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1.
PLoS One ; 14(11): e0224885, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-31730638

RESUMEN

Early detection of oral cancer necessitates a minimally invasive, tissue-specific diagnostic tool that facilitates screening/surveillance. Brush biopsy, though minimally invasive, demands skilled cyto-pathologist expertise. In this study, we explored the clinical utility/efficacy of a tele-cytology system in combination with Artificial Neural Network (ANN) based risk-stratification model for early detection of oral potentially malignant (OPML)/malignant lesion. A portable, automated tablet-based tele-cytology platform capable of digitization of cytology slides was evaluated for its efficacy in the detection of OPML/malignant lesions (n = 82) in comparison with conventional cytology and histology. Then, an image pre-processing algorithm was established to segregate cells, ANN was trained with images (n = 11,981) and a risk-stratification model developed. The specificity, sensitivity and accuracy of platform/ stratification model were computed, and agreement was examined using Kappa statistics. The tele-cytology platform, Cellscope, showed an overall accuracy of 84-86% with no difference between tele-cytology and conventional cytology in detection of oral lesions (kappa, 0.67-0.72). However, OPML could be detected with low sensitivity (18%) in accordance with the limitations of conventional cytology. The integration of image processing and development of an ANN-based risk stratification model improved the detection sensitivity of malignant lesions (93%) and high grade OPML (73%), thereby increasing the overall accuracy by 30%. Tele-cytology integrated with the risk stratification model, a novel strategy established in this study, can be an invaluable Point-of-Care (PoC) tool for early detection/screening in oral cancer. This study hence establishes the applicability of tele-cytology for accurate, remote diagnosis and use of automated ANN-based analysis in improving its efficacy.


Asunto(s)
Citodiagnóstico/métodos , Detección Precoz del Cáncer , Neoplasias de la Boca/diagnóstico , Sistemas de Atención de Punto , Telemedicina/métodos , Algoritmos , Femenino , Humanos , Procesamiento de Imagen Asistido por Computador , Masculino , Persona de Mediana Edad , Redes Neurales de la Computación , Medición de Riesgo , Sensibilidad y Especificidad
2.
PLoS One ; 12(11): e0188440, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-29176904

RESUMEN

Oral cancer is the most common type of cancer among men in India and other countries in South Asia. Late diagnosis contributes significantly to this mortality, highlighting the need for effective and specific point-of-care diagnostic tools. The same regions with high prevalence of oral cancer have seen extensive growth in mobile phone infrastructure, which enables widespread access to telemedicine services. In this work, we describe the evaluation of an automated tablet-based mobile microscope as an adjunct for telemedicine-based oral cancer screening in India. Brush biopsy, a minimally invasive sampling technique was combined with a simplified staining protocol and a tablet-based mobile microscope to facilitate local collection of digital images and remote evaluation of the images by clinicians. The tablet-based mobile microscope (CellScope device) combines an iPad Mini with collection optics, LED illumination and Bluetooth-controlled motors to scan a slide specimen and capture high-resolution images of stained brush biopsy samples. Researchers at the Mazumdar Shaw Medical Foundation (MSMF) in Bangalore, India used the instrument to collect and send randomly selected images of each slide for telepathology review. Evaluation of the concordance between gold standard histology, conventional microscopy cytology, and remote pathologist review of the images was performed as part of a pilot study of mobile microscopy as a screening tool for oral cancer. Results indicated that the instrument successfully collected images of sufficient quality to enable remote diagnoses that show concordance with existing techniques. Further studies will evaluate the effectiveness of oral cancer screening with mobile microscopy by minimally trained technicians in low-resource settings.


