Development of a prognostic nomogram for lymph node positive HR+/HER2-breast cancer patients: a study of SEER database and a Chinese cohort

被引:1
作者
Cheng, Xiaoqi [1 ]
Jiang, Junhan [1 ]
Liang, Xinzhi [2 ]
Zheng, Xinyu [1 ,3 ]
机构
[1] China Med Univ, Dept Breast Surg, Hosp 1, 155 North Nanjing St, Shenyang 110001, Peoples R China
[2] China Med Univ, Dept Operat Room, Hosp 1, 155 North Nanjing St, Shenyang, Peoples R China
[3] China Med Univ, Canc Inst, Lab 1, Hosp 1, Shenyang, Peoples R China
关键词
HR+/HER2-breast cancer (HR+/HER2-BC); lymph node-positive; nomogram; breast cancer-specific survival (BCSS); Surveillance; Epidemiology and End Results (SEER); INTERNATIONAL EXPERT CONSENSUS; BREAST-CANCER; PRIMARY THERAPY; SUBTYPES; RADIOTHERAPY; HIGHLIGHTS; BENEFIT;
D O I
10.21037/gs-23-177
中图分类号
R61 [外科手术学];
学科分类号
摘要
Background: The hormone receptor+/human epidermal growth factor 2- (HR+/HER2-) breast cancer (BC) patients account for the largest proportion in all patients and are still at high risk of long-range recurrence. This current study aimed to construct a prognostic nomogram to predict 3-year and 5-year BC-specific survival (BCSS) in HR+/HER2- BC patients with axillary lymph node metastasis. Methods: A total of 25,338 HR+/HER(2- )patients with axillary lymph node-positive BC were enrolled from the Surveillance, Epidemiology and End Results (SEER) database and randomly divided into the training (n=17,738) and validation (n=7,600) cohorts using a ratio of 7:3. Univariate and multivariable Cox regression hazards were used to build a prognostic nomogram based on the training cohort. The nomogram was validated with two independent cohorts. Receiver operating characteristic (ROC) curves and calibration plots were used to evaluate the performance of the model, and Kaplan-Meier survival analyses were applied to test the clinical utility of the risk stratification system.Results: Twelve factors including age, race, marital status, grade, T stage, N stage, radiotherapy, chemotherapy, and metastasis to the bone, brain, lung and liver were identified and incorporated to construct the nomogram (P<0.001). The area under the ROC curve (AUC) values at 3-and 5-year in the training and internal validation sets were 0.800, 0.800, 0.831 and 0.819, respectively, while those of the external set were 0.765 and 0.735, indicating a satisfactory discrimination with our nomogram. The calibration curves showed highly consistent results for the actual and predicted survival probabilities. Furthermore, patients were divided into three risk groups according to the total scores of the nomogram. The risk stratification system accurately differentiated between patients with different BCSS rates.Conclusions: We constructed the first nomogram and corresponding risk stratification system to predict the 3-year and 5-year BCSS for HR+/HER2- patients with lymph node-positive BC, indicating a satisfactory accuracy and clinical application.
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收藏
页码:1541 / 1553
页数:13
相关论文
共 28 条
[1]   Young age at diagnosis correlates with worse prognosis and defines a subset of breast cancers with shared patterns of gene expression [J].
Anders, Carey K. ;
Hsu, David S. ;
Broadwater, Gloria ;
Acharya, Chaitanya R. ;
Foekens, John A. ;
Zhang, Yi ;
Wang, Yixin ;
Marcom, P. Kelly ;
Marks, Jeffrey R. ;
Febbo, Phillip G. ;
Nevins, Joseph R. ;
Potti, Anil ;
Blackwell, Kimberly L. .
JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (20) :3324-3330
[2]   Nomograms in oncology: more than meets the eye [J].
Balachandran, Vinod P. ;
Gonen, Mithat ;
Smith, J. Joshua ;
DeMatteo, Ronald P. .
LANCET ONCOLOGY, 2015, 16 (04) :E173-E180
[3]   Breast Cancer Index and prediction of benefit from extended endocrine therapy in breast cancer patients treated in the Adjuvant Tamoxifen-To Offer More? (aTTom) trial [J].
Bartlett, J. M. S. ;
Sgroi, D. C. ;
Treuner, K. ;
Zhang, Y. ;
Ahmed, I ;
Piper, T. ;
Salunga, R. ;
Brachtel, E. F. ;
Pirrie, S. J. ;
Schnabel, C. A. ;
Rea, D. W. .
ANNALS OF ONCOLOGY, 2019, 30 (11) :1776-1783
[4]   Systemic Therapy for Estrogen Receptor-Positive, HER2-Negative Breast Cancer [J].
Burstein, Harold J. .
NEW ENGLAND JOURNAL OF MEDICINE, 2020, 383 (26) :2557-2570
[5]   Ten-year outcomes in a population-based cohort of node-negative, lymphatic, and vascular invasion-negative early breast cancers without adjuvant systemic therapies [J].
Chia, SK ;
Speers, CH ;
Bryce, CJ ;
Hayes, MM ;
Olivotto, IA .
JOURNAL OF CLINICAL ONCOLOGY, 2004, 22 (09) :1630-1637
[6]  
Early Breast Cancer Trialists Collaborative Group EBCTCG, 2005, Lancet Lond Engl, V365, P1687, DOI DOI 10.1016/S0140-6736(05)66544-0
[7]   Progress and promise:: highlights of the international expert consensus on the primary therapy of early breast cancer 2007 [J].
Goldhirsch, A. ;
Wood, W. C. ;
Gelber, R. D. ;
Coates, A. S. ;
Thuerlimann, B. ;
Senn, H.-J. ;
Members, Panel .
ANNALS OF ONCOLOGY, 2007, 18 (07) :1133-1144
[8]   Strategies for subtypes-dealing with the diversity of breast cancer: highlights of the St Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2011 [J].
Goldhirsch, A. ;
Wood, W. C. ;
Coates, A. S. ;
Gelber, R. D. ;
Thuerlimann, B. ;
Senn, H. -J. .
ANNALS OF ONCOLOGY, 2011, 22 (08) :1736-1747
[9]   The prognosis comparison of different molecular subtypes of breast tumors after radiotherapy and the intrinsic reasons for their distinct radiosensitivity [J].
He, Lin ;
Lv, Yang ;
Song, Yuhua ;
Zhang, Biyuan .
CANCER MANAGEMENT AND RESEARCH, 2019, 11 :5765-5775
[10]   Association of Cardiovascular Risk Factors With Cardiac Events and Survival Outcomes Among Patients With Breast Cancer Enrolled in SWOG Clinical Trials [J].
Hershman, Dawn L. ;
Till, Cathee ;
Shen, Sherry ;
Wright, Jason D. ;
Ramsey, Scott D. ;
Barlow, William E. ;
Unger, Joseph M. .
JOURNAL OF CLINICAL ONCOLOGY, 2018, 36 (26) :2710-+