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Carotenoids, Health Benefits and Carotenoids, Health Benefits and BioavailabilityBioavailability
Carotenoids, Health Benefits and Carotenoids, Health Benefits and BioavailabilityBioavailability
Steven J. Schwartz, Ph.D.Steven J. Schwartz, Ph.D.Food Science & Interdisciplinary Graduate Program in NutritionFood Science & Interdisciplinary Graduate Program in Nutrition
The Ohio State UniversityThe Ohio State University
Presented atPresented atPhytochemicals in Fruit and Vegetable to Improve Human HealthPhytochemicals in Fruit and Vegetable to Improve Human Health
November27, 2007November27, 2007
2
Phytoene
Phytofluene
Lycopene BiosynthesisLycopene Biosynthesis
-Carotene
Neurosporene
Lycopene
Lycopene
-Carotene -Carotene
Biosynthesis of common Biosynthesis of common ββ and and εε cyclic carotenescyclic carotenes
-Carotene
-Carotene -CaroteneAdapted from Britton, 1983 and Gross, 1991.
3
Tomatoes Varieties with Unique Carotenoid ProfileTomatoes Varieties with Unique Carotenoid Profile
RED OR1 OR2 YEL GRE
Common CarotenoidsCommon Carotenoids
HydrocarbonsHydrocarbonsXanthophyllsXanthophylls
OH
LuteinLutein --CaroteneCarotene
OH
OH
HO
ZeaxanthinZeaxanthin
HO
--CryptoxanthinCryptoxanthin
--CaroteneCarotene
LycopeneLycopene
Biological Functions of CarotenoidsBiological Functions of Carotenoids
Provitamin A ActivityProvitamin A Activity
NonNon--provitamin A Activity:provitamin A Activity:
•• Singlet Oxygen Quenching ActivitySinglet Oxygen Quenching Activity
•• Antioxidant Activity (Trap Free Radicals)Antioxidant Activity (Trap Free Radicals)
• • Enhancement of Immune ResponseEnhancement of Immune Response
•• Potential Chemopreventive PropertiesPotential Chemopreventive Properties
4
Conversion to Vitamin AConversion to Vitamin A
--carotenecarotene
O2 15,15’-monooxygenase
H+ reductase
retinol
OH
retinol
OH
Carotenoids and Health BenefitsCarotenoids and Health Benefits
EpidemiologicalEpidemiological
Cell cultureCell culture
Animal (experimental)Animal (experimental)
Human (clinical)Human (clinical)
Dietary carotenoids, vitaminDietary carotenoids, vitamin--A, vitaminA, vitamin--C, C, and vitaminand vitamin--E, and advanced AgeE, and advanced Age--related related Macular DegenerationMacular Degeneration
Seddon et al.Seddon et al.J. Am. Med. Assoc. 272: (18) 1413J. Am. Med. Assoc. 272: (18) 1413--1420, 19941420, 1994
“Conclusion.“Conclusion.--Increasing the consumption of foods rich in certain Increasing the consumption of foods rich in certain carotenoids, in particular dark green, leafy vegetables, may decrease carotenoids, in particular dark green, leafy vegetables, may decrease the risk of developing advanced or exudative AMD, the most visually the risk of developing advanced or exudative AMD, the most visually disabling form of macular degeneration among older people.”disabling form of macular degeneration among older people.”
5
Lutein & Zeaxanthin in the MaculaLutein & Zeaxanthin in the Macula
•• Macula is the Region Macula is the Region Directly Behind the Lens, Directly Behind the Lens, Receiving the Most LightReceiving the Most Light
Lutein & Zeaxanthin
Receiving the Most Light.Receiving the Most Light.
•• Lutein & Zeaxanthin are Lutein & Zeaxanthin are Deposited Specifically.Deposited Specifically.
