<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">FNS</journal-id><journal-title-group><journal-title>Food and Nutrition Sciences</journal-title></journal-title-group><issn pub-type="epub">2157-944X</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/fns.2018.912107</article-id><article-id pub-id-type="publisher-id">FNS-89649</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Biomedical&amp;Life Sciences</subject></subj-group></article-categories><title-group><article-title>
 
 
  Sensory Profiling and Hedonic Evaluation of Atti&#233;k&#233; from Local and Improved Cassava Varieties
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Justine</surname><given-names>Bomo Assanvo</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Georges</surname><given-names>N’zi Agbo</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Judith</surname><given-names>Brunnschweiler Beez</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vincent</surname><given-names>Monsan</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zakaria</surname><given-names>Farah</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib></contrib-group><aff id="aff2"><addr-line>Institute of Food Science and Nutrition/Laboratory of Food Chemistry and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland</addr-line></aff><aff id="aff1"><addr-line>UFR Biosciences/Laboratory of Biochemistry and Food Science, University Félix Houphou&amp;amp;euml;t-Boigny, Abidjan, C&amp;amp;ocirc;te d’Ivoire</addr-line></aff><aff id="aff3"><addr-line>UFR Mathematics and Computer Science, University Félix Houphou&amp;amp;euml;t Boigny, Abidjan, C&amp;amp;ocirc;te d’Ivoire</addr-line></aff><pub-date pub-type="epub"><day>07</day><month>12</month><year>2018</year></pub-date><volume>09</volume><issue>12</issue><fpage>1472</fpage><lpage>1497</lpage><history><date date-type="received"><day>5,</day>	<month>November</month>	<year>2018</year></date><date date-type="rev-recd"><day>26,</day>	<month>December</month>	<year>2018</year>	</date><date date-type="accepted"><day>29,</day>	<month>December</month>	<year>2018</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  Atti&#233;k&#233; is fermented cassava semolina steamed and consumed with proteins and vegetables. From Ivorian traditional origin, its popularity is increasing in Africa and production networks are developing. However, the growth of atti&#233;k&#233; industry is still curbed by lack of technical skills of producers and irregular quality, depending on cassava variety, processing and inoculum. In the present study, a traditional inoculum and four cassava varieties (two improved local (IAC and Bonoua) and two improved sweet ones from Nigeria (Olekanga and TMS 4 (2) 1425)) were used for producing atti&#233;k&#233; Ebri&#233;. For the sensorial evaluation of prepared atti&#233;k&#233;, qualitative sensory profiling was used. The sensory quality descriptors where quantitatively measured by a trained sensory panel. With this method the most important quality criteria of atti&#233;k&#233; were judged. These quality criteria were selected with the aid of surveys on its production and consumption. The relationships between sensory attributes of the four atti&#233;k&#233; prepared of the different cassava varieties and biochemical characteristics were studied. Sensory analysis revealed that the four atti&#233;k&#233; were cream-colored products with sweet and/or sour tastes, made of cohesive and well-formed grains of different sizes, with an odor of fermentation specific to atti&#233;k&#233; and showing a firm texture. The differences between sensory profiles of the four atti&#233;k&#233; produced from four cassava varieties (12 months growth) concern only some descriptors of quality. Pearson correlation coefficients between physicochemical descriptors of quality showed that biochemical parameters may help predict organoleptic characteristics of atti&#233;k&#233; Ebri&#233; (pH-size of grains: r = 0.99; pH-acidity: r = −0.92; acidity-rounded grains: r = −0.98: starch-cohesion between grains: r = −0.96; starch-sweet: r = −0.95; starch-granulous: r = 0.97, total sugar-yellow color: r = 0.96; total sugar-aroma of atti&#233;k&#233;: r = 0.96; reducing sugar-odor of atti&#233;k&#233;: r = 0.95; cyanide-fibrous: r = 0.95).
 
</p></abstract><kwd-group><kwd>Cassava</kwd><kwd> Atti&#233;k&#233;</kwd><kwd> Sensory Profile</kwd><kwd> Hedonic Quality</kwd><kwd> Physicochemical  Characteristics</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Atti&#233;k&#233; is fermented cassava semolina steamed and consumed with proteins and vegetables. Atti&#233;k&#233; was originally consumed exclusively in a restricted ethno-cultural setting in the lagoon complex of C&#244;te d’Ivoire where ethnic groups as Adjoukrou, Ebri&#233;, Alladjan, Avikam, Aizi and N&#233;o lived. Adjoukrou, Ebri&#233; and Alladjan remain the biggest producers and consumers of atti&#233;k&#233; [<xref ref-type="bibr" rid="scirp.89649-ref1">1</xref>] .</p><p>Nowadays, atti&#233;k&#233; has overflowed its original environment and is consumed throughout the country because of its “ready-to-eat” presentation [<xref ref-type="bibr" rid="scirp.89649-ref2">2</xref>] . The consumption of atti&#233;k&#233; in C&#244;te d’Ivoire is now estimated around 1,300,000 tons/year based on extrapolation of quantities consumed (34,000 tons/year) in 1983 [<xref ref-type="bibr" rid="scirp.89649-ref3">3</xref>] and demographic growth.</p><p>The popularity of this food has grown very much in Africa in the last decade and networks of production systems are developing. Also other foods similar to atti&#233;k&#233; have been investigated [<xref ref-type="bibr" rid="scirp.89649-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref4">4</xref>] . However, the development of an atti&#233;k&#233; industry is still handicapped by non-mastery of production techniques and irregularity of product quality influenced by cassava variety, processing and inoculum. Moreover, in some cases, the bad control of preparation conditions may influence its organoleptic quality, especially in terms of texture and taste [<xref ref-type="bibr" rid="scirp.89649-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref5">5</xref>] .</p><p>The methods of manufacturing atti&#233;k&#233; are multiple and vary among ethnic group. Once cooked, atti&#233;k&#233; may be preserved up to one week depending on the region [<xref ref-type="bibr" rid="scirp.89649-ref1">1</xref>] . The lack of control of several factors (cassava varieties, inoculum, temperatures, time and preparation conditions) constitutes most of the constraints leading to manufacturing defaults and low yields [<xref ref-type="bibr" rid="scirp.89649-ref6">6</xref>] .</p><p>Several varieties of cassava are used for producing many fermented meals, but bitter cassava (containing toxic substances as cyanides) has a better technological aptitude for transformation (yield, organoleptic quality etc.) than sweet cassava varieties [<xref ref-type="bibr" rid="scirp.89649-ref7">7</xref>] . The transformation process aims at eliminating the bitter substances of cassava and shaping of small round grains having the capacity to absorb large quantities of water [<xref ref-type="bibr" rid="scirp.89649-ref8">8</xref>] .</p><p>After cooking, atti&#233;k&#233; may have free grains of yellowish color and translucent appearance [<xref ref-type="bibr" rid="scirp.89649-ref9">9</xref>] . For traditional producers, atti&#233;k&#233; is characterized by well-rounded, well-formed grains, brilliant color (yellow, cream, cream-yellow and white-brown), slightly acid or neutral taste, typical smell and a pleasant slight aroma of fermentation. The absence of fibers and the more or less sticky, elastic, pasty and dry character of atti&#233;k&#233; determine the choice of consumers [<xref ref-type="bibr" rid="scirp.89649-ref4">4</xref>] .</p><p>Atti&#233;k&#233; has been analyzed at production, economic, physicochemical and microbiological levels [<xref ref-type="bibr" rid="scirp.89649-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref10">10</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref11">11</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref13">13</xref>] .</p><p>For atti&#233;k&#233;, most sensory studies concentrated on hedonic evaluation [<xref ref-type="bibr" rid="scirp.89649-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref16">16</xref>] . However, in the present study the more objective quantitative sensory profiling method has been used because of limited data on the organoleptic characterization of attiek&#233;.</p><p>This present work is part of research for the improvement of the quality of Ivorian traditional atti&#233;k&#233;. The physicochemical and microbiological characteristics of atti&#233;k&#233; ebri&#233; prepared from four varieties of cassava have already been reported [<xref ref-type="bibr" rid="scirp.89649-ref17">17</xref>] . The present study concentrates on sensory analysis of this product. Furthermore cassava varieties that can be transformed into reproducible atti&#233;k&#233; of desired organoleptic quality were determined.</p><p>For the sensory evaluation of atti&#233;k&#233; quality criteria considered as important were identified and quantified by sensory analysis. The biochemical parameters were used as indicators of sensory properties identified.