中国癌症杂志 ›› 2023, Vol. 33 ›› Issue (6): 566-573.doi: 10.19401/j.cnki.1007-3639.2023.06.003
收稿日期:
2022-12-12
修回日期:
2023-05-15
出版日期:
2023-06-30
发布日期:
2023-07-26
通信作者:
柳光宇(ORCID:0000-0001-5464-4395),主任医师,复旦大学附属肿瘤医院乳腺外科副主任。
作者简介:
赵谦(ORCID:0009-0003-7306-7847),硕士研究生。
ZHAO Qian(), LING Yunxiao, LIU Guangyu(
)
Received:
2022-12-12
Revised:
2023-05-15
Published:
2023-06-30
Online:
2023-07-26
文章分享
摘要:
由于传统腋窝淋巴结清扫易引起一系列并发症,目前前哨淋巴结活检已取代腋窝淋巴结清扫,成为临床腋窝淋巴结阴性患者的标准腋窝分期措施,在国内外临床广泛应用。随着保乳手术的增加,保乳术后同侧乳房内复发患者的例数也随之增加,如何对此类患者进行恰当的腋窝评估成为一个颇受临床关注的话题,再次前哨淋巴结活检的应用也成为其焦点之一。已有研究证实再次前哨淋巴结活检对于保乳手术后同侧乳房肿瘤复发的患者是一种可行且安全的腋窝评估方法,并且部分患者的治疗方式可根据腋窝淋巴结状态进行调整。但由于再次前哨淋巴结活检结果对预后影响的研究相对缺乏,并且随着非侵袭性检查技术的发展,此类患者是否必须进行再次前哨淋巴结活检仍存在争议,需要未来高质量的前瞻性临床试验进行探索。本文对以往关于再次前哨淋巴结活检相关的文献进行梳理和归纳,并就其可行性、安全性及临床应用价值进行综述,以供临床参考。
中图分类号:
赵谦, 凌云霄, 柳光宇. 乳腺癌患者保乳手术后再次前哨淋巴结活检的最新研究进展及展望[J]. 中国癌症杂志, 2023, 33(6): 566-573.
ZHAO Qian, LING Yunxiao, LIU Guangyu. Recent advances and perspectives in the application of repeat sentinel lymph node biopsy in breast cancer patients underwent breast-conserving surgery[J]. China Oncology, 2023, 33(6): 566-573.
表1
不同研究中rSLNB的检出率及腋窝复发率"
Study | Year | Patient number | Identification rate | Axillary recurrence rate | Median follow-up time t/month |
---|---|---|---|---|---|
Haarsma R, et al[ | 2022 | 119 | 79/119 (66.4%) | - | 58.8 |
Yoon C I, et al[ | 2020 | 495 | 356/495 (71.9%) | - | - |
Sávolt Á, et al[ | 2019 | 160 | 106/160 (66.3%) | - | - |
Poodt I G M, et al[ | 2018 | 1 687 | 1 091/1 687 (64.7%) | - | - |
Vugts G, et al[ | 2015 | 536 | 333/536 (62.1%) | - | - |
Intra M, et al[ | 2015 | 212 | 207/212 (97.6%) | 7/212 (3.3%) | 48.0 |
Maaskant-Braat A J, et al[ | 2013 | 692 | 452/692 (65.3%) | - | - |
Cox C E, et al[ | 2008 | 56 | 45/56 (80.4%) | 0/56 (0.0%) | - |
Intra M, et al[ | 2007 | 65 | 63/65 (96.9%) | 0/65 (0.0%) | 45.9 |
Port E R, et al[ | 2007 | 117 | 64/117 (54.7%) | 0/117 (0.0%) | - |
Intra M, et al[ | 2005 | 18 | 18/18 (100.0%) | 0/18 (0.0%) | 12.7 |
[1] |
HALSTED W S. I. The results of operations for the cure of cancer of the breast performed at the Johns Hopkins Hospital from June 1889 to January 1894[J]. Ann Surg, 1894, 20(5): 497-555.
doi: 10.1097/00000658-189407000-00075 |
[2] |
FISHER B, ANDERSON S, BRYANT J, et al. Twenty-year follow-up of a randomized trial comparing total mastectomy, lumpectomy, and lumpectomy plus irradiation for the treatment of invasive breast cancer[J]. N Engl J Med, 2002, 347(16): 1233-1241.
