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2.
Cancers (Basel) ; 16(9)2024 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-38730710

RESUMO

BACKGROUND: Established barriers to general exercise and physical activity among individuals with head and neck cancer include dry mouth, difficulty eating, weight loss, fear of injury, comorbidities, and treatment-related symptoms of pain and fatigue. METHODS/DESIGN: A 12-week pragmatic randomized controlled trial was conducted followed by an optional supported exercise transition phase. Eligible participants were individuals with head and neck cancers who had undergone surgery and/or radiation therapy to lymph node regions in the neck. Participants were randomized to a comparison group involving a shoulder and neck physiotherapeutic exercise protocol, or to a combined experimental group comprising the shoulder and neck physiotherapeutic exercise protocol and lower-body resistance exercise training. The primary outcome of this study was fatigue-related quality of life. RESULTS: Sixty-one participants enrolled, 59 (97%) completed the randomized trial phase, 55 (90%) completed the 24-week follow-up, and 52 (85%) completed the one-year follow-up. Statistically significant between-group differences were found in favor of the combined experimental group for the fatigue-related quality of life, fitness outcomes, and overall physical activity. Paired comparisons confirmed significant within-group improvements for both groups from baseline to one-year follow-up across most outcomes. DISCUSSION: A group-based combined physiotherapeutic and lower-body resistance exercise program was feasible and effective. Findings are limited to individuals who had undergone a surgical neck dissection procedure. Given the complexity of head and neck cancer, further pragmatic interdisciplinary research is warranted.

3.
Clin Nutr ; 43(4): 989-1000, 2024 04.
Artigo em Inglês | MEDLINE | ID: mdl-38484528

RESUMO

BACKGROUND & AIMS: Existing skeletal muscle index (SMI) thresholds for sarcopenia are inconsistent, and do not reflect severity of depletion. In this study we aimed to define criterion values for moderate and severe skeletal muscle depletion based on the risk of mortality in a population of patients with head and neck cancer (HNC). Additionally, we aimed to identify clinical and demographic predictors of skeletal muscle depletion, evaluate the survival impact of skeletal muscle depletion in patients with minimal nutritional risk or good performance status, and finally, benchmarking SMI values of patients with HNC against healthy young adults. METHODS: Population cohort of 1231 consecutive patients and external validation cohorts with HNC had lumbar SMI measured by cross-sectional imaging. Optimal stratification determined sex-specific thresholds for 2-levels of SMI depletion (Class I and II) based on overall survival (OS). Adjusted multivariable regression analyses (tumor site, stage, performance status, age, sex, dietary intake, weight loss) determined relationships between 2-levels of SMI depletion and OS. RESULTS: Mean SMI (cm2/m2) was 51.7 ± 9.9 (males) and 39.8 ± 7.1 (females). The overall and sex-specific population demonstrated an increased risk of mortality associated with decreasing SMI. Sex-specific SMI (cm2/m2) depletion thresholds for 2-levels of muscle depletion determined by optimal stratification for males and females, respectively (male: 45.2-37.5, and <37.5; female: 40.9-34.2, and <34.2). In the overall population, Normal SMI, Class I and II SMI depletion occurred in 65.0%, 24.0%, and 11.0%, respectively. Median OS was: Normal SMI (114 months, 95% CI, 97.1-130.8); Class I SMI Depletion (42 months, 95% CI, 28.5-55.4), and Class II SMI Depletion (15 months, 95% CI, 9.8-20.1). Adjusted multivariable analysis compared with Normal SMI (reference), Class I SMI Depletion (HR, 1.49; 95% CI, 1.18-1.88; P < .001), Class II SMI Depletion (HR, 1.91; 95% CI, 1.42-2.58; P < .001). CONCLUSIONS: Moderate and severe SMI depletion demonstrate discrimination in OS in patients with HNC. Moderate and severe SMI depletion is prevalent in patients with minimal nutrition risk and good performance status. Benchmarking SMI values against healthy young adults exemplifies the magnitude of SMI depletion in patients with HNC and may be a useful method in standardizing SMI assessment.