•• The Role Is To Prevent The Role Is To Prevent PhotoPhoto--Oxidation. Oxidation. Macula
Lens
Epidemiological Studies Investigating Lutein and Cataract Risk
Study Comparison Outcome
spinach intake1 5 times/week vs. 1 time/month risk 39%pcarotenoid intake2 13.7 vs. 1.1 mg/day of lutein risk 22%carotenoid intake3 7.0 vs. 1.3 mg/day of lutein risk 19%antioxidant intake4 1.3 vs. 0.3 mg/day of lutein risk 50%serum carotenoids5 0.4 vs. 0.18 mol/L of lutein risk 30%
1Handelman, et al., 19882Chasan-Taber, et al., 19993Brown, et al., 19994Lyle, Mares-Perlman, Klein, Klein, Greger, 19995Lyle, Mares-Perlman, Klein, Klein, Palta, Bowen Greger, 1999
6
Vegetables, fruit, and cancer prevention: Vegetables, fruit, and cancer prevention: A reviewA reviewSteinmetz KA, Potter JDSteinmetz KA, Potter JD
Journal of the American Dietetic Association 96: (10) 1027Journal of the American Dietetic Association 96: (10) 1027--1039, 19961039, 1996
“The types of vegetables or fruit that most often appear to be “The types of vegetables or fruit that most often appear to be protective against cancer are raw vegetables, followed by allium protective against cancer are raw vegetables, followed by allium vegetables, carrots, green vegetables, cruciferous vegetables, and vegetables, carrots, green vegetables, cruciferous vegetables, and tomatoes.” tomatoes.”
Bioavailability is the fraction of an ingested nutrientthat is available for utilization in normal physiologicalfunctions, metabolism and/or storage.
Absorption and Bioavailability
In the context of this discussion, bioavailability ofcarotenoids is defined as the amount of thesemicronutrients that are absorbed by the intestinalenterocytes and transported in the bloodstream.
7
Lack of Improvement in Vitamin A Status with Lack of Improvement in Vitamin A Status with Increased Consumption of DarkIncreased Consumption of Dark--Green Leafy Green Leafy
VegetablesVegetables
dee Pee, S., West, C.E., Muhilal, Karyadi, D. and Hautvast, J.G.A.J. Lancet346: 75-81.
(1995)
“Physical inaccessibility of carotenoids in plant tissues may reduce their bioavailability. It may be difficult to free beta-carotene in dark- green leafy vegetables from its matrix.
Our findings do not support the long-standing assumption that vitamin A deficiency can be combated by increasing the intake of dark-green leafy vegetables. “
(1995)
Food Matrix of Spinach Is a Limiting Factor in Determining the Bioavailability of -Carotene and to a Lesser Extent of Lutein in Humans
(Castenmiller et al. J. Nutr. 129: 349-355, 1999)
ten
e (m
ol/L
)
2.0
2.5
3.0
Se
rum
lute
in (m
ol/L
)
0.4
0.6
0.8
1.0
1.2
Lutein 51%-Carotene
7%
controlcartenoid supplementwhole leaf spinach miced spinachliquefied spinachliquefied spinach plus fiber
Time (days)
-20 0 20 40
Se
rum
to
tal
-ca
rot
0.0
0.5
1.0
1.5
Time (days)
-20 -10 0 10 20 30
S
0.0
0.2
CarotenoidsCarotenoidsCarotenoidsCarotenoids LYMPH
ChylomicronChylomicron
Carotenoid Absorption & MetabolismCarotenoid Absorption & Metabolism
Cleavage Cleavage
Oxidation Oxidation
Isomerization Isomerization
MetabolitesMetabolites PORTAL
MICELLESMICELLES
Adapted from Erdman et al. Ann. N.Y. Acad. Sci. 691:76-85 (1993)
8
Plasma Plasma --Carotene Response after Meals Supplemented with Carotene Response after Meals Supplemented with Dietary PectinDietary Pectin (Rock and Swendseid, Am. J. Clin Nutr. 1992)
vels
(m
ol/L
)
2.0
2.5With pectinWithout pectin
Time (hours)
0 50 100 150 200
Pla
sma
B-c
aro
ten
e le
v
0.0
0.5
1.0
1.5
Food Processing and Preparation Food Processing and Preparation
• • Physical and thermal treatment of foods causes Physical and thermal treatment of foods causes degradation of plant cell structural constituents.degradation of plant cell structural constituents.
• • Thermal processing brings about disruption of the Thermal processing brings about disruption of the carotenoid protein complexescarotenoid protein complexescarotenoid protein complexes.carotenoid protein complexes.
• • Inactivation of oxidizing enzymes results in less Inactivation of oxidizing enzymes results in less degradation and greater stability of carotenoids.degradation and greater stability of carotenoids.
• • These changes result in enhanced uptake and efficiency These changes result in enhanced uptake and efficiency of carotenoid absorption.of carotenoid absorption.