</p></sec><sec id="s2"><title>2. Material and Methods</title><sec id="s2_1"><title>2.1. Plant Material</title><p>Sensory and hedonic measurements were performed on atti&#233;k&#233; Ebri&#233; prepared from four cassava varieties, including two improved local (Bonoua and IAC) and two improved ones from Nigeria (TMS 4 (2) 1425) and Olekanga (also known as TME 9) that were harvested at 12 months of age in a farm near the village of Bringakro in Central C&#244;te d'Ivoire (about 440 km from Abidjan), (<xref ref-type="table" rid="table1">Table 1</xref>). The variety IAC served as a control for the various treatments performed. Atti&#233;k&#233; was processed from Cassava, two days post-harvest.</p></sec><sec id="s2_2"><title>2.2. Technological Treatment of Atti&#233;k&#233;</title><p>The studied atti&#233;k&#233; were prepared according to the manufacturing process</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Presentation of the four varieties of cassava roots harvested at Bringakro (Toumodi)</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Variety</th><th align="center" valign="middle" >Type</th><th align="center" valign="middle" >Origin</th><th align="center" valign="middle" >Mean Yield (t/ha) at 11 month</th><th align="center" valign="middle" >Dry matter content (%)</th><th align="center" valign="middle" >Preparation</th></tr></thead><tr><td align="center" valign="middle" >IAC</td><td align="center" valign="middle" >Local, control variety</td><td align="center" valign="middle" >Cote d’Ivoire</td><td align="center" valign="middle" >27</td><td align="center" valign="middle" >35.3</td><td align="center" valign="middle" >Atti&#233;k&#233;</td></tr><tr><td align="center" valign="middle" >Ol&#233;kanga (TME 9)</td><td align="center" valign="middle" >Improved</td><td align="center" valign="middle" >IITA, Nigeria</td><td align="center" valign="middle" >22</td><td align="center" valign="middle" >30.5</td><td align="center" valign="middle" >Multiple</td></tr><tr><td align="center" valign="middle" >Bonoua</td><td align="center" valign="middle" >Local</td><td align="center" valign="middle" >Cote d’Ivoire</td><td align="center" valign="middle" >9</td><td align="center" valign="middle" >34.7</td><td align="center" valign="middle" >Multiple</td></tr><tr><td align="center" valign="middle" >TMS4(2)1425</td><td align="center" valign="middle" >Improved</td><td align="center" valign="middle" >IITA, Nigeria</td><td align="center" valign="middle" >25</td><td align="center" valign="middle" >32.5</td><td align="center" valign="middle" >Multiple</td></tr></tbody></table></table-wrap><p>Multiple: transformation of cassava into atti&#233;k&#233;, pulp, foutou; IITA = International Institute of Tropical Agriculture; IAC = Improved African Cassava.</p><p>described as in [<xref ref-type="bibr" rid="scirp.89649-ref17">17</xref>] . Two traditional Ebri&#233; producers from Adiopodoum&#233; village applying a similar process in atti&#233;k&#233; production were selected based on a consumption survey. Briefly, the paste obtained from grinded cassava roots was mixed with traditional inoculum (10%) and discolored red palm oil (0.1%). After 15 hours of fermentation at room temperature (28˚C - 32˚C), the mixture was pressed and sieved (0.5 cm). The cleaned semolina was sun dried (25˚C - 40˚C) and steamed (100˚C/30 min) to obtain atti&#233;k&#233; (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p><p>For the investigation, each producer prepared the traditional inoculum from only one cassava variety. Atti&#233;k&#233; from the four varieties was prepared simultaneously by the two processors.</p></sec><sec id="s2_3"><title>2.3. Sampling for Biochemical Analysis</title><p>Biochemicals included pH, acidity, rates of starch, total and reducing sugars, cyanide were studied for the finished product, atti&#233;k&#233;. For analyses, 12 samples (3 samples/variety) were collected for 3 sessions (3 repetitions), [<xref ref-type="bibr" rid="scirp.89649-ref17">17</xref>] .</p></sec><sec id="s2_4"><title>2.4. Sampling for Sensorial and Hedonic Analysis</title><p>The sampling was performed during three successive sessions of degustation. For sensory analysis, 13 panelists were selected and each person received randomly and consecutively the four atti&#233;k&#233; studied during each session that lasted two days (time of atti&#233;k&#233; production). A total of 52 samples were distributed per session corresponding to 156 samples for the three tasting sessions.</p><p>For hedonic analyses, 78 native tasters received randomly and consecutively the four atti&#233;k&#233; studied, during each session. A total of 936 samples were tested during three tasting sessions.</p></sec><sec id="s2_5"><title>2.5. Biochemical Analysis</title><p>For each fresh sample, the pH and total titrable acidity were determined. These samples were lyophilized (lyophilisator Christ Alpha 1-2, Gefriertrocknungsanlagen GMBH, Germany-Osterode am Harz), then reduced (crusher MFC, IKA&#174; LABORTECH, Janke &amp; Kunkel GMBH and CO. KG., Germany-Staufen) in flour for analyzing the remain biochemicals.</p><p>The pH of 10 g of each sample suspension (90 ml of distilled water), was measured using a pH meter (Calimatic 761, Knick). Then 100 ml of distilled water were added to the mixture and homogenized under magnetic stirring. After addition of 8 drops of phenolphthalein 2%, the solution was titrated with 0.1 M NaOH [<xref ref-type="bibr" rid="scirp.89649-ref18">18</xref>] .</p><p>The starch content in 0.1 ml of filtered solution obtained from flour (100 mg) of atti&#233;k&#233;, treated with ethanol 40%, was determined by enzymatic way after hydrolysis by amyloglucosidase (enzymatic Kit of Boehringer Mannheim R. Biopharm GMBH, Darmstadt, Germany, 1997). The absorbance was measured at 340 nm with a spectrophotometer (WTW photolab S12). The assays were repeated three times for each sample.</p><p>For the study of reducing and total sugars [<xref ref-type="bibr" rid="scirp.89649-ref19">19</xref>] ), 1 g of each sample of atti&#233;k&#233; was treated with ethanol (80% v/v) and defecated in the presence of lead acetate solution (10% v/v) and oxalic acid (10% v/v).</p><p>The study of hydrocyanic acid was carried out on 100 mg of fresh atti&#233;k&#233; flour using the method of picrate [<xref ref-type="bibr" rid="scirp.89649-ref20">20</xref>] .</p><p>Physicochemical characteristics of the four prepared atti&#233;k&#233; are listed in <xref ref-type="table" rid="table2">Table 2</xref> [<xref ref-type="bibr" rid="scirp.89649-ref17">17</xref>] .</p><table-wrap id="table2" ><label><xref ref-type="table" rid="table2">Table 2</xref></label><caption><title> Means &#177; standard deviations of physicochemical characteristics of atti&#233;k&#233;</title></caption><table><tbody><thead><tr><th align="center" valign="middle"  rowspan="2"  >Cassava varieties</th><th align="center" valign="middle"  colspan="8"  >Physicochemical characteristics</th></tr></thead><tr><td align="center" valign="middle" >Type</td><td align="center" valign="middle" >Stage of manufacturing process</td><td align="center" valign="middle" >Starch (g/100g dm)</td><td align="center" valign="middle" >Total sugar (g/100g dm)</td><td align="center" valign="middle" >Reducing sugar (g/100g dm)</td><td align="center" valign="middle" >Cyanide (mg/kg dm)</td><td align="center" valign="middle" >pH</td><td align="center" valign="middle" >Total titrable acidity (%)</td></tr><tr><td align="center" valign="middle" >IAC</td><td align="center" valign="middle" >Local</td><td align="center" valign="middle" >Atti&#233;k&#233;</td><td align="center" valign="middle" >90.68 &#177; 0.86</td><td align="center" valign="middle" >1.19 &#177; 0.07</td><td align="center" valign="middle" >0.27 &#177; 0.01</td><td align="center" valign="middle" >4.83 &#177; 0.08</td><td align="center" valign="middle" >4.56 &#177; 0.09</td><td align="center" valign="middle" >0.60 &#177; 0.07</td></tr><tr><td align="center" valign="middle" >BONOUA</td><td align="center" valign="middle" >Local</td><td align="center" valign="middle" >Atti&#233;k&#233;</td><td align="center" valign="middle" >91.39 &#177; 0.84</td><td align="center" valign="middle" >0.94 &#177; 0.08</td><td align="center" valign="middle" >0.25 &#177; 0.01</td><td align="center" valign="middle" >2.79 &#177; 0.15</td><td align="center" valign="middle" >4.65 &#177; 0.05</td><td align="center" valign="middle" >0.53 &#177; 0.04</td></tr><tr><td align="center" valign="middle" >OLEKANGA</td><td align="center" valign="middle" >Improved</td><td align="center" valign="middle" >Atti&#233;k&#233;</td><td align="center" valign="middle" >80.21 &#177; 1.79</td><td align="center" valign="middle" >1.22 &#177; 0.12</td><td align="center" valign="middle" >0.28 &#177; 0.01</td><td align="center" valign="middle" >2.87 &#177; 0.24</td><td align="center" valign="middle" >4.58 &#177; 0.13</td><td align="center" valign="middle" >0.61 &#177; 0.09</td></tr><tr><td align="center" valign="middle" >TMS (2) 1425</td><td align="center" valign="middle" >Improved</td><td align="center" valign="middle" >Atti&#233;k&#233;</td><td align="center" valign="middle" >86.70 &#177; 1.35</td><td align="center" valign="middle" >1.43 &#177; 0.08</td><td align="center" valign="middle" >0.29 &#177; 0.02</td><td align="center" valign="middle" >5.00 &#177; 0.09</td><td align="center" valign="middle" >4.62 &#177; 0.13</td><td align="center" valign="middle" >0.54 &#177; 0.07</td></tr></tbody></table></table-wrap><p>N = 12 samples.</p></sec><sec id="s2_6"><title>2.6. Sensory and Hedonic Analysis</title><sec id="s2_6_1"><title>2.6.1. Recruitment of Panelists</title><p>Test conditions have been explained to the panelists. Thereafter panelists decided whether they wanted to participate at the degustation or not. The persons who decided to participate at the test sessions were at any time free to stop participation.</p><p>No approving ethics committee is necessary for the present research.