Assuntos
Neoplasias de Cabeça e Pescoço , Sarcopenia , Adulto Jovem , Humanos , Masculino , Feminino , Sarcopenia/etiologia , Tomografia Computadorizada por Raios X/métodos , Músculo Esquelético/diagnóstico por imagem , Músculo Esquelético/patologia , Neoplasias de Cabeça e Pescoço/complicações , Neoplasias de Cabeça e Pescoço/patologia , Estudos Retrospectivos , Prognóstico
4.
Radiother Oncol ; 166: 110-117, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34838888

RESUMO

BACKGROUND AND PURPOSE: Prospective data evaluating the role of adjuvant radiotherapy (RT) for Merkel Cell Carcinoma(MCC) is lacking. To better understand the efficacy of adjuvant RT, a population-based patterns of failure study was conducted. METHODS: We identified MCC patients treated from 1988 to 2018.Primary outcome measures were recurrence-free survival (RFS), overall survival (OS) and MCC-specific survival (MCC-SS). Charlson Co-morbidity Index (CCI) was also calculated. RESULTS: 217 patients with mean age 79 (range: 33-96) were analyzed. The median follow-up was 40 months. Treatments were: surgery(S) alone (n = 101, 45%) or S + RT(n = 116, 55%).Local recurrence (LR) was low in stage I (n = 6, 6.5%) with clear margin of ≥1 cm, negative sentinel lymph node biopsy (SLNB) without high-risk factors, irrespective of adjuvant RT. Tumor size ≥ 2 cm (HR:2.95; p = 0.024) and immunosuppression(HR:3.98; p = 0.001) were associated with high risk of nodal failure. Adjuvant RT was associated with significant reduction in regional failure (HR:0.36; p = 0.002). Distant metastases (DM) were infrequent in stage I (4/90) and stage II (4/34), compared to stage III (32/93). Adjuvant RT improvedRFS but did not influence MCC-SS and OS. CCI was a significant predictor of OS. CONCLUSIONS: Adjuvant RT improvedRFS, withoutimpact on MCC-SS and OS. Co-morbidity rather than RT influenced OS. Adjuvant RT may be avoided instage I patients with negative SLNB and no associated high-risk factors. Prophylactic RNI could be considered in stage II with high risk features, inspite of negative SLNB. Stage III patients benefited from adjuvant RNI, but no impact on prevention of DM.


Assuntos
Carcinoma de Célula de Merkel , Neoplasias Cutâneas , Idoso , Carcinoma de Célula de Merkel/radioterapia , Carcinoma de Célula de Merkel/cirurgia , Humanos , Recidiva Local de Neoplasia/patologia , Estadiamento de Neoplasias , Estudos Prospectivos , Radioterapia Adjuvante , Estudos Retrospectivos , Biópsia de Linfonodo Sentinela , Neoplasias Cutâneas/patologia
5.
Annu Int Conf IEEE Eng Med Biol Soc ; 2021: 3982-3985, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34892103

RESUMO

Histopathological images are widely used to diagnose diseases such as skin cancer. As digital histopathological images are typically of very large size, in the order of several billion pixels, automated identification of abnormal cell nuclei and their distribution within multiple tissue sections would enable rapid comprehensive diagnostic assessment. In this paper, we propose a deep learning-based technique to segment the melanoma regions in Hematoxylin and Eosin-stained histopathological images. In this technique, the nuclei in an image are first segmented using a deep learning neural network. The segmented nuclei are then used to generate the melanoma region masks. Experimental results show that the proposed method can provide nuclei segmentation accuracy of around 90% and the melanoma region segmentation accuracy of around 98%. The proposed technique also has a low computational complexity.


Assuntos
Melanoma , Neoplasias Cutâneas , Algoritmos , Amarelo de Eosina-(YS) , Hematoxilina , Humanos , Melanoma/diagnóstico por imagem , Neoplasias Cutâneas/diagnóstico
6.
Tissue Cell ; 73: 101659, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-34634635

RESUMO

Histopathological images are widely used to diagnose diseases including skin cancer. As digital histopathological images are typically of very large size, in the order of several billion pixels, automated identification of all abnormal cell nuclei and their distribution within multiple tissue sections would assist rapid comprehensive diagnostic assessment. In this paper, we propose a deep learning-based technique to segment the melanoma regions in Hematoxylin and Eosin (H&E) stained histopathological images. In this technique, the nuclei in the image are first segmented using a Convolutional Neural Network (CNN). The segmented nuclei are then used to generate melanoma region masks. Experimental results with a small melanoma dataset show that the proposed method can potentially segment the nuclei with more than 94 % accuracy and segment the melanoma regions with a Dice coefficient of around 85 %. The proposed technique also has a small execution time making it suitable for clinical diagnosis with a fast turnaround time.


