j.1750-3841.2007.00441.x
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JFS C: Food Chemistry and Toxicology
Effects of Extraction Conditions on Improvingthe Yield andQuality of an Anthocyanin-RichPurple Corn (ZeamaysL.) Color ExtractP. JING AND M.M. GIUSTI
ABSTRACT: Purple corn (ZeamaysL.)is a rich and economic source of anthocyanin colorants and functional ingre-dients. However, high levels of anthocyanin-rich waste are generated during processing, reducing the yields and in-creasing the costs of the final product. This waste has been associated with anthocyanin complexation with tanninsand proteins. Our objective was to evaluate anthocyanin extraction methods to reduce purple corn waste. Differentsolvents(water, 0.01%-HCl-acidified water, and 0.01%-HCl-acidifiedethanol),temperatures(room temperature,50,75, and 100 C), and times of exposure to the solvents were investigated. Acetone (70% acetone in water) extraction
was used as control. Anthocyanins, total phenolics, tannins, and proteins in extracts were measured by the pH dif-ferential, Folin-Ciocalteu, protein precipitation, and BCA assay methods. Qualitative analyses were done by HPLCcoupled to a PDA detector and SDS-PAGE analysis. Water at 50 C achieved the highest yield of anthocyanins (0.94
0.03 g per 100g dry corncob)with relatively low tannins andproteins, comparable to theanthocyaninyieldobtainedby 70% acetone (0.98 0.08 g per 100 g dry corncob). Extending the extraction time from 20 to 60 min and usingconsecutive reextraction procedures reduced anthocyanin purity, increasing the yields of other phenolics. A neutralprotease was applied to the extracts and effectively decomposed the major protein that was believed to contributeto the development of anthocyanin complexation and waste generation. Extraction time, consecutive reextractionprocedures, and enzyme hydrolysis should be considered for high yield of anthocyanins and waste reduction.
Keywords: anthocyanins, extraction, protein, purple corncob, tannin
Introduction
Anthocyanins are the largest and most important group ofwater-soluble pigments in nature, contributing to the attrac-tive orange, red, purple, violet, and blue colors of fruits, vegeta-bles, and flowers. Anthocyanins, which have been consumed for
many years without any apparent adverse effects, have bright pH-
dependent colors (Mazza and Miniati 1993). Interest in antho-
cyanins has increased due to their color properties and potential
health benefits as an alternative to the use of synthetic dyes (Giusti
and Wrolstad 2003). Close to 25% of the population perceives foods
without artificial ingredients as desirable, this being very important
in their food and beverage purchase decisions in the United States
(Sloan 2005). Similar consumer attitudes are found in many coun-
tries around the world. Recently, anthocyanins have been reported
to have various potential health benefits such as antioxidant ca-
pacity (Ghiselli and others 1998; Noda and others 2000; Wang and
Lin 2000; Prior 2003), antimutagenic activity (Gasiorowski and oth-ers 1997; Peterson and Dwyer 1998), and chemopreventive activity
(Koide andothers 1997; Zhao andothers 2004),contributing to a re-
duced incidence of chronic diseases. Researchers have shown that
an anthocyanin-based food colorant from purple corn was able to
inhibit cell mutation (Aoki and others 2004), reduce chemically in-
duced colorectal carcinogenesis (Hagiwara and others 2001), and
may aid in the prevention of obesity and diabetes (Tsuda and oth-
ers 2003).
MS 20070062 Submitted 1/26/2007, Accepted 5/13/2007. Authors are withDept. of Food Science and Technology, The Ohio State Univ., Colum-bus, Ohio 43210-1096, U.S.A. Direct inquiries to author Giusti (E-mail:[email protected]).
Purple corn (Zea maysL.), rich in anthocyanins, has been culti-
vated in South America, mainly in Peru and Bolivia, and used for
centuries to prepare drinks and desserts. A colorant from purple
corn is widely used in Asia, South America, and Europe. Cyanidin3-glucoside is the major anthocyanin in purple corncob (Styles and
Ceska 1972; Nakatani and others 1979). Glucosylated derivatives of
cyanindin, pelargonidin, and peonidin have been found in maize
plants as well as their respective malonyl derivatives (Aoki and oth-
ers 2002; Pascual-Teresa and others 2002; Jing and Giusti 2005).
