Use of clinical variables for preoperative prediction of lymph node metastasis in endometrial cancer

被引:0
作者
Ueno, Yuta [1 ,2 ,3 ]
Yoshida, Emiko [4 ,5 ]
Nojiri, Shuko [6 ]
Kato, Tomoyasu [7 ]
Ohtsu, Takashi [8 ,9 ]
Takeshita, Toshiyuki [2 ]
Suzuki, Shunji [2 ]
Yoshida, Hiroshi [10 ]
Kato, Ken [11 ]
Itoh, Masayoshi [12 ]
Notomi, Tsuguto [3 ]
Usui, Kengo [5 ]
Sozu, Takashi [13 ]
Terao, Yasuhisa [4 ]
Kawaji, Hideya [14 ,16 ]
Kato, Hisamori [1 ,15 ]
机构
[1] Kanagawa Canc Ctr, Dept Gynecol, Yokohama, Japan
[2] Nippon Med Sch, Dept Obstet & Gynecol, Tokyo, Japan
[3] NTT Med Ctr Tokyo, Dept Obstet & Gynecol, Tokyo, Japan
[4] Juntendo Univ, Dept Obstet & Gynecol, Tokyo, Japan
[5] Juntendo Univ, Med Technol Innovat Ctr, Tokyo, Japan
[6] Juntendo Univ, Clin Res & Trial Ctr, Tokyo, Japan
[7] Natl Canc Ctr, Dept Gynecol, Tokyo, Japan
[8] Kanagawa Canc Ctr, Div Adv Canc Therapeut, Res Inst, Yokohama, Japan
[9] Kanagawa Canc Ctr, Ctr Canc Genome Med, Yokohama, Japan
[10] Natl Canc Ctr, Dept Diagnost Pathol, Tokyo, Japan
[11] Natl Canc Ctr, Clin Res Support Off, Biobank Translat Res Support Sect, Tokyo, Japan
[12] RIKEN Ctr Integrat Med Sci, Lab Adv Genom Circuit, Yokohama, Japan
[13] Tokyo Univ Sci, Fac Engn, Dept Informat & Comp Technol, Tokyo, Japan
[14] Tokyo Metropolitan Inst Med Sci, Res Ctr Genome & Med Sci, Tokyo, Japan
[15] Kanagawa Hlth Serv Assoc, Yokohama, Japan
[16] Tokyo Metropolitan Inst Med Sci, Res Ctr Genome & Med Sci, 2-1-6 Kamikitazawa,Setagaya Ku, Tokyo 1568506, Japan
关键词
endometrial cancer; lymphadenectomy; lymph node metastasis; probabilistic prediction; risk factor; LOW-RISK GROUP; SCORING SYSTEM; LYMPHADENECTOMY; SURVIVAL; TRIAL;
D O I
10.1093/jjco/hyad135
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objective: Endometrial cancer is the most common gynaecological cancer, and most patients are identified during early disease stages. Noninvasive evaluation of lymph node metastasis likely will improve the quality of clinical treatment, for example, by omitting unnecessary lymphadenectomy. Methods: The study population comprised 611 patients with endometrial cancer who underwent lymphadenectomy at four types of institutions, comprising seven hospitals in total. We systematically assessed the association of 18 preoperative clinical variables with postoperative lymph node metastasis. We then constructed statistical models for preoperative lymph node metastasis prediction and assessed their performance with a previously proposed system, in which the score was determined by counting the number of high-risk variables among the four predefined ones. Results: Of the preoperative 18 variables evaluated, 10 were significantly associated with postoperative lymph node metastasis. A logistic regression model achieved an area under the curve of 0.85 in predicting lymph node metastasis; this value is significantly higher than that from the previous system (area under the curve, 0.74). When we set the false-negative rate to similar to 1%, the new predictive model increased the rate of true negatives to 21%, compared with 6.8% from the previous one. We also provide a spreadsheet-based tool for further evaluation of its ability to predict lymph node metastasis in endometrial cancer. Conclusions Our new lymph node metastasis prediction method, which was based solely on preoperative clinical variables, performed significantly better than the previous method. Although additional evaluation is necessary for its clinical use, our noninvasive system may help improve the clinical treatment of endometrial cancer, complementing minimally invasive sentinel lymph node biopsy.