Assuntos
Aprendizado Profundo , Amarelo de Eosina-(YS)/química , Hematoxilina/química , Melanoma/patologia , Neoplasias Cutâneas/patologia , Coloração e Rotulagem , Algoritmos , Núcleo Celular/patologia , Humanos , Processamento de Imagem Assistida por Computador , Redes Neurais de Computação , Melanoma Maligno Cutâneo
7.
Comput Med Imaging Graph ; 89: 101893, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33752078

RESUMO

The Proliferation Index (PI) is an important diagnostic, predictive and prognostic parameter used for evaluating different types of cancer. This paper presents an automated technique to measure the PI values for skin melanoma images using machine learning algorithms. The proposed technique first analyzes a Mart-1 stained histology image and generates a region of interest (ROI) mask for the tumor. The ROI mask is then used to locate the tumor regions in the corresponding Ki-67 stained image. The nuclei in the Ki-67 ROI are then segmented and classified using a Convolutional Neural Network (CNN), and the PI value is calculated based on the number of the active and the passive nuclei. Experimental results show that the proposed technique can robustly segment (with 94 % accuracy) and classify the nuclei with a low computational complexity and the calculated PI values have less than 4 % average error.


Assuntos
Processamento de Imagem Assistida por Computador , Melanoma , Algoritmos , Biópsia , Proliferação de Células , Humanos , Aprendizado de Máquina , Melanoma/diagnóstico por imagem
8.
Heliyon ; 6(3): e03617, 2020 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-32258472

RESUMO

OBJECTIVES: To examine the relationship of reduced numbers of occluding teeth and dietary intake (DI), nutrition impact symptoms (NIS), and weight loss (WL) in head and neck cancer (HNC) patients. METHODS: As a part of the standard of care, treatment-naïve HNC patients (n = 104) completed dental evaluation (number of teeth, total anterior/posterior occlusal teeth, Eichner Index (EI) classification), WL, DI questionnaire and HNC Symptom Checklist©. Descriptive statistics (Kruskal-Wallis, Fisher-exact, χ2 tests) and (uni-) multi-variable logistic regression. RESULTS: Overall, 42, 45 and 13% of patients were in EI-class A, B and C with a median of 8, 3, and 0 total posterior occlusal teeth. EI-class B/C patients were older, more likely to have impaired DI (OR = 3.88; 95%CI:1.63-9.26; P = 0.002) and reported interference with DI by 11 NIS (p < 0.05). DI was, however, reported as unimpaired in 77, 49 and 39% of patients in EI-class A, B and C, respectively. The subset of EI-class B/C patients with impaired DI, had more NIS interference with DI (P < 0.05; difficulty chewing, pain, early satiety, lack of energy); EI-class C patients additionally had dry mouth, thick saliva and dysphagia (P < 0.05). In logistic regression, EI-classes B/C patients with reduced (vs unimpaired) DI were more likely to have ≥5% WL (OR = 10.1; 95%CI:2.0-50.0), higher NIS interference (range OR 4.3-10.7). CONCLUSIONS: More than half of these HNC patients had reduced numbers of occlusal teeth or were edentulous. EI-class B/C patients did not necessarily have impaired DI, however the combination of EI-class B/C and a constellation of NIS, associated with reduced DI. CLINICAL SIGNIFICANCE: Treatment naïve head and neck cancer (HNC) patients with reduced occlusal and masticatory performance (Eichner Index B/C) and reduced dietary intake are at high risk for weight loss. Identifying HNC patients at risk may improve their oral health, dietary intake and reduce their risk of weight loss.