</p></sec><sec id="s2_6_2"><title>2.6.2. Hedonic Test</title><p>The four atti&#233;k&#233; were presented to 78 native Ebri&#233; tasters (70% women and 30% men aged from 24 - 50 years), monadically according to 9 levels of appreciation from extremely good to extremely bad. The hedonic tests were repeated three times on the four studied atti&#233;k&#233;, in parallel to the three sessions (repetitions) of the quantitative sensory profiling.</p></sec><sec id="s2_6_3"><title>2.6.3. Sensory Profiling</title><p>1) Panel training</p><p>Sensory analysis of atti&#233;k&#233; from the four cassava varieties was carried out by a tasting panel trained for the quantitative sensory profiling similar to the Quantitative Descriptive Analysis [<xref ref-type="bibr" rid="scirp.89649-ref21">21</xref>] in an appropriate room at the Swiss Centre of Scientific Research (CSRS), Abidjan. A group of 13 panelists (3 women and 10 men, 22 - 45 years of age), including students, laboratory technicians and teachers were trained for tasting atti&#233;k&#233; during 12 sessions. During seven-week sessions, panelists were trained and they learned to describe the quality attributes of atti&#233;k&#233; and using an unstructured linear scale.</p><p>A scale was used for each descriptor and reference products for intensity levels were defined (<xref ref-type="fig" rid="fig2">Figure 2</xref>). These references were presented to the tasters for better describing the different quality attributes.</p><p>Each session of sensory analysis performed during the period of harvesting cassava roots (12 months of age) was preceded by a three-session recycling test.</p><p>2) Quantitative sensory profiling</p><p>A 100 mm unstructured linear scale (minimal intensity = Not at all; maximum intensity = Strong) was used to measure the intensity of each descriptor.</p><p>The taster was invited to mark the intensity of the sensation perceived for each descriptor with a vertical line. For a tasting session, tasters were divided into two groups. Three sessions corresponding to three sessions were conducted. Each session lasted for two days (duration of atti&#233;k&#233; production). The samples were identified by three-digit codes on self-adhesive papers. In a coded hollow dish, 100 - 130 g of atti&#233;k&#233; (temperature = 30˚C) was distributed monadically and randomly. The panelist were seated separately, one per table.</p><p>For the final tests, the proposed scale was linear and unstructured with no references to the extremities.</p><p>15 attributes describing organoleptic properties (appearance, odor, aroma, texture and savor) of atti&#233;k&#233; were selected. At the level of optical appearance, the descriptors were yellow color, brightness, well-shaped grains, size of grains, round or angular grains, presence of fibers as well as moisture. Furthermore, the intensity and the presence of the characteristic odor of atti&#233;k&#233; were evaluated. With the fingers (texture), elasticity of atti&#233;k&#233; and cohesion between grains (glue effect) were tested. In the mouth firmness, aroma, granular structure, acid and sweetness were tested. The descriptors of atti&#233;k&#233; quality were established compared to reference products.</p><p>A total of four atti&#233;k&#233; from four selected varieties of cassava were tested (<xref ref-type="fig" rid="fig3">Figure 3</xref> and <xref ref-type="fig" rid="fig4">Figure 4</xref>). The atti&#233;k&#233; of variety IAC served as control.</p></sec></sec><sec id="s2_7"><title>2.7. Statistical Analysis</title><p>Statistical analysis was performed using SAS software version 8.0.</p><p>A three-factor variance analysis model was used, the three factors being repetition (session corresponds to repetition), panelist (random effect) and atti&#233;k&#233; product (atti&#233;k&#233; was linked to variety).</p><p>The dependent variable responses were: hedonic character, yellow color, brightness (translucency), well-formed grains, grain size, rounded grains, presence of fibers, moist, aroma, cohesion between grains, elastic character, firm character, granular structure, acid and sweet taste. The significant threshold is α = 0.05.</p><p>The statistical tests of hedonic analysis were carried out on data obtained from three repetitions of tasting. For these measured hedonic variables, the means were calculated. With pairwise comparison of averages, a classification of notes obtained during tasting was realized. For the quantitative sensory profiling, statistical analysis was carried out on data obtained from three repetitions of tasting. For measured variables, means were calculated and sensory profiles of the four atti&#233;k&#233; were established.</p><p>Calculation of Pearson correlation coefficient was performed between different sensory attributes of atti&#233;k&#233; and between different sensory attributes and biochemical parameters (<xref ref-type="table" rid="table2">Table 2</xref>) to determine the significant correlations.</p><p>A principal component analysis was made for varieties and quality descriptors of atti&#233;k&#233;.</p><p>The mathematical model of three-factor analysis (with random effect) was as following</p><p>Y i j k = μ + i + j + k + ε j k + e i j k</p><p>with</p><p>Y<sub>ijk</sub> = response variable,</p><p>&#181; = constant,</p><p>α<sub>i</sub> = panelist effect which is random,</p><p>β<sub>j</sub> = product effect (fixed variable),</p><p>γ<sub>j</sub> = repetition effect (fixed variable),</p><p>ε<sub>jk</sub> = product interaction effect * repetition,</p><p>e<sub>ijk</sub> = residual errors,</p><p>The significant threshold was α = 0.05.</p></sec></sec><sec id="s3"><title>3. Results</title><sec id="s3_1"><title>3.1. Hedonic Evaluation of Atti&#233;k&#233;</title><p>There was no panelist effect (p = 0.3194), nor a repetition effect (p = 0.1011). However, there was a product effect (p = 0.0002) as well as repetitive and product interaction effects (p = 0.0319) on hedonic characters. Atti&#233;k&#233; of variety IAC (control) had the highest score (7.00) meaning a good level on the 9-point hedonic scale. Atti&#233;k&#233; of variety Bonoua obtained the smallest hedonic note (5.30). The atti&#233;k&#233; of the improved varieties Olekanga and TMS 4 (2) 1425 received 6.60 and 6.00, respectively, which indicates a rather good level on the hedonic scale. The pairwise comparison of hedonic scores indicated that atti&#233;k&#233; of variety Bonoua was different from atti&#233;k&#233; of IAC, Olekanga and TMS 4 (2) 1425 (p = 0.0001, p = 0.0008 and p = 0.0409). The atti&#233;k&#233; of TMS 4 (2) 1425 was different from IAC (p = 0.02540) but not different from Olekanga (p = 0.1467). Similarly, the latter was not significantly different from IAC (p = 0.4234), (<xref ref-type="table" rid="table3">Table 3</xref>).</p><table-wrap id="table3" ><label><xref ref-type="table" rid="table3">Table 3</xref></label><caption><title> Ranging of means of hedonic notes of 4 atti&#233;k&#233; from 4 cassava varieties by native tasters</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Variety</th><th align="center" valign="middle" >Means of hedonic notes</th><th align="center" valign="middle" >Ranging</th></tr></thead><tr><td align="center" valign="middle" >IAC</td><td align="center" valign="middle" >7.00</td><td align="center" valign="middle" >a</td></tr><tr><td align="center" valign="middle" >Olekanga (TME 9)</td><td align="center" valign="middle" >6.60</td><td align="center" valign="middle" >ab</td></tr><tr><td align="center" valign="middle" >TMS 4(2)1425</td><td align="center" valign="middle" >6.00</td><td align="center" valign="middle" >b</td></tr><tr><td align="center" valign="middle" >Bonoua</td><td align="center" valign="middle" >5.30</td><td align="center" valign="middle" >c</td></tr></tbody></table></table-wrap></sec><sec id="s3_2"><title>3.2. Definition of the Descriptors of Quality, Mechanical Evaluation and Reference Products</title><p>The attributes for describing atti&#233;k&#233; were identified first. For profiling 15 appropriate important descriptors of appearance, flavor and texture were selected. <xref ref-type="table" rid="table4">Table 4</xref> presents the quality attributes and their reference products that were used only for the training sessions. <xref ref-type="table" rid="table5">Table 5</xref> shows the attributes chosen, their definition and the mechanism of appreciation.</p></sec><sec id="s3_3"><title>3.3. Sensory Evaluation of Atti&#233;k&#233;</title><p>The training of the panel for sensory evaluation of atti&#233;k&#233; was a very important step that the panelists were able to clearly identify the testing techniques for the different attributes of atti&#233;k&#233; quality.</p><p>The characters (moist, firm, cohesion between grains, odor, aroma and sweet) were much discussed by the panelists. For aroma and odor attributes, no reference product other than atti&#233;k&#233; was found.</p><p>The different descriptors considered for sensory measurements were: Yellow color, bright, well-formed grains, grain size, rounded grains, presence of fibers, moist, odor, elastic character, aroma, firm, acid and sweet.</p><sec id="s3_3_1"><title>3.3.1. Panelists’ Performance and Repetition Variation</title><p>A variance analysis model (mixed procedure) was used to evaluate data.</p><p>There were panelist, repetition, product as well as repetition and product interaction effects at the level of the dependent variables: yellow color, brightness, presence of fibers, grain cohesion, moisture content and elasticity (<xref ref-type="table" rid="table6">Table 6</xref>). Also three sources of variation were identified: panel, product and repetition.</p><p>The panel factor was significant (p &lt; 0.05) for all descriptors tested. The average intensities of panelists for atti&#233;k&#233; products were calculated for the different characters tested.