Brown Marmorated Stink Bug Taint in Pinot noir: Detection and Consumer Rejection Thresholds of trans-2-decenal
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1 Brown Marmorated Stink Bug Taint in Pinot noir: Detection and Consumer Rejection Thresholds of trans-2-decenal Pallavi Mohekar, 1 Trina J. Lapis, 1 Nik G. Wiman, 2 Juyun Lim, 1 and Elizabeth Tomasino 1 * Abstract: Brown marmorated stink bug contamination in grape clusters results in the addition of an aroma compound, trans-2-decenal (T2D), to wine. Described as a green, musty aroma, it is considered detrimental to wine quality. The main focus of this study was to estimate the detection threshold (DT) and consumer rejection threshold (CRT) of T2D in Pinot noir, determine T2D s impact on wine quality, and investigate potential consumer segmentation. The two thresholds were measured using an ascending forced choice method of limits applied to a series of triangle and paired comparison tests, and were estimated with a psychometric function whose significance was based on a binomial distribution as well as on dʹ values based on Thurstonian models. The method of quantitation resulted in different T2D threshold levels. The DT of the panel was estimated to be 0.51 μg/l T2D from a psychometric fit and between 1.92 and 4.80 μg/l T2D based on Thurstonian scaled values. Similarly, for CRT, the psychometric function resulted in a threshold of 13.0 and 0.05 μg/l and dʹ values between 4.80 and μg/l. Wines containing T2D above the CRT were described as green, musty, and less fruity by a professional wine-tasting panel. When potential consumer segmentation was examined on the basis of the DT and CRT data, there was no direct link between sensitivity and preference. Based on these findings, the use of the CRT is recommended when establishing consumer tolerance levels of T2D in wine. Additionally, the use of dʹ, which provides a more sensitive method of threshold estimation, seems more appropriate for compounds, such as T2D, that negatively affect wine quality. Key words: BMSB, consumer rejection threshold, Pinot noir, sensory, Thurstonian model Brown Marmorated Stink Bug (BMSB) (Halyomorpha halys [Stål] [Hemiptera: Pentatomidae]) is an exotic pest believed to have arrived in the United States in the mid-1900s from Asia. This pest has caused severe crop damage to fruits and vegetables in the mid-atlantic region of the United States (Pfeiffer et al. 2012). If BMSBs are carried over with winegrapes, they may contaminate the juice and final wine (Tomasino et al. 2013a). Moreover, the movement of high numbers of these insects to buildings, including wineries, can provide another opportunity for BMSB to affect wine. The chemical defenses of BMSB cause contamination of wine due to the release of trans-2-decenal (T2D) and other compounds when the insect is stressed during winemaking (Mohekar et al. 2015). T2D has been found in wine made with BMSB-containing grapes (Tomasino et al. 2013a). Of 1 Oregon State University, Department of Food Science & Technology, 100 Wiegand Hall, Corvallis, OR 97331; and 2 Oregon State University, Department of Horticulture, 4017 Agriculture and Life Sciences Building, Corvallis, OR *Corresponding author (elizabeth.tomasino@oregonstate.edu; tel: ; fax: ) Acknowledgments: The authors thank Oregon State University and the Oregon Wine Research Institute for funding. Additional support came from USDA- NIFA-SCRI # The participation of all sensory panelists is acknowledged, and the authors thank Firesteed Winery, Rickreall, Oregon, for the donation of untainted wine. Manuscript submitted Oct 2015, revised Jan 2016, Jun 2016, Aug 2016, accepted Aug 2016 Copyright 2017 by the American Society for Enology and Viticulture. All rights reserved. doi: /ajev note, T2D is not normally present in wine, and information is lacking about T2D s impact on wine quality or consumer acceptability of wine. The detection threshold (DT) is the traditional metric for determining the concentration at which a stimulus becomes perceivable. Even though the DT provides useful information about the lowest concentration that evokes a sensation (Marin et al. 1991), it does not provide information on whether the sensation is considered positive or negative. The DT limits are very low and do not provide a concentration above which consumer preference may be affected (Prescott et al. 