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1.
Lab Invest ; 98(1): 150-160, 2018 01.
Artigo em Inglês | MEDLINE | ID: mdl-29131161

RESUMO

Up to 40% of patients undergoing breast conserving surgery for breast cancer require repeat surgeries due to close to or positive margins. The lengthy processing required for evaluating surgical margins by standard paraffin-embedded histology precludes its use during surgery and therefore, technologies for rapid evaluation of surgical pathology could improve the treatment of breast cancer by reducing the number of surgeries required. We demonstrate real-time histological evaluation of breast cancer surgical specimens by staining specimens with acridine orange (AO) and sulforhodamine 101 (SR101) analogously to hematoxylin and eosin (H&E) and then imaging the specimens with fluorescence nonlinear microscopy (NLM) using a compact femtosecond fiber laser. A video-rate computational light absorption model was used to produce realistic virtual H&E images of tissue in real time and in three dimensions. NLM imaging could be performed to depths of 100 µm below the tissue surface, which is important since many surgical specimens require subsurface evaluation due to contamination artifacts on the tissue surface from electrocautery, surgical ink, or debris from specimen handling. We validate this method by expert review of NLM images compared to formalin-fixed, paraffin-embedded (FFPE) H&E histology. Diagnostically important features such as normal terminal ductal lobular units, fibrous and adipose stromal parenchyma, inflammation, invasive carcinoma, and in situ lobular and ductal carcinoma were present in NLM images associated with pathologies identified on standard FFPE H&E histology. We demonstrate that AO and SR101 were extracted to undetectable levels after FFPE processing and fluorescence in situ hybridization (FISH) HER2 amplification status was unaffected by the NLM imaging protocol. This method potentially enables cost-effective, real-time histological guidance of surgical resections.


Assuntos
Carcinoma de Mama in situ/patologia , Neoplasias da Mama/patologia , Mama/patologia , Carcinoma Ductal de Mama/patologia , Carcinoma Lobular/patologia , Margens de Excisão , Laranja de Acridina/química , Mama/citologia , Mama/imunologia , Mama/cirurgia , Carcinoma de Mama in situ/diagnóstico , Carcinoma de Mama in situ/imunologia , Carcinoma de Mama in situ/cirurgia , Neoplasias da Mama/diagnóstico , Neoplasias da Mama/imunologia , Neoplasias da Mama/cirurgia , Carcinoma Ductal de Mama/diagnóstico , Carcinoma Ductal de Mama/imunologia , Carcinoma Ductal de Mama/cirurgia , Carcinoma Lobular/diagnóstico , Carcinoma Lobular/imunologia , Carcinoma Lobular/cirurgia , Corantes/química , Feminino , Corantes Fluorescentes/química , Humanos , Imageamento Tridimensional , Período Intraoperatório , Mastectomia , Mastectomia Segmentar , Microscopia de Fluorescência , Invasividade Neoplásica , Microscopia Óptica não Linear , Tratamentos com Preservação do Órgão , Rodaminas/química
2.
J Foot Ankle Surg ; 53(1): 79-82, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-23954095

RESUMO

Schwannoma is a benign tumor that arises from the peripheral nerve sheath. It presents as a discrete, often tender, and palpable nodule associated with neurogenic pain or paresthesia when compressed or traumatized. The growth rate is usually slow, and these lesions seldom exceed 2 cm in diameter. We report the case of a large schwannoma arising from the posterior tibial nerve located in the posterior medial ankle. The core needle biopsy findings were suggestive of a schwannoma, with spindle cells strongly and uniformly immunostaining for S-100 protein. The mass was marginally excised. The surgical specimen consisted of a grossly encapsulated white-yellow mass with irregular contours, measuring 3.7 × 3.5 × 2.7 cm. The cut surface showed areas of pin-point hemorrhage. The patient did not encounter any motor deficits; however, early results showed some subjective numbness. Few reports have been published of schwannomas arising from the tibial nerve. Marginal excision appears to be the recommended therapy for this tumor, without any evidence of recurrence at 9 months of follow-up.


