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 legit 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 greater than or equal to 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-negative 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. Tn 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.
机构:
Seoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South Korea
Chang, Jung Min
Leung, Jessica W. T.
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Univ Texas MD Anderson Canc Ctr, Div Diagnost Imaging, Dept Breast Imaging, Houston, TX 77030 USASeoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South Korea
Leung, Jessica W. T.
Moy, Linda
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NYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
NYU, Ctr Adv Imaging Innovat & Res, New York, NY USASeoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South Korea
Moy, Linda
Ha, Su Min
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Seoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South Korea
Ha, Su Min
Moon, Woo Kyung
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Seoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South Korea
机构:
Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Inst Canc Res, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Barry, Peter A.
Harborough, Kathryn
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Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Harborough, Kathryn
Sinnett, Victoria
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Royal Marsden NHS Fdn Trust, Dept Radiol, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Sinnett, Victoria
Heeney, Anna
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Mater Misericordiae Univ Hosp, Dublin, IrelandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Heeney, Anna
John, Edward Robert St
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Portsmouth NHS Trust, Portsmouth, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
John, Edward Robert St
Gagliardi, Tanja
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Royal Marsden NHS Fdn Trust, Dept Radiol, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Gagliardi, Tanja
Bhaludin, Basrull N.
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Royal Marsden NHS Fdn Trust, Dept Radiol, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Bhaludin, Basrull N.
Downey, Kate
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Royal Marsden NHS Fdn Trust, Dept Radiol, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Downey, Kate
Pope, Romney
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Royal Marsden NHS Fdn Trust, Dept Radiol, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Pope, Romney
O'Connell, Rachel L.
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Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
O'Connell, Rachel L.
Tasoulis, Marios K.
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Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Tasoulis, Marios K.
MacNeill, Fiona
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Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
MacNeill, Fiona
Rusby, Jennifer E.
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Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Inst Canc Res, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Rusby, Jennifer E.
Gui, Gerald
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Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Gui, Gerald
Micha, Aikaterini
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UCL, Hosp NHS Trust, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Micha, Aikaterini
Chen, Samantha
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机构:
Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England
Chen, Samantha
Krupa, Katherine Dorothy Claudia
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Royal Marsden NHS Fdn Trust, Dept Breast Surg, London, EnglandRoyal Marsden NHS Fdn Trust, Dept Breast Surg, London, England