Large quantities of anthocyanin-rich waste (ARW) are generated
during the industrial preparation of an anthocyanin colorant. The
food colorant industry produces anthocyanin extracts from pur-
ple corncobs by using hot acidified water, followed by sedimenta-
tion. Both supernatant and precipitated portions were separated
and spray-dried. The precipitated portion has limited application
in foods due to its low solubility in acidified aqueous systems (Jing
and Giusti 2005), andit is considered as waste material. Protein andother complex molecules such as tannins exist in purple corncobs,
which may form complexes with anthocyanins, resulting in a loss
of solubility under typical conditions of anthocyanin food applica-
tions. In this study, we evaluated the extraction conditions to maxi-
mize theyieldof anthocyaninswhile decreasing theyieldof tannins
and protein, consequently reducing the generation of purple corn
waste during the processing of purple corn colorant.
Materials and Methods
Purple corncobs (Zea mays L.) were donated by Globenatu-ral Intl. S.A. (Chorrillos-Lima, Peru). The dry purple corn-cob was crushed into coarse particles and milled into powder by
PERTEN laboratory mill 3600 (Perten Instruments Inc., Ill., U.S.A.).
C 2007 Institute of Food Technologists Vol. 72, Nr. 7, 2007JOURNAL OF FOOD S CIENCE C363doi: 10.1111/j.1750-3841.2007.00441.xFurther reproduction without permission is prohibited
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Multifect neutral enzymeand Enzeco fungal acid protease were ob-
tained from Genencor Intl. (Rochester, N.Y., U.S.A.) and Enzyme
Development Corp. (New York, N.Y., U.S.A.).
Folinand Ciocalteau phenol reagent and the gallic acid standard
(crystalline gallic acid, 98% purity) were purchased from Sigma (St.
Louis, Mo., U.S.A.). Bovine serum albumin (BSA) and PIERCE BCA
(bicinchoninic acids) protein assay kit were purchased from Fisher
Scientific (Fair Lawn, N.J., U.S.A.). Multicolored protein marker
(6.5 to 205 kD) was purchased from PerkinElmer Life and Analyt-
ical Sciences (Waltham, Mass., U.S.A.). The 10% to 20% gradientgel was obtained from BioWhittaker (Walkersville, Md., U.S.A.). All
high-performance liquid chromatography (HPLC) grade solvents
and other chemicals (analytic grade) were obtained from Fisher
Scientific.
Anthocyanin extraction: effects of timesand temperatures of extraction
Effects of solvent, temperature, and acidity: 1 g of purple corn-
cob powder was added to 25 mL of deionized water, 0.01%-HCl-
acidified water, 0.01%-HCl-acidified ethanol, or 70% aqueous ace-
tone. The samples were shaken in a NBS C76 Water Bath Shaker
(New Brunswick Scientific) at 80 rpm at room temperature for 1 h.
Additionally, extraction with water/0.01%-HCl-acidified water wasalso performed at 50, 75, or 100 C to evaluate if extraction effi-
ciency with water could be increased at higher temperatures. The
resulting extracts were filtered through a Whatman No. 1 filter pa-
per (Whatman Inc., N.J., U.S.A.) under vacuum using a Buchner
funnel. Acetone and ethanol were removed using a rotary evapo-
rator at 40 C under vacuum, and the residue was reconstituted to
25 mL with 0.01%-HCl-acidified water. Every treatment was done
in duplicates.
In addition, we evaluated the efficiency of extraction times, using
70% acetone as the test solvent. One gram of purple corncob pow-
der was added to 25 mL of 70% (v/v) aqueous acetone in a flask.
The mixture was stirred at room temperature for 20 or 60 min and
filtered by the Whatman No. 1 filter paper using a Buchner funnelunder vacuum condition. The cake was reextracted using 15 mL of
70% aqueous acetone solvent for 10 min until no more color could
be obtained (for a total of 5 consecutive extractions). The acetone
was removed using a rotary evaporator at 40 C under vacuum. Ev-
ery treatment and control had 4 replications.
Monomeric anthocyaninsThe total monomeric anthocyanin content was measured by
the pH-differential method (Giusti and Wrolstad 2001). A Shi-
madzu UV-visible spectrophotometer (Shimadzu Corporation,
Tokyo, Japan) was used to measure absorbance at the visible
lambda max (510 nm) and at 700 nm. The total monomeric antho-
cyanins were calculated as cyanidin-3-glucoside, using the extinc-tion coefficient of 26900 L/(cm)(mg) a molecular weight of 449.2
g/L. Disposable cuvettes of 1-cm path length were used.