Asunto(s)
Teléfono Celular , Detección Precoz del Cáncer/métodos , Microscopía/métodos , Neoplasias de la Boca/diagnóstico , Adulto , Anciano , Automatización , Demografía , Femenino , Humanos , Procesamiento de Imagen Asistido por Computador , India , Masculino , Persona de Mediana Edad , Neoplasias de la Boca/patología , Proyectos Piloto , Sensibilidad y Especificidad , Interfaz Usuario-Computador , Adulto Joven
3.
Sci Transl Med ; 7(286): 286re4, 2015 May 06.
Artículo en Inglés | MEDLINE | ID: mdl-25947164

RESUMEN

Parasitic helminths cause debilitating diseases that affect millions of people in primarily low-resource settings. Efforts to eliminate onchocerciasis and lymphatic filariasis in Central Africa through mass drug administration have been suspended because of ivermectin-associated serious adverse events, including death, in patients infected with the filarial parasite Loa loa. To safely administer ivermectin for onchocerciasis or lymphatic filariasis in regions co-endemic with L. loa, a strategy termed "test and (not) treat" has been proposed whereby those with high levels of L. loa microfilariae (>30,000/ml) that put them at risk for life-threatening serious adverse events are identified and excluded from mass drug administration. To enable this, we developed a mobile phone-based video microscope that automatically quantifies L. loa microfilariae in whole blood loaded directly into a small glass capillary from a fingerprick without the need for conventional sample preparation or staining. This point-of-care device automatically captures and analyzes videos of microfilarial motion in whole blood using motorized sample scanning and onboard motion detection, minimizing input from health care workers and providing a quantification of microfilariae per milliliter of whole blood in under 2 min. To validate performance and usability of the mobile phone microscope, we tested 33 potentially Loa-infected patients in Cameroon and confirmed that automated counts correlated with manual thick smear counts (94% specificity; 100% sensitivity). Use of this technology to exclude patients from ivermectin-based treatment at the point of care in Loa-endemic regions would allow resumption/expansion of mass drug administration programs for onchocerciasis and lymphatic filariasis in Central Africa.


Asunto(s)
Teléfono Celular , Filariasis Linfática/diagnóstico , Loa/aislamiento & purificación , Microscopía por Video/métodos , Oncocercosis/diagnóstico , Sistemas de Atención de Punto , África Central , Algoritmos , Animales , Automatización , Camerún , Reacciones Falso Negativas , Procesamiento de Imagen Asistido por Computador , Movimiento (Física) , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
4.
Lab Chip ; 15(6): 1488-96, 2015 Mar 21.
Artículo en Inglés | MEDLINE | ID: mdl-25608872

RESUMEN

Immunochromatographic assays are a cornerstone tool in disease screening. To complement existing lateral flow assays (based on wicking flow) we introduce a lateral flow format that employs directed electrophoretic transport. The format is termed a "lateral e-flow assay" and is designed to support multiplexed detection using immobilized reaction volumes of capture antigen. To fabricate the lateral e-flow device, we employ mask-based UV photopatterning to selectively immobilize unmodified capture antigen along the microchannel in a barcode-like pattern. The channel-filling polyacrylamide hydrogel incorporates a photoactive moiety (benzophenone) to immobilize capture antigen to the hydrogel without a priori antigen modification. We report a heterogeneous sandwich assay using low-power electrophoresis to drive biospecimen through the capture antigen barcode. Fluorescence barcode readout is collected via a low-resource appropriate imaging system (CellScope). We characterize lateral e-flow assay performance and demonstrate a serum assay for antibodies to the hepatitis C virus (HCV). In a pilot study, the lateral e-flow assay positively identifies HCV+ human sera in 60 min. The lateral e-flow assay provides a flexible format for conducting multiplexed immunoassays relevant to confirmatory diagnosis in near-patient settings.