9.
Clin Nutr ; 39(3): 901-909, 2020 03.
Artigo em Inglês | MEDLINE | ID: mdl-31000341

RESUMO

BACKGROUND & AIMS: Head and neck cancer (HNC) are at high nutritional risk; however the prevalence and severity of malnutrition in contemporary patients with HNC are unclear. Diagnostic criteria for cancer-associated weight loss grading (WLG) (Grades 0 to 4) [1] have been validated and are recommended in oncology nutrition clinical practice guidelines [2-3]. The aim was to determine the prevalence using WLG in HNC patients and determine the extent to which reduced dietary intake (DI) explained variation of WLG. METHODS: A population-based cohort of HNC patients (N = 1756) in northern Alberta, Canada included consecutive new patients, 2004-2016. At referral to the regional cancer center weight history and DI categories were collected. Multinomial logistic regression (MLR) identified predictors of weight loss (WL) severity. Overall survival (OS) in relation to WL Grade and DI was determined by multivariable Cox proportional hazard. RESULTS: WL was absent in 42.9% and the remainder had Grade 1 (18%), Grade 2 (14.7%), Grade 3 (15.9%) and Grade 4 (8.5%) WL. Independent predictors of WLG in adjusted MLR model, included stage (P < 0.000), performance status (PS) (P < 0.000) and DI categories (P < 0.000); sex, age and disease site were not significant. Compared to "normal food in normal amount" adjusted Odds Ratio for WL Grade 4 was 4.0 (2.1-7.5) "normal food, but less than normal amount"; 25.2 (10.7-59.1) "little solid food"; 51.8 (10.5-255.3) "very little of anything"; 42.4 (11.0-163.0) "only liquids"; 25.9 (7.1-94.3) "only nutritional supplements". In the Cox model controlled for age, sex, cancer stage and site and PS, both WLG ((P < 0.000) and DI categories (P = 0.003) independently predicted OS. CONCLUSION: Data from this population cohort provide a benchmark for prevalence of cancer associated WL severity at diagnosis. Patient reported DI categories are strong predictors of WL and prognostic for OS.


Assuntos
Neoplasias de Cabeça e Pescoço/epidemiologia , Desnutrição/epidemiologia , Estado Nutricional , Canadá/epidemiologia , Estudos de Coortes , Comorbidade , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Prognóstico , Índice de Gravidade de Doença
10.
Laryngoscope ; 130(4): 925-929, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-31087663

RESUMO

OBJECTIVES: Treatment for advanced head and neck cancers typically includes surgery followed by radiation therapy (RT). Radiation-induced xerostomia is a common sequela of these treatments. The modified submandibular gland transfer (M-SGT) procedure was developed to decrease xerostomia in the treatment of oral cavity cancer by sparing one submandibular gland (SMG) from radiation. This study's objectives were to: 1) elucidate the radiation-sparing capacity of the M-SGT, and 2) study the xerostomia-reducing potential of the M-SGT based on the University of Washington Quality-of-Life Questionnaire (UW-QOL). METHODS: Radiation therapy treatment plans were reviewed for all patients treated with surgery and RT who had a M-SGT at the University of Alberta Hospital during the study period. Outcomes included: 1) radiation dose received by the transferred SMG within the periparotid area compared to the submandibular triangle (ST), and 2) patient-reported saliva scores on the UW-QOL compared to historical controls without a gland transfer. RESULTS: Twenty-two patients were included. The mean radiation dose received by the transferred SMG was 29.00 grays (Gy) (standard deviation 14.59 Gy), thus reducing the mean radiation dose to the SMG by a statistically significant 18.34 Gy (confidence interval 95% (13.37, 23.32), P < 0.01) compared to the ST and below the D50 of the SMG (34 Gy). Sixty-five percent of patients rated their saliva as normal or mildly reduced on the UW-QOL as compared to 16% of controls (P = 0.01). CONCLUSION: The M-SGT technique is successful at reducing the radiation dose sustained by the SMG during adjuvant treatment and provides a significant improvement in xerostomia-related functional outcomes as compared to historical controls not receiving a gland transfer. LEVEL OF EVIDENCE: 4 Laryngoscope, 130:925-929, 2020.


Assuntos
Neoplasias de Cabeça e Pescoço/radioterapia , Glândula Submandibular/efeitos da radiação , Glândula Submandibular/transplante , Xerostomia/etiologia , Xerostomia/cirurgia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Órgãos em Risco/efeitos da radiação , Dosagem Radioterapêutica , Inquéritos e Questionários
11.
Comput Med Imaging Graph ; 73: 19-29, 2019 04.
Artigo em Inglês | MEDLINE | ID: mdl-30822606

RESUMO

The lymphatic system is the immune system of the human body, and includes networks of vessels spread over the body, lymph nodes, and lymph fluid. The lymph nodes are considered as purification units that collect the lymph fluid from the lymph vessels. Since the lymph nodes collect the cancer cells that escape from a malignant tumor and try to spread to the rest of the body, the lymph node analysis is important for staging many types skin and breast cancers. In this paper, we propose a Computer Aided Diagnosis (CAD) method that segments the lymph nodes and melanoma regions in a biopsy image and measure the proliferation index. The proposed method contains two stages. First, an automated technique is used to segment the lymph nodes in a biopsy image based on histogram and high frequency features. In the second stage, the proliferation index for the melanoma regions is calculated by comparing the number of active and passive nuclei. Experimental results on 76 different lymph node images show that the proposed segmentation technique can robustly segment the lymph nodes with more than 90% accuracy. The proposed proliferation index calculation has low complexity and has an average error rate of less than 1.5%.