2005). For the food and wine industry, the main application of DTs is to define control limits of taints and off-flavors (Meilgaard et al. 2007, Lawless and Heymann 2010). But if consumers still find the product acceptable at DT levels, then a different threshold provides more valuable information. To that end, the consumer rejection threshold (CRT) is the level at which a consumer will reject or dislike a product (Prescott et al. 2005). Previous studies have shown that the CRT is normally higher than the DT (Prescott et al. 2005, Saliba et al. 2009, Yoo et al. 2012). Therefore, products tainted at levels below the CRT may be considered acceptable to consumers. Additionally, products containing taint levels below the CRT can still be marketed, while corrective measures are developed to reduce the taint (Lesschaeve 2007). Because there is not an overwhelming negative or positive association for T2D in wine, simply estimating its DT may not provide complete information about the nature of T2D s effect on wine quality. The aroma of the pure compound does suggest that it is detrimental to wine quality, as green, musty aromas are not considered favorable for red wine quality 120
2 BMSB Taint in Pinot noir 121 because green aromas are associated with unripe characteristics, and mustiness is associated with oxidation. Therefore, an assessment of consumer responses to wines containing various levels of T2D is needed. The absence of this compound in Pinot noir wine makes this wine an excellent model for studying both DT and CRT of T2D. Consumers have a distinctively divided response to the green aroma of T2D (Donega et al. 2013), specifically for the herb coriander (cilantro), in which T2D is a major component (Mauer 2011). Individuals either strongly like or strongly dislike coriander aroma (Knaapila et al. 2012), and these distinct preferences may be linked to human genetics (Eriksson et al. 2012). Prior liking or disliking of T2D may influence the preference for T2D-containing wines and can potentially be used to sort panelists into several groups with different sensory threshold levels for T2D in wine. Because of the current factors limiting successful BMSB control in the field and the inability to manage BMSB without an intensive chemical pesticide program, there is a need to determine any postharvest effects of this pest on wine, but control levels are first required. Therefore, the objectives of this study were the following: (1) to measure DT and CRT of T2D in Pinot noir wine, (2) to investigate the effect of T2D on perceived wine quality, and (3) to investigate any potential consumer segmentation according to DT and CRT of T2D. Material and Methods DT and CRT analysis. Wine-tasting participants. In total, 72 study participants (41 women and 31 men) who were between 21 and 63 years old (mean = 34 years) were recruited at Oregon State University campus and the surrounding area. The participants had no previous formal training in sensory evaluation of foods or wine. The inclusion criteria were that participants (1) were older than 21 years, (2) had no mouth sores or oral disorders, (3) had no allergies to wine or wine components, and (4) consumed red wine at least once a week. Most panelists (72%) were Pinot noir consumers, and the remaining 28% were Merlot or Cabernet Sauvignon drinkers. Participants were advised that the study tested for a difference (in DT) and preference (as CRT) for wines. No information was collected pertaining to panelists knowledge of BMSB taint, as it is a new problem and is not yet widely recognized. The experimental protocol was approved by the Oregon State University Institutional Review Board. Study participants gave written informed consent and were compensated for their participation. Stimuli. A commercial Pinot noir wine (2010, Oregon) was selected as the base wine, and gas chromatographymass spectrometry analysis established that it was free of T2D (data not shown). The wine was purchased directly from the winery and stored at 12 C until use. T2D (Sigma-Aldrich) was added to the base wine at increasing concentrations: 0.00 (blank), 0.05, 0.12, 0.31, 0.77, 1.92, 4.80, 12.00, and µg/l. These concentrations increased by a factor of 2.5 and were chosen according to published threshold values for T2D in beer (Meilgaard 1993) and from preliminary studies (E. Tomasino, unpublished data, 2012). The