Asunto(s)
Electroforesis/métodos , Inmunoensayo/métodos , Técnicas Analíticas Microfluídicas/métodos , Animales , Anticuerpos Antivirales/sangre , Anticuerpos Antivirales/inmunología , Antígenos Virales/química , Antígenos Virales/inmunología , Electroforesis/instrumentación , Hepatitis C/diagnóstico , Humanos , Proteínas Inmovilizadas/inmunología , Inmunoensayo/instrumentación , Técnicas Analíticas Microfluídicas/instrumentación , Imagen Molecular
5.
PLoS One ; 9(5): e96906, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24824072

RESUMEN

Use of optical imaging for medical and scientific applications requires accurate quantification of features such as object size, color, and brightness. High pixel density cameras available on modern mobile phones have made photography simple and convenient for consumer applications; however, the camera hardware and software that enables this simplicity can present a barrier to accurate quantification of image data. This issue is exacerbated by automated settings, proprietary image processing algorithms, rapid phone evolution, and the diversity of manufacturers. If mobile phone cameras are to live up to their potential to increase access to healthcare in low-resource settings, limitations of mobile phone-based imaging must be fully understood and addressed with procedures that minimize their effects on image quantification. Here we focus on microscopic optical imaging using a custom mobile phone microscope that is compatible with phones from multiple manufacturers. We demonstrate that quantitative microscopy with micron-scale spatial resolution can be carried out with multiple phones and that image linearity, distortion, and color can be corrected as needed. Using all versions of the iPhone and a selection of Android phones released between 2007 and 2012, we show that phones with greater than 5 MP are capable of nearly diffraction-limited resolution over a broad range of magnifications, including those relevant for single cell imaging. We find that automatic focus, exposure, and color gain standard on mobile phones can degrade image resolution and reduce accuracy of color capture if uncorrected, and we devise procedures to avoid these barriers to quantitative imaging. By accommodating the differences between mobile phone cameras and the scientific cameras, mobile phone microscopes can be reliably used to increase access to quantitative imaging for a variety of medical and scientific applications.


Asunto(s)
Teléfono Celular , Diagnóstico por Imagen/instrumentación , Procesamiento de Imagen Asistido por Computador/instrumentación , Microscopía/instrumentación , Fotograbar/instrumentación , Diagnóstico por Imagen/métodos , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Microscopía/métodos
6.
Science ; 342(6160): 856-60, 2013 Nov 15.
Artículo en Inglés | MEDLINE | ID: mdl-24233724

RESUMEN

Rapid and reductive cell divisions during embryogenesis require that intracellular structures adapt to a wide range of cell sizes. The mitotic spindle presents a central example of this flexibility, scaling with the dimensions of the cell to mediate accurate chromosome segregation. To determine whether spindle size regulation is achieved through a developmental program or is intrinsically specified by cell size or shape, we developed a system to encapsulate cytoplasm from Xenopus eggs and embryos inside cell-like compartments of defined sizes. Spindle size was observed to shrink with decreasing compartment size, similar to what occurs during early embryogenesis, and this scaling trend depended on compartment volume rather than shape. Thus, the amount of cytoplasmic material provides a mechanism for regulating the size of intracellular structures.


Asunto(s)
Citoplasma/fisiología , Desarrollo Embrionario , Huso Acromático/fisiología , Animales , División Celular , Tamaño de la Célula , Citoplasma/química , Citoplasma/ultraestructura , Óvulo , Huso Acromático/química , Huso Acromático/ultraestructura , Xenopus laevis
7.
AJR Am J Roentgenol ; 189(5): 1044-50, 2007 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-17954638

RESUMEN

OBJECTIVE: The objective of this article is to discuss the CT findings that guide surgeons in deciding the feasibility of tumor excision in patients with locally advanced pancreatic head cancers. CONCLUSION: Vascular resection as an adjunct to pancreaticoduodenectomy is increasingly used in pancreatic head cancer. As a result, the imaging criteria to determine which patients are candidates for potentially curative resection are evolving.


Asunto(s)
Estadificación de Neoplasias/métodos , Pancreatectomía/métodos , Neoplasias Pancreáticas/diagnóstico , Neoplasias Pancreáticas/terapia , Tomografía Computarizada por Rayos X/métodos , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Masculino , Persona de Mediana Edad , Guías de Práctica Clínica como Asunto , Pautas de la Práctica en Medicina , Pronóstico
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