Assuntos
Neoplasias de Bainha Neural/diagnóstico , Neurilemoma/diagnóstico , Neoplasias de Tecidos Moles/diagnóstico , Síndrome do Túnel do Tarso/etiologia , Nervo Tibial , Tornozelo , Feminino , Humanos , Imageamento por Ressonância Magnética , Pessoa de Meia-Idade , Neoplasias de Bainha Neural/complicações , Neoplasias de Bainha Neural/cirurgia , Neurilemoma/complicações , Neurilemoma/cirurgia , Neoplasias de Tecidos Moles/complicações , Neoplasias de Tecidos Moles/cirurgia
3.
Am J Dermatopathol ; 33(1): e7-10, 2011 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-21294291

RESUMO

There are a variety of known lesions displaying differentiation toward various portions of the hair follicle. However, there is no established term given to an intraepidermal entity showing differentiation toward both upper and lower portions of the follicle. We report 2 cases of a histologically distinct variant of panfolliculoma that, unlike the traditionally described panfolliculoma, is located intraepidermally. The lesions were taken from the medial thigh of an 81-year-old man and the lateral thigh of a 61-year-old woman, clinically suspected to be an inflamed seborrheic keratosis and a squamous cell carcinoma, respectively. Each case appeared as a demarcated plaque-like lesion with mild epidermal hyperplasia and prominent differentiation toward the upper and lower segments of the hair follicle. The specific histologic features included focal differentiation toward the infundibulum and isthmus (infundibular cystic structures and pilar epithelium), inner root sheath (trichohyalin granules), the matrix/hair shaft (matrical cells, ghost cells and refractile keratinization), and follicular germ/papilla (papillary mesenchymal bodies). This varied histology is similar to that of the previously described panfolliculoma, differing in that it emanates largely from the epidermis rather than being predominantly dermally located. We propose the term "epidermal panfolliculoma" for these lesions.


Assuntos
Epiderme/patologia , Doenças do Cabelo/patologia , Folículo Piloso/patologia , Neoplasias Cutâneas/patologia , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade
5.
IEEE Trans Vis Comput Graph ; 16(6): 1386-95, 2010.
Artigo em Inglês | MEDLINE | ID: mdl-20975179

RESUMO

Histology is the study of the structure of biological tissue using microscopy techniques. As digital imaging technology advances, high resolution microscopy of large tissue volumes is becoming feasible; however, new interactive tools are needed to explore and analyze the enormous datasets. In this paper we present a visualization framework that specifically targets interactive examination of arbitrarily large image stacks. Our framework is built upon two core techniques: display-aware processing and GPU-accelerated texture compression. With display-aware processing, only the currently visible image tiles are fetched and aligned on-the-fly, reducing memory bandwidth and minimizing the need for time-consuming global pre-processing. Our novel texture compression scheme for GPUs is tailored for quick browsing of image stacks. We evaluate the usability of our viewer for two histology applications: digital pathology and visualization of neural structure at nanoscale-resolution in serial electron micrographs.


Assuntos
Gráficos por Computador , Técnicas Histológicas/estatística & dados numéricos , Processamento de Imagem Assistida por Computador/estatística & dados numéricos , Humanos , Microscopia Eletrônica de Transmissão/estatística & dados numéricos
6.
Biomed Opt Express ; 10(8): 4249-4260, 2019 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-31453008