Assuntos
Biópsia , Linfonodos/diagnóstico por imagem , Linfonodos/fisiopatologia , Melanoma/diagnóstico , Proliferação de Células , Diagnóstico por Computador , Humanos
12.
J Med Imaging Radiat Oncol ; 63(2): 257-263, 2019 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-30549229

RESUMO

INTRODUCTION: We report the outcomes of using a combination of cetuximab with radiation therapy (Cetux-RT) to treat a selected group of patients with locally advanced (unresectable) cutaneous squamous cell carcinoma (LA-cSCC). This study presents two-year efficacy and safety data for 8 patients with LA-cSCC treated within a single institution. METHODS: Between 2014 and 2017 a total of eight patients (seven males, one female) with LA-cSCC received curative intent treatment with Cetux-RT. All patients received an initial loading dose of cetuximab at 400 mg/m2 seven days prior to radiotherapy, followed by weekly treatment with 250 mg/m2 , continuing through the end of radiotherapy. Radiation doses were 6600 cGy/30 fr (n = 2), 6300 cGy/30fr (n = 2) and 5500 cGy/22 fr (n = 4). RESULTS: The median age was 81 years (range, 55-87). The ECOG performance status of all patients was between 0 and 2. With a median duration of follow-up of 25 months (range 10-48 months), five patients remain in a complete response. After a partial response, another patient has relapsed and is receiving palliative chemotherapy, while two patients have died during the period of follow up (one of whom died following progression of disease, the other of an unrelated cause). Treatment in this group of patients was well tolerated, with most toxicities ≤ grade 2, and no toxicities of grade 4/5 reported. CONCLUSIONS: Cetux-RT was well tolerated and provided durable disease control within this patient sample. Our data support the use of the Cetux-RT regimen for selected patients with inoperable LA-cSCC and adequate performance status.


Assuntos
Antineoplásicos Imunológicos/uso terapêutico , Carcinoma de Células Escamosas/tratamento farmacológico , Carcinoma de Células Escamosas/radioterapia , Cetuximab/uso terapêutico , Neoplasias Cutâneas/tratamento farmacológico , Neoplasias Cutâneas/radioterapia , Idoso , Idoso de 80 Anos ou mais , Carcinoma de Células Escamosas/patologia , Terapia Combinada , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estadiamento de Neoplasias , Neoplasias Cutâneas/patologia , Resultado do Tratamento
13.
Head Neck ; 40(11): 2353-2361, 2018 11.
Artigo em Inglês | MEDLINE | ID: mdl-30175876

RESUMO

BACKGROUND: Xerostomia is a debilitating side effect of radiotherapy for head and neck cancer. Combining surgical submandibular-gland transfer (SMGT) with intensity-modulated radiotherapy (IMRT) may provide greater protection of salivary function. METHODS: This was a single-institution, prospective phase II feasibility trial. Patients with head and neck cancer or unknown primary with neck node metastases received primary surgery with SMGT and postoperative radiotherapy with tomotherapy (60 Gy in 30 fractions). Toxicity and quality of life (QOL) were assessed before surgery, before RT, and after RT. RESULTS: Forty patients received SMGT and IMRT. Only 1 patient experienced grade 3 salivary gland toxicity. At 12 months post-RT, the rate of absent or only mild xerostomia was 89%, and salivary flow rates were approximately 75% of pre-RT levels. CONCLUSIONS: The combination of IMRT with SMGT is feasible and with improved dose constraints may maximally spare the parotid and submandibular glands, leading to decreased xerostomia and improved patient QOL.