same concentration series was used for both DT and CRT measurements. Two stock solutions (1.5 and 50 mg/l) of T2D were prepared in 14% ethanol and stored at -18 C. The 1.5 mg/l solution was used for the first five concentrations and the 50 mg/l solution for the last three concentrations. The two stock solutions were used to ensure that the ethanol content of the wine remained consistent (at 14%) across all T2D levels, as ethanol content is known to influence perception of aroma compounds (Goldner et al. 2009). T2D was added to the base wine an hour before the tasting sessions, and the test samples (15 ml) were poured 5 min prior to tasting to prevent any potential loss of volatiles. Samples were served in clear INAO wineglasses (INAO; Institut National des Appellation d Origine) at room temperature (21 C ± 2 C) and covered with a watch glass. Threshold procedures. All sessions were conducted in the afternoon and under similar light and temperature conditions (21 C ± 2 C). The DT and CRT sessions were scheduled at least two weeks apart. About half (53%) of the panel participated in the DT tests first, and the remainder participated in the CRT tests first. The counterbalancing of the order of the tests was done to ensure that CRT was not affected by previous DT tests, as repeated testing results in a decrease in threshold values (Pierce et al. 1996). DT was measured using a series of eight triangle tests corresponding to T2D levels in ascending order (Lawless 2010), Each set contained two blank samples and one T2D-added sample. Participants were instructed to place the entire sample (15 ml) in their mouth, swirl it around for a few seconds, expectorate, and then identify the different sample on a paper ballot. Any differences in this test presumably are based on retronasal aroma, as T2D is not known to influence taste or mouthfeel perception. All samples were coded with three-digit random numbers, and the position of the altered sample was randomized across each set through the whole concentration series. A 1 min break occurred after each set, and a 5 min break after the fourth set, to reduce potential fatigue and adaptation. During each break, participants were instructed to rinse their palate with water and eat an unsalted cracker to minimize any carryover effects (Colonna et al. 2004). Participants could terminate their test series when they made three successive correct identifications (Peng et al. 2012). Note that the probability of making a correct identification in three consecutive triangle tests by chance is below 5%. CRT testing followed the same procedure as the DT test except for two variations. First, the rejection threshold was measured with paired preference tests (Prescott et al. 2005), corresponding to T2D levels in ascending order. Each pair consisted of one sample of base wine (blank) and one T2D-added wine. Participants were asked to select their preferred sample on a paper ballot. Second, participants could terminate their test series when they reported a preference for the control sample four times successively. Again, the probability of reporting a preference for the control sample without recognizing the difference between the samples four times in a row is ~5% (i.e., 1/16).
3 122 Mohekar et al. Data analysis. Two different methods were used to calculate the thresholds, as it is evident from many studies that using different methods results in very different threshold concentrations (Lawless 2010, Peng et al. 2012). The first method for calculating the thresholds was based on binomial distribution tables (Meilgaard et al. 2007, Lawless and Heymann 2010) for triangle and paired comparisons tests. The second method utilized dʹ values calculated as a function of the proportion of correct responses in the DT tests and the proportion of participants preferring the control in the CRT tests (Ennis 1993). A Thurstonian model was chosen, as it is not confounded with a response bias and because dʹ varies on an equal-interval scale and does not have the same boundaries as traditional accuracy measurements (Stanislaw and Todorov 1999). Significance at each T2D concentration for both DT and CRT was then calculated for triangle and two-alternative forced choice tests (Bi et al. 1997). The d values were compared with d = 0 according to Bi et al. (1997), and DT and CRT were defined as the minimum concentration