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Junges CH, Guerra CC, Gomes AA, Ferrão MF. Multiblock data applied in organic grape juice authentication by one-class classification OC-PLS. Food Chem 2024; 436:137695. [PMID: 37857206 DOI: 10.1016/j.foodchem.2023.137695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 09/27/2023] [Accepted: 10/06/2023] [Indexed: 10/21/2023]
Abstract
A new strategy has been developed to enhance the assessment of the authenticity of whole grape juice within the organic class. This approach is based on the analysis of data from different analytical sources. The novel method employs a multiblock regression technique, specifically the one-class partial least squares (OC-PLS) classifier, to establish a relationship between each predictor block and the response variable. Sequential calculations are performed after orthogonalization with respect to the preceding regression scores. The proposed method has demonstrated effectiveness in detecting targeted samples. The results achieved of the best models for the test set had rates of up to 100 % sensitivity, 89 % specificity, and 83 % accuracy. To compare with the multiblock models, the DD-SIMCA method was employed, but it yielded inferior results when applied to visible data. The multiblock approach proved to be efficient in evaluating from different datasets of varied sources to classification of organic grape juice.
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Affiliation(s)
- Carlos H Junges
- Laboratório de Quimiometria e Instrumentação Analítica (LAQIA), Instituto de Química, Universidade Federal do Rio Grande do Sul (UFRGS), Avenida Bento Gonçalves, 9500, Porto Alegre, Rio Grande do Sul (RS), CEP 91501-970, Brazil.
| | - Celito C Guerra
- Laboratório de Cromatografia e Espectrometria de Massas (LACEM), Unidade Uva e Vinho, Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA), Rua Livramento, 515, Bento Gonçalves, Rio Grande do Sul, CEP 95701-008, Brazil
| | - Adriano A Gomes
- Laboratório de Quimiometria e Instrumentação Analítica (LAQIA), Instituto de Química, Universidade Federal do Rio Grande do Sul (UFRGS), Avenida Bento Gonçalves, 9500, Porto Alegre, Rio Grande do Sul (RS), CEP 91501-970, Brazil
| | - Marco F Ferrão
- Laboratório de Quimiometria e Instrumentação Analítica (LAQIA), Instituto de Química, Universidade Federal do Rio Grande do Sul (UFRGS), Avenida Bento Gonçalves, 9500, Porto Alegre, Rio Grande do Sul (RS), CEP 91501-970, Brazil; Instituto Nacional de Ciência e Tecnologia-Bioanalítica (INCT-Bioanalítica), Cidade Universitária Zeferino Vaz, s/n, Campinas, São Paulo (SP), CEP 13083-970, Brazil
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Junges CH, Guerra CC, Canedo-Reis NAP, Gomes AA, Ferrão MF. Discrimination of whole grape juice using fluorescence spectroscopy data with linear discriminant analysis coupled to genetic and ant colony optimisation algorithms. Anal Methods 2023; 15:187-195. [PMID: 36514991 DOI: 10.1039/d2ay01636b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
In this study, a new approach was developed for classifying grape juices produced in Brazil using unfolded excitation-emission matrix (EEM) fluorescence spectroscopy and chemometrics, with respect to the agricultural production system, namely the conventional or organic agricultural one. Linear discriminant analysis (LDA) coupled to ant colony optimisation (ACO) and the genetic algorithm (GA) were used to select a more effective subset of variables to discriminate grape juice samples. The best results demonstrated highly efficient classification of grape juice samples according to a conventional or organic production process with an accuracy rate of up to 97% for the models and 94% in the prediction of these classes for samples external to the model. The models showed high selectivity and sensitivity with a rate of up to 100% for the training and test datasets, in addition to determining the most significant variables that explain the separation of classes. The proposed method proves to be viable, as it is fast and requires minimal sample preparation, allowing quality control in the food industry.