60
80
100
120
RAW
PROCESSED
Ch
ange
Ch
ange
Altered “Bioavailability” By Food ProcessingAltered “Bioavailability” By Food Processing
Beta CaroteneCis BetaCarotene
Total BetaCarotene
RAW
PROCESSED0
20
40
PROCESSED
Per
cen
tage
P
erce
nta
ge
AllAll--transtrans
Rock, C., Lovalvo, J., Emenhiser, C., Ruffin, M., Flatt, S., Schwartz, S., Rock, C., Lovalvo, J., Emenhiser, C., Ruffin, M., Flatt, S., Schwartz, S., J. Nutr.,J. Nutr., 128: 913128: 913--916, 1998916, 1998..
9
Intake of carotenoids and retinol in Intake of carotenoids and retinol in relation to risk of prostate cancerrelation to risk of prostate cancer
Giovannucci et al.Giovannucci et al.
Journal of the National Cancer Institute, 87(23): 1767Journal of the National Cancer Institute, 87(23): 1767--76, 199576, 1995
“Combined“Combined intakeintake ofof tomatoes,tomatoes, tomatotomato sauce,sauce, andand pizzapizza (which(whichaccountedaccounted forfor 8282%% ofof lycopenelycopene intake)intake) waswas inverselyinversely associatedassociatedwithwith riskrisk ofof prostateprostate cancercancer..””
0.8
0.9
1.0
1.1
Ris
k
0.8
0.9
1.0
1.1
Ris
k
Relative Risk of Prostate Cancer (Non A1) and Intake of Tomato Sauce in the HPFS.
Relative Risk of Prostate Cancer (Non A1) and Intake of Tomato Sauce in the HPFS.
0.4
0.5
0.6
0.7
Rel
ativ
e R
<1 1 2-4 >5Servings per Week
0.4
0.5
0.6
0.7
Rel
ativ
e R
<1 1 2-4 >5Servings per Week
Tomato Saucep, trend = 0.001Tomato Saucep, trend = 0.001
Epidemiological Data: Relative RisksEpidemiological Data: Relative Risks
TotalTotalOralOral
EsophagusEsophagus*Stomach*Stomach
ColonColonR tR t
� Statistically RectumRectum
PancreasPancreas*Lung*Lung
*Prostate*ProstateBladderBladder
BreastBreastCervixCervix
MesotheliomaMesotheliomaRelative Risk: 0 0.5 1.0Relative Risk: 0 0.5 1.0 1.51.5
Significant
� Not Statistically Significant
Giovannucci, 1999
10
Carotenoids as AntioxidantsCarotenoids as Antioxidants
Endogenous and ExogenousEndogenous and ExogenousReactive Oxygen Species (ROS)Reactive Oxygen Species (ROS)
AntioxidantsAntioxidants
Lipids, Proteins, DNALipids, Proteins, DNADamageDamage
Chronic DiseaseChronic Disease
Lycopene as a Singlet Oxygen QuencherLycopene as a Singlet Oxygen Quencher
•• Lycopene is the most efficient singlet oxygen quencher and Lycopene is the most efficient singlet oxygen quencher and phenoxyl radical scavenger among the naturally occurring phenoxyl radical scavenger among the naturally occurring carotenoids.carotenoids.
Stahl and Sies, 1996. Lycopene: a biologically important carotenoid for Stahl and Sies, 1996. Lycopene: a biologically important carotenoid for humans? humans? Arch. Biochem. Biophys.Arch. Biochem. Biophys. 336:1336:1--9. 9.
Mortensen and Skibsted, 1997. Importance of carotenoid structure in Mortensen and Skibsted, 1997. Importance of carotenoid structure in radicalradical--scavenging reactions. scavenging reactions. J. Agric. Food Chem.J. Agric. Food Chem. 45:297045:2970--2977. 2977.