at which d values were significantly different from zero (p < 0.05). Descriptive analysis. Participants. A professional wine tasting panel was used to determine the T2D effects on wine quality. Eighteen wine professionals (10 men and 8 women) were recruited from the Oregon wine industry. Each panelist had more than 10 years of experience tasting Pinot noir, and all other inclusion criteria were the same as for the threshold tests. Participants were told that they were evaluating Pinot noir aroma. Study participants gave written consent, and the experimental protocol was approved by the Oregon State University Institutional Review Board. Stimuli. A 2010 Oregon Pinot noir wine that was free of BMSB taint was used as the base wine and was the same wine used in the threshold study. The T2D concentrations added to the base wine were 0.0, 0.2, 5.0, 12.0, and 30.0 µg/l. These concentration levels were chosen to determine the impact of T2D on wine quality at concentrations above and below the calculated DT and CRT. T2D was added to the wine 1 hr before the tasting session. Procedure. Three 2 hr tasting sessions were conducted. Two sessions were in the morning, and one was in the afternoon. All sessions were conducted in the same room under similar light and temperature conditions (21 C ± 2 C). All samples were evaluated in duplicate, and 30 ml of each wine sample was served in INAO clear glasses with random threedigit numbers. Wines were served in two different flights, with each flight containing five wines. Panelists evaluated 10 orthonasal (aroma) and 3 retronasal (in-mouth flavor) attributes for each wine. Orthonasal aroma attributes included dark fruit, red fruit, earthy, musty, herbal, fresh green, spice, jam, floral, and vegetal. Retronasal aroma attributes included fruit density/concentration, green, and spice. The orthonasal aromas were evaluated before the retronasal ones for each wine. These attributes were chosen from preliminary tastings (data not shown) and from previously reported descriptors associated with BMSB in wine. To prevent the dumping effect, panelists were also given several categories into which they could write their own descriptors. The intensity of each attribute was reported on a 100 mm visual analog scale with word anchors, none, and extreme at 10 mm. The data was collected on a paper ballot. To reduce any fatigue and carryover effects, panelists were given a 1 min break between each wine, and each flight was separated by a 15 min break. Panelists rinsed their mouth with water after each wine sampling and were also required to rinse with water and eat an unsalted cracker during the 15 min break. Data analysis. Intensity ratings were quantified with a number between 0 and 100 that corresponded to the distance on the visual analog scale from the left end to the written mark. Canonical variate analysis was carried out with XLStat (Addinsoft) and the T2D concentration as the classification variable. Data were standardized prior to analysis. Results DT. A method of extrapolation from the point at which the proportion of panelists correctly identifying T2D reached the criterion for binomial significance resulted in a DT of 0.51 µg/l (Figure 1). The DT calculated with signal detection theory was between 1.92 and 4.80 µg/l (Table 1). CRT. Two CRTs, 0.05 and µg/l, were estimated by extrapolating from a point at which the proportion of panelists preferring the control wine reached binomial significance (Figure 2). The CRT curve in Figure 2 was unusual, as it was U-shaped and did not resemble more typical threshold curves (Prescott et al. 2005). The Thurstonian model also predicted two calculated CRTs, at <0.05 µg/l and between 4.80 and µg/l (Table 1). The first of the two CRTs calculated with extrapolation and signal detection theory were below the calculated DTs. Descriptive analysis. Because of panel inconsistencies for herbal and spice aromas (data not shown) (Tomasino et al. 2013b), these two attributes were removed from the analysis. Significance was detected for the first two variates (at α Figure 1 Psychometric curve for detection threshold (DT). Proportions of panelists correctly identifying the wine spiked with trans-2-decenal at each concentration in Pinot noir. The solid line (y = 0.43) indicates the 5% significance criterion based on binomial distribution for triangle tests (n = 72).
