some art techniques (e.g., approaches
similar to paint pouring or traditional painting). However, the consistency
necessary for creating other types of art, such as the 2D and 3D printing
that we address, requires thicker media. Thicker media can be attained,
and tuned, by adding calcium chloride to the medium preprint, which
creates media that are partially cross-linked and more readily retain
their shape during the printing process. We found that less viscous
media were optimal for 2D printing, while thicker media were necessary
for 3DP to retain the shape of the print (Figure ). In all cases, addition of an excess of
calcium chloride after the completion of the print can still be used
to completely cross-link the piece for maximum stability.
Figure 5
Demonstration
of the utility of mica-loaded alginate bioinks to
produce 2D and 3D structures. (a) 3D printed, 2D art of a firefly,
using a glow-in-the-dark additive to depict the luminescent abdominal
region of the firefly lantern. (b) 3D printed, 3D structure depicting
the anatomy of a brain stored in 200 mM calcium chloride.
Demonstration
of the utility of mica-loaded alginate bioinks to
produce 2D and 3D structures. (a) 3D printed, 2D art of a firefly,
using a glow-in-the-dark additive to depict the luminescent abdominal
region of the firefly lantern. (b) 3D printed, 3D structure depicting
the anatomy of a brain stored in 200 mM calcium chloride.Alginate-based 3D prints are stable over a period of several
weeks
if they are preserved at room temperature in a neutral, 200 mM calcium
chloride solution. The preservation solution prevents the prints from
desiccating, where desiccation results in shape distortions, shrinkage,
and cracking of the 3D constructs. The calcium chloride solution maintains
the shape and size of 3D prints and eliminates print cracking. During
storage, mica pigments remain dispersed in the print and maintain
their pearlescence and color, which is a result of the chemical,[40] thermal,[40,41] and photostability
of mica pigments.[40]Our current storage
method of alginate-based 3D constructs is intended
for short-term preservation; thus, our alginate-based 3D prints are
not archival using calcium chloride storage. In fact, alginate is
a biodegradable polymer,[31] a property that
we find desirable in a binding medium. The biodegradability of alginate
prevents excess waste accumulation if the constructs are discarded,
unlike plastic, 3D printed constructs that take years to centuries
to degrade.[42] Increasing shelf-life stability
of 3D printed constructs, if desired, could be explored in future
work. That is, shelf-life stability could be accomplished by investigating
alternative storage approaches, such as resin casting. Additionally,
polymers that are less susceptible to degradation could be utilized
as the ink binding medium.
Conclusions
Here, we thoroughly characterized the physicochemical properties
of eight mica colorants with respect to chemical composition, morphology,
and dispersibility in the colorant binder, as these properties affect
the color, hiding power, and pearlescence of art media. We concluded
that the physicochemical properties of mica colorants were optimized
to provide vibrant color, moderate hiding power, and maximum pearlescence.
We also detailed the compatibility of mica colorants with alginate
as a binding medium, where alginate served as a superior mica dispersant
compared to water and provided shelf-stable dispersions that could
be prepared in advance for later use. Our bioinks were vibrantly colored
with moderate hiding power while also demonstrating their utility
to print 2D and 3D structures by tuning the consistency of the ink
based on the needs of the artist. Thus, we conclude that our new,
mica-doped alginate bioinks can be utilized as effective media to
produce diverse forms of art.
Materials and Methods
Chemical Reagents and Vendors
Sodium
alginate (product no. W201502; manufacturer reported viscosity at
1% (w/v) in water at 25 °C of 5–40 cps) and anhydrous
calcium chloride (product no. C1016; ≤7.0 mm granular) were
purchased from Sigma-Aldrich. Mica pigment powders (Muerk, 50 color
set epoxy resin dye powdered pigments) were purchased from Amazon
LLC. Eight mica powder pigment colors were used for all experiments.
It is of note that the manufacturer pigment color names used were
shinny white, black, red, orange, shinny yellow, bright green, cobalt,
and purple, which are referred to in this work as white, black, red,
orange, yellow, green, blue, and purple, respectively.
Material Preparations
Sodium Alginate Solutions
Sodium
alginate solutions (8% w/v in deionized water) were prepared by addition
of deionized water (400 mL) to sodium alginate (32 g). To promote
sodium alginate dissolution, solutions were vigorously stirred at
room temperature until alginate was completely dissolved (1–3
days). The mica-loaded sodium alginate solutions were prepared by
adding 1% (w/v) mica pigment to an 8% sodium alginate solution (i.e.,
150 mg of mica per 15 mL of alginate) followed by manual stirring
until the colorant was homogeneously dispersed.