Other Hypothesized Mechanism of ActionOther Hypothesized Mechanism of Action
Stimulate enzymes that detoxify toxins/carcinogensStimulate enzymes that detoxify toxins/carcinogens
Enhance DNA repair mechanismsEnhance DNA repair mechanisms
I t i f llI t i f ll Increase apoptosis of cancer cellsIncrease apoptosis of cancer cells
Decrease cell proliferationDecrease cell proliferation
Possess antiPossess anti--angiogenesis activityangiogenesis activity
Restore gapRestore gap--junction communicationjunction communication
11
PDA Chromatogram of Tomato Carotenoids
all-trans Lycopene
cis Lycopene
all-trans -Carotene
Selected Geometrical Isomers of LycopeneSelected Geometrical Isomers of Lycopene
allall--trans trans lycopenelycopene
55--cis cis lycopenelycopene
99--cis cis lycopenelycopene
1313--cis cis lycopenelycopene
7,9,9’,7’7,9,9’,7’--ciscis lycopenelycopene
12
360 (cis peak)
C. 464
A. 472
B. 435A. All-trans lycopene
B. Tetra-cis lycopene
C. 13-cis lycopene
LycopeneLycopene
nm250 300 350 400 450 500
CC3030 Analysis of Lycopene Geometrical IsomersAnalysis of Lycopene Geometrical Isomers
Am J Clin Nutr 1997; 66:116Am J Clin Nutr 1997; 66:116--2222
Lycopene is more bioavailable from Lycopene is more bioavailable from tomato paste than from fresh tomatoestomato paste than from fresh tomatoesChristine Gärtner, Wilhem Stahl and Helmut SiesChristine Gärtner, Wilhem Stahl and Helmut Sies
ABSTRACTABSTRACT Lycopene bioavailability, from a single dose of fresh tomatoes or Lycopene bioavailability, from a single dose of fresh tomatoes or tomato paste (23 mg lycopene) ingested together with 15 g corn oil was compared by tomato paste (23 mg lycopene) ingested together with 15 g corn oil was compared by p ( g y p ) g g g p yp ( g y p ) g g g p yanalyzing carotenoid concentrations in the chylomichron fraction. The lycopene isomer analyzing carotenoid concentrations in the chylomichron fraction. The lycopene isomer pattern was the same in both fresh tomatoes and tomato paste. The triacylglycerol pattern was the same in both fresh tomatoes and tomato paste. The triacylglycerol response in chylomicrons was not significantly different after both treatments. Ingestion response in chylomicrons was not significantly different after both treatments. Ingestion of tomato paste was found to yield 2.5of tomato paste was found to yield 2.5--fold higher total and allfold higher total and all--transtrans--lycopene peak lycopene peak concentrations (P<0.05 and P<0.005, respectively) and 3.8concentrations (P<0.05 and P<0.005, respectively) and 3.8--fold higher area under the fold higher area under the curve (AUC) responses (P<0.001) than ingestion of fresh tomatoes. The same was curve (AUC) responses (P<0.001) than ingestion of fresh tomatoes. The same was calculated for lycopene calculated for lycopene ciscis--isomers, but only the AUC response for the isomers, but only the AUC response for the ciscis--isomers was isomers was significantly higher than ingestion of tomato paste (P<0.005). No difference was observed significantly higher than ingestion of tomato paste (P<0.005). No difference was observed in the in the -- and and --carotene response. Thus, in humans, the bioavailability of lycopene is carotene response. Thus, in humans, the bioavailability of lycopene is greater from tomato paste than from fresh tomatoes.greater from tomato paste than from fresh tomatoes.
13
Electron MicroscopyElectron Microscopy
Electron micrograph of lycopene crystalloids in mature red tomato chromoplast.