4 BMSB Taint in Pinot noir 123 = 0.05) and accounted for 51 and 35% of the total variance (Figure 3). Clear separation was noted for wines with different concentrations of T2D (Figure 3), resulting in three clear groupings: control wine (no T2D), wines with lower concentrations of T2D (0.2 and 5.0 µg/l), and wines with higher concentrations of T2D (12 and 30 µg/l). The loadings of sensory terms suggested that wines without T2D have more intense floral aromas. Wines with T2D concentrations near the calculated DTs were described as possessing more intense spice flavor, jam, dark fruit, and earthy aromas. Wines with T2D levels near or above the CRTs were found to have more intense green aromas and flavors (i.e., musty, herbal, fresh green, vegetal, and green). The positioning of the sensory loadings, with the green-associated aromatics opposite the fruit-flavor aromatics, exhibited a relationship with less fruitbased aromas and more green aromatics as concentrations of T2D increased. Segmentation based on sensitivity and preference. Because of the unusual results for the CRT, namely, the calculation of two different rejection thresholds, a further look into Table 1 Consumer panel (n = 72) dʹ values associated with the proportion of panelists correctly determining detection threshold (DT) and consumer rejection threshold (CRT) of different concentrations of trans-2-decenal (T2D) in Pinot noir. T2D (µg/l) DT a CRT a * *** *** 0.40* *** 1.08*** a Statistically significant differences are indicated by the asterisks and were as follows: *, p < 0.05; ***, p < Figure 2 Psychometric curve for consumer rejection threshold (CRT). Proportion of panelists preferring the control wine at each trans-2-decenal concentration in Pinot noir for CRT. The solid line indicates the 5% significance criterion (y = 0.63) based on binomial distribution for preference tests (n = 72). participants sensitivity and preference was conducted. First, sensitivity to T2D was investigated by grouping individuals according to their sensitivity, as differences between participants individual thresholds may vary by as much as 100-fold (Liacopoulos et al. 1999). On the basis of the individual responses gathered over the eight sets in DT, participants were categorized into three groups defined as follows. Group 1: correct detection of spiked samples in at least six out of eight T2D levels. Group 2: correct detection of three to five out of eight T2D levels. Group 3: correct detection for at most two out of eight T2D levels. The criterion for group 3 was based on the random probability for triangle tests across eight sets (i.e., 2.64). Because T2D acts as a taint in wine, the more conservative level of rounding down was chosen as the chance level. These grouping criteria were then applied when both DT and CRT were evaluated. Participants showed different sensitivities to T2D (Table 2). The most sensitive participants (group 1) detected T2D at concentrations between 0.05 and 0.12 µg/l, the moderately sensitive participants (group 2) between 1.92 and 4.80 µg/l, and the least sensitive participants (group 3) did not detect T2D at any concentration. The distribution of participants in each group also varied (Table 2), with group 2 accounting for the largest portion of participants. Sensitivity to T2D did not appear to be related to preference for it, as trends for DT did not hold for the CRT data. Specifically, group 1 did not reject the T2D-spiked wines at low concentrations (Table 2). Interestingly, all groups had the same rejection threshold at µg/l. Group 2 also rejected the T2D-spiked wines at 0.05 µg/l, but not from 0.12 to 12 µg/l. Therefore, sensitivity to T2D concentration did not provide an explanation for the CRTs determined for low and high concentrations. To further analyze the CRT data for T2D in Pinot noir, the panelists were grouped according to their CRT data (Table 3). The grouping criteria were similar to those for DT, but detection was replaced with preference. Panelists who preferred the control wine over T2D-added wine in at least six out of