Assuntos
Carcinoma de Células Escamosas/terapia , Neoplasias de Cabeça e Pescoço/terapia , Qualidade de Vida , Radioterapia de Intensidade Modulada/métodos , Glândulas Salivares/transplante , Xerostomia/terapia , Centros Médicos Acadêmicos , Adulto , Idoso , Carcinoma de Células Escamosas/mortalidade , Carcinoma de Células Escamosas/patologia , Terapia Combinada/métodos , Estudos de Viabilidade , Feminino , Neoplasias de Cabeça e Pescoço/mortalidade , Neoplasias de Cabeça e Pescoço/patologia , Humanos , Masculino , Pessoa de Meia-Idade , Invasividade Neoplásica/patologia , Estadiamento de Neoplasias , Radioterapia Adjuvante/efeitos adversos , Radioterapia de Intensidade Modulada/efeitos adversos , Medição de Risco , Análise de Sobrevida , Resultado do Tratamento , Xerostomia/etiologia
14.
Comput Med Imaging Graph ; 66: 124-134, 2018 06.
Artigo em Inglês | MEDLINE | ID: mdl-29426714

RESUMO

This paper presents a computer-aided technique for automated analysis and classification of melanocytic tumor on skin whole slide biopsy images. The proposed technique consists of four main modules. First, skin epidermis and dermis regions are segmented by a multi-resolution framework. Next, epidermis analysis is performed, where a set of epidermis features reflecting nuclear morphologies and spatial distributions is computed. In parallel with epidermis analysis, dermis analysis is also performed, where dermal cell nuclei are segmented and a set of textural and cytological features are computed. Finally, the skin melanocytic image is classified into different categories such as melanoma, nevus or normal tissue by using a multi-class support vector machine (mSVM) with extracted epidermis and dermis features. Experimental results on 66 skin whole slide images indicate that the proposed technique achieves more than 95% classification accuracy, which suggests that the technique has the potential to be used for assisting pathologists on skin biopsy image analysis and classification.


Assuntos
Epiderme/fisiopatologia , Processamento de Imagem Assistida por Computador/métodos , Melanoma/classificação , Melanoma/diagnóstico por imagem , Neoplasias Cutâneas/classificação , Neoplasias Cutâneas/diagnóstico por imagem , Algoritmos , Diagnóstico por Computador , Células Epidérmicas/patologia , Humanos
15.
Micron ; 97: 56-67, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28346884

RESUMO

Measurement of melanoma depth of invasion (DoI) in skin tissues is of great significance in grading the severity of skin disease and planning patient's treatment. However, accurate and automatic measurement of melanocytic tumor depth is a challenging problem mainly due to the difficulty of skin granular identification and melanoma detection. In this paper, we propose a technique for measuring melanoma DoI in microscopic images digitized from MART1 (i.e., meleanoma-associated antigen recognized by T cells) stained skin histopathological sections. The technique consists of four modules. First, skin melanoma areas are detected by combining color features with the Mahalanobis distance measure. Next, skin epidermis is segmented by a multi-thresholding method. The skin granular layer is then identified based on Bayesian classification of segmented skin epidermis pixels. Finally, the melanoma DoI is computed using a multi-resolution approach with Hausdorff distance measurement. Experimental results show that the proposed technique provides a superior performance in measuring the melanoma DoI than two closely related techniques.


Assuntos
Melanoma/diagnóstico por imagem , Melanoma/patologia , Gradação de Tumores/métodos , Neoplasias Cutâneas/diagnóstico por imagem , Neoplasias Cutâneas/patologia , Pele/patologia , Humanos , Antígeno MART-1/metabolismo , Invasividade Neoplásica/diagnóstico por imagem , Invasividade Neoplásica/patologia , Pele/diagnóstico por imagem , Melanoma Maligno Cutâneo
16.
IEEE Trans Biomed Eng ; 64(10): 2475-2485, 2017 10.
Artigo em Inglês | MEDLINE | ID: mdl-28092513

RESUMO

In the diagnosis of various cancers by analyzing histological images, automatic nuclear segmentation is an important step. However, nuclear segmentation is a difficult problem because of overlapping nuclei, inhomogeneous staining, and presence of noisy pixels and other tissue components. In this paper, we present an automatic technique for nuclear segmentation in skin histological images. The proposed technique first applies a bank of generalized Laplacian of Gaussian kernels to detect nuclear seeds. Based on the detected nuclear seeds, a multiscale radial line scanning method combined with dynamic programming is applied to extract a set of candidate nuclear boundaries. The gradient, intensity, and shape information are then integrated to determine the optimal boundary for each nucleus in the image. Nuclear overlap limitation is finally imposed based on a Dice coefficient measure such that the obtained nuclear contours do not severely intersect with each other. Experiments have been thoroughly performed on two datasets with H&E and Ki-67 stained images, which show that the proposed technique is superior to conventional schemes of nuclear segmentation.