doi: 10.1056/NEJMoa022152 |
[3] |
VERONESI U, CASCINELLI N, MARIANI L, et al. Twenty-year follow-up of a randomized study comparing breast-conserving surgery with radical mastectomy for early breast cancer[J]. N Engl J Med, 2002, 347(16): 1227-1232.
doi: 10.1056/NEJMoa020989 |
[4] |
BLICHERT-TOFT M, NIELSEN M, DÜRING M, et al. Long-term results of breast conserving surgery vs mastectomy for early stage invasive breast cancer: 20-year follow-up of the Danish randomized DBCG-82TM protocol[J]. Acta Oncol, 2008, 47(4): 672-681.
doi: 10.1080/02841860801971439 |
[5] |
LI Y, LI W W, YUAN L, et al. Is repeat breast conservation possible for small ipsilateral breast cancer recurrence?[J]. Cancer, 2022, 128(22): 3919-3928.
doi: 10.1002/cncr.v128.22 |
[6] |
MO C Q, RUAN W H, LIN J Y, et al. Repeat breast-conserving surgery versus salvage mastectomy for ipsilateral breast tumour recurrence after breast-conserving surgery in breast cancer patients: a meta-analysis[J]. Front Oncol, 2021, 11: 734719.
doi: 10.3389/fonc.2021.734719 |
[7] |
QU F L, LIN C J, LIU Z B, et al. Omission of axillary surgery for ipsilateral breast tumor recurrence with negative nodes after previous breast-conserving surgery: is it oncologically safe?[J]. Breast Cancer Res Treat, 2022, 196(1): 97-109.
doi: 10.1007/s10549-022-06708-y |
[8] | HANNOUN-LEVI J M, GAL J, SCHIAPPA R, et al. 10-Year oncological outcome report after second conservative treatment for ipsilateral breast tumor event[J]. Clin Transl Radiat Oncol, 2023, 38: 71-76. |
[9] |
VERONESI U, PAGANELLI G, VIALE G, et al. A randomized comparison of sentinel-node biopsy with routine axillary dissection in breast cancer[J]. N Engl J Med, 2003, 349(6): 546-553.
doi: 10.1056/NEJMoa012782 |
[10] |
SCHWARTZ G F, GIULIANO A E, VERONESI U, et al. Proceedings of the consensus conference on the role of sentinel lymph node biopsy in carcinoma of the breast, April 19-22, 2001, Philadelphia, Pennsylvania[J]. Cancer, 2002, 94(10): 2542-2551.
pmid: 12173319 |
[11] |
GIULIANO A E, KIRGAN D M, GUENTHER J M, et al. Lymphatic mapping and sentinel lymphadenectomy for breast cancer[J]. Ann Surg, 1994, 220(3): 391-398; discussion: 398-401.
doi: 10.1097/00000658-199409000-00015 pmid: 8092905 |
[12] |
CAUDLE A S, CUPP J A, KUERER H M. Management of axillary disease[J]. Surg Oncol Clin N Am, 2014, 23(3): 473-486.
doi: 10.1016/j.soc.2014.03.007 pmid: 24882346 |
[13] |
KRAG D N, ANDERSON S J, JULIAN T B, et al. Sentinel-lymph-node resection compared with conventional axillary-lymph-node dissection in clinically node-negative patients with breast cancer: overall survival findings from the NSABP B-32 randomised phase 3 trial[J]. Lancet Oncol, 2010, 11(10): 927-933.
doi: 10.1016/S1470-2045(10)70207-2 pmid: 20863759 |
[14] |
BILIMORIA K Y, BENTREM D J, HANSEN N M, et al. Comparison of sentinel lymph node biopsy alone and completion axillary lymph node dissection for node-positive breast cancer[J]. J Clin Oncol, 2009, 27(18): 2946-2953.
doi: 10.1200/JCO.2008.19.5750 pmid: 19364968 |
[15] | YI M, GIORDANO S H, MERIC-BERNSTAM F, et al. Trends in and outcomes from sentinel lymph node biopsy (SLNB) alone vs SLNB with axillary lymph node dissection for node-positive breast cancer patients: experience from the SEER database[J]. Ann Surg Oncol, 2010, 17(3): 343-351. |
[16] |
GALIMBERTI V, COLE B F, ZURRIDA S, et al. Axillary dissection versus no axillary dissection in patients with sentinel-node micrometastases (IBCSG 23-01): a phase 3 randomised controlled trial[J]. Lancet Oncol, 2013, 14(4): 297-305.