eight tests were in group 1, those who preferred the control in three to five out of eight tests in group 2, and those who preferred the control in at most two out of eight tests in group 3. Members of group 1, representing 28% of all participants, preferred the control over the spiked wines at all levels, with CRTs below 0.05 µg/l. Group 2, constituting 65% of the cohort, did not reject T2D-containing wine until its concentration exceeded 12 μg/l, whereas in group 3, constituting 7% of the participants, the CRT was above 30 μg/l T2D. As with DT data in which participants were segmented according to sensitivity to T2D, participants could also be segmented by wine preference. Discussion DT and CRT of T2D in Pinot noir wine. Calculation of the DT for T2D using bionomial distribution resulted in a traditional detection curve, but the U-shaped curve for CRT was puzzling. Two thresholds for CRT were also found when
5 124 Mohekar et al. the CRTs were calculated using Thurstonian modeling. It is known that aroma compounds found at concentrations below their perception threshold may still alter aroma perception (Ferriera et al. 2007), and T2D may have been altering sensory perception at both low and high concentrations. However, the segmentation of consumers based on preference provided a good explanation for the two calculated thresholds. These results suggest that for CRT, other information, such as wine preference, may need to be applied to calculate this threshold. A previous study with wines has reported segmentation of consumer groups based on Cabernet Sauvignon ripeness (Bindon et al. 2014), and it is therefore most likely that to clearly understand preference-based measurements for many food products, consumer segmentation should be investigated. Descriptive analysis: T2D s effect on wine quality. The impact of T2D on wine quality was of particular interest because of the possible influence this compound may have on aroma. Some compounds may act as aroma enhancers at low concentrations and then impart their own aroma at higher concentrations (Ferreira et al. 2007), and the aroma activity of T2D in wine was previously unknown. Of the three groupings found (Figure 3), it was at the two highest T2D concentrations (12 and 30 µg/l) that aroma descriptors associated with lower-quality wines, specifically green and musty aromas, were noted. Although the aromatics of the wine did change at low T2D concentrations, relating to the lower calculated population CRTs, the increases in fruit and spice aromatics are considered positive changes for red wine quality. The change in aromatics at low concentrations does not explain the lower CRTs, as consumers typically like fruit aromas in red wine (Bruwer et al. 2011). Consumer segmentation. Consumer segmentation based on sensitivity and/or preference may explain the calculated CRTs. Conventionally, the CRT is at higher concentrations Figure 3 Separation of Pinot noir wines by trans-2-decenal concentration. Wines are positioned with the centroids. Circles represent 95% confidence intervals around the wine means. Vectors for sensory terms (A: aroma and F: in-mouth flavor) are in S, and scores for wines are in W. Significant differences in W among the wines are indicated by circles that do not touch or overlap each other. Table 2 Segmentation of the consumer panel (n = 72) according to sensitivity to trans-2-decenal (T2D) concentrations in Pinot noir indicated by dʹ values associated with the proportion of panelists correctly identifying detection threshold (DT) and those participants preferring the control for consumer rejection threshold (CRT). T2D (µg/l) Panelists correctly identifying DT a Group 1 n = 10 (14%) Group 2 n = 41 (57%) Group 3 n = 21 (29%) T2D (µg/l) Participants preferring the control for CRT a Group 1 n = 10 (14%) Group 2 n = 41 (57%) Group 3 n = 21 (29%) ** * *** *** *** Inf*** 1.78** Inf*** 1.90*** Inf*** 2.54*** ** 0.98*** 1.01** a Statistically significant differences are indicated by the asterisks and were as follows: *: p < 0.05; **: p < 0.01; ***: p < Inf: infinity.