Tannins analysisTannins were determined by the protein precipitation method
(Hagerman and Bulter 1978). Briefly, 1 mL of BSA was mixed with
0.5 mL sample at pH 4.9 and sat for 16 h at room temperature,
then centrifuged for 8 min at 1.3 104 rpm. The pellet was recon-
stituted into 2-mL sodium dodecyl sulfate (SDS)/triethanolamine
(TEA) (1% w/v SDS, 5% v/v TEA). And then 0.5 ml of 0.01 mol/L
FeCl3solution was added to form the colored ionphenolate com-
plex. After 15-min standing, the absorbance of the samples was
measured at 510 nm.
Protein analysisTotal protein concentration was measured by PIERCE BCA
(bicinchoninic acids) protein assay kit purchased from Fisher Sci-
entific. The absorbance of the samples, standards of bovine serum
albumin (BSA), and controls (samples in deionized water instead
of BCA reagent B) was measured at 562 nm on a Shimadzu spec-
trophotometer described above. Anthocyanin color background
was deducted from the final sample color. Total protein was quan-
tified as BSA equivalents, based on a standard curve of 0, 25, 125,
250, 500, 750, and 1000 g/mL of BSA.
Total phenolicsTotal phenolics were measured using a modified FolinCiocalteu
method (Singleton and Rossi 1965). Briefly, a series of tubes were
prepared with 15-mL water and 1-mL Folin-Ciocalteau reagent.
Then 1 mL of the samples, gallic acid dilutions and water blank
was added in tubes, mixed and let stand at room temperature for 10
min. The 20% Na 2CO3solution (3 mL) was added to each test tube
and mixed well before they were put in a Fisher isotemp dry-bath
incubator (Fisher Scientific) at 40 C for 20 min. After incubation,
the tubes were cooled in an ice bath to room temperature. The ab-
sorbance of samples and standards was measured at 755 nm using
a Shimadzu UV-visible spectrophotometer after zeroing the spec-trophotometer with a water blank. Total phenolics were calculated
as gallicacid equivalents based on a gallic acid standard curve. Dis-
posable cuvettes of 1-cm path length were used. Each sample was
evaluated using 4 replications.
Enzyme treatment and SDS analysisTwo differentenzymes,Multifect neutral enzyme (Genencor Intl.
Inc.), a food grade enzyme derived from bacteria, with optimal pH
of 7 and temperature of 40 to 60 C, and an Enzeco fungal acid pro-
tease (Enzyme Development Corp.), with optimal conditions at pH
3 and 50 to 60 C, were tested to hydrolyze the purple corncob pro-
teins. Purple corn powder (100 mg) and 1% (v/w) Enzyme Multifect
neutral enzyme or 0.1% (w/w) Enzeco fungal acid protease (as rec-
ommended by the manufacturer) were placed in a microcentrifuge
tube and taken to 2 mL with pH 7 deionized water or pH 3 water
acidified with HCl, and incubated in a shaking water bath at 50 C
for 2 h. The mixtures were then centrifuged at 1.3 104 rpm for 5
min at 4 C. The supernatant was transferred from the tubes to vol-
umetric flask, added up to 10 mL by deionized water for SDS-PAGE
analysis.
SDS-PAGE analysis was applied to determine changes in protein
composition obtained by the use of the enzyme treatment. Extracts
or multicolored protein markers (6.5 to 205 kD) (PerkinElmer Life
and Analytical Sciences Inc. Boston, Mass., U.S.A.) were prepared
by mixing samples with the same volume of SDS-PAGE sample
buffer (3% SDS, 5% 2-mercaptoethanol, 10% glycerol, 62.5 mmol/L
Tris/HCl) to dilute 1-fold, heated at 95 C for 3 min, and cooleddown to room temperature. Denatured extracts (50L) or multicol-
ored protein markers (5L) wereloaded in 10% to 20% gradient gel
(BioWhittaker Inc.) and run at 150 V for 75 min. Proteins that were
not decomposed by proteases were visualized by double-staining
with Coomassie blue.