doi: 10.1016/S1470-2045(13)70035-4 pmid: 23491275 |
[17] |
GIULIANO A E, HUNT K K, BALLMAN K V, et al. Axillary dissection vs no axillary dissection in women with invasive breast cancer and sentinel node metastasis: a randomized clinical trial[J]. JAMA, 2011, 305(6): 569-575.
doi: 10.1001/jama.2011.90 |
[18] |
GIULIANO A E, MCCALL L, BEITSCH P, et al. Locoregional recurrence after sentinel lymph node dissection with or without axillary dissection in patients with sentinel lymph node metastases: the American College of Surgeons Oncology Group Z0011 randomized trial[J]. Ann Surg, 2010, 252(3): 426-432; discussion 432-433.
doi: 10.1097/SLA.0b013e3181f08f32 pmid: 20739842 |
[19] | ALSUNITAN R I, AL-SAIF A, ALYOUSEF B A, et al. Axillary recurrence in breast cancer patients after negative sentinel lymph node biopsy: retrospective cohort study from Riyadh, Saudi Arabia[J]. Cureus, 2021, 13(12): e20132. |
[20] | KILUK J V, LY Q P, MEADE T, et al. Axillary recurrence rate following negative sentinel node biopsy for invasive breast cancer: long-term follow-up[J]. Ann Surg Oncol, 2011, 18(Suppl 3): S339-S342. |
[21] |
POLETTI P, FENAROLI P, MILESI A, et al. Axillary recurrence in sentinel lymph node-negative breast cancer patients[J]. Ann Oncol, 2008, 19(11): 1842-1846.
doi: 10.1093/annonc/mdn393 pmid: 18550574 |
[22] |
KILUK J V, LY Q P, SANTILLAN A A, et al. Erratum to: axillary recurrence rate following negative sentinel node biopsy for invasive breast cancer: long-term follow-up[J]. Ann Surg Oncol, 2010, 17(2): 552-557.
doi: 10.1245/s10434-009-0800-2 pmid: 19957043 |
[23] |
LYMAN G H, GIULIANO A E, SOMERFIELD M R, et al. American Society of Clinical Oncology guideline recommendations for sentinel lymph node biopsy in early-stage breast cancer[J]. J Clin Oncol, 2005, 23(30): 7703-7720.
doi: 10.1200/JCO.2005.08.001 pmid: 16157938 |
[24] | 郭瑢, 李伦, 张琪, 等. 中国乳腺癌前哨淋巴结活检现状调查研究[J]. 中国癌症杂志, 2020, 30(3): 166-173. |
GUO R, LI L, ZHANG Q, et al. Current status of sentinel lymph node biopsy for breast cancer in China: a cross-sectional study?[J]. China Oncol, 2020, 30(3): 166-173. | |
[25] | ZGAJNAR J, GATZEMEIER W, COSTA A. Will the sentinel lymph node (SLN) stand a second time: SLN biopsy in breast cancer patients with isolated local recurrence following breast conserving therapy and previous SLN procedure[J]. Ann Oncol, 2001, 12(5): 723. |
[26] |
CHUNG M A, CADY B. Caution urged with repeat sentinel lymph node biopsies[J]. Ann Oncol, 2002, 13(12): 1951.
pmid: 12453867 |
[27] |
INTRA M, TRIFIRÒ G, VIALE G, et al. Second biopsy of axillary sentinel lymph node for reappearing breast cancer after previous sentinel lymph node biopsy[J]. Ann Surg Oncol, 2005, 12(11): 895-899.
pmid: 16195833 |
[28] |
STELZNER F, FRIEDRICHS N, BÜTTNER R, et al. Lymph vascularity and lymph node metastases on PET and PET/CT: immunohistological and clinical observations[J]. Chirurg, 2005, 76(5): 493-500.
doi: 10.1007/s00104-005-1015-0 |
[29] |
REES W V, ROBINSON D S, HOLMES E C, et al. Altered lymphatic drainage following lymphadenectomy[J]. Cancer, 1980, 45(12): 3045-3049.
pmid: 7388748 |
[30] |
VUGTS G, MAASKANT-BRAAT A J, VOOGD A C, et al. Repeat sentinel node biopsy should be considered in patients with locally recurrent breast cancer[J]. Breast Cancer Res Treat, 2015, 153(3): 549-556.