</p><p>The factor product was very highly significant (p &lt; 0.001) for eight descriptors (yellow, bright, presence of fibers, moist, grain cohesion, elastic, granulous and acid) and highly significant for a single descriptor (aroma). There was a large difference between the four different atti&#233;k&#233; studied. However, the factor product was not significant (p &gt; 0.05) for well-formed grains, grain size, rounded grains, atti&#233;k&#233; odor, firm and sweet.</p><p>The repetition factor was not significant (p &gt; 0.05) in three cases (well-formed grains, rounded grains and aroma). It was significant (p &lt; 0.05) in six cases</p><table-wrap id="table4" ><label><xref ref-type="table" rid="table4">Table 4</xref></label><caption><title> Reference Products of quality descriptors for sensorial analysis of atti&#233;k&#233; on a scale ( 10 cm length)</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Attributes</th><th align="center" valign="middle" >Reference</th><th align="center" valign="middle" >intensity [mm]</th></tr></thead><tr><td align="center" valign="middle"  colspan="3"  >With eyes</td></tr><tr><td align="center" valign="middle" >Yellow color</td><td align="center" valign="middle" >Tapioca/non cooked Coucous Ferrero</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle" >Bright (Translucent)</td><td align="center" valign="middle" >Perles de Panzani/Placali</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle" >Well-formed grains</td><td align="center" valign="middle" >Attoukpou/non cooked Perles de Panzani</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle" >Size of grains</td><td align="center" valign="middle" >Wheat semolina middle grains/non cooked Perles de Panzani</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle" >Rounded grains</td><td align="center" valign="middle" >crushed wheat grains/egg of fish m&#226;choiron</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle" >Fibrous (Presence of fibers)</td><td align="center" valign="middle" >Gari</td><td align="center" valign="middle" >100</td></tr><tr><td align="center" valign="middle" >Moist</td><td align="center" valign="middle" >non cooked Ferrero couscous/wet gari (Water)</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle"  colspan="3"  >With nose</td></tr><tr><td align="center" valign="middle" >Odor of atti&#233;k&#233;</td><td align="center" valign="middle" >Freshly cooked atti&#233;k&#233;/atti&#233;k&#233; aged at least one week</td><td align="center" valign="middle" >100/0</td></tr><tr><td align="center" valign="middle"  colspan="3"  >With fingers</td></tr><tr><td align="center" valign="middle" >Elastic</td><td align="center" valign="middle" >Vegetable Sponge</td><td align="center" valign="middle" >100</td></tr><tr><td align="center" valign="middle" >Cohesion between grains</td><td align="center" valign="middle" >Cooked Couscous ferrero/Attoukpou</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle"  colspan="3"  >In the mouth</td></tr><tr><td align="center" valign="middle" >Aroma of atti&#233;k&#233;</td><td align="center" valign="middle" >Freshly cooked atti&#233;k&#233;/atti&#233;k&#233; aged at least one week</td><td align="center" valign="middle" >100/0</td></tr><tr><td align="center" valign="middle" >Firm</td><td align="center" valign="middle" >Well cooked Ferrero Couscous/non cooked Ferrero Couscous</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle" >Granulous</td><td align="center" valign="middle" >Garba/Atti&#233;k&#233; Agbodjama</td><td align="center" valign="middle" >0/100</td></tr><tr><td align="center" valign="middle"  colspan="3"  >The Savor</td></tr><tr><td align="center" valign="middle" >Acid</td><td align="center" valign="middle" >Acid Garba</td><td align="center" valign="middle" >100</td></tr><tr><td align="center" valign="middle" >Sweet</td><td align="center" valign="middle" >Boiled cassava Bonoua</td><td align="center" valign="middle" >100</td></tr></tbody></table></table-wrap><p>(grain size, odor, cohesion between grains, elastic, firm, and sweet), highly significant (p &lt; 0.01) for moist and acid and very highly significant (p &lt; 0.001) for yellow, bright, presence of fibers and granular characters. There was a large difference between at least two atti&#233;k&#233; of the four cassava varieties studied.</p></sec><sec id="s3_3_2"><title>3.3.2. Sensory Profile of Atti&#233;k&#233; Studied</title><p>The interpretation of the effects of products (atti&#233;k&#233;/variety), repetition and interaction (produced * repetition) included each quality descriptor. This allowed the establishment of the sensory profiling of the studied atti&#233;k&#233; from the general averages of each quality descriptor (<xref ref-type="fig" rid="fig5">Figure 5</xref> and <xref ref-type="fig" rid="fig6">Figure 6</xref>):</p><p>1) Yellow color descriptor</p><p>The atti&#233;k&#233; of TMS 4 (2) 1425 and Ol&#233;kanga were more yellow than of the two other varieties. However, atti&#233;k&#233; of variety IAC was more yellow than of Bonoua. The averages of 3 repetitions (53.70; 45.88; 56.12) showed that atti&#233;k&#233; of repetitions 1 and 3 were more yellow than that of repetition 2. The yellow color of</p><table-wrap id="table5" ><label><xref ref-type="table" rid="table5">Table 5</xref></label><caption><title> Quality attributes, definition and mechanism of appreciation for sensory evaluation of attiek&#233;</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Quality attribute</th><th align="center" valign="middle" >Definition</th><th align="center" valign="middle" >Mode of testing (English)</th><th align="center" valign="middle" >Mode de tester (French)</th></tr></thead><tr><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >With eyes</td><td align="center" valign="middle" >Avec les yeux</td></tr><tr><td align="center" valign="middle" >Yellow</td><td align="center" valign="middle" >Yellow color</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Bright (Translucent)</td><td align="center" valign="middle" >That is bright or shiny</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Well-formed grains</td><td align="center" valign="middle" >Which has well-modelled or manufactured grains, clearly visible</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Size of grains</td><td align="center" valign="middle" >Showing a size from small to big</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Rounded grains</td><td align="center" valign="middle" >Which has a round form</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Fibrous</td><td align="center" valign="middle" >Presence of fibers.</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Moist</td><td align="center" valign="middle" >Which has the appearance of a paste, that contains balls and too much water</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >With nose</td><td align="center" valign="middle" >Avec le nez</td></tr><tr><td align="center" valign="middle" >Odor of atti&#233;k&#233;</td><td align="center" valign="middle" >Which has a characteristic (fermented) odor proper to atti&#233;k&#233; that allows to distinguish it from others foods</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >With fingers</td><td align="center" valign="middle" >Avec les doigts</td></tr><tr><td align="center" valign="middle" >Elastic</td><td align="center" valign="middle" >Which takes its initial form after force of pressure</td><td align="center" valign="middle" >Make a ball of atti&#233;k&#233; in the palm with the hand, squeeze the ball once and release, see how the atti&#233;k&#233; returns to its original form.</td><td align="center" valign="middle" >Faire une boule d’atti&#233;k&#233; dans la paume avec la main, presser la boule une fois et rel&#226;cher, voir comment l’atti&#233;k&#233; reprend sa forme initiale.</td></tr><tr><td align="center" valign="middle" >Cohesion between grains</td><td align="center" valign="middle" >Which shows a cohesion between granules or granules pressed against each other</td><td align="center" valign="middle" >Press the atti&#233;k&#233; with your fingertips and judge how the grains stick together by releasing the fingers.</td><td align="center" valign="middle" >Presser l’atti&#233;k&#233; avec le bout des doigts et juger comment les grains se collent entre eux en rel&#226;chant les doigts.</td></tr><tr><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >In the mouth</td><td align="center" valign="middle" >Dans la bouche</td></tr><tr><td align="center" valign="middle" >Aroma of atti&#233;k&#233;</td><td align="center" valign="middle" >Which has a characteristic aroma of atti&#233;k&#233;</td><td align="center" valign="middle" >Chew a ball of at least 25 g and appreciate the intensity of the flavor.</td><td align="center" valign="middle" >M&#226;cher une boule d’au moins 25 g et appr&#233;cier l’intensit&#233; de l’ar&#244;me.</td></tr><tr><td align="center" valign="middle" >Firm</td><td align="center" valign="middle" >Which shows high resistance to distortion</td><td align="center" valign="middle" >Press the atti&#233;k&#233; with the teeth (preferably on the first stroke of the chew) and judge whether the food is soft or firm.</td><td align="center" valign="middle" >Presser l’atti&#233;k&#233; avec les dents (de pr&#233;f&#233;rence au premier coup de m&#226;che) et constater si l’aliment est mou ou ferme.</td></tr><tr><td align="center" valign="middle" >Granulous</td><td align="center" valign="middle" >Sensation of grains in the mouth when eating atti&#233;k&#233;</td><td align="center" valign="middle" >Feel the grains by eating the atti&#233;k&#233;.