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1.
Int J Mol Sci ; 23(9)2022 Apr 27.
Artigo em Inglês | MEDLINE | ID: mdl-35563249

RESUMO

Endometrial cancer (EC) is the sixth most common cancer and the fourth leading cause of death among women worldwide. Early detection and treatment are associated with a favourable prognosis and reduction in mortality. Unlike other common cancers, however, screening strategies lack the required sensitivity, specificity and accuracy to be successfully implemented in clinical practice and current diagnostic approaches are invasive, costly and time consuming. Such limitations highlight the unmet need to develop diagnostic and screening alternatives for EC, which should be accurate, rapid, minimally invasive and cost-effective. Vibrational spectroscopic techniques, Mid-Infrared Absorption Spectroscopy and Raman, exploit the atomic vibrational absorption induced by interaction of light and a biological sample, to generate a unique spectral response: a "biochemical fingerprint". These are non-destructive techniques and, combined with multivariate statistical analysis, have been shown over the last decade to provide discrimination between cancerous and healthy samples, demonstrating a promising role in both cancer screening and diagnosis. The aim of this review is to collate available evidence, in order to provide insight into the present status of the application of vibrational biospectroscopy in endometrial cancer diagnosis and screening, and to assess future prospects.


Assuntos
Detecção Precoce de Câncer , Neoplasias do Endométrio , Neoplasias do Endométrio/diagnóstico , Endométrio , Feminino , Humanos , Espectroscopia de Infravermelho com Transformada de Fourier/métodos , Análise Espectral Raman/métodos , Vibração
2.
Analyst ; 146(18): 5631-5642, 2021 Sep 13.
Artigo em Inglês | MEDLINE | ID: mdl-34378554

RESUMO

This study demonstrates a discrimination of endometrial cancer versus (non-cancerous) benign controls based on mid-infrared (MIR) spectroscopy of dried plasma or serum liquid samples. A detailed evaluation was performed using four discriminant methods (LDA, QDA, kNN or SVM) to execute the classification task. The discriminant methods used in the study comprised methods that are widely used in the statistics (LDA and QDA) and machine learning literature (kNN and SVM). Of particular interest, is the impact of discrimination when presented with spectral data from a section of the bio-fingerprint region (1430 cm-1 to 900 cm-1) in contrast to the more extended bio-fingerprint region used here (1800 cm-1 to 900 cm-1). Quality metrics used were the misclassification rate, sensitivity, specificity, and Matthew's correlation coefficient (MCC). For plasma (with spectral data ranging from 1430 cm-1 to 900 cm-1), the best performing classifier was kNN, which achieved a sensitivity, specificity and MCC of 0.865 ± 0.043, 0.865 ± 0.023 and 0.762 ± 0.034, respectively. For serum (in the same wavenumber range), the best performing classifier was LDA, achieving a sensitivity, specificity and MCC of 0.899 ± 0.023, 0.763 ± 0.048 and 0.664 ± 0.067, respectively. For plasma (with spectral data ranging from 1800 cm-1 to 900 cm-1), the best performing classifier was SVM, with a sensitivity, specificity and MCC of 0.993 ± 0.010, 0.815 ± 0.000 and 0.815 ± 0.010, respectively. For serum (in the same wavenumber range), QDA performed best achieving a sensitivity, specificity and MCC of 0.852 ± 0.023, 0.700 ± 0.162 and 0.557 ± 0.012, respectively. Our findings demonstrate that even when a section of the bio-fingerprint region has been removed, good classification of endometrial cancer versus non-cancerous controls is still maintained. These findings suggest the potential of a MIR screening tool for endometrial cancer screening.


Assuntos
Neoplasias do Endométrio , Detecção Precoce de Câncer , Neoplasias do Endométrio/diagnóstico , Feminino , Humanos , Aprendizado de Máquina , Soro
3.
Arch Ophthalmol ; 128(10): 1295-9, 2010 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-20937999

RESUMO

OBJECTIVE: To assess the influence of hepatitis C virus (HCV) infection on disease appearance and outcome of ocular adnexal non-Hodgkin lymphoma (ONHL). DESIGN: Retrospective comparative study (from January 1, 1992, through December 31, 2006). METHODS: The medical records of 129 patients with ONHL were retrospectively reviewed. All the patients were tested serologically for the presence of HCV infection. Patients were divided into 2 groups according to the presence or absence of HCV infection. MAIN OUTCOME MEASURES: Prevalence of HCV infection, staging to evaluate the extent of disease at the onset, and clinical outcome data on overall and disease-free survival. RESULTS: The prevalence of HCV infection among the patients with ONHL was 17.8%. Seropositivity for HCV infection was significantly associated with extraorbital lymphoma at the onset (P = .006). High prevalence of mucosa-associated lymphoid tissue disease (79.8%) was registered. Protocol therapy included radiotherapy and chemotherapy, depending on the stage of the disease. Complete remission was achieved in 99 patients (76.7%). A total of 23.6% of patients with HCV-seronegative status and 21.7% of those with HCV-seropositive status experienced relapse of the lymphomatous disease. No significant differences in the 5-year overall survival and disease-free survival between the 2 groups were observed. CONCLUSIONS: Prevalence of HCV infection in patients with ONHL is a relevant issue, accounting for 17.8% of the examined patients. Infection with HCV may influence the initial appearance of ONHL because it is associated with more widespread disease at the onset. However, the overall and disease-free survival of the infected patients are not statistically different than that of patients who are not infected.


Assuntos
Infecções Oculares Virais/virologia , Neoplasias Oculares/virologia , Hepatite C/virologia , Linfoma não Hodgkin/virologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Antineoplásicos/uso terapêutico , Neoplasias da Túnica Conjuntiva/mortalidade , Neoplasias da Túnica Conjuntiva/patologia , Neoplasias da Túnica Conjuntiva/terapia , Neoplasias da Túnica Conjuntiva/virologia , Intervalo Livre de Doença , Infecções Oculares Virais/mortalidade , Infecções Oculares Virais/patologia , Infecções Oculares Virais/terapia , Neoplasias Oculares/mortalidade , Neoplasias Oculares/patologia , Neoplasias Oculares/terapia , Neoplasias Palpebrais/mortalidade , Neoplasias Palpebrais/patologia , Neoplasias Palpebrais/terapia , Neoplasias Palpebrais/virologia , Feminino , Hepatite C/mortalidade , Hepatite C/patologia , Hepatite C/terapia , Humanos , Doenças do Aparelho Lacrimal/mortalidade , Doenças do Aparelho Lacrimal/patologia , Doenças do Aparelho Lacrimal/terapia , Doenças do Aparelho Lacrimal/virologia , Linfoma não Hodgkin/mortalidade , Linfoma não Hodgkin/patologia , Linfoma não Hodgkin/terapia , Masculino , Pessoa de Meia-Idade , Estadiamento de Neoplasias , Neoplasias Orbitárias/mortalidade , Neoplasias Orbitárias/patologia , Neoplasias Orbitárias/terapia , Neoplasias Orbitárias/virologia , Prevalência , Radioterapia , Estudos Retrospectivos , Taxa de Sobrevida
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