6 BMSB Taint in Pinot noir 125 than is DT (Prescott et al. 2005, Saliba et al. 2009, Yoo et al. 2012). However, this study and that of Harwood et al. (2012) did not show a relationship between DT and CRT. Therefore, sensitivity does not drive preference for T2D, and an alternative explanation must be considered. T2D is one of the main aroma compounds associated with coriander (Potter 1996). Eriksson et al. (2012) have shown that an olfactory gene, OR6A2, is responsible for detection of aldehyde compounds in coriander. The presence of these genes may be linked to perception of a strong soapy smell associated with coriander. Individuals who perceive coriander as soapy, rather than the traditional green aroma, have a strong dislike for the flavor. It is possible that the individuals who did not prefer T2D in wine at all levels may have OR6A2 and therefore already have a strong dislike for the T2D aroma. Another possible explanation for the lack of a relationship between sensitivity and preference may be cultural factors, with culture having been linked to development of preferences over time (Prescott and Bell 1995, Tu et al. 2010). Preference for T2D has not been studied prior to our work, but the dislike of coriander has been shown to vary among different ethnocultural groups (Mauer and El-Sohemy 2012). Accordingly, there may be ethnocultural implications that are driving the segmentation observed in this study. Incorporation of genetic testing for coriander preference or additional questions on ethnocultural information and preference for coriander may correlate with the consumer segmentation for CRT of T2D in Pinot noir, although such analysis was not included in this study but would be of interest to include in future work on T2D. The segmentation results and the differences in sensitivity and preference for T2D have implications for food and wine production. Specifically, the CRT can be used to indicate when the wine industry needs to be concerned about wine quality. Much effort is currently aimed at improving controls of BMSB and other stink bugs that produce T2D in crops (Biddinger et al. 2012, Bergh 2013). However, despite these efforts, BMSB continues to expand worldwide into important wine-producing areas. The use of DT, a metric normally used for wine-spoilage issues, does not accurately Table 3 Segmentation of the consumer panel (n = 72) based on preference for trans-2-decenal (T2D) in Pinot noir indicated by dʹ values associated with the proportion of participants preferring the control wine in the consumer rejection threshold assessments. T2D (µg/l) Group 1 a n = 20 (28%) Group 2 n = 47 (65%) Group 3 n = 5 (7%) ** *** ** * * Inf*** ** Inf*** 0.84** 0.00 a Statistically significant differences are indicated by the asterisks and were as follows: *: p < 0.05; **: p < 0.01; ***: p < reflect sensory impact. This study has shown that T2D concentrations at DT and the low CRT have a positive influence on Pinot noir aroma. It is only at high concentrations that negative aroma perceptions occur. This phenomenon has also been reported for other wine-spoilage compounds, such as dimethyl sulfide (Segueral et al. 2004), and may be the case for other compounds associated with wine flaws or for food spoilage associated compounds. Therefore, CRT is a more appropriate metric when negatively associated aromas and flavors are evaluated. The information about segmentation and determination of the causes of CRT segmentation are important tools that food producers and winemakers could use to market their products to specific consumer groups. Conclusion DTs and CRTs were determined for T2D in Pinot noir wine. Different threshold levels were identified, and these levels depended on the threshold calculation method. A Thurstonian scaled value is preferred over the more traditional methods because it is more sensitive, particularly as T2D in Pinot noir can be considered a flaw. Segmentation of the data also showed three different consumer groups for both DT and CRT. CRT of T2D in wine is an important metric for the wine industry because it helps ensure that wine quality is not affected by pests such as BMSB. For T2D and other wine spoilage associated compounds, we suggest using the CRT as the level of concern for wine quality rather than the DT. CRT also has more direct implications for economic impact than does DT. Future research must link the CRT level with pest density in order to appropriately establish economic thresholds for vineyard management activity. The CRT also provides a practical threshold that may be used in the industry when remedial treatments of BMSB-tainted wine are considered. 