</td><td align="center" valign="middle" >Sentir les grains en mangeant l’atti&#233;k&#233;.</td></tr><tr><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >Savor</td><td align="center" valign="middle" >Ar&#244;me</td></tr><tr><td align="center" valign="middle" >Acid</td><td align="center" valign="middle" >Sensation of acidity</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Sweet</td><td align="center" valign="middle" >Sensation of sweetness</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr></tbody></table></table-wrap><p>atti&#233;k&#233; from the improved varieties TMS 4 (2) 1425 and Olekanga was more stable regardless of repetitions, while variety IAC was less yellow at repetition 1. Atti&#233;k&#233; of Bonoua was almost white in repetitions 2 (average = 13.41), 3 (57.41) and 4 (55.66).</p><table-wrap id="table6" ><label><xref ref-type="table" rid="table6">Table 6</xref></label><caption><title> Analyse of variance of sensory attributes of four atti&#233;k&#233;</title></caption><table><tbody><thead><tr><th align="center" valign="middle"  rowspan="2"  >Attribut</th><th align="center" valign="middle"  colspan="2"  >Variance (P value)</th><th align="center" valign="middle"  colspan="3"  >P value</th></tr></thead><tr><td align="center" valign="middle" >Panel</td><td align="center" valign="middle" >Residual</td><td align="center" valign="middle" >Product</td><td align="center" valign="middle" >Repetition</td><td align="center" valign="middle" >Product*Rep</td></tr><tr><td align="center" valign="middle" >Yellow color</td><td align="center" valign="middle" >120.15 (0.0154)</td><td align="center" valign="middle" >123.93 (0.0001)</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0001</td></tr><tr><td align="center" valign="middle" >Bright</td><td align="center" valign="middle" >169.92 (0.0132)</td><td align="center" valign="middle" >114.65 (0.0001)</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0001</td></tr><tr><td align="center" valign="middle" >Well-formed grains</td><td align="center" valign="middle" >76.05 (0.0156)</td><td align="center" valign="middle" >80.45 (0.0001)</td><td align="center" valign="middle" >0.7161</td><td align="center" valign="middle" >0.1092</td><td align="center" valign="middle" >0.1048</td></tr><tr><td align="center" valign="middle" >Size of grains</td><td align="center" valign="middle" >119.61 (0.0125)</td><td align="center" valign="middle" >66.54 (0.0001)</td><td align="center" valign="middle" >0.9021</td><td align="center" valign="middle" >0.0413</td><td align="center" valign="middle" >0.2226</td></tr><tr><td align="center" valign="middle" >Rounded grains</td><td align="center" valign="middle" >313.40 (0.0108)</td><td align="center" valign="middle" >76.93 (0.0001)</td><td align="center" valign="middle" >0.4802</td><td align="center" valign="middle" >0.5549</td><td align="center" valign="middle" >0.0089</td></tr><tr><td align="center" valign="middle" >Fibrous (Presence of fibers)</td><td align="center" valign="middle" >193.44 (0.0119)</td><td align="center" valign="middle" >86.63 (0.0001)</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0004</td><td align="center" valign="middle" >0.0001</td></tr><tr><td align="center" valign="middle" >Moist</td><td align="center" valign="middle" >170.44 (0.0127)</td><td align="center" valign="middle" >101.58 (0.0001)</td><td align="center" valign="middle" >0.0039</td><td align="center" valign="middle" >0.0350</td><td align="center" valign="middle" >0.0123</td></tr><tr><td align="center" valign="middle" >Odor of atti&#233;k&#233; (fermented odor)</td><td align="center" valign="middle" >162.66 (0.0133)</td><td align="center" valign="middle" >111.26 (0.0001)</td><td align="center" valign="middle" >0.5480</td><td align="center" valign="middle" >0.0864</td><td align="center" valign="middle" >0.8080</td></tr><tr><td align="center" valign="middle" >Cohesion between grains</td><td align="center" valign="middle" >237.40 (0.0112)</td><td align="center" valign="middle" >76.85 (0.0001)</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0182</td><td align="center" valign="middle" >0.0003</td></tr><tr><td align="center" valign="middle" >Elastic</td><td align="center" valign="middle" >152.29 (0.0119)</td><td align="center" valign="middle" >68.50 (0.0001)</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0137</td><td align="center" valign="middle" >0.0511</td></tr><tr><td align="center" valign="middle" >Aroma of atti&#233;k&#233;</td><td align="center" valign="middle" >226.68 (0.0134)</td><td align="center" valign="middle" >122.28 (0.0001)</td><td align="center" valign="middle" >0.0141</td><td align="center" valign="middle" >0.0641</td><td align="center" valign="middle" >0.8283</td></tr><tr><td align="center" valign="middle" >Firm</td><td align="center" valign="middle" >269.00 (0.0116)</td><td align="center" valign="middle" >107.64 (0.0001)</td><td align="center" valign="middle" >0.0557</td><td align="center" valign="middle" >0.0184</td><td align="center" valign="middle" >0.0117</td></tr><tr><td align="center" valign="middle" >Granulous</td><td align="center" valign="middle" >185.99 (0.0113)</td><td align="center" valign="middle" >63.37 (0.0001)</td><td align="center" valign="middle" >0.0001</td><td align="center" valign="middle" >0.0009</td><td align="center" valign="middle" >0.9279</td></tr><tr><td align="center" valign="middle" >Acid</td><td align="center" valign="middle" >341.37 (0.0119)</td><td align="center" valign="middle" >154.61 (0.0001)</td><td align="center" valign="middle" >0.0012</td><td align="center" valign="middle" >0.0078</td><td align="center" valign="middle" >0.1688</td></tr><tr><td align="center" valign="middle" >Sweet</td><td align="center" valign="middle" >242.34 (0.0120)</td><td align="center" valign="middle" >114.79 (0.0001)</td><td align="center" valign="middle" >0.6312</td><td align="center" valign="middle" >0.0305</td><td align="center" valign="middle" >0.1592</td></tr></tbody></table></table-wrap><p>Variance and P value are known for panel factor (13 panelists) and residual error. F value for two others factors: product and repetition (four products and three repetitions). Rep = Repetition.</p><p>2) Brightness descriptor</p><p>Atti&#233;k&#233; of variety Ol&#233;kanga was brighter (68.35) than of TMS 4 (2) 1425</p><p>(61.40) and even more brilliant than atti&#233;k&#233; of IAC (51.81). Atti&#233;k&#233; of variety Bonoua has remained the least brilliant (46.32). The atti&#233;k&#233; tested at repetition 3 (67.14) was brighter than those of repetitions 1 (51.12) and 2 (52.63).</p><p>3) Well-formed grains descriptor</p><p>There was no significant difference between the different varieties (p = 0.7161) and between the 3 replicates (p = 0.1092) for the descriptor well-formed grains. The grains of all atti&#233;k&#233; produced were well visible and well-built. The four atti&#233;k&#233; from IAC, Bonoua, Olekanga, TMS 4 (2) 1425 obtained means of 66.49; 65.07; 64.11 and 65.70.</p><p>4) Grain size descriptor</p><p>The difference between atti&#233;k&#233; of local and improved cassava was not significant for the grain size character (p = 0.9021). The comparison of repetitions showed that at least one repetition was different from the two others (p = 0.0413). However, the same size was noted within repetitions for all varieties. The repetition 3 (38.45) had a larger grain size than repetitions 1 (35.73) and 2 (34.23).</p><p>5) Grain shape descriptor</p><p>There was a significant difference between the four atti&#233;k&#233; for the interaction effect between product and repetition concerning grain shape. At repetition 1, the grains of atti&#233;k&#233; obtained from variety Bonoua (53.17) were more rounded than those of TMS 4 (2) 1425 (52.50), Ol&#233;kanga (46.33) and IAC (41.75). In general, variety Bonoua led to more rounded grains compared to the other varieties in all three repetitions. However, there was no variety (p = 0.4802) and repetition effect (p = 0.5549).</p><p>6) Presence of fibers descriptor</p><p>There was a significant difference in the presence of fibers between atti&#233;k&#233; (p = 0.0001) from the different repetitions (p = 0.0004) and there was a product interaction effect * repetition (p = 0. 0001). Considering means of the three replicates, atti&#233;k&#233; of IAC contained more fibers (34.90) than TMS 4 (2) 1425, Bonoua and Olekanga varieties (31.93, 25.37 and 23.73). The fibers content in these finished products of the four atti&#233;k&#233; was low compared to the average. In repetition 1, atti&#233;k&#233; of IAC had a higher fiber content (53.25) than of all other varieties independent of the repetition. Moreover, the fiber content in atti&#233;k&#233; of the other varieties studied remained constant independent of the repetition. The atti&#233;k&#233; of the local variety IAC had only few fibers at the level of repetitions 2 (26.16) and 3 (25.29).</p><p>7) Moist descriptor</p><p>The difference in moisture content between atti&#233;k&#233; of Bonoua, Olekanga, TMS 4 (2) 1425 and IAC varieties was highly significant (p = 0.0039). There was also a significant repetition (p = 0.0350) and interaction effect (p = 0.0123). Atti&#233;k&#233; of IAC, Bonoua and TMS 4 (2) 1425 (28.68, 29.18 and 30.44) were relatively dry compared to atti&#233;k&#233; of Ol&#233;kanga (35.55).</p><p>8) Odor descriptor</p><p>There was no significant difference in odor of atti&#233;k&#233; of Bonoua, Olekanga, TMS 4 (2) 1425 and IAC varieties (p = 0.5480). There was no interaction effect between products and repetitions (p = 0.8080). However, there was a low repetition effect (p = 0.0864) due to significant differences (p = 0.0293) between repetitions 1 and 3.