引用
收藏
页码:38 / 46
页数:9
相关论文
共 43 条
  • [1] Sentinel Lymph Node Mapping vs Systematic Lymphadenectomy for Endometrial Cancer: Surgical Morbidity and Lymphatic Complications
    Accorsi, Guilherme S.
    Paiva, Luiza L.
    Schmidt, Ronald
    Vieira, Marcelo
    Reis, Ricardo
    Andrade, Carlos
    [J]. JOURNAL OF MINIMALLY INVASIVE GYNECOLOGY, 2020, 27 (04) : 938 - +
  • [2] Real-world database analysis of the characteristics and treatment patterns of patients with endometrial cancer in Japan
    Akada, Keishi
    Koyama, Noriyuki
    Miura, Takuma
    Fukunaga, Eiji
    Miura, Yuji
    Aoshima, Ken
    Fujiwara, Keiichi
    [J]. CURRENT MEDICAL RESEARCH AND OPINION, 2021, 37 (07) : 1171 - 1178
  • [3] [Anonymous], 1999, Acta Obstet Gynaecol Jpn
  • [4] [Anonymous], 1999, Obstet Gynecol Pract
  • [5] Lymphedema after gynecological cancer treatment - Prevalence, correlates, and supportive care needs
    Beesley, Vanessa
    Janda, Monika
    Eakin, Elizabeth
    Obermair, Andreas
    Battistutta, Diana
    [J]. CANCER, 2007, 109 (12) : 2607 - 2614
  • [6] A randomized study comparing retroperitoneal drainage with no drainage after lymphadenectomy in gynecologic malignancies
    BenedettiPanici, P
    Maneschi, F
    Cutillo, G
    DAndrea, G
    diPalumbo, VS
    Conte, M
    Scambia, G
    Mancuso, S
    [J]. GYNECOLOGIC ONCOLOGY, 1997, 65 (03) : 478 - 482
  • [7] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [8] Lower-Limb Lymphedema after Sentinel Lymph Node Biopsy in Cervical Cancer Patients
    Cibula, David
    Borcinova, Martina
    Marnitz, Simone
    Jarkovsky, Jiri
    Klat, Jaroslav
    Pilka, Radovan
    Torne, Aureli
    Zapardiel, Ignacio
    Petiz, Almerinda
    Lay, Laura
    Sehnal, Borek
    Ponce, Jordi
    Felsinger, Michal
    Arencibia-Sanchez, Octavio
    Kascak, Peter
    Zalewski, Kamil
    Presl, Jiri
    Palop-Moscardo, Alicia
    Tingulstad, Solveig
    Vergote, Ignace
    Redecha, Mikulas
    Fruhauf, Filip
    Koehler, Christhardt
    Kocian, Roman
    [J]. CANCERS, 2021, 13 (10)
  • [9] Assessment of Sentinel Lymph Node Biopsy vs Lymphadenectomy for Intermediate- and High-Grade Endometrial Cancer Staging
    Cusimano, Maria C.
    Vicus, Danielle
    Pulman, Katherine
    Maganti, Manjula
    Bernardini, Marcus Q.
    Bouchard-Fortier, Genevieve
    Laframboise, Stephane
    May, Taymaa
    Hogen, Liat F.
    Covens, Allan L.
    Gien, Lilian T.
    Kupets, Rachel
    Rouzbahman, Marjan
    Clarke, Blaise A.
    Mirkovic, Jelena
    Cesari, Matthew
    Turashvili, Gulisa
    Zia, Aysha
    Ene, Gabrielle E. V.
    Ferguson, Sarah E.
    [J]. JAMA SURGERY, 2021, 156 (02) : 157 - 164
  • [10] Sentinel lymph node biopsy in endometrial cancer: state of the art
    Della Corte, Luigi
    Giampaolino, Pierluigi
    Mercorio, Antonio
    Riemma, Gaetano
    Schiattarella, Antonio
    De Franciscis, Pasquale
    Bifulco, Giuseppe
    [J]. TRANSLATIONAL CANCER RESEARCH, 2020, 9 (12) : 7725 - 7733