A. Lycopene crystalloids. B. Plastoglobulin-type sacs in which -carotene reportedly accumulates.
3.5 mm
B
A
Tomato Product Consumption Tomato Product Consumption ––Correlation with Plasma LycopeneCorrelation with Plasma Lycopene
Tomato SauceTomato Sauce p < 0.0001p < 0.0001
TomatoesTomatoes p < 0 056p < 0 056TomatoesTomatoes p < 0.056 p < 0.056
Lower Prostate Cancer Risk in Men with Elevated Plasma Lycopene Levels: Results of a Prospective Analysis (Gann et al., Cancer Research, 1999, 59: 1225-1230)
Commercial Products Study Commercial Products Study ––Experimental DesignExperimental Design
Vegetable JuiceVegetable Juice
36 subjects Tomato SauceTomato Sauce
Wash-out Meals Analysis( 14 days) (28 days)
Tomato SoupTomato Soup
18 M, 18F
14
Plasma Lycopene ResponsePlasma Lycopene Response
2.000
3.000
oles
/L
washoutwashout
feedingfeeding
0.000
1.000
umo
sauce soup Veg
Allen et al. J. Nutr. 2003
Total Lycopene Levels in Buccal CellsTotal Lycopene Levels in Buccal Cells
3.0
4.5
JuiceSoupSauce
0.0
1.5
0 1 2 3 4 5 6 7 8Week
Allen et al. J. Nutr. 2003
Time (minutes)
Ab
so
rban
ce
Pre-Treatment
Post-Treatment
0 2000
1.0
Conjugated Diene Formation
(nm
)
Lipoprotein Oxidation Lag Period (min, mean Lipoprotein Oxidation Lag Period (min, mean ±± SE)SE)
CSCS
BaselineBaseline
64.764.7±±2.42.4
TreatmentTreatment
70.170.1±±4.04.0
SignificanceSignificance
p<0.05p<0.05
RTSRTS 64.764.7±±2.42.4 68.368.3±±2.42.4 p<0.05p<0.05
V8V8 64.764.7±±2.42.4 71.771.7±±4.04.0 p<0.01p<0.01
15
Two Stage In Vitro DigestionTwo Stage In Vitro DigestionTestTestMealMeal
**
GastricGastricDigestaDigesta
GastricGastricPhasePhase
IntestinalIntestinalDigestaDigesta
IntestinalIntestinalPhasePhase *
Garrett et al. (1999) J. Agric. Food Chem. 47:4301
Centrifugation
DigestaDigesta DigestaDigesta
AqueousMicellarFraction
*
CacoCaco--2 Human Intestinal Cells2 Human Intestinal Cells
Caco-2 CellsTest Media
DMEM +
Micellar Fraction
Uptake Transport
Apical
Basolateral
Harvest CellsAnalyze for Pigments
Collect Basolateral MediaAnalyze for Pigments
4 hours 0-10 hours
16
Carotene Balances on Boys in Rwanda Where Carotene Balances on Boys in Rwanda Where Vitamin A Deficiency is PrevalentVitamin A Deficiency is Prevalent
Roels, Trout and Dujacquier. J. Nutr. 1958
Massive doses of a carotene-rich vegetable to the basic diet over a long period did not greatly increase serum carotene and vitamin A
levels and that most carotene was excreted.
Absorption of Absorption of ββ--Carotene and Vitamin A with Carotene and Vitamin A with Different Levels of FatDifferent Levels of Fat (adapted from Roels et al. J. Nutr.
1958)
200 g carrots(n=5)
200 g carrots+ 20 ml olive oil (n=5)
day β-carotene(µg/100 ml
serum)
Vitamin A(µg/100 ml
serum)
β-carotene(µg/100 ml
serum)
Vitamin A(µg/100 ml
serum)) ) ) )
0 43.0 36.6 47.8 31.0
31 80.6 51.0 297.8 50.4
difference 37.6 14.4 250.0* 19.4
* significantly different from β-carotene serum levels without fat addition(unpaired Student t-test, p<0.005)
Addition of fats to the diet may contribute to the relief of vitamin A deficiency in this region
Roels, Trout and Dujacquier. J. Nutr. 1958
deficiency in this region.
17
CarotenoidsCarotenoidsCarotenoidsCarotenoids LYMPH
ChylomicronChylomicron
Carotenoid Absorption & MetabolismCarotenoid Absorption & Metabolism
Cleavage Cleavage
Oxidation Oxidation
Isomerization Isomerization
MetabolitesMetabolites PORTAL
MICELLESMICELLES
Adapted from Erdman et al. Ann. N.Y. Acad. Sci. 691:76-85 (1993)
a
L
L
6 hour
L
9 hour
PostPost--prandial prandial ResponseResponse
4 hourb
a L
2 hourL
0 hour
440 mV Applied Potential20.0 nA Full Scale
Carotenoid Response at Carotenoid Response at Three Different Lipid Three Different Lipid LevelsLevels
Fat Free 0 gFat Free 0 gReduced Fat 6 gReduced Fat 6 gFull Fat 28 gFull Fat 28 g
Full Fat
Reduced Fat
Fat Free
Brown et al. Am. J. Clin Nutr. In press
(2004)
gg
18
Lettuce: 40g, Avocado: 75g, Carrots: 100g, Spinach:80 g
A) Salad
B) Salad with 150g of Avocado
HPLC Chromatograms of TRL Fraction
after Consumption of;
10.0
15.0
20.0
sponse (nA)
10.0 15.0 20.0 25.0 30.0
0.0
5.0
10.0
15.0
20.0
25.0