Assuntos
Algoritmos , Núcleo Celular/patologia , Interpretação de Imagem Assistida por Computador/métodos , Reconhecimento Automatizado de Padrão/métodos , Neoplasias Cutâneas/patologia , Humanos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
17.
IEEE J Biomed Health Inform ; 21(3): 826-837, 2017 05.
Artigo em Inglês | MEDLINE | ID: mdl-28113876

RESUMO

Efficient and accurate detection of cell nuclei is an important step toward automatic analysis in histopathology. In this work, we present an automatic technique based on generalized Laplacian of Gaussian (gLoG) filter for nuclei detection in digitized histological images. The proposed technique first generates a bank of gLoG kernels with different scales and orientations and then performs convolution between directional gLoG kernels and the candidate image to obtain a set of response maps. The local maxima of response maps are detected and clustered into different groups by mean-shift algorithm based on their geometrical closeness. The point which has the maximum response in each group is finally selected as the nucleus seed. Experimental results on two datasets show that the proposed technique provides a superior performance in nuclei detection compared to existing techniques.


Assuntos
Algoritmos , Núcleo Celular/fisiologia , Processamento de Imagem Assistida por Computador/métodos , Reconhecimento Automatizado de Padrão/métodos , Humanos , Distribuição Normal , Pele/diagnóstico por imagem , Neoplasias Cutâneas/diagnóstico por imagem
18.
Cureus ; 8(7): e713, 2016 Jul 26.
Artigo em Inglês | MEDLINE | ID: mdl-27610285

RESUMO

PURPOSE: To compare and contrast the patterns of failure in patients with locally advanced squamous cell oropharyngeal cancers undergoing curative-intent treatment with primary surgery or radiotherapy +/- chemotherapy. METHODS AND MATERIALS: Two hundred and thirty-three patients with stage III or IV oropharyngeal squamous cell carcinoma who underwent curative-intent treatment from 2006-2012, were reviewed. The median length of follow-up for patients still alive at the time of analysis was 4.4 years. Data was collected retrospectively from a chart review. RESULTS: One hundred and thirty-nine patients underwent primary surgery +/- adjuvant therapy, and 94 patients underwent primary radiotherapy +/- chemotherapy (CRT). Demographics were similar between the two groups, except primary radiotherapy patients had a higher age-adjusted Charleston co-morbidity score (CCI). Twenty-nine patients from the surgery group recurred; 15 failed distantly only, seven failed locoregionally, and seven failed both distantly and locoregionally. Twelve patients recurred who underwent chemoradiotherapy; ten distantly alone, and two locoregionally. One patient who underwent radiotherapy (RT) alone failed distantly. Two and five-year recurrence-free survival rates for patients undergoing primary RT were 86.6% and 84.9% respectively. Two and five-year recurrence-free survival rates for primary surgery was 80.9% and 76.3% respectively (p=0.21). There was no significant difference in either treatment when they were stratified by p16 status or smoking status. CONCLUSIONS: Our analysis does not show any difference in outcomes for patients treated with primary surgery or radiotherapy. Although the primary pattern of failure in both groups was distant metastatic disease, some local failures may be preventable with careful delineation of target volumes, especially near the base of skull region.

19.
Laryngoscope ; 126(11): 2492-2496, 2016 11.
Artigo em Inglês | MEDLINE | ID: mdl-27171786

RESUMO

OBJECTIVES/HYPOTHESIS: The treatment for most advanced head and neck cancers (stage III and IV) usually includes radiation, and the most common side effect of this treatment modality is a permanent decrease in salivary production. Xerostomia is a devastating complication that significantly affects patients' quality of life by interfering with functions of taste, mastication, deglutition, and speech production. Treatment of xerostomia is varied, but one of the strategies developed by our group was to preserve one submandibular gland by surgically transferring it to the submental space and shielding it from the full dose of radiation. This procedure is proven to reduce the rate of radiation-induced xerostomia, but its main disadvantage is that it is contraindicated in oral cavity cancer. This study describes and evaluates a modification of the submandibular gland transfer (SGT) procedure, where the submandibular gland contralateral to the disease process is relocated to the parotid region. This modification has the potential of expanding the benefits of submandibular gland transfer procedures to patients with oral cavity cancers. STUDY DESIGN: Prospective feasibility study. METHODS: This study involved nine patients with a new diagnosis of advanced head and neck cancer undergoing major head and neck cancer resection with postoperative adjuvant radiation therapy. The new modified salivary gland transfer procedure was performed on all nine patients, and the glands total dose received with radiation therapy was assessed. RESULTS: All the modified SGT procedures were successful with no post-operative complications. The radiation oncology team has been able to successfully localize the transferred submandibular glands and shield them from the radiation beam postoperatively. CONCLUSIONS: We have successfully demonstrated that surgical transfer of a submandibular salivary gland to the parotid region is feasible, surgically viable, oncologically sound, and does not interfere with radiation therapy. LEVEL OF EVIDENCE: 4 Laryngoscope, 126:2492-2496, 2016.


