Computer-derived nuclear features compared with axillary lymph node status for breast carcinoma prognosis

被引:0
|
作者
Wolberg, WH
Street, WN
Mangasarian, OL
机构
[1] OKLAHOMA STATE UNIV, DEPT COMP SCI, STILLWATER, OK 74078 USA
[2] UNIV WISCONSIN, DEPT COMP SCI, MADISON, WI 53792 USA
关键词
breast carcinoma; prognosis; nuclei; lymph nodes; computer analysis; machine learning;
D O I
10.1002/(SICI)1097-0142(19970625)81:3<172::AID-CNCR7>3.0.CO;2-T
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BACKGROUND. Both axillary lymph node involvement and tumor anaplasia, as expressed by visually assessed grade, have been shown to be prognostically important in breast carcinoma outcome. In this study, axillary lymph node involvement was used as the standard against which prognostic estimations based on computer-derived nuclear features were gauged, METHODS, The prognostic significance of nuclear morphometric features determined by computer-based image analysis were analyzed in 198 consecutive preop preoperative samples obtained by fine-needle aspiration (FNA) from patients with invasive breast carcinoma. A novel multivariate prediction method was used to model the time of distant recurrence as a function of the nuclear features. Prognostic predictions based on the nuclear feature data were cross-validated to avoid overly optimistic conclusions. The estimated accuracy of these prognostic determinations was compared with determinations based on the extent of axillary lymph node involvement. RESULTS. The predicted outcomes based on nuclear features were divided into three groups representing best, intermediate, and worst prognosis, and compared with the traditional TNM lymph node stratification. Nuclear feature stratification better separated the prognostically best from the intermediate group whereas lymph node stratification better separated the prognostically intermediate from the worst group. Prognostic accuracy was not increased by adding lymph node status or tumor size to the nuclear features. CONCLUSIONS. Computer analysis of a preoperative FNA more accurately identified prognostically favorable patients than did pathologic examination of axillary lymph nodes and may obviate the need for routine axillary lymph node dissection. (C) 1997 American Cancer Society.
引用
收藏
页码:172 / 179
页数:8
相关论文
共 50 条
  • [41] Ultrasound Features of Breast Cancer for Predicting Axillary Lymph Node Metastasis
    Guo, Qiang
    Dong, Zhiwu
    Zhang, Lei
    Ning, Chunping
    Li, Ziyao
    Wang, Dongmo
    Liu, Chong
    Zhao, Ming
    Tian, Jiawei
    JOURNAL OF ULTRASOUND IN MEDICINE, 2018, 37 (06) : 1345 - 1353
  • [42] T-cadherin association with clinicopathological features and prognosis in axillary lymph node-positive breast cancer
    Kong, De-di
    Yang, Jie
    Li, Liang
    Wang, Wei
    Chen, Ya-ning
    Wang, Shi-bing
    Zhou, Yan-zhen
    BREAST CANCER RESEARCH AND TREATMENT, 2015, 150 (01) : 119 - 126
  • [43] T-cadherin association with clinicopathological features and prognosis in axillary lymph node-positive breast cancer
    De-di Kong
    Jie Yang
    Liang Li
    Wei Wang
    Ya-ning Chen
    Shi-bing Wang
    Yan-zhen Zhou
    Breast Cancer Research and Treatment, 2015, 150 : 119 - 126
  • [44] BREAST-CARCINOMA PRESENTING WITH AXILLARY LYMPH-NODE METASTASES - AN ANALYSIS OF SPECIFIC HISTOPATHOLOGIC FEATURES
    HAUPT, HM
    ROSEN, PP
    KINNE, DW
    AMERICAN JOURNAL OF SURGICAL PATHOLOGY, 1985, 9 (03) : 165 - 175
  • [45] Axillary Lymph Node Status in Breast Cancer by Frozen Section Diagnosis
    Thome, J. A.
    Mendiburu, C. F.
    Palma, F. M. C.
    Moriel, A. R.
    Fett-Conte, A. R.
    LABORATORY INVESTIGATION, 2011, 91 : 66A - 66A
  • [46] Diagnostic strategy for the assessment of axillary lymph node status in breast cancer
    Maxwell, F.
    Mellon, C. de Margerie
    Bricout, M.
    Cauderlier, E.
    Chapelier, M.
    Albiter, M.
    Bourrier, P.
    Espie, M.
    de Kerviler, E.
    de Bazelaire, C.
    DIAGNOSTIC AND INTERVENTIONAL IMAGING, 2015, 96 (10) : 1089 - 1101
  • [47] Primary tumour characteristics and axillary lymph node status in breast cancer
    C Yiangou
    S Shousha
    H D Sinnett
    British Journal of Cancer, 1999, 80 : 1974 - 1978
  • [48] Axillary Lymph Node Status in Breast Cancer by Frozen Section Diagnosis
    Thome, J. A.
    Mendiburu, C. F.
    Palma, F. M. C.
    Moriel, A. R.
    Fett-Conte, A. R.
    MODERN PATHOLOGY, 2011, 24 : 66A - 66A
  • [49] Primary tumour characteristics and axillary lymph node status in breast cancer
    Yiangou, C
    Shousha, S
    Sinnett, HD
    BRITISH JOURNAL OF CANCER, 1999, 80 (12) : 1974 - 1978
  • [50] Assessment of endothelial cell proliferation in primary breast carcinoma and its association with axillary lymph node status
    Edel, M
    Robbins, P
    D'Antuono, M
    Harvey, J
    Papadimitriou, J
    Mitchell, C
    Dawkins, H
    BREAST, 2000, 9 (01): : 28 - 34