Calcium Gelation of 8% (w/v) Sodium Alginate
Gelation
of 8% (w/v) sodium alginate solutions for colorimetry
and ultraviolet–visible absorption spectroscopy was induced
by adding a 1:1 volume ratio of 200 mM calcium chloride to alginate
solutions (including pure alginate and 1% (w/v) mica-loaded alginate)
to create rectangular-shaped, bulk gels with thicknesses of >10
mm.
Samples were then sealed to prevent evaporation and allowed to equilibrate
overnight at room temperature before testing.
Preparation of 8% (w/v) Sodium Alginate
Gels for Ultraviolet–Visible Absorption Spectroscopy
A #6 disposable tissue biopsy punch was used to acquire cylinders/disks
from thick, rectangular, bulk gels. A scalpel was used to cut the
alginate cylinders into thinner disks for analysis. A total of six
different thicknesses for each gel were used for ultraviolet–visible
absorption spectroscopy. The thicknesses of the gel disks were measured
with calipers. The average thickness and standard deviation for all
gels at each thickness interval are reported in Table .
Table 2
Thickness of Gels
Measured by Ultraviolet–Visible
Absorption Spectroscopy
average (mm)
0.73
1.03
1.53
1.85
2.16
3.53
standard deviation (mm)
0.03
0.03
0.05
0.09
0.09
0.08
Bioink Formulation for 2D and 3D Printing
For the glow-in-the-dark
ink used for 2D printed art, Glo Gel (Glo
Germ) was added to 1% (w/v) mica-loaded sodium alginate solutions
(containing 8% (w/v) alginate) in a 1:5 v/v ratio (i.e., 2 mL of Glo
Gel for every 10 mL of ink). Then, alginate inks were semicross-linked
using 200 mM CaCl2. To semicross-link for 2D printing,
200 mM CaCl2 was added in a 1:10 v/v ratio to mica-loaded
alginate solutions (i.e., 1 mL of 200 mM CaCl2 for every
10 mL of alginate solution). For 3DP inks, 200 mM CaCl2 was added in a 1:5 v/v ratio to mica-loaded alginate solutions (i.e.,
1 mL of 200 mM CaCl2 for every 5 mL of alginate solution).
In the case of all ink preparations, CaCl2 was added slowly
(∼5 drops at a time) followed by rigorous mechanical stirring
with a metal spatula. Once all CaCl2 was added, the bioink
was loaded into a polypropylene syringe (from the top by removing
the plunger) and forced through the syringe aperture into a 50 mL
Falcon tube to create a homogeneous ink devoid of clumps. The Falcon
tube was then centrifuged for 5 min at 10,000g using
an Eppendorf centrifuge 5810 R (15 Amp version) to remove air bubbles
from the ink.
Material Characterization
Optical Images and Microscopy
Optical
images of powders, solutions, and gels were acquired using a 16 megapixel
camera. With respect to optical microscopy, mica pigment powder samples
were prepared by drop casting 10 μg mL–1 solutions
dispersed in deionized water onto microscope slides. A coverslip was
added after water evaporated from the samples. The samples were then
imaged on an inverted, Labomed MET 4000 microscope using a 40×
Infinity LWD Phase Plan objective lens (N.A., 0.6) and Micron version
2.0.0 software.
Scanning Electron Microscopy
(SEM) with
Energy-Dispersive X-ray spectroscopy (EDS)
Scanning electron
microscopy and energy-dispersive X-ray spectroscopy were performed
using a JEOL JSM-7001F-field emission gun (FEG) scanning electron
microscope (SEM) with a Bruker xFlash 6|60 EDS spectrometer. Backscatter
electron (BSE) imaging and EDS analysis were performed at an accelerating
voltage of 15 kV and a probe current setting at 10 (2 nA). EDS analysis
was performed using Bruker Esprit 2.0 software.
Fourier Transform Infrared (FTIR) Spectroscopy
FTIR
spectroscopy of mica powder pigments was performed on a Bruker
Tensor II FT-IR spectrometer with an A225/QPlatinum attenuated total
reflectance (ATR) attachment furnished with a diamond crystal. The
background and sample spectra were an average of 64 scans, where raw
spectra were collected in absorbance over a range of 4000–400
cm–1 with a 4 cm–1 resolution.
A background scan was performed for each sample analyzed. An ATR correction
and automatic, rubber band baseline correction were performed on raw
spectra using OPUS 7.5 software. Then, all spectra were normalized
to an absorbance of 0.2 using the Si–O peak (∼995 cm–1).