</p><p>9) Cohesion between grains descriptor</p><p>Atti&#233;k&#233; of variety Ol&#233;kanga showed a stronger cohesion between grains (60.78) than of Bonoua, IAC and TMS 4 (2) 1425 varieties (51.10; 53.40) with a high significance (p = 0.0001). Atti&#233;k&#233; of IAC exhibited the weakest cohesion between grains. Concerning repetitions, there was a significant difference between repetitions 1 and 3 (p = 0.0043). Moreover, cohesion between grains of all four atti&#233;k&#233; increased with repetition, except in atti&#233;k&#233; of variety Bonoua for which cohesion between grains evolved in the opposite direction.</p><p>10) Elastic descriptor</p><p>The comparison of the four atti&#233;k&#233; showed no significant difference for elasticity between Bonoua, IAC and TMS 4 (2) 1425 (respectively 54.60, 50.51, 51.42). However, atti&#233;k&#233; of variety Olekanga showed higher elasticity (59.15) than atti&#233;k&#233; of the three other cassava varieties. At the level of repetitions, the elasticity mean of repetition 1 (54.83) was not different from repetition 3 (55.85) with p = 0.5468.</p><p>11) Aroma descriptor</p><p>There was a significant difference (p = 0.0141) between aroma in atti&#233;k&#233; of the cassava varieties studied. Attiek&#233; of Bonoua had a less intense aroma (43.36) than atti&#233;k&#233; of IAC, Olekanga and TMS 4 (2) 1425 (49.44, 49.32, 51.58). For the four atti&#233;k&#233;, the intensity of aroma did not vary considerably among repetitions.</p><p>12) Firm descriptor</p><p>The comparison of the four atti&#233;k&#233; showed that there was a significant difference between atti&#233;k&#233; of IAC and Olekanga varieties with respect to firmness (p = 0.0088). Atti&#233;k&#233; of variety IAC was firmer (59.47) than atti&#233;k&#233; of the improved variety Olekanga (52.96). Atti&#233;k&#233; of Bonoua and TMS 4 (2) 1425 was not significantly less firm (54.64 and 56.42, respectively) than attiek&#233; of IAC. In contrast, the difference between the 3 repetitions was significant (p = 0.0184), but repetitions 1 and 3 were not different from each other (p = 0.7165).</p><p>13) Granulous descriptor</p><p>The difference between means of granulousity of the four atti&#233;k&#233; was highly significant (p = 0.0001). Similarly, the difference in repetitions was significant (p &lt; 0.001). The comparison of averages revealed that atti&#233;k&#233; of variety Olekanga (58.72) was significantly less granulous (p &lt; 0.0001) than atti&#233;k&#233; of Bonoua, IAC and TMS 4 (2) 1425 (68.21, 66.57, 65.68 respectively). Repetition 3 (61.42) was significantly different (p = 0.01) from repetitions 1 (67.63) and 2 (65.34). The atti&#233;k&#233; produced at repetition 3 possessed the least pronounced granular character.</p><p>14) Acid descriptor</p><p>The comparison of the acid character of atti&#233;k&#233; showed that only atti&#233;k&#233; of variety Bonoua was significantly different from the atti&#233;k&#233; of the three other varieties. The local variety Bonoua resulted in the least acid atti&#233;k&#233; (27.31) compared to atti&#233;k&#233; of IAC, Olekanga and TMS 4 (2) 1425 (37.88, 37.58 and 34.79, respectively). When considering means of the three repetitions (32.32, 31.90 and 39.04, respectively), repetition 3 was significantly different from repetitions 1 and 2.</p><p>15) Sweet descriptor</p><p>There was no significant difference in sweetness between atti&#233;k&#233; derived from the four cassava varieties (p = 0.6312). On the whole, the sweet descriptor was not a criterion for differentiating atti&#233;k&#233;. Atti&#233;k&#233; of all varieties were close to the average of the sensory scale. Between the three repetitions (47.54, 50.72 and 44.86, respectively), only repetition 3 was significantly different from repetition 2 (p = 0.0085).</p></sec><sec id="s3_3_3"><title>3.3.3. Correlations between Sensory Attributes</title><p>Pearson correlation coefficients (<xref ref-type="table" rid="table7">Table 7</xref>) revealed that the descriptor yellow color of atti&#233;k&#233; was significantly correlated with descriptors bright (p &lt; 0.0001, r = 0.91), aroma (p &lt; 0.01, r = 0.72), well-formed grains (p &lt; 0.05, r = 0.56) and rounded grains (p &lt; 0.05, r = 0.57). Brightness was significantly positive correlated with the descriptors odor (p &lt; 0.05, r = 0.61), aroma intensity (p &lt; 0.05, r = 0.61) and inversely correlated with the descriptor granulous (p &lt; 0.05, r = −0.59). The descriptor well-formed grains was significantly positive correlated with the descriptor rounded grains (p &lt; 0.01, r = 0.70) and inversely correlated with the moisture content (p &lt; 0.01, r = −0.68). The presence of fibers was significantly negative correlated with grain cohesion (p &lt; 0.05, r = −0.59) and positive correlated with firmness (p &lt; 0.001, r = 0.85). The moisture content was significantly positive correlated with the descriptors odor (p &lt; 0.05, r = 0.58), cohesion</p><table-wrap id="table7" ><label><xref ref-type="table" rid="table7">Table 7</xref></label><caption><title> Correlation between measured different sensory descriptors of atti&#233;k&#233;</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Variables</th><th align="center" valign="middle" >Yellow</th><th align="center" valign="middle" >Bright</th><th align="center" valign="middle" >Well-formed grain</th><th align="center" valign="middle" >Size of grains</th><th align="center" valign="middle" >Rounded grains</th><th align="center" valign="middle" >Fibrous</th><th align="center" valign="middle" >Moist</th><th align="center" valign="middle" >Odor of atti&#233;k&#233;</th><th align="center" valign="middle" >Cohesion between grains</th><th align="center" valign="middle" >Elastic</th><th align="center" valign="middle" >Aroma of atti&#233;k&#233;</th><th align="center" valign="middle" >Firm</th><th align="center" valign="middle" >Granulous</th><th align="center" valign="middle" >Acid</th><th align="center" valign="middle" >Sweet</th></tr></thead><tr><td align="center" valign="middle" >Yellow</td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Bright</td><td align="center" valign="middle" >0.91</td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Well-formed grains</td><td align="center" valign="middle" >0.56</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Size of grains</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Rounded grains</td><td align="center" valign="middle" >0.57</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.70</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Fibrous</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Moist</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >− 0.68</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Odor of atti&#233;k&#233;</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.61</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Cohesion between grains</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >− 0.59</td><td align="center" valign="middle" >0.82</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Elastic</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.58</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.59</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.75</td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Aroma of atti&#233;k&#233;</td><td align="center" valign="middle" >0.72</td><td align="center" valign="middle" >0.61</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.71</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Firm</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.85</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Granulous</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >− 0.59</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >− 0.64</td><td align="center" valign="middle" >− 0.59</td><td align="center" valign="middle" >− 0.74</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Acid</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.54</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.78</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >− 0.63</td><td align="center" valign="middle" >1</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Sweet</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0.51</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >1</td></tr></tbody></table></table-wrap><p>Pearson Correlation Coefficients, Prob &gt; |r| under H0: Rho = 0.</p><p>between grains (p &lt; 0.001, r = 0.82), elastic (p &lt; 0.05, r = 0.59) and sweet (p &lt; 0.05, r = 0.51). The odor of atti&#233;k&#233; was significantly positive correlated with the descriptors aroma intensity (p &lt; 0.01, r = 0.71), acid (p &lt; 0.05, r = 0.54) and negatively with the descriptor granulous (p &lt; 0.05, r = −0.59). The cohesion between grains was significantly positive correlated with elasticity (p &lt; 0.001, r = 0.75) and negatively with granulousity (p &lt; 0.001, r = −0.74). Aroma intensity was positively correlated with the descriptor acid (p &lt; 0.001, r = 0.78). The latter was inversely correlated with the descriptor granulous (p &lt; 0.05, r = −0.63).