22 research outputs found

    Sensors for fruit firmness assessment: Comparision and fusion

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    Non-destructive measurement of fruit firmness is a difficult problem and many different sensors have been developed in order to achieve this task. Three different European laboratories were associated in collaborative experiments on peaches, to compare three different sensing techniques, namely, sound, impact and micro-deformation. A Bayesian classifier is associated with each individual sensor and provides a classification into three categories, namely “soft”, “half firm” and “firm”. The fusion of the different sensors is performed by using Bayesian classifiers associated with heuristic methods for identity fusion. The result of the identity fusion is compared with the classification provided by an unsupervised algorithm based on destructive measurements. The fusion process provides some improvement in the classification results. For the individual sensors, the error rate of the classification varied from 19 to 28%, but the fusion process reduced this to 14%. Moreover, all measures of agreement between sensors lead to the conclusion that fusing sensors is better than using individual sensor

    Diagnostic Performance of the HCV Core Antigen Test To Identify Hepatitis C in HIV-Infected Patients: a Systematic Review and Meta-Analysis

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    The standard algorithm for diagnosing hepatitis C virus (HCV) infection has two steps, an HCV antibody test for screening and a nucleic acid amplification test (NAAT) for confirmation. However, the HCV core antigen (HCVcAg) detection assay is an alternative for one-step diagnosis. We aimed to evaluate the diagnostic performance of the Abbott ARCHITECT HCV Ag assay to detect active hepatitis C in serum/plasma in people living with HIV/AIDS (PLWHA), through a systematic review and meta-analysis. PubMed, EMBASE, Scopus, Web of Science, and the Cochrane Library were searched until 20 September 2022 (PROSPERO, CRD42022348351). We included studies evaluating Abbott ARCHITECT HCV Ag assay (index assay) versus NAATs (reference test) in PLWHA coinfected with HCV who did not receive antiviral treatment for HCV. Meta-analysis was performed with the MIDAS module using Stata and random-effects models. The QUADAS-2 tool evaluated the risk of bias. The bivariate analysis was conducted on 11 studies with 2,407 samples. Pooled sensitivity was 0.95 (95% CI = 0.92 to 0.97), specificity 0.97 (95% CI = 0.93 to 0.99), positive likelihood ratio 37.76 (95% CI = 12.84 to 111.02), and negative likelihood ratio 0.06 (95% CI = 0.04 to 0.09). The area under the curve was 0.97 (95% CI = 0.20 to 1.00). For low prevalence (≤5%), the posttest probability that an individual with a positive test was a true positive ranged from 4% to 67%, whereas, at high prevalence (≥10%), the posttest probability was between 81% and 87%, indicating that a confirmatory test should be necessary, particularly with prevalence values of ≤1%. Regardless of prevalence, the probability that an individual with a negative test was a false negative was close to zero, indicating that the individual was not infected with HCV. In conclusion, the accuracy of the Abbott ARCHITECT HCV Ag assay was very good for HCV screening in serum/plasma samples from PLWHA. The clinical utility to confirm HCV infection was acceptable in high-prevalence settings (≥10%) but poor in low-prevalence settings (≤1%). Furthermore, it was excellent in excluding active HCV infection.This study was supported by grants from the Instituto de Salud Carlos III (ISCII; grant number PI20CIII/00004 to S.R., and PI19CIII/00009 to I.M.) and Gilead Science (grant number GLD20_0144 to S.R.). This research was also supported by CIBER (Consorcio Centro de Investigación Biomédica en Red) (CB 2021), Instituto de Salud Carlos III, Ministerio de Ciencia e Innovación, and Unión Europea – NextGenerationEU (CB21/13/00044). D.S.-C. is a Sara Borrell researcher from ISCIII (grant no. CD20CIII/00001). A.T.-N. is a PhD student in the Program in Biomedical Sciences and Public Health of the UNED International Doctoral School. No funding bodies had any role in study design, data collection, analysis, decision to publish, or manuscript preparation.S

    Meta-analysis: diagnostic accuracy of hepatitis C core antigen detection during therapy with direct-acting antivirals

