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Br J Cancer. 1996 May;73(10):1241-7. doi: 10.1038/bjc.1996.238.
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Micrometastatic breast cancer cells in bone marrow at primary surgery: prognostic value in comparison with nodal status.原发性手术时骨髓中的微转移乳腺癌细胞:与淋巴结状态相比的预后价值。
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Indications for sentinel lymph node biopsy in patients with breast cancer: retrospective and simulation analyses.乳腺癌患者前哨淋巴结活检的指征:回顾性分析与模拟分析
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A randomized trial comparing axillary dissection to no axillary dissection in older patients with T1N0 breast cancer: results after 5 years of follow-up.一项比较老年T1N0乳腺癌患者腋窝清扫术与非腋窝清扫术的随机试验:5年随访结果。
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本文引用的文献

1
Histological grading and prognosis in breast cancer; a study of 1409 cases of which 359 have been followed for 15 years.乳腺癌的组织学分级与预后;对1409例病例的研究,其中359例已随访15年。
Br J Cancer. 1957 Sep;11(3):359-77. doi: 10.1038/bjc.1957.43.
2
Axillary surgery in breast cancer: what debate?乳腺癌的腋窝手术:有什么争议?
Eur J Cancer. 1993;29A(6):923. doi: 10.1016/s0959-8049(05)80440-x.
3
Axillary surgery in breast cancer--there still is a debate.乳腺癌的腋窝手术——仍存在争议。
Eur J Cancer. 1993;29A(6):801. doi: 10.1016/s0959-8049(05)80411-3.
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Neural Network Analysis of DNA flow cytometry histograms.DNA流式细胞术直方图的神经网络分析
Cytometry. 1993;14(1):74-80. doi: 10.1002/cyto.990140113.
5
Nm23 protein expression in ductal in situ and invasive human breast carcinoma.Nm23蛋白在人乳腺导管原位癌和浸润性癌中的表达
J Natl Cancer Inst. 1993 May 5;85(9):727-31. doi: 10.1093/jnci/85.9.727.
6
Impact of axillary lymph node dissection on the therapy of breast cancer patients.腋窝淋巴结清扫对乳腺癌患者治疗的影响。
J Clin Oncol. 1993 Aug;11(8):1536-44. doi: 10.1200/JCO.1993.11.8.1536.
7
The need to reexamine axillary lymph node dissection in invasive breast cancer.重新审视浸润性乳腺癌腋窝淋巴结清扫术的必要性。
Cancer. 1994 Feb 1;73(3):505-8. doi: 10.1002/1097-0142(19940201)73:3<505::aid-cncr2820730302>3.0.co;2-b.
8
Predictors of axillary lymph node metastases in patients with T1 breast cancer. A multivariate analysis.T1期乳腺癌患者腋窝淋巴结转移的预测因素。一项多因素分析。
Cancer. 1994 Jan 15;73(2):350-3. doi: 10.1002/1097-0142(19940115)73:2<350::aid-cncr2820730219>3.0.co;2-5.
9
A technique for using neural network analysis to perform survival analysis of censored data.一种使用神经网络分析对删失数据进行生存分析的技术。
Cancer Lett. 1994 Mar 15;77(2-3):127-38. doi: 10.1016/0304-3835(94)90095-7.
10
Prediction of axillary lymph node status in breast cancer patients by use of prognostic indicators.利用预后指标预测乳腺癌患者腋窝淋巴结状态
J Natl Cancer Inst. 1994 Dec 7;86(23):1771-5. doi: 10.1093/jnci/86.23.1771.

可手术乳腺癌腋窝淋巴结受累的预测指标。

A predictive index of axillary nodal involvement in operable breast cancer.

作者信息

De Laurentiis M, Gallo C, De Placido S, Perrone F, Pettinato G, Petrella G, Carlomagno C, Panico L, Delrio P, Bianco A R

机构信息

Dipartimento di Endocrinologia ed Oncologia Molecolare e Clinica, Facoltà di Medicina, Università Feferico II, Napoli, Italy.

出版信息

Br J Cancer. 1996 May;73(10):1241-7. doi: 10.1038/bjc.1996.238.

DOI:10.1038/bjc.1996.238
PMID:8630286
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2074509/
Abstract

We investigated the association between pathological characteristics of primary breast cancer and degree of axillary nodal involvement and obtained a predictive index of the latter from the former. In 2076 cases, 17 histological features, including primary tumour and local invasion variables, were recorded. The whole sample was randomly split in a training (75% of cases) and a test sample. Simple and multiple correspondence analysis were used to select the variables to enter in a multinomial logit model to build an index predictive of the degree of nodal involvement. The response variable was axillary nodal status coded in four classes (N0, N1-3, N4-9, N > or = 10). The predictive index was then evaluated by testing goodness-of-fit and classification accuracy. Covariates significantly associated with nodal status were tumour size (P < 0.0001), tumour type (P < 0.0001), type of border (P = 0.048), multicentricity (P = 0.003), invasion of lymphatic and blood vessels (P < 0.0001) and nipple invasion (P = 0.006). Goodness-of-fit was validated by high concordance between observed and expected number of cases in each decile of predicted probability in both training and test samples. Classification accuracy analysis showed that true node-positive cases were well recognised (84.5%), but there was no clear distinction among the classes of node-positive cases. However, 10 year survival analysis showed a superimposible prognostic behaviour between predicted and observed nodal classes. Moreover, misclassified node-negative patients (i.e. those who are predicted positive) showed an outcome closer to patients with 1-3 metastatic nodes than to node-negative ones. In conclusion, the index cannot completely substitute for axillary node information, but it is a predictor of prognosis as accurate as nodal involvement and identifies a subgroup of node-negative patients with unfavourable prognosis.

摘要

我们研究了原发性乳腺癌的病理特征与腋窝淋巴结受累程度之间的关联,并从前者获得了后者的预测指标。在2076例病例中,记录了17种组织学特征,包括原发性肿瘤和局部浸润变量。整个样本被随机分为训练样本(75%的病例)和测试样本。使用简单和多重对应分析来选择进入多项logit模型的变量,以建立一个预测淋巴结受累程度的指标。反应变量是腋窝淋巴结状态,分为四类编码(N0、N1 - 3、N4 - 9、N≥10)。然后通过检验拟合优度和分类准确性来评估预测指标。与淋巴结状态显著相关的协变量有肿瘤大小(P < 0.0001)、肿瘤类型(P < 0.0001)、边界类型(P = 0.048)、多中心性(P = 0.003)、淋巴管和血管侵犯(P < 0.0001)以及乳头侵犯(P = 0.006)。通过训练样本和测试样本中预测概率的每个十分位数的观察病例数与预期病例数之间的高度一致性验证了拟合优度。分类准确性分析表明,真正的淋巴结阳性病例得到了很好的识别(84.5%),但在淋巴结阳性病例的类别之间没有明显区分。然而,10年生存分析表明,预测的和观察到的淋巴结类别之间的预后行为重叠。此外,误分类为淋巴结阴性的患者(即预测为阳性的患者)的结局更接近有1 - 3个转移淋巴结的患者,而不是淋巴结阴性的患者。总之,该指标不能完全替代腋窝淋巴结信息,但它是一个与淋巴结受累程度一样准确的预后预测指标,并识别出一组预后不良的淋巴结阴性患者。