</p></sec><sec id="s3_3_4"><title>3.3.4. Correlations between Sensory Attributes and the Four Atti&#233;k&#233; Studied</title><p>The principal component analysis of the sensorial profile of the four atti&#233;k&#233; is shown in Figures 7(a)-(c). The table of eigenvalues explained variances resulting from this analysis, indicating that two main components were sufficient to represent more than 92% (cumulative percentage) of the initial inertia (of searched information). The axes 1 and 2 explain 92% of information resulting</p><p>from the representation of coordinates of individuals with respect to the axes. The first main component accounts for 57% and the second for 35% of information. This means that the attributes tested have been reduced to two dimensions and 92% of total information can be explained by the graphs obtained. The axis 1 of correlation circle contrasted brightness, sweetness, grain cohesion and moisture with the attributes granular and rounded grains (<xref ref-type="fig" rid="fig7">Figure 7</xref>(a)). The axis 1 of graph (<xref ref-type="fig" rid="fig7">Figure 7</xref>(a)) highlighted an opposition between atti&#233;k&#233; of the improved variety Olekanga and those of local varieties Bonoua and IAC. Atti&#233;k&#233; of variety Olekanga (cont1: 50.33) strongly contributes to axis 1.</p><p>Finally atti&#233;k&#233; of Olekanga was brighter, sweeter, had a stronger cohesion of grains and was moister than atti&#233;k&#233; of varieties Bonoua and IAC. Atti&#233;k&#233; of these two varieties were more granulous and had more rounded grains. The axis 2 of correlation circle contrasted the attributes well-formed, fibrous, firm, acid and odor of atti&#233;k&#233; with grain size (<xref ref-type="fig" rid="fig7">Figure 7</xref>(b)).</p><p>The axis 2 of graph (<xref ref-type="fig" rid="fig7">Figure 7</xref>(b)) contrasted atti&#233;k&#233; of local variety Bonoua with those of IAC and TMS 4 (2) 1425. The two atti&#233;k&#233; of Bonoua (Cont2: 37.24) and IAC (Cont2: 27.10) strongly contributed to axis 2. The third main component was mainly linked to the quality descriptors yellow, grain size and rounded grains.</p><p>Atti&#233;k&#233; of the improved variety TMS 4 (2) 1425 strongly contributed to axis 3 and was strongly associated with the descriptors: yellow, grain size and rounded grains (<xref ref-type="fig" rid="fig7">Figure 7</xref>(c)).</p></sec><sec id="s3_3_5"><title>3.3.5. Correlations between Sensory Attributes and Biochemical Characteristics of Atti&#233;k&#233;</title><p>Pearson correlation coefficients (<xref ref-type="table" rid="table8">Table 8</xref>) showed that pH of atti&#233;k&#233; was significantly positive correlated with grain size (r = 0.99, p &lt; 0.0001) and inversely correlated with acidity perceived by the sensory panel (r = −0.92, p ≤ 0.05). The acid taste of atti&#233;k&#233; was significantly inverse correlated with grain size (r = −0.93, p &lt; 0.05) and rounded grains (r = −0.98, p &lt; 0.05).</p><p>The starch content of the cassava tuber was significantly positive correlated with a granular structure (r = 0.97, p &lt; 0.05) and inversely with brightness (r = −0.96, p &lt; 0.05), moisture (r = 0.97, p &lt; 0.05), grain cohesion (r = 0.96, p &lt; 0.05) and sweetness (r = 0.95, p ≤ 0.05) of prepared atti&#233;k&#233;. The total amount of sugars of attiek&#233; was significantly positive correlated with yellow (r = 0.96, p &lt; 0.05) and aroma intensity (r = 0.96, p &lt; 0.05) whereas the reducing sugars of attiek&#233; were significantly positive correlated with the color yellow (r = 0.99, p &lt; 0.01), odor (r = 0.95, p &lt; 0.05) and aroma intensity (r = 0.96, p &lt; 0.05). The cyanide content was significantly correlated with presence of fibers (r = 0.95, p ≤ 0.05).</p><p>The total amount of sugars of attiek&#233; was significantly positive correlated with yellow (r = 0.96, p &lt; 0.05) and aroma intensity (r = 0.96, p &lt; 0.05) whereas the reducing sugars of attiek&#233; were significantly positive correlated with the color yellow (r = 0.99, p &lt; 0.01), odor (r = 0.95, p &lt; 0.05) and aroma intensity (r = 0.96, p &lt; 0.05). The cyanide content was significantly correlated with presence of</p><table-wrap id="table8" ><label><xref ref-type="table" rid="table8">Table 8</xref></label><caption><title> Correlation between physicochemical characteristics and sensory attributes of atti&#233;k&#233;</title></caption><table><tbody><thead><tr><th align="center" valign="middle" ></th><th align="center" valign="middle"  colspan="6"  >Physicochemical parameters</th></tr></thead><tr><td align="center" valign="middle" >Sensory attributes</td><td align="center" valign="middle" >pH</td><td align="center" valign="middle" >Titrable acidity</td><td align="center" valign="middle" >Starch</td><td align="center" valign="middle" >Total sugars</td><td align="center" valign="middle" >Reducing sugars</td><td align="center" valign="middle" >Cyanide (HCN)</td></tr><tr><td align="center" valign="middle" >Yellow color</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = 0.96 p &lt; 0.05</td><td align="center" valign="middle" >r = 0.99 p &lt; 0.01</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Bright (Translucent)</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = −0.96 p &lt; 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Size of grains</td><td align="center" valign="middle" >r = 0.99 p &lt; 0.0001</td><td align="center" valign="middle" >r = −0.93 p &lt; 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Rounded grains</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = −0.98 p &lt; 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Fibrous</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = 0.95 P ≤ 0.05</td></tr><tr><td align="center" valign="middle" >Moist</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = −0.97 p &lt; 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Odor of atti&#233;k&#233;</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = 0.95 P &lt; 0.05</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Cohesion between grains</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = −0.96 P &lt; 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Aroma of atti&#233;k&#233;</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = 0.96 P &lt; 0.05</td><td align="center" valign="middle" >r = 0.96 P &lt; 0.05</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Granulous</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = 0.97 P &lt; 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Acid</td><td align="center" valign="middle" >r = −0.92 P ≤ 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >Sweet</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >r = −0.95 P ≤ 0.05</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr></tbody></table></table-wrap><p>Pearson Correlation Coefficients, Prob &gt; |r| under H0: Rho = 0. NB: This table showed the sensory attributes that are correlated with physicochemical variables of atti&#233;k&#233;.</p><p>fibers (r = 0.95, p ≤ 0.05).</p></sec></sec></sec><sec id="s4"><title>4. Discussion</title><sec id="s4_1"><title>4.1. Relationship between Quality and Choice of Atti&#233;k&#233;</title><p>Pearson correlation coefficients between attributes studied revealed that the yellow character may indicate brightness of atti&#233;k&#233; at the level of appearance. The attribute well-formed grains may well account for characters rounded grains and moist. The attribute acid may be linked to odor and aroma intensity. Sweet may be positively related to the flavor of atti&#233;k&#233;. The cohesion character between grains may account for the attributes elastic and moist.</p><p>Firmness may be influenced by the presence of fibers. The four attributes: grain size, granular character, firmness and cohesion between grains were the most relevant textural characteristics for atti&#233;k&#233;. Based on Pearson correlations the 15 descriptors could be reduced to 9 determinants for the organoleptic quality of atti&#233;k&#233; for future analyses. These were the attributes yellow, well-formed grains, acid, odor, sweet, firm, size of grains, granulous and cohesion of grains. However, odor and aroma intensity of atti&#233;k&#233; were highly correlated with the acid character.</p><p>The odorous components were not identified but may be lactic acid, aldehyde, ethanol, and acetic acid produced during fermentation of the pulp of cassava roots. In addition to its fundamental role in acidulated savor, acid has a great influence on the sensory perception of volatile components of food. These volatile compounds are the main components of the typical aroma and aftertaste of a food [<xref ref-type="bibr" rid="scirp.89649-ref22">22</xref>] . Non-volatile compounds such as sugars, acids, and minerals are responsible for acidulated, sweet, slightly bitter and salty savors of atti&#233;k&#233;. The sweetness of atti&#233;k&#233; was not correlated with any other attributes. The sweet taste may be correlated with non-volatile chemicals such as total sugars or starch content. The correlation of well-formed grains with rounded grains may easily be determined by the skills of producers. The term well-formed grain refers to the expertise of the producers [<xref ref-type="bibr" rid="scirp.89649-ref23">23</xref>] .</p><p>The importance of descriptors (size of grains and granules) is determinant for texture. The cohesion between grains remains an important attribute for both producers and consumers [<xref ref-type="bibr" rid="scirp.89649-ref23">23</xref>] . This attribute refers to the strength of bonds between atti&#233;k&#233; grains containing gelled and viscous starch during steam cooking [<xref ref-type="bibr" rid="scirp.89649-ref24">24</xref>] and might be important for a desired moisture content and elasticity of atti&#233;k&#233;. The heat treatment of starch in a moist environment results in gelatinization. At nutritional level, gelatinization of starch makes it digestible. The gelatinization of starch during the steam cooking of atti&#233;k&#233; is also responsible for its brightness [<xref ref-type="bibr" rid="scirp.89649-ref24">24</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref25">25</xref>] , and therefore its brilliance. This brings out the color of atti&#233;k&#233;, which is often referred to creamy or bright yellow.