RESUMO
PURPOSE: We aimed to validate the Multinational Association for Supportive Care in Cancer (MASCC) risk index, and compare it with the Talcott model and artificial neural network (ANN) in predicting the outcome of febrile neutropenia in a Chinese population. METHODS: We prospectively enrolled adult cancer patients who developed febrile neutropenia after chemotherapy and risk classified them according to MASCC score and Talcott model. ANN models were constructed and temporally validated in prospectively collected cohorts. RESULTS: From October 2005 to February 2008, 227 consecutive patients were enrolled. Serious medical complications occurred in 22% of patients and 4% died. The positive predictive value of low risk prediction was 86% (95% CI = 81-90%) for MASCC score ≥ 21, 84% (79-89%) for Talcott model, and 85% (78-93%) for the best ANN model. The sensitivity, specificity, negative predictive value, and misclassification rate were 81%, 60%, 52%, and 24%, respectively, for MASCC score ≥ 21; and 50%, 72%, 33%, and 44%, respectively, for Talcott model; and 84%, 60%, 58%, and 22%, respectively, for ANN model. The area under the receiver-operating characteristic curve was 0.808 (95% CI = 0.717-0.899) for MASCC, 0.573 (0.455-0.691) for Talcott, and 0.737 (0.633-0.841) for ANN model. In the low risk group identified by MASCC score ≥ 21 (70% of all patients), 12.5% developed complications and 1.9% died, compared with 43.3%, and 9.0%, respectively, in the high risk group (p < 0.0001). CONCLUSIONS: The MASCC risk index is prospectively validated in a Chinese population. It demonstrates a better overall performance than the Talcott model and is equivalent to ANN model.
Assuntos
Antineoplásicos/efeitos adversos , Modelos Estatísticos , Redes Neurais de Computação , Neutropenia/induzido quimicamente , Adulto , Antineoplásicos/uso terapêutico , China , Estudos de Coortes , Feminino , Febre/induzido quimicamente , Humanos , Masculino , Pessoa de Meia-Idade , Neoplasias/tratamento farmacológico , Neutropenia/etnologia , Valor Preditivo dos Testes , Estudos Prospectivos , Curva ROC , Sensibilidade e Especificidade , Resultado do TratamentoRESUMO
BACKGROUND: The incidence rate of breast cancer is rising rapidly in Hong Kong. Lymphedema is a serious long-term complication of breast cancer surgery and radiation therapy. OBJECTIVE: The objectives of this study were to evaluate risk factors associated with the development of lymphedema for patients with breast cancer who have had an axillary lymph node dissection and to explore potential factors associated with moderate to severe lymphedema. METHODS: This was a matched case-control study of 202 women undergoing a unilateral axillary dissection for breast cancer, consisting of 101 cases with lymphedema and 101 controls who matched cases in terms of surgery date, axillary radiotherapy, and cancer stage. Arm circumferences were measured to determine presence and severity of lymphedema. Potential risk factors were collected by using clinical data and a questionnaire. A multiple logistic regression was used to obtain the adjusted odds ratios for potential risk factors for developing lymphedema. Exploratory analysis was also performed to identify factors associated with the development of moderate to severe lymphedema. RESULTS: Adjusted odds ratios for the development of lymphedema were 3.80 (95% confidence interval [CI] = 1.84-7.87) for previous inflammation-infection and 1.06 (95% CI = 1.02-1.10) for an increase of 1 year of age at axillary dissection. On exploratory analysis, adjusted odds ratios for moderate to severe degree of lymphedema were 4.53 (95% CI = 2.16-9.52) for previous inflammation-infection, 2.94 (95% CI = 1.44-6.03) for operation on dominant arm, 1.11 (95% CI = 1.01-1.22) for an increase of 1 kg/m in body mass index (BMI) at recruitment, and 1.05 (95% CI = 1.01-1.10) for an increase of 1 year of age at recruitment time. DISCUSSION: Previous inflammation-infection and advanced age at axillary dissection are risk factors associated with the initiation of lymphedema. Previous inflammation-infection, operation on the side of the dominant hand, obesity, and aging are potential risk factors associated with the aggravation of lymphedema. Greater BMI is still a risk factor for lymphedema progression even in a lower BMI population.