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Affiliation(s)
- Carlos H Junges
- Laboratório de Quimiometria e Instrumentação Analítica (LAQIA), Instituto de Química, Universidade Federal do Rio Grande do Sul (UFRGS), Avenida Bento Gonçalves, 9500, Porto Alegre, Rio Grande do Sul (RS), CEP 91501-970, Brazil.
| | - Celito C Guerra
- Laboratório de Cromatografia e Espectrometria de Massas (LACEM), Unidade Uva e Vinho, Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA), Rua Livramento, 515, Bento Gonçalves, Rio Grande do Sul, Brazil
| | - Natalia A P Canedo-Reis
- Programa de Pós-Graduação em Ciências Farmacêuticas, Faculdade de Farmácia, Universidade Federal do Rio Grande do Sul, Avenida Ipiranga, 2752, Porto Alegre, Rio Grande do Sul, CEP 90610-000, Brazil
| | - Adriano A Gomes
- Laboratório de Quimiometria e Instrumentação Analítica (LAQIA), Instituto de Química, Universidade Federal do Rio Grande do Sul (UFRGS), Avenida Bento Gonçalves, 9500, Porto Alegre, Rio Grande do Sul (RS), CEP 91501-970, Brazil.
| | - Marco F Ferrão
- Laboratório de Quimiometria e Instrumentação Analítica (LAQIA), Instituto de Química, Universidade Federal do Rio Grande do Sul (UFRGS), Avenida Bento Gonçalves, 9500, Porto Alegre, Rio Grande do Sul (RS), CEP 91501-970, Brazil.
- Instituto Nacional de Ciência e Tecnologia-Bioanalítica (INCT-Bioanalítica), Cidade Universitária Zeferino Vaz, s/n, Campinas, São Paulo (SP), CEP 13083-970, Brazil
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Junges CH, Guerra CC, Reis NA, Gomes AA, Diogo FS, Ferrão MF. GRAPE JUICE CLASSIFICATION WITH RESPECT AGRICULTURAL PRODUCTION SYSTEM BY MEANS OF VISIBLE SPECTROSCOPY CHEMOMETRICS ASSISTED. J Food Compost Anal 2022. [DOI: 10.1016/j.jfca.2022.104793] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Pozzatti M, Guerra CC, Martins G, dos Santos ID, Wagner R, Ferrão MF, Manfroi V. Effects of winemaking on ‘Marselan’ red wines: volatile compounds and sensory aspects. Ciência Téc Vitiv 2020. [DOI: 10.1051/ctv/20203502063] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
Winemaking processes and volatile compounds perform an important role in contributing to the quality of wines. ‘Marselan’ is a red grape variety grown in several countries such as France, Brazil and China. This variety has gained international interest in recent years. The volatile profile of Brazilian ‘Marselan’ red wines during various winemaking processes was studied. Four processes were applied: thermovinification, integrale vinification, classic winemaking and classic winemaking pretreated with ultrasound. The wines were characterized with conventional physicochemical analyses, volatile composition and sensory analysis. Sixty-three volatile compounds were identified and semi-quantified. The wines presented different sensory characteristics. The thermovinification and classic winemaking with ultrasound application methods showed a large presence of esters contributing to a fruity and overmaturation aroma in the volatile profile and sensory analysis. An increased presence of vegetal and sulfurous aromas was observed in the wines from the classic winemaking and integrale vinification processes. This effect was most likely attributed to the lower influence of esters which generated a greater perception of other compounds and conferred these aromas. The differences can be directly linked to the various extraction rates in the vinification processes, which result in different interactions between the compounds.