Analytical chromatographyAn HPLC system (Waters Delta 600 systems) equipped with
a photodiode array detector ( Water 996), autosampler (Waters
717 plus), and Millennium32 software (Waters Corp.) was used.
Separation was conducted using a reversed phase 5 m Sym-
metry C18 column (4.6 150 mm, Waters Corp.) fitted with a
4.6 22 mm Symmetry 2 microguard column( Waters Corp., Mass.,
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Effects of extraction conditions . . .
U.S.A.). The solvents used were A, 1% phosphoric acid/10% acetic
acid/5% acetonitrile in water, and B, 100% acetonitrile. Antho-
cyanins wereseparated byusing a linear gradient from 0%to 30% A
in 30 min. An injectionvolume of 50L witha 1 mL/minof flowrate
was used. Spectral information over the wavelength range of 260 to
600 nm was collected. Solvents and samples were filtered through
0.45-m poly(tetrafluorothylene) membrane filters (Pall Life Sci-
ences, Mich., U.S.A.) and 0.45-m polypropylene filters (Whatman
Inc.), respectively.
Statistical analysisThe least significance difference test (LSD) was performed in
general linear univariate model to identify differences among
means of monomeric anthocyanins, tannins, and proteins ob-
tained by different conditions (solvents and temperature), as well
as mean differences of monomeric anthocyanins and total phe-
nolics in consecutive reextraction procedure. Students t-test was
performed to evaluate the mean differences between the control
and treatment group in heat treatment for anthocyanin stability.
All analyses were performed by SPSS (version 14.0, SPSS Inc., Ill.,
U.S.A.) software. For all statistics, P< 0.05 wasconsidered to be sta-
tistically significant.
Results and Discussion
Effect of temperature and extraction solventon yields of anthocyanins, tannins, and proteins
Temperature and solvents significantly affected (P 0.10) higher than the yields at 75 C, and sig-
nificantly higher (P< 0.05) than those obtained using the same
exaction solvents at room temperature and 100 C. The yields ob-
tained at 50 C were also comparable to those obtained with the
Table 1 --- Concentrations of monomeric anthocyanins, tannins, and proteins of extracts by different extraction meth-ods
Yields
Anthocyanins Proteins TanninsSolvents Temperature (C) (g/100 g DW) (absorbance) (absorbance)
Water RT 0.68 0.05 1.27 0.02 0.23 0.02(0.001) (0.000) (0.433)
50 0.94 0.03 1.54 0.04 0.48 0.02(0.502) (0.000) (0.000)
75 0.83 0.03 1.85 0.02 0.62 0.01(0.043) (0.000) (0.000)
100 0.52 0.07 1.50 0.03 0.76 0.02(0.000) (0.000) (0.000)
Acidified water RT 0.60 0.02 1.08 0.03 0.11 0.02(0.000) (0.001) (0.000)
50 0.84 0.03 1.38 0.03 0.18 0.01(0.055) (0.000) (0.000)
75 0.77 0.04 1.69 0.03 0.26 0.02(0.008) (0.000) (0.842)
100 0.63 0.06 1.33 0.02 0.36 0.02(0.000) (0.000) (0.020)
Acidified ethanol RT 0.14 0.01 0.13 0.04 0.10 0.02(0.000) (0.000) (0.000)
Control RT 0.98 0.08 0.74 0.04 0.25 0.02(70% acetone) (1.000) (1.000) (1.000)
Extracting solvents are deionized water, 0.01%-HCl-acidified water, 0.01%-HCl-acidified ethanol, and 70% aqueous acetone at room temperature (RT), 50, 75, and100 C for 1 h. Extracts were analyzed for monomeric anthocyanins, tannins, and protein after 1-h extracting. Values are represented as mean standard error (Pvalue) (n= 2). The Pvalue was the significance of paired mean comparison with the control.
control, without significant difference between them (P>0.10) in
Table 1.
High temperature can increase compound solubility and diffu-
sion and decrease the viscosity of solvents, thereby resulting in im-
provement of the efficiency of the extraction (Escribano-Bailon and
Santos-Buelga 2003). Nevertheless, anthocyanins are sensitive to
heat and can easily convert to the colorless chalcone form dur-
ing heating (Wrolstad and others 2002). In addition, high tem-
perature might affect monomeric anthocyanin concentration indi-
rectly by favoring more tannin extraction and proteinanthocyanincomplexations. On the other hand, the consistent decrease in
protein absorbance at 100 C compared to 75 C could be in-
dicative of protein denaturation and precipitation at the higher
temperature, which could result again in more anthocyanin com-
plexation and precipitation. These effects of temperature on ex-
tractability and stability of anthocyanins, proteins, and tannins
may account for the increased yield obtained at a moderate tem-
perature (50 C).