RESUMO

Mohs surgery uses en face frozen section analysis (FSA) with complete margin examination for the excision of select basal cell carcinomas (BCC), obtaining excellent cosmetic outcomes and extremely low recurrence rates. However, Mohs with FSA is time-consuming because of the need to iteratively perform cryosectioning on sequential excisions. Fluorescent microscopies can image tissue specimens without requiring physical sectioning, potentially reducing the time to perform Mohs surgery. We demonstrate a protocol for nonlinear microscopy (NLM) imaging of surgical specimens that combines dual agent staining, virtual H&E rendering, and video rate imaging. We also introduce a novel protocol that enables micron-level co-registration of NLM images with FSA histology, and demonstrate that NLM can reproduce similar features similar to FSA in BCC specimens with both negative and positive surgical margins. We show that the fluorescent labels can be extracted with conventional vacuum infiltration processing, enabling subsequent immunohistochemistry on fluorescently labeled tissue. This protocol can also be applied to evaluate the performance of NLM compared with FSA in a wide range of pathologies for intraoperative consultation.

7.
JAMA Dermatol ; 155(5): 599-603, 2019 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-30785593

RESUMO

IMPORTANCE: Extramammary Paget disease (EMPD), a rare intraepithelial adenocarcinoma, poses a therapeutic challenge with high postoperative recurrence rates and a limited number of effective local treatment options. OBJECTIVE: To describe the use and efficacy of a topical combination of fluorouracil and calcipotriene as a palliative therapy for refractory EMPD. DESIGN, SETTING, AND PARTICIPANTS: This retrospective case series of 3 women with recurrent, refractory EMPD was conducted at Beth Israel Deaconess Medical Center, Boston, Massachusetts and Washington University School of Medicine, St Louis, Missouri. All patients were treated with a 1:1 mixture of fluorouracil, 5%, cream and calcipotriene, 0.005%, cream or ointment. MAIN OUTCOMES AND MEASURES: Clinical and histopathological findings. RESULTS: All 3 women (1 in her 50s, 2 in their 70s) presented with recurrent EMPD (vulvar, perianal, and perioral) after surgery and/or irradiation, and their EMPD was refractory to treatment with imiquimod, 5%, cream. Owing to disease progression and/or intolerable adverse effects from imiquimod, the patients began treatment with a 1:1 mixture of fluorouracil, 5%, cream and calcipotriene, 0.005%, cream. This treatment, which was well tolerated, was followed by clinical improvement in symptoms and appearance of the lesions in all 3 cases and histopathological signs of decreased tumor burden in 2 cases. Patients applied the combination topical therapy to affected areas with differing frequencies, ranging from 1 to 2 days per month to 4 consecutive days every 2 weeks. CONCLUSIONS AND RELEVANCE: Extramammary Paget disease frequently recurs even after aggressive surgical management and can be refractory to many topical and locoregional therapies. Palliative treatment with a combination of fluorouracil and calcipotriene may be a viable option for patients with recurrent, refractory EMPD.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Doença de Paget Extramamária/tratamento farmacológico , Cuidados Paliativos/métodos , Neoplasias Cutâneas/tratamento farmacológico , Administração Tópica , Idoso , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Calcitriol/administração & dosagem , Calcitriol/análogos & derivados , Feminino , Fluoruracila/administração & dosagem , Humanos , Imiquimode/administração & dosagem , Pessoa de Meia-Idade , Doença de Paget Extramamária/patologia , Estudos Retrospectivos , Resultado do Tratamento
8.
Case Rep Nephrol Dial ; 8(1): 35-44, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29692989