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7 126 Mohekar et al. Eriksson N, Wu S, Do CB, Kiefer AK, Tung JY, Mountain JL, Hinds DA and Francke U A genetic variant near olfactory receptor genes influences cilantro preference. Flavour 1:22. Ferreira V, Escudero A, Campo E and Cacho J The chemical foundations of wine aroma a role game aiming at wine quality, personality and varietal expression. In Proceedings of the 13th Australian Wine Industry Technical Conference. RJ Blair et al. (eds.), pp Adelaide, South Australia. Goldner MC, Zamora MC, di Leo Lira P, Gianninoto H and Bandoni A Effect of ethanol level in the perception of aroma attributes and the detection of volatile compounds in red wine. J Sen Stud 24: Harwood ML, Ziegler GR and Hayes JE Rejection thresholds in chocolate milk: Evidence for segmentation. Food Qual Prefer 26: Knaapila A et al Genetic analysis of chemosensory traits in human twins. Chem Senses 37: Lawless HT A simple alternative analysis for threshold data determined by ascending forced-choice methods of limits. J Sens Stud 25: Lawless HT and Heymann H Sensory Evaluation of Food Principles and Practices. 2nd ed. Springer-Verlag, New York. Lesschaeve I Sensory evaluation of wine and commercial realities: Review of current practices and perspectives. Am J Enol Vitic 58: Liacopoulos D et al Chloroanisole taint in wines. In Proceedings of the 10th Australian Wine Industry Technical Conference. RJ Blair et al. (eds.), pp Sydney, Australia. Marin AB, Barnard J, Darlington RB and Acree TE Sensory thresholds: Estimation from dose-response curves. J Sens Stud 6: Mauer L Genetic determinants of cilantro preference. Doctoral dissertation. University of Toronto. Mauer L and El-Sohemy A Prevalence of cilantro (Coriandrum sativum) disliking among different ethnocultural groups. Flavour 1:8. Meilgaard MC Individual differences in sensory threshold for aroma chemicals added to beer. Food Qual Prefer 4: Meilgaard MC, Civille GV and Carr BT Sensory Evaluation Techniques. CRC Press, Boca Raton, FL. Mohekar P, Tomasino E and Wiman NG Defining defensive secretions of brown marmorated stink bug, Halyomorpha halys. Annual Meeting of the Entomological Society of America. November 15-18, Minneapolis, MN. Peng M, Jaeger SR and Hautus MJ Determining odour detection thresholds: Incorporating a method-independent definition into the implementation of ASTM E679. Food Qual Prefer 25: Pfeiffer DG, Leskey TC and Burrack HJ Threatening the harvest: The threat from three invasive insects in late season vineyards. In Arthropod Management in Vineyards: Pests, Approaches, and Future Directions. NJ Bostanian et al. (eds.). pp Springer, Netherlands. Pierce JD Jr, Doty RL and Amoore JE Analysis of position of trial sequence and type of diluent on the detection threshold for phenyl ethyl alcohol using a single staircase method. Percept Motor Skill 82: Potter T Essential oil composition of cilantro. J Agric Food Chem 44: Prescott J and Bell G Cross-cultural determinants of food acceptability: Recent research on sensory perceptions and preferences. Trends Food Sci Tech 6: Prescott J, Norris L, Kunst M and Kim S Estimating a consumer rejection threshold for cork taint in white wine. Food Qual Prefer 16: Saliba AJ, Bullock J and Hardie WJ Consumer rejection threshold for 1,8-cineole (eucalyptol) in Australian red wine. Food Qual Prefer 20: Segurel MA, Razungles AJ, Riou C, Salles M and Baumes RL Contribution of dimethyl sulfide to the aroma of Syrah and Grenache Noir wines and estimation of its potential in grapes of these varieites. J Agric Food Chem 52: Stanislaw H and Todorov N Calculation of signal detection theory measures. Behav Res Meth Ins C 31: Tomasino E, Mohekar P, Lapis T, Walton V and Lim J. 2013a. Effect of brown marmorated stink bug on wine impact to Pinot noir quality and threshold determination of taint compound trans-2-decenal. The 15th Australian Wine Industry Technical Conference. Sydney, Australia. Tomasino E, Harrison R, Sedcole R and Frost A. 2013b. Regional differentiation of New Zealand Pinot noir wine by wine professionals using canonical variate analysis. Am J Enol Vitic 64: Tu VP, Valentin D, Husson F and Dacremont C Cultural differences in food description and preference: Contrasting Vietnamese and French panellists on soy yogurts. Food Qual Prefer 21: Yoo YJ, Saliba AJ, Prenzler PD and Ryan D Total phenolic content, antioxidant activity, and cross-cultural consumer rejection threshold in white and red wines functionally enhanced with catechin-rich extracts. J Agric Food Chem 60:
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