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1.
BMC Bioinformatics ; 21(1): 558, 2020 Dec 04.
Artigo em Inglês | MEDLINE | ID: mdl-33276732

RESUMO

BACKGROUND: High resolution 2D whole slide imaging provides rich information about the tissue structure. This information can be a lot richer if these 2D images can be stacked into a 3D tissue volume. A 3D analysis, however, requires accurate reconstruction of the tissue volume from the 2D image stack. This task is not trivial due to the distortions such as tissue tearing, folding and missing at each slide. Performing registration for the whole tissue slices may be adversely affected by distorted tissue regions. Consequently, regional registration is found to be more effective. In this paper, we propose a new approach to an accurate and robust registration of regions of interest for whole slide images. We introduce the idea of multi-scale attention for registration. RESULTS: Using mean similarity index as the metric, the proposed algorithm (mean ± SD [Formula: see text]) followed by a fine registration algorithm ([Formula: see text]) outperformed the state-of-the-art linear whole tissue registration algorithm ([Formula: see text]) and the regional version of this algorithm ([Formula: see text]). The proposed algorithm also outperforms the state-of-the-art nonlinear registration algorithm (original: [Formula: see text], regional: [Formula: see text]) for whole slide images and a recently proposed patch-based registration algorithm (patch size 256: [Formula: see text] , patch size 512: [Formula: see text]) for medical images. CONCLUSION: Using multi-scale attention mechanism leads to a more robust and accurate solution to the problem of regional registration of whole slide images corrupted in some parts by major histological artifacts in the imaged tissue.


Assuntos
Algoritmos , Artefatos , Vasos Sanguíneos/patologia , Processamento de Imagem Assistida por Computador/métodos , Imageamento Tridimensional/métodos , Vasos Sanguíneos/diagnóstico por imagem , Carcinoma de Células Renais/irrigação sanguínea , Humanos , Imuno-Histoquímica/métodos , Microscopia
2.
Int J Surg Pathol ; 23(7): 553-6, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26063639

RESUMO

Myeloid sarcoma is an uncommon neoplasm, comprising an extramedullary tumorous proliferation of immature myeloid cells. Its rarity and tendency for diverse clinical presentation contribute to difficulty in timely diagnosis. This report describes a case of a painful back lump in an elderly Chinese male, which was initially diagnosed as a carbuncle. Histology on the saucerization specimen was reported as inflamed granulation tissue. Failure of expected wound healing prompted surgical debridement; microscopic examination on the subsequent specimen revealed an immature myeloid population with an increased MIB-1 proliferative index, highlighted by myeloperoxidase, lysozyme, CD117, and CD43 immunoreactivity, in keeping with myeloid sarcoma. Despite aggressive management, the patient eventually died. This report draws attention to potential pitfalls in the pathological diagnosis of this uncommon tumor and briefly summarizes its salient features.


Assuntos
Tecido de Granulação/patologia , Sarcoma Mieloide/patologia , Neoplasias de Tecidos Moles/patologia , Idoso , Diagnóstico Diferencial , Evolução Fatal , Humanos , Masculino , Sarcoma Mieloide/cirurgia , Neoplasias de Tecidos Moles/cirurgia
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