Assuntos
Carcinoma de Células Escamosas/cirurgia , Neoplasias de Cabeça e Pescoço/cirurgia , Neoplasias Bucais/cirurgia , Lesões por Radiação/prevenção & controle , Glândula Submandibular/transplante , Xerostomia/prevenção & controle , Carcinoma de Células Escamosas/radioterapia , Terapia Combinada , Estudos de Viabilidade , Feminino , Neoplasias de Cabeça e Pescoço/radioterapia , Humanos , Masculino , Pessoa de Meia-Idade , Neoplasias Bucais/radioterapia , Estudos Prospectivos , Lesões por Radiação/etiologia , Radioterapia/efeitos adversos , Carcinoma de Células Escamosas de Cabeça e Pescoço , Glândula Submandibular/efeitos da radiação , Resultado do Tratamento , Xerostomia/etiologia
20.
Physiother Can ; 67(1): 85-93, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-25931658

RESUMO

PURPOSE: Shoulder pain and dysfunction may occur after surgery for head and neck cancer (HNC) as a result of damage to or resection of the spinal accessory nerve. Previous research found that 12 weeks of upper extremity progressive resistance exercise training (PRET) improved shoulder outcomes in survivors of HNC; the purpose of this study was to determine whether benefits persisted over the longer term. METHODS: Survivors of HNC were assigned at random to PRET (n=27) or a standard therapeutic protocol (TP; n=25), with an opportunity for crossover in the TP group after 12 weeks. At 12-month follow-up, participants were mailed a questionnaire that assessed quality of life (QOL), shoulder outcomes, and exercise behaviour. RESULTS: Of the 52 participants enrolled in the study, 44 were eligible at 12-month follow-up, and 37 (71%) completed the questionnaires. Overall, self-reported outcomes were largely sustained over the follow-up period. After 12 months, regardless of original group allocation, participants who continued resistance exercise training during the follow-up period reported better neck dissection-related functioning (p=0.021) and better QOL (p=0.011) than those who did not. CONCLUSIONS: Benefits of PRET were sustained at 12-month follow-up. Ongoing participation in resistance exercise training may prove valuable as a supportive care intervention for survivors of HNC.


Objet : Une douleur à l'épaule et une dysfonction peuvent faire leur apparition après une intervention chirurgicale pour un cancer de la tête et du cou (CTC) parce que le nerf spinal accessoire a été endommagé ou réséqué. Des recherches antérieures ont révélé que 12 semaines d'exercice contre résistance progressive (ERP) des membres supérieurs amélioraient le résultat pour l'épaule chez les survivants d'un CTC. Cette étude visait à déterminer si les bienfaits persistaient à long terme. Méthodes : Les survivants d'un CTC ont été répartis au hasard pour suivre un programme d'ERP (n=27) ou un protocole thérapeutique habituel (PT; n=25) et ont pu passer au groupe PT après 12 semaines. Au suivi à 12 mois, on a envoyé par la poste aux participants un questionnaire d'évaluation de la qualité de vie (QDV), des résultats pour l'épaule et du comportement lié à l'exercice. Résultats : Sur les 52 participants inscrits à l'étude, 44 étaient admissibles au suivi à 12 mois et 37 (71 %) ont répondu aux questionnaires. Dans l'ensemble, les résultats autodéclarés ont été maintenus en grande partie au cours de la période de suivi. Après 12 mois, sans égard à leur affectation au groupe original, les participants qui ont poursuivi leur entraînement par l'exercice à résistance au cours de la période de suivi ont signalé un meilleur fonctionnement lié à la dissection subie au cou (p=0,021) et une meilleure QDV (p=0,011) que ceux qui ne l'ont pas fait. Conclusions : Les bienfaits de l'ERP persistaient au suivi à 12 mois. La participation continue à un programme d'exercice contre résistance peut se révéler utile comme soins de soutien pour les survivants d'un CTC.

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