RESUMO

Scleroderma vasculopathy and ANCA (antineutrophil cytoplasmic antibodies)-associated glomerulonephritis have rarely been reported to occur simultaneously in one patient. Herein, we report a patient who presented with a classic constellation of clinical and laboratory findings of systemic scleroderma and was subsequently found to be positive for p-ANCA. Two renal biopsies, performed 5 months apart, demonstrated typical changes of the two entities in both acute and "healed" phases, which were analyzed by computer mapping techniques. The two renal biopsies were serially sectioned and stained routinely, and with CD31 and CD34 as endothelial markers. The slides were digitized, aligned and analyzed. Each glomerular tuft was sequentially studied in terms of total area (µm2) and each biopsy was individually profiled. All arterial vessels were sequentially studied with whole vessel and luminal areas delineated and ratios calculated. The initial biopsy contained 32 glomeruli almost all with extensive fibrinoid necrosis and destruction of the capillary network. The arterial vessels (interlobular and arcuate) showed intimal edema with luminal occlusion. CD31/CD34 stains showed variable endothelial intactness but demonstrated the luminal size shifts. The second biopsy had 37 glomeruli that were either segmentally or globally sclerotic with no active changes. The vessels were now normally patent. Each glomerular tuft and arterial vessel in both biopsies was analyzed as a serial section histogram documenting these changes. These studies depict the rare occurrence of two entities together, the scleroderma kidney vasculopathy and the glomerulonephritis of ANCA-associated vasculitis syndrome both in an acute and healing phase, profiled by computer mapping techniques.

9.
Sci Rep ; 8(1): 4476, 2018 03 14.
Artigo em Inglês | MEDLINE | ID: mdl-29540700

RESUMO

Rapid histopathological evaluation of fresh, unfixed human tissue using optical sectioning microscopy would have applications to intraoperative surgical margin assessment. Microscopy with ultraviolet surface excitation (MUSE) is a low-cost optical sectioning technique using ultraviolet illumination which limits fluorescence excitation to the specimen surface. In this paper, we characterize MUSE using high incident angle, water immersion illumination to improve sectioning. Propidium iodide is used as a nuclear stain and eosin yellow as a counterstain. Histologic features of specimens using MUSE, nonlinear microscopy (NLM) and conventional hematoxylin and eosin (H&E) histology were evaluated by pathologists to assess potential application in Mohs surgery for skin cancer and lumpectomy for breast cancer. MUSE images of basal cell carcinoma showed high correspondence with frozen section H&E histology, suggesting that MUSE may be applicable to Mohs surgery. However, correspondence in breast tissue between MUSE and paraffin embedded H&E histology was limited due to the thicker optical sectioning in MUSE, suggesting that further development is needed for breast surgical applications. We further demonstrate that the transverse image resolution of MUSE is limited by the optical sectioning thickness and use co-registered NLM to quantify the improvement in MUSE optical sectioning from high incident angle water immersion illumination.


Assuntos
Neoplasias da Mama/diagnóstico por imagem , Neoplasias da Mama/patologia , Microscopia Ultravioleta/métodos , Neoplasias Cutâneas/diagnóstico por imagem , Neoplasias Cutâneas/patologia , Neoplasias da Mama/cirurgia , Desenho de Equipamento , Feminino , Técnicas Histológicas , Humanos , Processamento de Imagem Assistida por Computador , Imuno-Histoquímica , Microscopia Ultravioleta/instrumentação , Neoplasias Cutâneas/cirurgia
10.
Biomed Opt Express ; 9(5): 2457-2475, 2018 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-29761001

RESUMO

The ability to histologically assess surgical specimens in real-time is a long-standing challenge in cancer surgery, including applications such as breast conserving therapy (BCT). Up to 40% of women treated with BCT for breast cancer require a repeat surgery due to postoperative histological findings of close or positive surgical margins using conventional formalin fixed paraffin embedded histology. Imaging technologies such as nonlinear microscopy (NLM), combined with exogenous fluorophores can rapidly provide virtual H&E imaging of surgical specimens without requiring microtome sectioning, facilitating intraoperative assessment of margin status. However, the large volume of typical surgical excisions combined with the need for rapid assessment, make comprehensive cellular resolution margin assessment during surgery challenging. To address this limitation, we developed a multiscale, real-time microscope with variable magnification NLM and real-time, co-registered position display using a widefield white light imaging system. Margin assessment can be performed rapidly under operator guidance to image specific regions of interest located using widefield imaging. Using simulated surgical margins dissected from human breast excisions, we demonstrate that multi-centimeter margins can be comprehensively imaged at cellular resolution, enabling intraoperative margin assessment. These methods are consistent with pathology assessment performed using frozen section analysis (FSA), however NLM enables faster and more comprehensive assessment of surgical specimens because imaging can be performed without freezing and cryo-sectioning. Therefore, NLM methods have the potential to be applied to a wide range of intra-operative applications.