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Nicolli KP, Biasoto ACT, Souza-Silva ÉA, Guerra CC, Dos Santos HP, Welke JE, Zini CA. Sensory, olfactometry and comprehensive two-dimensional gas chromatography analyses as appropriate tools to characterize the effects of vine management on wine aroma. Food Chem 2017; 243:103-117. [PMID: 29146315 DOI: 10.1016/j.foodchem.2017.09.078] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2017] [Revised: 09/10/2017] [Accepted: 09/14/2017] [Indexed: 10/18/2022]
Abstract
For the first time, the influence of different vine management was evaluated in relation to volatile profile and sensory perception through GC×GC/TOFMS, QDA, GC-FID, GC/MS, and GC-O. GC×GC/TOFMS analyses and QDA have shown that a larger spacing between vine rows (2 rather than 1m), attachment of shoots upwards, and irrigation did not result in wine improvement. Conversely, wines elaborated with grapes from a vine with a lower bud load (20 per plant; sample M1) stood out among the other procedures, rendering the most promising wine aroma. GC×GC/TOFMS allowed identification of 220 compounds including 26 aroma active compounds also distinguished by GC-O. Among them, eight volatiles were important to differentiate M1 from other wines, and five out of those eight compounds could only be correctly identified and quantified after separation in second dimension. Higher levels of three volatiles may explain the relation of M1 wine with red and dry fruits.
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Affiliation(s)
- Karine P Nicolli
- Institute of Chemistry, Universidade Federal do Rio Grande do Sul (UFRGS), 91501970 Porto Alegre, RS, Brazil.
| | | | - Érica A Souza-Silva
- Institute of Chemistry, Universidade Federal do Rio Grande do Sul (UFRGS), 91501970 Porto Alegre, RS, Brazil; Chemistry Department, Universidade Federal de São Paulo (UNIFESP), 09972-270 Diadema, Brazil
| | | | | | - Juliane E Welke
- Institute of Food Science and Technology, UFRGS, 91501970 Porto Alegre, RS, Brazil.
| | - Cláudia A Zini
- Institute of Chemistry, Universidade Federal do Rio Grande do Sul (UFRGS), 91501970 Porto Alegre, RS, Brazil.
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Martinez JA, Guerra CC, Nery LE, Jardim JR. Iron stores and coagulation parameters in patients with hypoxemic polycythemia secondary to chronic obstructive pulmonary disease: the effect of phlebotomies. SAO PAULO MED J 1997; 115:1395-402. [PMID: 9460300 DOI: 10.1590/s1516-31801997000200005] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
UNLABELLED This study was designed to determine the effects of phlebotomy on iron body contents and coagulation tests of COPD patients with polycythemia secondary to hypoxemia. Seventeen patients with COPD and hematocrits higher than 54 percent (mean Hct: 57 +/- 0.49 percent), who had not received anti-inflammatory or antiplatelet aggregation agents recently. Their mean forced expiratory volume at 1 second (FEV1) was 0.92 +/- 0.11 L. INTERVENTION Blood work was collected to evaluate the following: serum iron and ferritin levels, total iron binding capacity, transferrin saturation index, fibrinogen plasma levels, activated partial thromboplastin time, platelet count, platelet aggregation measurements, and thromboelastography coagulation parameters. The blood samples were obtained before and about 7 days after the hematocrit correction by 300-400 ml phlebotomies done every other day. The mean number of phlebotomies done for each patient was 4.4. Postphlebotomy iron serum levels decreased from 90.1 +/- 14.8 to 59.7 +/- 9.9 mg/dl and the ferritin serum levels from 133.8 +/- 37.9 to 70.8 +/- 32.7 ng/ml (p < 0.05). Regarding the coagulation studies, there were significant increases in the platelet count, from 227,300 +/- 13,900 to 312,500 +/- 30,200 per mm3, and in the maximum clot amplitude (a) obtained by thromboelastography (from 53.6 +/- 1.4 percent to 60.4 +/- 1.1 percent). The coagulation time (k) of the thromboelastography also decreased significantly, from 7.5 +/- 0.7mm prephlebotomy to 4.5 +/- 0.3mm postphlebotomy. Although the coagulation changes were small amount, the observed significant decrease in iron contents may have clinical implications.