</p></sec><sec id="s4_2"><title>4.2. Relationship between Hedonic and Organoleptic Qualities of the Atti&#233;k&#233;</title><p>The sensory properties may strongly contribute to the difference in appreciation by naive tasters of the four atti&#233;k&#233;.</p><p>The sensory profiles of the studied cassava atti&#233;k&#233; revealed that the main differences at the level of quality concern the nine attributes yellow, bright, fibrous, cohesion between grains, elastic, moist, granulous, acid and intensity of aroma.</p><p>Atti&#233;k&#233; of IAC, the most appreciated cassava variety by naive tasters, exhibited higher scores in acid, granulous, aroma intense, firm and fibrous characters compared to atti&#233;k&#233; of the other varieties. One could interpret that consumers are sensitive to these quality parameters. So, with regard to the quality of atti&#233;k&#233; Ebri&#233;, it is important the savor being acidulated with a characteristic aroma of atti&#233;k&#233;, a granulous and firm texture. Referring to atti&#233;k&#233; of variety Olekanga, the quality criteria bright, sweet, cohesion between grains, elastic and moist were important for consumers.</p><p>The brightness was highly correlated with yellow and was important for consumers of atti&#233;k&#233;. The results showed that while atti&#233;k&#233; from variety IAC was the most fibrous, it contained few fibers relatively to the average of evaluation. The cohesion between grains was high for atti&#233;k&#233; of variety Olekanga and proportional to its moisture content.</p><p>According to the references [<xref ref-type="bibr" rid="scirp.89649-ref26">26</xref>] and [<xref ref-type="bibr" rid="scirp.89649-ref27">27</xref>] , the desired viscosity and texture of starches are obtained after cooking in water. The starch granules absorb water corresponding to about 40% to 50% of their weight. However, atti&#233;k&#233; starch of the improved variety Olekanga tends to absorb more water than starch of the other examined cassava varieties.</p><p>Furthermore, the solubility and viscosity of starch seems to be related to toxicity of cassava variety. According to the reference [<xref ref-type="bibr" rid="scirp.89649-ref28">28</xref>] , starches of bitter cassava varieties are characterized by high solubility and low viscosity. These physicochemical parameters may explain that the bitter variety IAC exhibited atti&#233;k&#233; with higher cohesion between grains, lower elasticity and lower moisture compared to the three other varieties.</p><p>At the hedonic level, atti&#233;k&#233; of the local variety Bonoua was the least appreciated. The characters yellow and bright were the two attributes that may have disqualified this atti&#233;k&#233;. This result is in full agreement with [<xref ref-type="bibr" rid="scirp.89649-ref23">23</xref>] who state that the color plays an important role in assessing the quality of foods.</p></sec><sec id="s4_3"><title>4.3. Effect of Cassava Variety and Manufacturing Process on the Organoleptic Quality</title><p>Comparison of each quality descriptor revealed that well-formed, rounded grains, odor, and intensity of aroma were highly dependent on the producer or manufacturing process. During preparation of atti&#233;k&#233;, producers may well control whether these aspects are sufficiently stable independent of the repetition. The characters grain size, cohesion between grains, elastic, firm and sweet did not depend on the producer but were linked to the variety of cassava, pressure, nature of starch and fermentation; in other terms they were linked to the manufacturing process.</p><p>The references [<xref ref-type="bibr" rid="scirp.89649-ref29">29</xref>] and [<xref ref-type="bibr" rid="scirp.89649-ref30">30</xref>] showed the effect of cultivar and harvest age on organoleptic properties (taste and texture) of boiled cassava roots.</p><p>In the present study, characteristics such as odor, aroma intensity and acid taste of atti&#233;k&#233; were strongly linked to the manufacturing process, particularly at the stage of heterolactic fermentation of cassava as found by [<xref ref-type="bibr" rid="scirp.89649-ref2">2</xref>] .</p><p>The reference [<xref ref-type="bibr" rid="scirp.89649-ref31">31</xref>] reported that spontaneous lactic fermentation produces organic acids, and other volatile compounds that give a characteristic odor to foo-foo (a traditional fermented cassava paste). This production of acidity has been attributed to actions of lactic acid bacteria on carbohydrates of cassava and conditions of the manufacturing process of a traditional paste of fermented cassava flour [<xref ref-type="bibr" rid="scirp.89649-ref32">32</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref33">33</xref>] . The reference [<xref ref-type="bibr" rid="scirp.89649-ref34">34</xref>] reported that there is no significant difference between profiles of acid production during fermentation of different cassava varieties studied in this process. Therefore, odor and aroma of atti&#233;k&#233; are not factors which differentiate the studied varieties of cassava.</p></sec><sec id="s4_4"><title>4.4. Relationship between Physicochemical Quality Descriptors</title><p>Pearson correlation coefficients between physicochemical quality descriptors of the four atti&#233;k&#233; Ebri&#233; showed that sensory characteristics can be predicted by biochemical parameters. When the pH decreased, atti&#233;k&#233; became more acid and the grain size decreased. The pH was correlated to the sensory attributes grain size and acid taste of atti&#233;k&#233;. Similarly, the acidity rate may well account for size of grains and rounded grains. The acidity rate and pH are related to the evolution of fermentation in cassava roots and the softening of its structure [<xref ref-type="bibr" rid="scirp.89649-ref35">35</xref>] [<xref ref-type="bibr" rid="scirp.89649-ref36">36</xref>] . A finer semolina may play a role for obtaining large and rounded grains. Therefore, the starch content could account for the descriptors granulousity, brightness, moisture, cohesion between grains and sweetness. This indicates that atti&#233;k&#233; containing a high starch content may be more granulous, less moist and have less cohesion between grains as well as a less sweet taste. Cassava of variety Olekanga contained less starch (80% compared to the other varieties used) and atti&#233;k&#233; prepared therefrom was less granulous, brighter, moister and with stronger grain cohesion than atti&#233;k&#233; of IAC, Bonoua and TMS 4 (2) 1425 (starch content = 94.11%, 97.32%, 86.70%, respectively).</p><p>The total sugar content and the reducing sugars could account for the intensity of aroma and odor of atti&#233;k&#233;. Carbohydrates are well-known flavor carriers and have a great influence on volatile constituents of food [<xref ref-type="bibr" rid="scirp.89649-ref36">36</xref>] . The presence of carbohydrates alters the sensory perception of aromas.</p></sec></sec><sec id="s5"><title>5. Conclusions</title><p>Sensory profiling of atti&#233;k&#233; from four cassava varieties harvested at 12 months revealed a difference between nine determinant descriptors of organoleptic quality based on Pearson correlations. These are: yellow color, acidity, sweetness, odor, firmness, size of grains, well-formed grains, granular character and cohesion of grains. The four attributes, grain size, granular character, firmness and cohesion between grains have been found to be the most relevant textural characteristics for atti&#233;k&#233;.</p><p>At the hedonic level, atti&#233;k&#233; of the local variety Bonoua was the least appreciated. The characters yellow and bright were the two attributes that may have disqualified this atti&#233;k&#233;.</p><p>Cassava variety and manufacturing process may have an influence on the organoleptic quality of the traditional atti&#233;k&#233; Ebri&#233; but do not always affect its quality descriptors.</p><p>Some organoleptic characteristics of the analyzed atti&#233;k&#233; can be predicted by biochemical properties.</p><p>The descriptors selected in the present study could be used for sensory analysis of different types of traditional, improved (standardized) and industrial atti&#233;k&#233; produced in C&#244;te d’Ivoire and anywhere else.</p></sec><sec id="s6"><title>Acknowledgements</title><p>Thanks are due to Laboratory of Biochemistry and Food Science, University F&#233;lix Houphou&#235;t Boigny (C&#244;te d’Ivoire), Swiss Center of Scientific Research (C&#244;te d’Ivoire), Swiss Federal Institute of Technology (ETH), Zurich (Switzerland) and International Foundation for Sciences (Grant No: E/3509-1) (IFS, Sweden) for technical assistance and financial support. Many thanks to Kon&#233; Mamidou Witabouna, Professor (University Nangui Abrogoua) for proofreading this article.</p></sec><sec id="s7"><title>Conflicts of Interest</title><p>The authors declare no conflicts of interest regarding the publication of this paper.</p></sec><sec id="s8"><title>Cite this paper</title><p>Assanvo, J.B., N’zi Agbo, G., Beez, J.B., Monsan, V. and Farah, Z. (2018) Sensory Profiling and Hedonic Evaluation of Atti&#233;k&#233; from Local and Improved Cassava Varieties. Food and Nutrition Sciences, 9, 1472-1497. https://doi.org/10.4236/fns.2018.912107</p></sec></body><back><ref-list><title>References</title><ref id="scirp.89649-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Kouadio, N.A., Kouakou, K.E., Angbo, S.F. and Mosso, K. (1991) Comparative Study of Traditional Methods of Preparing atti&amp;eacute;k&amp;eacute; in Southern Cote d’Ivoire. 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