11.
Plast Reconstr Surg ; 139(2): 354-363, 2017 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-28121867

RESUMO

BACKGROUND: The ability to predict the future viability of tissue while still in the operating room and able to intervene would have a major impact on patient outcome. Although several objective methods to evaluate tissue perfusion have been reported, none to date has sufficient accuracy. METHODS: In eight Sprague-Dawley rats, reverse McFarlane dorsal skin flaps were created. Continuous near-infrared fluorescence angiography using indocyanine green was performed immediately after surgery, for a total of 30 minutes. These dynamic measurements were used to quantify indocyanine green biodistribution and clearance, and to develop a simple metric that accurately predicted tissue viability at postoperative day 7. The new metric was compared to previously described metrics. RESULTS: Reproducible patterns of indocyanine green biodistribution and clearance from the flap permitted quantitative metrics to be developed for predicting flap viability at postoperative day 7. Previously described metrics, which set the boundary between healthy and necrotic tissue as either 17 or 25 percent of peak near-infrared fluorescence at 2 minutes after indocyanine green injection, underestimated the area of necrosis by 75 and 48 percent, respectively. Our data suggest that both the shape and area of clinical necrosis occurring at postoperative day 7 can be predicted intraoperatively, with the boundary defined as near-infrared fluorescence intensities of 40 to 55 percent of peak fluorescence measured at 5 minutes. CONCLUSION: Two 750-msec intraoperative near-infrared fluorescence images obtained at time 0 and at 5 minutes after injection of indocyanine green accurately predicted skin flap viability 7 days after surgery.


Assuntos
Cuidados Intraoperatórios , Imagem Óptica , Sobrevivência de Tecidos , Angiografia , Animais , Corantes/farmacocinética , Verde de Indocianina/farmacocinética , Masculino , Período Pós-Operatório , Valor Preditivo dos Testes , Ratos , Ratos Sprague-Dawley , Reprodutibilidade dos Testes , Retalhos Cirúrgicos/irrigação sanguínea , Fatores de Tempo , Distribuição Tecidual
12.
J Biomed Opt ; 21(12): 126021, 2016 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-28032121

RESUMO

Rapid histopathological examination of surgical specimen margins using fluorescence microscopy during breast conservation therapy has the potential to reduce the rate of positive margins on postoperative histopathology and the need for repeat surgeries. To assess the suitability of imaging modalities, we perform a direct comparison between confocal fluorescence microscopy and multiphoton microscopy for imaging unfixed tissue and compare to paraffin-embedded histology. An imaging protocol including dual channel detection of two contrast agents to implement virtual hematoxylin and eosin images is introduced that provides high quality imaging under both one and two photon excitation. Corresponding images of unfixed human breast tissue show that both confocal and multiphoton microscopy can reproduce the appearance of conventional histology without the need for physical sectioning. We further compare normal breast tissue and invasive cancer specimens imaged at multiple magnifications, and assess the effects of photobleaching for both modalities using the staining protocol. The results demonstrate that confocal fluorescence microscopy is a promising and cost-effective alternative to multiphoton microscopy for rapid histopathological evaluation of ex vivo breast tissue.