doi: 10.1007/s10549-015-3571-4 |
[31] |
POODT I G M, VUGTS G, SCHIPPER R J, et al. Repeat sentinel lymph node biopsy for ipsilateral breast tumor recurrence: a systematic review of the results and impact on prognosis[J]. Ann Surg Oncol, 2018, 25(5): 1329-1339.
doi: 10.1245/s10434-018-6358-0 pmid: 29468606 |
[32] |
SÁVOLT Á, CSERNI G, LÁZÁR G, et al. Sentinel lymph node biopsy following previous axillary surgery in recurrent breast cancer[J]. Eur J Surg Oncol, 2019, 45(10): 1835-1838.
doi: S0748-7983(19)30454-8 pmid: 31126680 |
[33] |
KARAM A, STEMPEL M, CODY H S 3rd, et al. Reoperative sentinel lymph node biopsy after previous mastectomy[J]. J Am Coll Surg, 2008, 207(4): 543-548.
doi: 10.1016/j.jamcollsurg.2008.06.139 |
[34] |
COX C E, FURMAN B T, KILUK J V, et al. Use of reoperative sentinel lymph node biopsy in breast cancer patients[J]. J Am Coll Surg, 2008, 207(1): 57-61.
doi: 10.1016/j.jamcollsurg.2008.01.017 |
[35] |
INTRA M, TRIFIRÒ G, GALIMBERTI V, et al. Second axillary sentinel node biopsy for ipsilateral breast tumour recurrence[J]. Br J Surg, 2007, 94(10): 1216-1219.
pmid: 17583891 |
[36] |
INTRA M, VIALE G, VILA J, et al. Second axillary sentinel lymph node biopsy for breast tumor recurrence: experience of the European institute of oncology[J]. Ann Surg Oncol, 2015, 22(7): 2372-2377.
doi: 10.1245/s10434-014-4282-5 pmid: 25515197 |
[37] |
MAASKANT-BRAAT A J, VOOGD A C, ROUMEN R M, et al. Repeat sentinel node biopsy in patients with locally recurrent breast cancer: a systematic review and meta-analysis of the literature[J]. Breast Cancer Res Treat, 2013, 138(1): 13-20.
doi: 10.1007/s10549-013-2409-1 |
[38] |
HAARSMA R, VAN LOEVEZIJN A A, DONSWIJK M L, et al. Added value of repeat sentinel lymph node biopsy in FDG-PET/CT node-negative patients with ipsilateral breast cancer recurrence[J]. Breast Cancer Res Treat, 2022, 194(3): 617-627.
doi: 10.1007/s10549-022-06654-9 |
[39] |
YOON C I, AHN S G, KIM D, et al. Repeat sentinel lymph node biopsy for ipsilateral breast tumor recurrence after breast conserving surgery with sentinel lymph node biopsy: pooled analysis using data from a systematic review and two institutions[J]. Front Oncol, 2020, 10: 518568.
doi: 10.3389/fonc.2020.518568 |
[40] |
PORT E R, GARCIA-ETIENNE C A, PARK J, et al. Reoperative sentinel lymph node biopsy: a new frontier in the management of ipsilateral breast tumor recurrence[J]. Ann Surg Oncol, 2007, 14(8): 2209-2214.
pmid: 17268882 |
[41] |
SCHRENK P, TAUSCH C, WAYAND W. Lymphatic mapping in patients with primary or recurrent breast cancer following previous axillary surgery[J]. Eur J Surg Oncol, 2008, 34(8): 851-856.
doi: 10.1016/j.ejso.2007.11.006 pmid: 18162358 |
[42] |
MAASKANT-BRAAT A J, ROUMEN R M, VOOGD A C, et al. Sentinel node and recurrent breast cancer (SNARB): results of a nationwide registration study[J]. Ann Surg Oncol, 2013, 20(2): 620-626.
doi: 10.1245/s10434-012-2625-7 |
[43] |
JACKSON B M, KIM S, DAVIDSON R, et al. Repeat operative sentinel lymph node biopsy[J]. Clin Breast Cancer, 2006, 6(6): 530-532.
pmid: 16595037 |
[44] | VUGTS G, MAASKANT-BRAAT A J, VOOGD A C, et al. Improving the success rate of repeat sentinel node biopsy in recurrent breast cancer[J]. Ann Surg Oncol, 2015, 22(suppl 3): S529-S535. |
[45] |
GURU S D, HOSKIN T L, WHALEY D H, et al. Repeat sentinel lymph node surgery in recurrent breast cancer: peritumoral vs periareolar injections[J]. Clin Breast Cancer, 2021, 21(5): 466-476.