Anthocyanins are sensitive to pH and undergo reversible trans-
formations from acid to base environment due the gain or loss of a
proton: flavylium cation, carbinol pseudobase, colorless chalcone,
and quinonoidal base. The flavylium cation, most abundant at the
low pH condition, is the most stable form of those. Accordingly,acids are usually used in anthocyanin extraction because of the an-
thocyanin stability and increased polarity by the positive charge
as well (Wrolstad and others 2002). Interestingly, this study found
that water without acidification achieved higher yields of antho-
cyanins, proteins, and tannins than acidified water at the same
extraction temperature. This was particularly noticeable for the ex-
traction of tannins (P< 0.05), where the yields obtained by deion-
ized water were over twice as much as those obtained with acidi-
fied water at the same temperature (Table 1). The possible reason
is that tannins provided hydroxyl groups to form hydrogen bonds
with carboxyl groups from proteins, developing complexes that can
precipitate on acid environment (Haslam 1996). In addition, an-
thocyanins are more electrophilic at acid environment due to the
charged C-ring and could easily copigment in a interaction
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with nucleophiles such as tannins ( Waterhouse 2002). It is possi-
ble that anthocyanintannin copigments could precipitate by bind-
ing with proteins under acidic conditions. As a result, the acid may
contribute to the formation of complexes of anthocyanins, tannins,
and proteins that precipitate, consequently decreasing levels of an-
thocyanin, tannins, and proteins present in the final extracts after
filtration and centrifugation.
Acetone (70%), a typical solvent used in the laboratory for antho-
cyanin extraction (Rodriguez-Saona and Wrolstad 2001), achieved
the highest yield of anthocyanins (0.98 0.08 g per 100 g corncob,P< 0.01) with relatively low tannin and protein content. Deionized
water was a very good and economic solvent with a high yield of
monomeric anthocyanins (about 0.94 0.03 g per 100 g corncob)
at 50 C, and low tannin and protein yields. Acidified water was a
good overall solvent that achieved lower yields of proteins and tan-
nins with a little sacrifice on yield of anthocyanins. In addition, an-
thocyanins in acidified media would be expected to exhibit more
stability over time. The yield of monomeric anthocyanins, proteins,
and tannins was significantly lower with acidified ethanol than with
Figure 1 --- HPLC
profiles ofanthocyaninsextracted from purplecorncob by 70%acetone and acidifiedboiling water. 1.Cyanidin-3-glucoside;2. pelargonidin-3-glucoside; 3.Peonidin-3-glucoside;4. cyanidin-3-maloylglucoside; 5.cyanidin-3-maloylglucoside; 6.unknown; 7.pelargonidin-3-maloylglucoside; 8.
peonidin-3-malonylglucoside; 9.cyanidin-3-dimaloylglucoside. ,denoted to peak 3 andpeak 8.
Figure 2 --- Yield of monomericanthocyanins and total phenolicsduring consecutive reextractionprocedures. Extraction with 70%
aqueous acetone for 20 or 60 min(fraction 1) was followed by 4reextraction procedures of 10min each (fractions 2 to 4).Different superscript letters (a,b,c)were assigned to statisticalsignificant at the 0.05 level (n=4). Values are represented asmean standard error (n= 4).
other solvents (P< 0.05),showingthat 100% ethanol wasnot a good
solvent for anthocyanin extraction from purple corn.
The effect of extraction conditions on the anthocyanin profile
of purple corncobs was investigated. For the extraction at room
temperature, 50, and 75 C, anthocyanin profiles were very simi-
lar to the control (data not shown). However, at extraction condi-
tion of 100 C, a difference was found in the anthocyanin profiles
with lower proportions of the peonidin derivatives (peaks 3 and 8 in
Figure 1A). Eight anthocyanins were identified as the 3-glucoside
and 3-malonyl glucoside derivatives of cyanidin, pelargonidin, andpeonidin (Figure 1B) by LC-MS (Jing and others 2007).