Assuntos
Neoplasias da Mama/diagnóstico por imagem , Interpretação de Imagem Assistida por Computador/métodos , Microscopia Confocal/métodos , Microscopia de Fluorescência por Excitação Multifotônica/métodos , Mama/diagnóstico por imagem , Desenho de Equipamento , Feminino , Humanos , Microscopia Confocal/instrumentação , Microscopia de Fluorescência por Excitação Multifotônica/instrumentação
13.
Heart Rhythm ; 13(1): 262-73, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-26226214

RESUMO

BACKGROUND: Human ventricular tachycardia (VT) after myocardial infarction usually occurs because of subendocardial reentrant circuits originating in scar tissue that borders surviving myocardial bundles. Several preclinical large animal models have been used to further study postinfarct reentrant VT, but with varied experimental methodologies and limited evaluation of the underlying substrate or induced arrhythmia mechanism. OBJECTIVE: We aimed to develop and characterize a swine model of scar-related reentrant VT. METHODS: Thirty-five Yorkshire swine underwent 180-minute occlusion of the left anterior descending coronary artery. Thirty-one animals (89%) survived the 6-8-week survival period. These animals underwent cardiac magnetic resonance imaging followed by electrophysiology study, detailed electroanatomic mapping, and histopathological analysis. RESULTS: Left ventricular (LV) ejection fraction measured using CMR imaging was 36% ± 6.6% with anteroseptal wall motion abnormality and late gadolinium enhancement across 12.5% ± 4.1% of the LV surface area. Low voltage measured using endocardial electroanatomic mapping encompassed 11.1% ± 3.5% of the LV surface area (bipolar voltage ≤1.5 mV) with anterior, anteroseptal, and anterolateral involvement. Reentrant circuits mapped were largely determined by functional rather than fix anatomical barriers, consistent with "pseudo-block" due to anisotropic conduction. Sustained monomorphic VT was induced in 28 of 31 swine (90%) (67 VTs; 2.4 ± 1.1; range 1-4) and characterized as reentry. VT circuits were subendocardial, with an arrhythmogenic substrate characterized by transmural anterior scar with varying degrees of fibrosis and myocardial fiber disarray on the septal and lateral borders. CONCLUSION: This is a well-characterized swine model of scar-related subendocardial reentrant VT. This model can serve as the basis for further investigation in the physiology and therapeutics of humanlike postinfarction reentrant VT.


Assuntos
Cicatriz , Endocárdio/patologia , Infarto do Miocárdio/complicações , Miocárdio/patologia , Taquicardia Ventricular , Animais , Ablação por Cateter/métodos , Cicatriz/etiologia , Cicatriz/patologia , Cicatriz/fisiopatologia , Modelos Animais de Doenças , Técnicas Eletrofisiológicas Cardíacas , Humanos , Imagem Cinética por Ressonância Magnética/métodos , Volume Sistólico , Suínos , Taquicardia Ventricular/etiologia , Taquicardia Ventricular/patologia , Taquicardia Ventricular/fisiopatologia , Taquicardia Ventricular/prevenção & controle
14.
PLoS One ; 11(8): e0159337, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27500636

RESUMO

We derive a physically realistic model for the generation of virtual transillumination, white light microscopy images using epi-fluorescence measurements from thick, unsectioned tissue. We demonstrate this technique by generating virtual transillumination H&E images of unsectioned human breast tissue from epi-fluorescence multiphoton microscopy data. The virtual transillumination algorithm is shown to enable improved contrast and color accuracy compared with previous color mapping methods. Finally, we present an open source implementation of the algorithm in OpenGL, enabling real-time GPU-based generation of virtual transillumination microscopy images using conventional fluorescence microscopy systems.


Assuntos
Neoplasias da Mama/diagnóstico por imagem , Mama/diagnóstico por imagem , Amarelo de Eosina-(YS)/química , Hematoxilina/química , Interpretação de Imagem Assistida por Computador/métodos , Microscopia de Fluorescência/métodos , Transiluminação/métodos , Algoritmos , Mama/patologia , Neoplasias da Mama/patologia , Feminino , Humanos
15.
Acta Cytol ; 49(3): 297-308, 2005.
Artigo em Inglês | MEDLINE | ID: mdl-15966293