doi: 10.1016/j.clbc.2021.02.004 |
[46] |
VICINI E, LEONARDI M C, FONTANA S K R, et al. How to perform repeat sentinel node biopsy safely after a previous mastectomy: technical features and oncologic outcomes[J]. Ann Surg Oncol, 2022, 29(3): 1750-1760.
doi: 10.1245/s10434-021-10986-z |
[47] |
POODT I G M, VUGTS G, MAASKANT-BRAAT A J G, et al. Risk of regional recurrence after negative repeat sentinel lymph node biopsy in patients with ipsilateral breast tumor recurrence[J]. Ann Surg Oncol, 2018, 25(5): 1312-1321.
doi: 10.1245/s10434-018-6384-y pmid: 29497910 |
[48] | 中国抗癌协会. 乳腺癌前哨淋巴结活检规范化操作指南(2022精要版)[J]. 中国肿瘤临床, 2022, 49(22): 1135-1142. |
China Anti-Cancer Association. Guidelines for standardized practice of sentinel lymph node biopsy in breast cancer (2022 abridged version)[J]. Chin J Clin Oncol, 2022, 49(22): 1136-1142. | |
[49] |
VOOGD A C, VAN OOST F J, RUTGERS E J, et al. Long-term prognosis of patients with local recurrence after conservative surgery and radiotherapy for early breast cancer[J]. Eur J Cancer, 2005, 41(17): 2637-2644.
pmid: 16115758 |
[50] |
POODT I G M, VUGTS G, SCHIPPER R J, et al. Prognostic impact of repeat sentinel lymph node biopsy in patients with ipsilateral breast tumour recurrence[J]. Br J Surg, 2019, 106(5): 574-585.
doi: 10.1002/bjs.11097 pmid: 30908615 |
[51] |
AEBI S, GELBER S, ANDERSON S J, et al. Chemotherapy for isolated locoregional recurrence of breast cancer (CALOR): a randomised trial[J]. Lancet Oncol, 2014, 15(2): 156-163.
doi: 10.1016/S1470-2045(13)70589-8 pmid: 24439313 |
[52] |
LEE J H, LEE S K, PARK S M, et al. Independent prognostic factors for overall survival after salvage operation for ipsilateral breast tumor recurrence following breast-conserving surgery[J]. J Breast Cancer, 2015, 18(4): 386-393.
doi: 10.4048/jbc.2015.18.4.386 pmid: 26770246 |
[53] |
VOOGD A C, VAN TIENHOVEN G, PETERSE H L, et al. Local recurrence after breast conservation therapy for early stage breast carcinoma: detection, treatment, and outcome in 266 patients. Dutch study group on local recurrence after breast conservation (BORST)[J]. Cancer, 1999, 85(2): 437-446.
doi: 10.1002/(sici)1097-0142(19990115)85:2<437::aid-cncr23>3.0.co;2-1 pmid: 10023713 |
[54] |
UGRAS S, MATSEN C, EATON A, et al. Reoperative sentinel lymph node biopsy is feasible for locally recurrent breast cancer, but is it worthwhile?[J]. Ann Surg Oncol, 2016, 23(3): 744-748.
doi: 10.1245/s10434-015-5003-4 pmid: 26644258 |
[55] |
ALPERT T E, KUERER H M, ARTHUR D W, et al. Ipsilateral breast tumor recurrence after breast conservation therapy: outcomes of salvage mastectomy vs salvage breast-conserving surgery and prognostic factors for salvage breast preservation[J]. Int J Radiat Oncol Biol Phys, 2005, 63(3): 845-851.
doi: 10.1016/j.ijrobp.2005.02.035 |
[56] | GROHEUX D, COCHET A, HUMBERT O, et al. 18F-FDG PET/CT for staging and restaging of breast cancer[J]. J Nucl Med, 2016, 57(suppl 1): 17-26. |
[57] |
KRAMMER J, SCHNITZER A, KAISER C G, et al. 18F-FDG PET/CT for initial staging in breast cancer patients-is there a relevant impact on treatment planning compared to conventional staging modalities?[J]. Eur Radiol, 2015, 25(8): 2460-2469.