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Affiliation(s)
- J A Martinez
- Respiratory and Hematology Divisions, Universidade Federal de São Paula/Escola Paulista de Medicina, Brazil
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Hamerschlak N, Montezuma MP, Bacal N, Szterling LN, Rosenfeld LG, Guerra CC. Retrospective prevalence and incidence of drug-induced agranulocytosis in the city of São Paulo-Brasil. Rev Paul Med 1993; 111:294-8. [PMID: 8235248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Retrospective study carried out in São Paulo, Brazil, from September 1981 through March 1990. During this period the study investigated 19,389 hematological patients, aiming to assess the prevalence and estimate the incidence of drug-induced agranulocytosis. To assess the Hematology Center's catch population, where the study took place, we adopted the incidence of hemophilia A, chronic myeloid leukemia and acute leukemia, described by the international literature as reference for our catch population estimate. Our findings revealed a prevalence of 1 case of agranulocytosis per 3,878 subjects treated at the São Paulo Hematology Center which translates into an incidence of 0.44 to 0.82 cases of agranulocytosis per million inhabitants, per year.
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Guerra CC. [Prothrombotic status: myth or reality]. Rev Paul Med 1988; 106:307. [PMID: 3269005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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Guimarães RX, Maluvayshi CH, Hayashi F, Vall AP, da Silva NC, Chinen CA, Guerra CC, Catunda MB, de Medeiros GM, Demasi M. [Hospital infection: reduction of antibiotics consumption due to the action of the Hospital Infection Control Committee of the Hospital do Servidor Público Municipal de São Paulo]. Rev Paul Med 1986; 104:274-9. [PMID: 3589346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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de Oliveira Neto NV, Pasternak J, Tsukumo MK, El Khoury AB, Guerra CC, Cavagnoli K. [Neonatal transmission by transfusion of HTLV-III/LAV virus]. Rev Paul Med 1986; 104:111-2. [PMID: 3809879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Sigulem DM, Tudisco ES, de Paiva ER, Guerra CC. [Nutritional anemia and intestinal parasitosis in children under 5]. Rev Paul Med 1985; 103:308-12. [PMID: 3841974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Guimarães RX, Guerra CC, Hayashi F, de Medeiros GM, Catunda MB, Maluvayshi CH, Valls AP, Silva NC. [Hospital infection: a study carried out at the Hospital do Servidor Público Municipal de São Paulo]. Rev Paul Med 1985; 103:156-63. [PMID: 3832304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Guerra CC, Pollini IE. [Plasma prekallikrein deficiency: 1st case diagnosed in Brazil]. Rev Paul Med 1985; 103:103-4. [PMID: 3853255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Guerra CC, Haddad CM, Matsumoto M, Luzzi JR, da Silva MP, Chacon JP. [Hypersplenism behavior after selective splenorenal anastomosis]. AMB Rev Assoc Med Bras 1985; 31:65-70. [PMID: 3936130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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Guerra CC, Borges DR, Nahas L, Rosenfeld LG. [Single-stage prothrombin time: standardization of reagents; Brazilian thromboplastin reference]. Rev Paul Med 1977; 89:21-3. [PMID: 918483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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Borges DR, Vilela MP, Guerra CC. Hemostasis in schistosomiasis mansoni. G E N 1977; 31:165-77. [PMID: 97124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Hemostasis was studied in 18 patients with the hepato-intestinal form of Schistosomiasis mansoni and in 23 with the hepato-splenic form. Both groups are compared referring to alterations found. The relations between plasmatic coagulation factors and hepatocytic function tests are studied. In 6 patients the explorations were repeated after administration of hycanthone. In the patients with the hepato-splenic form, the presence of chronic consumptive coagulophathy was found. The coagulopathy disappeared either by treatment with heparine or by splenectomy. This observation points out the importance of splenomegaly in the development of chronic consumptive coagulopathy, and may be an important factor in indicating splenectomy in a patient with portal hypertension due to Schistosomiasis mansoni.
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Guerra CC. [Physiology of blood coagulation]. Matern Infanc (Sao Paulo) 1968; 27:291-5. [PMID: 5728521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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Mangabeira-Albernaz PL, Ganança MM, Tosetti GE, Guerra CC. [Nasal cytology: its significance in the therapeutic orientation of sinusitis]. Rev Paul Med 1967; 70:211-20. [PMID: 5605751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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