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    Background: Treatment of hepatitis C virus (HCV) infection with direct-acting antivirals (DAAs) is monitored by assessing plasma HCV-RNA load. However, detection of HCV core antigen (HCVcAg) may be an alternative. Aim: To evaluate the diagnostic performance of the HCVcAg assay to monitor the efficacy of DAAs in HCV-infected patients METHODS: We performed searches in multiple electronic databases until 6 July 2022, of studies evaluating the HCVcAg detection in plasma or serum compared with the HCV-RNA test (gold standard). We calculated pooled measurement at 2 and 4 weeks of treatment, and at end-of-treatment (EOT), as well as sustained virological response (SVR; 12 weeks after EOT). Results: We selected 16 studies from 2016 to 2022, with 3237 patients and 8958 samples. Overall, the diagnostic performance and clinical utility of the HCVcAg assay were poor at week 2 (sensitivity = 0.40, specificity = 0.96, positive likelihood ratio (PLR) = 9.16, negative likelihood ratio (NLR) = 0.63, and area under the summary receiver operating curve (SROC) = 0.57), fair at week 4 (sensitivity = 0.30, specificity = 0.90, PLR = 3.18, NLR = 0.77, and AUC = 0.79), acceptable at EOT (sensitivity = 0.40, specificity =0.98, PLR = 16.54, NLR = 0.62, and AUC = 0.97) and excellent for SVR (sensitivity = 0.94, specificity = 0.99, PLR = 107.54, NLR = 0.06, and AUC = 0.99). Conclusions: The HCVcAg assay may be helpful for monitoring the efficacy of HCV treatment with DAAs in HCV-infected patients at EOT and for documenting SVR, but not at weeks 2 and 4 of treatment due to poor diagnostic performance.This study was supported by grants from Instituto de Salud Carlos III (ISCII; grant numbers PI20CIII/00004 to SR, and PI19CIII/00009 and PI22CIII/00019 to IM). This research was also supported by CIBER -Consorcio Centro de Investigación Biomédica en Red- (CB 2021), Instituto de Salud Carlos III, Ministerio de Ciencia e Innovación and Unión Europea – NextGenerationEU (CB21/13/00044). DS-C is a ‘Sara Borrell’ researcher from ISCIII (grant nº CD20CIII/00001). No funding bodies had any role in study design, data collection, analysis, decision to publish, or manuscript preparation.S

    Impact of long-term viral suppression in CD4+ recovery of HIV-children on Highly Active Antiretroviral Therapy

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    BACKGROUND: The effects of HAART may differ between children and adults because children have a developing immune system, and the long-term immunological outcome in HIV-infected children on HAART is not well-known. A major aim of our study was to determine CD4+ evolution associated with long-term VL control during 4 years of observation on HAART. METHODS: We carried out a retrospective study on a cohort of 160 vertically HIV-infected children. It was carried out from 1996 to 2004 in six large Spanish pediatric referral hospitals. We compared 33 children who had long-term VL suppression (VL ≤400 copies/ml) in the first 12 months of follow-up and maintained that level throughout follow-up (Responders-group), and 127 children with persistently detectable VL in spite of ART switches (Non-Responders-group). RESULTS: We observed a quick initial and significant increase in CD4(+ )counts from the baseline to 12 months on HAART in both groups (p < 0.01). The Non-Responders group sustained CD4+ increases and most of these children maintained high CD4(+ )level counts (≥25%). The Non-Responders group reached a plateau between 26% and 27% CD4(+ )at the first 12 months of follow-up that remained stable during the following 3 years. However, the Responders group reached a plateau between 30% and 32% CD4(+ )at 24, 36 and 48 months of follow-up. We found that the Responders group had higher CD4(+ )count values and higher percentages of children with CD4(+ )≥25% than the Non-Responders group (p < 0.05) after month 12. CONCLUSION: Long-term VL suppression in turn induces large beneficial effects in immunological responses. However, it is not indispensable to recover CD4(+ )levels

    Colorectal cancer health services research study protocol: the CCR-CARESS observational prospective cohort project

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    BACKGROUND: Colorectal cancers are one of the most common forms of malignancy worldwide. But two significant areas of research less studied deserve attention: health services use and development of patient stratification risk tools for these patients. METHODS:DESIGN: a prospective multicenter cohort study with a follow up period of up to 5 years after surgical intervention. Participant centers: 22 hospitals representing six autonomous communities of Spain. Participants/Study population: Patients diagnosed with colorectal cancer that have undergone surgical intervention and have consented to participate in the study between June 2010 and December 2012. Variables collected include pre-intervention background, sociodemographic parameters, hospital admission records, biological and clinical parameters, treatment information, and outcomes up to 5 years after surgical intervention. Patients completed the following questionnaires prior to surgery and in the follow up period: EuroQol-5D, EORTC QLQ-C30 (The European Organization for Research and Treatment of Cancer quality of life questionnaire) and QLQ-CR29 (module for colorectal cancer), the Duke Functional Social Support Questionnaire, the Hospital Anxiety and Depression Scale, and the Barthel Index. The main endpoints of the study are mortality, tumor recurrence, major complications, readmissions, and changes in health-related quality of life at 30 days and at 1, 2, 3 and 5 years after surgical intervention. STATISTICAL ANALYSIS: In relation to the different endpoints, predictive models will be used by means of multivariate logistic models, Cox or linear mixed-effects regression models. Simulation models for the prediction of discrete events in the long term will also be used, and an economic evaluation of different treatment strategies will be performed through the use of generalized linear models. DISCUSSION: The identification of potential risk factors for adverse events may help clinicians in the clinical decision making process. Also, the follow up by 5 years of this large cohort of patients may provide useful information to answer different health services research questions

    Variabilidade genética de acessos de maracujá-suspiro com base em marcadores moleculares Genetic variability of wild passion fruit determined by molecular markers