RESUMO

OBJECTIVE: To assess the effectiveness of fine needle aspiration biopsy (FNAB), with and without immunohistochemistry (IHC), in the management of solid intraocular tumors. STUDY DESIGN: Thirty-three consecutive adults undergoing FNAB of suspected intraocular tumors were studied. Clinical, cytologic and histologic diagnoses were correlated. The positive predictive value, sensitivity and specificity of FNAB for detecting malignancy, the effect of lHC on the final cytologic diagnosis and the number of patients in whom clinical management was altered as a result of cytologic evaluation were determined. RESULTS: The positive predictive value was 96% with and 93% without adjunct IHC. The sensitivity and specificity of FNAB for detecting malignancy were 96% and 83%, respectively, with IHC. Without IHC, the sensitivity was unaltered, but the specificity was 67%. IHC confirmed the morphologic diagnosis in 75% of cases, made a diagnosis in 12.5% and changed a malignant diagnosis from carcinoma to melanoma in 6% of cases. The planned management was changed by the FNAB findings in 24% of patients. In 3 patients (9%), IHC was essential for diagnosis and management. No patients exhibited local tumor dissemination or recurrence associated with the biopsy. CONCLUSION: FNAB is a safe, sensitive and specific method of establishing a tissue diagnosis in a subset of patients with solid intraocular tumors. The routine use of immunohistochemical stain ing increases the diagnostic utility of the technique and may change clinical management.


Assuntos
Biópsia por Agulha Fina , Neoplasias Oculares/diagnóstico , Olho/patologia , Imuno-Histoquímica , Adulto , Idoso , Carcinoma/diagnóstico , Carcinoma/patologia , Neoplasias Oculares/patologia , Feminino , Hemangioma/diagnóstico , Hemangioma/patologia , Humanos , Linfoma/diagnóstico , Linfoma/patologia , Masculino , Melanoma/diagnóstico , Melanoma/patologia , Pessoa de Meia-Idade
17.
PLoS One ; 9(12): e114885, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25490766

RESUMO

The categorization of intraductal proliferative lesions of the breast based on routine light microscopic examination of histopathologic sections is in many cases challenging, even for experienced pathologists. The development of computational tools to aid pathologists in the characterization of these lesions would have great diagnostic and clinical value. As a first step to address this issue, we evaluated the ability of computational image analysis to accurately classify DCIS and UDH and to stratify nuclear grade within DCIS. Using 116 breast biopsies diagnosed as DCIS or UDH from the Massachusetts General Hospital (MGH), we developed a computational method to extract 392 features corresponding to the mean and standard deviation in nuclear size and shape, intensity, and texture across 8 color channels. We used L1-regularized logistic regression to build classification models to discriminate DCIS from UDH. The top-performing model contained 22 active features and achieved an AUC of 0.95 in cross-validation on the MGH data-set. We applied this model to an external validation set of 51 breast biopsies diagnosed as DCIS or UDH from the Beth Israel Deaconess Medical Center, and the model achieved an AUC of 0.86. The top-performing model contained active features from all color-spaces and from the three classes of features (morphology, intensity, and texture), suggesting the value of each for prediction. We built models to stratify grade within DCIS and obtained strong performance for stratifying low nuclear grade vs. high nuclear grade DCIS (AUC = 0.98 in cross-validation) with only moderate performance for discriminating low nuclear grade vs. intermediate nuclear grade and intermediate nuclear grade vs. high nuclear grade DCIS (AUC = 0.83 and 0.69, respectively). These data show that computational pathology models can robustly discriminate benign from malignant intraductal proliferative lesions of the breast and may aid pathologists in the diagnosis and classification of these lesions.


Assuntos
Neoplasias da Mama/patologia , Mama/patologia , Carcinoma Ductal de Mama/patologia , Carcinoma Intraductal não Infiltrante/patologia , Biologia Computacional , Hiperplasia/patologia , Processamento de Imagem Assistida por Computador/métodos , Neoplasias da Mama/classificação , Feminino , Humanos , Gradação de Tumores , Prognóstico , Curva ROC
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