Retention time (minutes)
Resp
onse
(nA)
87654321
[500 mV]
[440 mV]
[380 mV]
lutein
β- caroteneα-carotene
C) Salad with 24g of Avocado Oil
obtained from the same subject at 5th hour
10.0 15.0 20.0 25.0 30.0
0.0
5.0
Retention time (minutes)
Resp
87654321
[500 mV]
[440 mV]
[380 mV]
10.0 15.0 20.0 25.0 30.0
-5.0
0.0
5.0
10.0
15.0
20.0
25.0
Retention time (minutes)
Res
pons
e (n
A)
87654321
[500 mV]
[440 mV]
[380 mV]
Baseline Corrected Mean AUC Values for Each Treatment
30
40
50
60
L p
lasm
a
alpha-carotene
beta-carotene
lutein
-10
0
10
20
Salad Salad with 75 gavocado
Salad with 150 gavocado
Salad with 24 gavocado oil
nm
ol.h
/L
Values are based upon mean AUC ± SEM
19
Tomato VarietiesTomato Varieties
Postprandial Absorption of Tangerine vs High Lycopene(Pasta Sauce)
60
70
sma
Normalized AUC (Total Lycopene)
0
10
20
30
40
50
nm
ol.h
/L p
las
Tangerine PS Normal HLPS
Accumulating evidence (epidemiological, cellAccumulating evidence (epidemiological, cell--culture, animal and culture, animal and human) continues to associate health benefits with fruit and vegetable human) continues to associate health benefits with fruit and vegetable consumption.consumption.
Carotenoid pigments unique to fruits and vegetables, through Carotenoid pigments unique to fruits and vegetables, through their antioxidant activity, may be important components with their antioxidant activity, may be important components with beneficial physiological propertiesbeneficial physiological properties
SummarySummary
beneficial physiological properties. beneficial physiological properties.
“Bioavailability” of carotenoids from specific food products is “Bioavailability” of carotenoids from specific food products is influenced by a number of dietary factors including food processing influenced by a number of dietary factors including food processing treatments and product formulation (i.e. lipid content) and should be treatments and product formulation (i.e. lipid content) and should be determined to more accurately assess delivery of these phytonutrients determined to more accurately assess delivery of these phytonutrients from the diet. from the diet.
20
Consumption of carotenoid containing F&V’s may have a Consumption of carotenoid containing F&V’s may have a protective effect against oxidative stress in vivo by decreasing protective effect against oxidative stress in vivo by decreasing the susceptibility of lipoproteins to oxidation. the susceptibility of lipoproteins to oxidation.
In vitro assays can be employed to mimic digestion and In vitro assays can be employed to mimic digestion and absorption processes resulting in estimates of in vivo absorption processes resulting in estimates of in vivo bioavailability for carotenoids.bioavailability for carotenoids.
SummarySummary
bioavailability for carotenoids.bioavailability for carotenoids.
Care must be taken not to make the assumption that all the Care must be taken not to make the assumption that all the health benefits brought about by fruit and vegetable health benefits brought about by fruit and vegetable consumption are attributed to a single class of compounds such consumption are attributed to a single class of compounds such as carotenoids.as carotenoids.
ACKNOWLEDGEMENTSACKNOWLEDGEMENTS
•• Steven K. Clinton, M.D., Ph.D.Steven K. Clinton, M.D., Ph.D. Internal Medicine, OSUInternal Medicine, OSU•• Dave Francis, Ph.D.Dave Francis, Ph.D. Horticulture &Horticulture &
Crop Science, OSUCrop Science, OSU•• Mark Failla, Ph.D.Mark Failla, Ph.D. Human Nutrition, OSUHuman Nutrition, OSU•• Cheryl Rock, Ph.D.Cheryl Rock, Ph.D. UC UC -- San DiegoSan Diego
W d Whit Ph DW d Whit Ph D I St t U i itI St t U i it•• Wendy White, Ph.D.Wendy White, Ph.D. Iowa State UniversityIowa State University
•• Minhthy Nguyen, Ph.D.Minhthy Nguyen, Ph.D.•• Charlotte M. Allen, Ph.D.Charlotte M. Allen, Ph.D.•• Mario Ferruzzi, Ph.D.Mario Ferruzzi, Ph.D.•• Nuray Unlu, Ph.D.Nuray Unlu, Ph.D.•• Torsten Bohn, Ph.D.Torsten Bohn, Ph.D.•• Craig Hadley, Ph.D.Craig Hadley, Ph.D.•• Elena Vittadini, Ph.D.Elena Vittadini, Ph.D.
QuestionsQuestions