Optimal time and consecutivereextraction procedures
Consecutive reextraction resulted in an increased recovery of to-
tal phenolics with little increase on anthocyanin yield, resulting in
a decreased purity. In Figure 2, extraction with 70% aqueous ace-
tone for 60 min followed by reextraction (4 times 10 min) yielded
around 18% more total phenolics, including tannins (P
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Effects of extraction conditions . . .
than the 20-min extraction with the same reextraction procedure,
with both procedures yielding similar amounts of monomeric an-
thocyanins (P > 0.05). Therefore, more pure monomeric antho-
cyanins were obtained with a shorter extraction time. Stirring for
20 min and 60 min plus 1 reextraction generated 88.36% and
87.64% total monomeric anthocyanins. More reextractions did not
contribute much to the total monomeric anthocyanins and total
phenolics.
Anthocyanins normally occur in flower petals, fruits, stems,
roots, and leaves, accumulating in vacuoles of epidermal andsubepidermal cells (Strack and Wray 1994). A short extraction time
was not sufficient to allow solvents to penetrate deeply into par-
ticles and released efficiently other phenolics with more nonpo-
larity rather than anthocyanins. Therefore a short time (about 20
min) and 1 reextraction would be recommended to efficiently yield
a high amount of monomeric anthocyanins and a low level of to-
tal phenolics using 70% acetone as extracting solvent. For other ex-
tracting solvents, a similar study shouldbe carried outto determine
the optimum conditions to efficiently achieve the desired purity of
anthocyanins.
Enzyme hydrolysis and SDS-PAGE
In our previous study (Jing and Giusti 2005), it was deter-mined that high protein concentrations correlated with the for-
mation of anthocyanin complexes with limited solubility in acidic
environment.
One major protein band was found at a molecular weight of 29
KD in purple corncob by SDS-PAGE analysis. The major storage
proteins incorn (ZeamaysL.)endosperm arezeins that arealcohol-
soluble proteins (Wilson 1991). Six classes of zein proteins have
been identified: zein-A (21 to 26 KD), zein-B (18 to 24 KD), zein-
C (17 KD), zein-D (14 KD), zein-E (27 to 31 KD), and zein-F (18 KD)
by SDS-PAGE andHPLC (Wilson1991). According to ourresults, the
proteins in purplecorncob maybe zein-Eor zein-Abecause of their
molecular weight. Zeins are a class of proline-rich proteins, which
bind most strongly to tannins due to an open, random coil type of
conformation with a high affinity for tannins (Haslam 1996).
An enzyme treatment with Multifect neutral protease resulted in
the disappearance of the 29 KD band, while samples treated with
Enzecofungalacid protease didshow theband (Figure 3). This sug-
gested that the protein could be hydrolyzed by the neutral protease
but not by the acid protease. Preliminary studies (data not pub-
lished) showed that treatment of anthocyanin complexes with neu-
tral proteases was not effective for releasing the anthocyains from
the complexes. Therefore, we suggest the use of the protease to
prevent complexation during the process of extraction. The enzy-
Figure 3 --- SDS-PAGE graph of protein after protein enzy-matic hydrolysis. Enzyme 1: Enzeco fungal acid protease;
Enzyme 2: Multifect neutral enzyme.
matic hydrolysis of this protein could be an approach to reduce
proteintannin complexes with anthocyanin and decrease purple
corn waste.
Conclusions
Extraction conditions, including the type of solvent, tempera-ture, and time of exposure, can be modulated in order to pro-duce pigment of higher quality and reduce losses during produc-
tion. Deionized water at a mild temperature (50 C) was a good and
economic solvent that produced a high yield of monomeric antho-
cyanins (about 0.94 0.03 g per 100 g corncob) as compared to
other solvents and temperatures with low levelsof tannins andpro-
teins. Reduced levels of tannins and proteins may reduce pigment
complexation and precipitationand reduce the waste. Length of ex-
traction and number of reextraction procedures will affect antho-
cyanin recovery and purity and should also be considered for col-
orant production.
AcknowledgmentsWe thank Globenatural Intl. S.A. (Chorrillos-Lima, Peru) for provid-
ing samples and funding to support this research. Part of the exper-
iments was carried out at the Univ. of Maryland, College Park.
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