Particle Size Analysis
The pigment
particle size distributions were measured by laser diffraction using
a Horiba LA-960 particle size analyzer. A blank was recorded in pure
deionized water prior to each sample measurement. Dry pigment powder
(∼10–15 mg) was added directly into the 150 mL reservoir,
and the resulting suspension was mechanically agitated in the cell
while in circulation mode to disperse the particles. Measurements
were then recorded with a circulation setting of 3 and agitation turned
off. For size calculations, refractive indices of 1.590 and 1.333
were used for mica and water, respectively. The particle size distributions
are plotted by volume percentage (q).
2D Particle Shape Analysis
Particle
shape analysis was conducted using the microscopy images of mica pigment
powders as described above. The microscopy images were processed in
ImageJ (National Institutes of Health, Bethesda, Maryland), where
RGB images were converted to 8-bit then to a binary image type. Finally,
the binary images were subjected to the fill holes function followed
by the outline processing features (see Figure S6).The particle morphology of six particles for each
mica pigment color was analyzed in ImageJ, with care taken to identify
single particles for analysis while excluding aggregates. The 2D shape
descriptors used to analyze mica particles include the roughness (Ro), aspect ratio (AR), radius sphericity (Sr), and roundness (R) (see Figure S8). The Ro of particles was ascertained using the “ConvexitySolidarity”
macro provided by ImageJ that measured the perimeter (P) and convex perimeter (CPER) of each
particle. Ro was then determined using eq .[43]The AR was calculated by measuring the minimum and maximum
Feret
lengths, which are xFmin and xFmax, respectively, in ImageJ using the “Analyze
Particles” function. Particle AR was calculated using eq .[43]Sr of particles were determined
manually
by fitting a minimum circumscribing circle, where the radius is rmin-cir, and a maximum inscribed circle,
where the radius is rmax-in, to
each particle. Sr was calculated using eq .[44]Lastly, R was also determined manually, where
circles were fitted to the corners of particles. The radii of the
circles are denoted as r, where i nomenclature refers to the number of the corner in which
the circle is fitted (arbitrarily assigned during analysis). R was calculated numerically using the following equation[44]where N is the number of corners.
Settling
Experiment
Mica powder
dispersions in deionized water and mica-loaded alginate solutions,
both with a 1% w/v loading, were prepared in glass vials. Optical
images of the samples were acquired directly after mixing samples
and referred to as “as-mixed.” The samples were imaged
24 h after the initial mixing to document the degree of particle settling
in the samples. The time frame for the settling experiment for alginate
dispersions was extended due to minimal settling after 24 h. Mica-dispersed
alginate solutions were imaged again after 8 days when particle settling
began to become obvious followed by images of solutions after manual
redispersion of mica pigments in alginate.
Colorimetry
A handheld PCE-CSM
2 colorimeter (PCE Instruments) was used to record the color of the
pigment powders and the bulk, pigment-doped gels as described above.
The color was recorded in the CIE L*a*b* color space. Two measurements were performed
on each sample, and the values for each of the L*, a*, and b* values were averaged. The surface
color change from that of pure pigment powder to pigment-doped gels
was quantified using the ΔE2000 method,[45] which ranges from 0 (colors are exactly the same) to 100 (colors
are the exact opposite).
All UV–vis absorption spectra
were acquired on a Tecan Safire plate reader using Magellan 7.2 sp1
software and a clear, polystyrene, flat-bottom 96-well tissue culture
plate. Data was acquired in absorbance measurement mode using a wavelength
scan acquired over 300–800 nm and a 5 nm step size. Further,
data was acquired at room temperature using a COS96fb plate definition
file with no plate lid. Each well had 50 reads with 10 ms in between
movements and reads.Mica pigment powders were analyzed using
100 μg mL–1 dispersions in deionized water.
Each measurement was made by adding a 300 μL dispersion to the
96-well plate and immediately acquiring the UV–vis absorption
spectra to prevent particle sedimentation. All spectra of the mica
pigment powder dispersions were baseline-subtracted from deionized
water.Mica-loaded alginate gels with various thicknesses, where
the preparation
procedure is described above, were placed in a 96-well plate for analysis.
All spectra of the mica-loaded alginate gels were baseline-subtracted
from an empty well.
2D and 3D Printing of Mica-Loaded
Alginate
Inks
The bioink formulations, which were prepared as described
above, were carefully loaded into a 10 mL polypropylene syringe (from
the top by removing the plunger) to prevent inclusion of bubbles into
the ink. Then, an 18 gauge blunt-tipped needle was added to the syringe
for printing. Both 2D and 3D prints were conducted by hand at room
temperature onto either a glass or plastic surface, respectively,
and subsequently imaged.