doi: 10.1007/s00330-015-3630-6 |
[1] | 徐睿, 王泽浩, 吴炅. 肿瘤相关中性粒细胞在乳腺癌发生、发展中的作用研究进展[J]. 中国癌症杂志, 2024, 34(9): 881-889. |
[2] | 曹晓珊, 杨蓓蓓, 丛斌斌, 刘红. 三阴性乳腺癌脑转移治疗的研究进展[J]. 中国癌症杂志, 2024, 34(8): 777-784. |
[3] | 张剑. 关于女性乳腺癌患者绝经状态判断两个关键问题的临床思考[J]. 中国癌症杂志, 2024, 34(7): 619-627. |
[4] | 姜丹, 宋国庆, 王晓丹. 乳腺癌中线粒体功能障碍与CPT1A/ERK信号转导通路共同调节乳腺癌恶性行为的机制研究[J]. 中国癌症杂志, 2024, 34(7): 650-658. |
[5] | 董涧桥, 李坤艳, 李菁, 王斌, 王艳红, 贾红燕. SIRT3通过去乙酰化YME1L1诱导乳腺癌内分泌治疗耐药的作用机制研究[J]. 中国癌症杂志, 2024, 34(6): 537-547. |
[6] | 郝弦, 黄建军, 杨文秀, 刘晋廷, 张军红, 罗钰蓓, 李青, 王大红, 高玉炜, 谭福云, 薄莉, 郑羽, 王荣, 冯江龙, 李静, 赵春华, 豆晓伟. 乳腺癌原代细胞系为药物筛选和基础研究提供癌症新模型[J]. 中国癌症杂志, 2024, 34(6): 561-570. |
[7] | 中国抗癌协会乳腺癌专业委员会. 中国早期乳腺癌卵巢功能抑制临床应用专家共识(2024年版)[J]. 中国癌症杂志, 2024, 34(3): 316-333. |
[8] | 张琪, 修秉虬, 吴炅. 2023年中国乳腺癌重要临床研究成果及最新进展[J]. 中国癌症杂志, 2024, 34(2): 135-142. |
[9] | 张思源, 江泽飞. 2023年改变晚期乳腺癌临床实践的重要研究成果及进展[J]. 中国癌症杂志, 2024, 34(2): 143-150. |
[10] | 王昭卜, 黎星, 于鑫淼, 金锋. 2023年改变早期乳腺癌临床实践的重要研究成果及进展[J]. 中国癌症杂志, 2024, 34(2): 151-160. |
[11] | 罗扬, 孙涛, 邵志敏, 崔久嵬, 潘跃银, 张清媛, 程颖, 李惠平, 杨燕, 叶长生, 于国华, 王京芬, 刘运江, 刘新兰, 周宇红, 柏玉举, 谷元廷, 王晓稼, 徐兵河, 宋礼华. AK-HER2与参照药治疗HER2阳性转移性乳腺癌患者的疗效、体内代谢特征、安全性和免疫原性比较:一项多中心、随机、双盲Ⅲ期等效性临床试验[J]. 中国癌症杂志, 2024, 34(2): 161-175. |
[12] | 陈远香, 余涛, 杨诗雨, 曾涛, 魏兰, 张彦. KDM4A通过下调BMP9促进乳腺癌细胞MDA-MB-231的迁移和侵袭[J]. 中国癌症杂志, 2024, 34(2): 176-184. |
[13] | 胡晓钰, 蔡毓文, 叶富贵, 邵志敏, 胡伟刚, 余科达. BRCA1/2胚系突变对三阴性乳腺癌患者放疗后第二原发肿瘤的影响[J]. 中国癌症杂志, 2024, 34(2): 185-190. |
[14] | 张思维, 马丁, 江一舟, 邵志敏. 聚力分型精准,引领诊疗变革——乳腺癌精准诊疗新模式[J]. 中国癌症杂志, 2024, 34(11): 1045-1052. |
[15] | 欧阳飞, 王阳, 陈瑜, 裴国清, 王陵, 张扬, 石磊. 基于机器学习构建乳腺癌骨转移预测模型[J]. 中国癌症杂志, 2024, 34(10): 903-914. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||
地址:上海市徐汇区东安路270号复旦大学附属肿瘤医院10号楼415室
邮编:200032 电话:021-64188274 E-mail:zgazzz@china-oncology.com
访问总数:; 今日访问总数:; 当前在线人数:
本系统由北京玛格泰克科技发展有限公司设计开发 技术支持:support@magtech.com.cn