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    Passiflora nitida é uma espécie silvestre amplamente distribuída pelo território brasileiro, constituindo-se em fonte de resistência a doenças foliares e de raízes. O objetivo deste trabalho foi avaliar a variabilidade genética entre acessos de P. nitida procedentes de diferentes tipos fitofisionômicos de Cerrado e estados brasileiros (Goiás, Distrito Federal, Tocantins, Mato Grosso e Amazonas), usando marcadores moleculares RAPD. O DNA genômico de cada acesso foi extraído, e doze iniciadores decâmeros foram utilizados para a obtenção de marcadores moleculares RAPD, que foram convertidos em matriz de dados binários, a partir da qual foram estimadas as distâncias genéticas entre os acessos e realizadas análises de agrupamento e de dispersão gráfica. Foram obtidos 196 marcadores para P. nitida, dos quais 63,81% foram polimórficos. As distâncias genéticas entre os acessos de maracujá variaram de 0,031 a 0,614 e, considerando apenas P. nitida, de 0,031 a 0,417. Os marcadores moleculares demonstraram alta variabilidade genética dos acessos de P. nitida. Menores distâncias genéticas foram verificadas entre os acessos originados do mesmo estado. Considerando-se os acessos de um mesmo estado, menores distâncias genéticas foram verificadas entre os acessos provenientes de tipos fitofisionômicos próximos. O acesso "Manaus 2" apresentou o maior distanciamento genético em relação aos demais acessos.<br>Passiflora nitida is a wild species widely distributed in Brazilian territory. It is a source of resistance to foliar and soil borne diseases. The objective of this work was to evaluate the genetic variability among accessions of P. nitida proceeding from different types of Cerrado (Brazilian savannah) vegetation and brazilian states (Goiás, Distrito Federal, Tocantins, Mato Grosso and Amazonas) using RAPD molecular markers. The genomic DNA of each origin was extracted and amplified using 12 decamer primers to obtain RAPD molecular markers. These markers were transformed in binary matrix data to estimate genetic distances among accessions and to perform cluster and graphical dispersion analysis. It was obtained 196 markers, of which 63.81% were polymorphic to P. nitida acessions. The genetic distances among accessions of Passiflora species ranged from 0.031 to 0.614 and among P. nitida accessions ranged from 0.031 to 0.417. It was observed high genetic variability among P. nitida accessions. Lower genetic distances was verified among accessions of the same brazilian state. In the same state, lower genetic distances was found among accessions from similar Cerrado vegetations types. The accession named "Manaus 2" presented greatest genetic distance in comparison with others accessions

    Análise da recuperação do genitor recorrente em maracujazeiro-azedo por meio de marcadores RAPD Recovery analysis of recurrent genitor in sour passion fruit through RAPD markers

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    O Brasil é o maior produtor mundial de maracujá, entretanto tem-se observado redução na produtividade do maracujazeiro nos últimos anos, devido, principalmente, a fatores fitossanitários. Na Embrapa Cerrados, a transferência de genes de resistência de espécies silvestres para as comerciais de maracujazeiro tem sido feita por meio de hibridações interespecíficas seguidas de um programa de retrocruzamentos auxiliados por marcadores moleculares. Este trabalho teve por objetivo verificar a recuperação do genoma recorrente nas plantas RC4 e RC5 [(Passiflora edulis x Passiflora setacea) x Passiflora edulis ] com base em marcadores RAPD. O estudo foi desenvolvido no Laboratório de Genética e Biologia Molecular da Embrapa Cerrados. Amostras de DNA de cada material genético (17 plantas RC4, 16 plantas RC5, Passiflora edulis e Passiflora setacea) foram amplificadas para obtenção de marcadores RAPD. Foram utilizados 12 primers decâmeros para as plantas RC4 e 14 primers decâmeros para as plantas RC5. Os marcadores RAPD gerados foram convertidos em matriz de dados binários. Verificou-se alta porcentagem de marcadores polimórficos em consequência do cruzamento-base interespecífico. A menor similaridade genética foi observada entre as espécies P. edulis e P. setacea, evidenciando a grande distância genética dessas espécies.<br>Brazil is the largest world producer of passion fruit, however, it has been observed a reduction in the productivity in recent years due, mainly, to phytosanitary factors. At Embrapa Cerrados, the transfer of resistance genes from wild to commercial species of passion fruit has been made through interspecific hybridations, followed by a backcrossing molecular marker-assisted program. The objective this work was to verify the recovery of recurrent genome at the plants RC4 and RC5 [(Passiflora edulis x Passiflora setacea) x Passiflora edulis] based on RAPD markers. The study was developed at Embrapa Cerrados Laboratory of Genetics and Molecular Biology. DNA samples of each genetic material (17 RC4 plants, 16 RC5 plants, Passiflora edulis and Passiflora setacea) were amplified to obtain RAPD markers. There were used 12 decamer primers for plants RC4 and 14 decamer primers for plants RC5. The RAPD markers generated were converted into a matrix of binary data. There were a high percentage of polymorphic markers as a result of interspecific base crossing. The smallest genetic similarity was observed between species P. edulis and P. setacea, highlighting the large genetic distance of these commercial and wild varieties, respectively
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