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1.
Sci Adv ; 10(15): eadi5794, 2024 Apr 12.
Artigo em Inglês | MEDLINE | ID: mdl-38598626

RESUMO

Histological hematoxylin and eosin-stained (H&E) tissue sections are used as the gold standard for pathologic detection of cancer, tumor margin detection, and disease diagnosis. Producing H&E sections, however, is invasive and time-consuming. While deep learning has shown promise in virtual staining of unstained tissue slides, true virtual biopsy requires staining of images taken from intact tissue. In this work, we developed a micron-accuracy coregistration method [micro-registered optical coherence tomography (OCT)] that can take a two-dimensional (2D) H&E slide and find the exact corresponding section in a 3D OCT image taken from the original fresh tissue. We trained a conditional generative adversarial network using the paired dataset and showed high-fidelity conversion of noninvasive OCT images to virtually stained H&E slices in both 2D and 3D. Applying these trained neural networks to in vivo OCT images should enable physicians to readily incorporate OCT imaging into their clinical practice, reducing the number of unnecessary biopsy procedures.


Assuntos
Redes Neurais de Computação , Tomografia de Coerência Óptica , Humanos , Tomografia de Coerência Óptica/métodos , Biópsia , Imageamento Tridimensional
2.
ACS Nano ; 17(4): 3442-3451, 2023 02 28.
Artigo em Inglês | MEDLINE | ID: mdl-36745734

RESUMO

Cellular-resolution optical coherence tomography (OCT) is a powerful tool offering noninvasive histology-like imaging. However, like other optical microscopy tools, a high numerical aperture (N.A.) lens is required to generate a tight focus, generating a narrow depth of field, which necessitates dynamic focusing and limiting the imaging speed. To overcome this limitation, we developed a metasurface platform that generates multiple axial foci, which multiplies the volumetric OCT imaging speed by offering several focal planes. This platform offers accurate and flexible control over the number, positions, and intensities of axial foci generated. All-glass metasurface optical elements 8 mm in diameter are fabricated from fused-silica wafers and implemented into our scanning OCT system. With a constant lateral resolution of 1.1 µm over all depths, the multifocal OCT triples the volumetric acquisition speed for dermatological imaging, while still clearly revealing features of stratum corneum, epidermal cells, and dermal-epidermal junctions and offering morphological information as diagnostic criteria for basal cell carcinoma. The imaging speed can be further improved in a sparse sample, e.g., 7-fold with a seven-foci beam. In summary, this work demonstrates the concept of metasurface-based multifocal OCT for rapid virtual biopsy, further providing insights for developing rapid volumetric imaging systems with high resolution and compact volume.


Assuntos
Pele , Tomografia de Coerência Óptica , Tomografia de Coerência Óptica/métodos , Pele/diagnóstico por imagem , Células Epidérmicas , Microscopia
3.
Diabetes ; 71(7): 1439-1453, 2022 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-35472723

RESUMO

Mitochondrial dysfunction plays a central role in type 2 diabetes (T2D); however, the pathogenic mechanisms in pancreatic ß-cells are incompletely elucidated. Succinate dehydrogenase (SDH) is a key mitochondrial enzyme with dual functions in the tricarboxylic acid cycle and electron transport chain. Using samples from human with diabetes and a mouse model of ß-cell-specific SDH ablation (SDHBßKO), we define SDH deficiency as a driver of mitochondrial dysfunction in ß-cell failure and insulinopenic diabetes. ß-Cell SDH deficiency impairs glucose-induced respiratory oxidative phosphorylation and mitochondrial membrane potential collapse, thereby compromising glucose-stimulated ATP production, insulin secretion, and ß-cell growth. Mechanistically, metabolomic and transcriptomic studies reveal that the loss of SDH causes excess succinate accumulation, which inappropriately activates mammalian target of rapamycin (mTOR) complex 1-regulated metabolic anabolism, including increased SREBP-regulated lipid synthesis. These alterations, which mirror diabetes-associated human ß-cell dysfunction, are partially reversed by acute mTOR inhibition with rapamycin. We propose SDH deficiency as a contributing mechanism to the progressive ß-cell failure of diabetes and identify mTOR complex 1 inhibition as a potential mitigation strategy.


Assuntos
Diabetes Mellitus Tipo 2 , Succinato Desidrogenase , Animais , Diabetes Mellitus Tipo 2/metabolismo , Complexo II de Transporte de Elétrons/deficiência , Glucose/metabolismo , Células Secretoras de Insulina , Erros Inatos do Metabolismo , Camundongos , Doenças Mitocondriais , Succinato Desidrogenase/deficiência , Succinato Desidrogenase/genética , Serina-Treonina Quinases TOR/metabolismo
4.
Optica ; 9(8): 859-867, 2022 Aug 20.
Artigo em Inglês | MEDLINE | ID: mdl-37283722

RESUMO

Needle-shaped beams (NBs) featuring a long depth-of-focus (DOF) can drastically improve the resolution of microscopy systems. However, thus far, the implementation of a specific NB has been onerous due to the lack of a common, flexible generation method. Here we develop a spatially multiplexed phase pattern that creates many axially closely spaced foci as a universal platform for customizing various NBs, allowing flexible manipulations of beam length and diameter, uniform axial intensity, and sub-diffraction-limit beams. NBs designed via this method successfully extended the DOF of our optical coherence tomography (OCT) system. It revealed clear individual epidermal cells of the entire human epidermis, fine structures of human dermal-epidermal junction in a large depth range, and a high-resolution dynamic heartbeat of alive Drosophila larvae.

5.
Sci Rep ; 10(1): 10943, 2020 07 02.
Artigo em Inglês | MEDLINE | ID: mdl-32616904

RESUMO

Neuroendocrine neoplasms (NENs) are rare epithelial tumors with heterogeneous and frequently unpredictable clinical behavior. Available biomarkers are insufficient to guide individual patient prognosis or therapy selection. Peptidylglycine α-amidating monooxygenase (PAM) is an enzyme expressed by neuroendocrine cells that participates in hormone maturation. The objective of this study was to assess the distribution, clinical associations and survival implications of PAM immunoreactivity in primary NENs. Of 109 primary NENs, 7% were PAM-negative, 25% were PAM-low and 68% were PAM-high. Staining intensity was high in small bowel (p = 0.04) and low in stomach (p = 0.004) NENs. PAM staining was lower in higher grade tumors (p < 0.001) and patients who died (p < 0.001) but did not vary by tumor size or stage at surgery. In patients who died, time to death was shorter in patients with reduced PAM immunoreactivity: median times to death were 11.3 (PAM-negative), 29.4 (PAM-low) and 61.7 (PAM-high) months. Lower PAM staining was associated with increased risk of death after adjusting for disease stage [PAM negative, HR = 13.8 (CI: 4.2-45.5)]. PAM immunoreactivity in primary NENs is readily assessable and a potentially useful stage-independent predictor of survival.


Assuntos
Amidina-Liases/metabolismo , Biomarcadores Tumorais/metabolismo , Imuno-Histoquímica/métodos , Oxigenases de Função Mista/metabolismo , Tumores Neuroendócrinos/patologia , Idoso , Idoso de 80 Anos ou mais , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Tumores Neuroendócrinos/metabolismo , Tumores Neuroendócrinos/cirurgia , Prognóstico , Taxa de Sobrevida
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