A Novel Predictive Model of Pathological Lymph Node Metastasis Constructed with Preoperative Independent Predictors in Patients with Renal Cell Carcinoma

被引:6
作者
Sun, Jian-Xuan [1 ]
Liu, Chen-Qian [1 ]
Zhang, Zong-Biao [1 ]
Xia, Qi-Dong [1 ]
Xu, Jin-Zhou [1 ]
An, Ye [1 ]
Xu, Meng-Yao [1 ]
Zhong, Xing-Yu [1 ]
Zeng, Na [1 ]
Ma, Si-Yang [1 ]
He, Hao-Dong [1 ]
Guan, Wei [1 ]
Wang, Shao-Gang [1 ]
机构
[1] Huazhong Univ Sci & Technol, Tongji Hosp, Inst Urol, Tongji Med Coll, Wuhan 430030, Peoples R China
关键词
renal cell carcinoma; lymph node metastasis; nomogram; lymph node dissection; preoperative predictive model; DISSECTION; INVASION; RISK; NEPHRECTOMY; NOMOGRAM;
D O I
10.3390/jcm12020441
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Introduction: Renal cell carcinoma (RCC) is one of the most common urinary tumors. The risk of metastasis for patients with RCC is about 1/3, among which 30-40% have lymph node metastasis, and the existence of lymph node metastasis will greatly reduce the survival rate of patients. However, the necessity of lymph node dissection is still controversial at present. Therefore, a new predictive model is urgently needed to judge the risk of lymph node metastasis and guide clinical decision making before operation. Method: We retrospectively collected the data of 189 patients who underwent retroperitoneal lymph node dissection or enlarged lymph node resection due to suspected lymph node metastasis or enlarged lymph nodes found during an operation in Tongji Hospital from January 2016 to October 2021. Univariate and multivariate logistic regression and least absolute shrinkage and selection operator (lasso) regression analyses were used to identify preoperative predictors of pathological lymph node positivity. A nomogram was established to predict the probability of lymph node metastasis in patients with RCC before surgery according to the above independent predictors, and its efficacy was evaluated with a calibration curve and a DCA analysis. Result: Among the 189 patients, 54 (28.60%) were pN1 patients, and 135 (71.40%) were pN0 patients. Three independent impact factors were, finally, identified, which were the following: age (OR = 0.3769, 95% CI = 0.1864-0.7622, p < 0.01), lymph node size according to pre-operative imaging (10-20 mm: OR = 15.0040, 95% CI = 1.5666-143.7000, p < 0.05; >20 mm: OR = 4.4013, 95% CI = 1.4892-7.3134, p < 0.01) and clinical T stage (cT1-2 vs. cT3-4) (OR = 3.1641, 95% CI = 1.0336-9.6860, p < 0.05). The calibration curve and DCA (Decision Curve Analysis) showed the nomogram of this predictive model had good fitting. Conclusions: Low age, large lymph node size in pre-operative imaging and high clinical T stage can be used as independent predictive factors of pathological lymph node metastasis in patients with RCC. Our predictive nomogram using these factors exhibited excellent discrimination and calibration.
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页数:13
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共 22 条
[1]   Preoperative Predictors of Pathological Lymph Node Metastasis in Patients with Renal Cell Carcinoma Undergoing Retroperitoneal Lymph Node Dissection [J].
Babaian, Kara N. ;
Kim, Dae Y. ;
Kenney, Patrick A. ;
Wood, Christopher G., Jr. ;
Wong, Joseph ;
Sanchez, Christopher ;
Fang, Justin E. ;
Gerber, Jonathan A. ;
Didic, Adin ;
Wahab, Adelani ;
Golla, Vishnukamal ;
Torres, Cristina ;
Tamboli, Pheroze ;
Qiao, Wei ;
Matin, Surena F. ;
Wood, Christopher G. ;
Karam, Jose A. .
JOURNAL OF UROLOGY, 2015, 193 (04) :1101-1107
[2]   A protocol for performing extended lymph node dissection using primary tumor pathological features for patients treated with radical nephrectomy for clear cell renal cell carcinoma [J].
Blute, ML ;
Leibovich, BC ;
Cheville, JC ;
Lohse, CM ;
Zincke, H .
JOURNAL OF UROLOGY, 2004, 172 (02) :465-469
[3]   MiT Family Translocation Renal Cell Carcinoma: from the Early Descriptions to the Current Knowledge [J].
Calio, Anna ;
Segala, Diego ;
Munari, Enrico ;
Brunelli, Matteo ;
Martignoni, Guido .
CANCERS, 2019, 11 (08)
[4]   The rationale and the role of lymph node dissection in renal cell carcinoma [J].
Capitanio, Umberto ;
Leibovich, Bradley C. .
WORLD JOURNAL OF UROLOGY, 2017, 35 (04) :497-506
[5]   When to perform lymph node dissection in patients with renal cell carcinoma: a novel approach to the preoperative assessment of risk of lymph node invasion at surgery and of lymph node progression during follow-up [J].
Capitanio, Umberto ;
Abdollah, Firas ;
Matloob, Rayan ;
Suardi, Nazareno ;
Castiglione, Fabio ;
Di Trapani, Ettore ;
Capogrosso, Paolo ;
Gallina, Andrea ;
Dell'Oglio, Paolo ;
Briganti, Alberto ;
Salonia, Andrea ;
Montorsi, Francesco ;
Bertini, Roberto .
BJU INTERNATIONAL, 2013, 112 (02) :E59-E66
[6]   Lymph Node Dissection in Renal Cell Carcinoma [J].
Capitanio, Umberto ;
Becker, Frank ;
Blute, Michael L. ;
Mulders, Peter ;
Patard, Jean-Jacques ;
Russo, Paul ;
Studer, Urs E. ;
Van Poppel, Hein .
EUROPEAN UROLOGY, 2011, 60 (06) :1212-1220
[7]   Stage-specific effect of nodal metastases on survival in patients with non-metastatic renal cell carcinoma [J].
Capitanio, Umberto ;
Jeldres, Claudio ;
Patard, Jean-Jacques ;
Perrotte, Paul ;
Zini, Laurent ;
de La Taille, Alexandre ;
Ficarra, Vincenzo ;
Cindolo, Luca ;
Bensalah, Karim ;
Artibani, Walter ;
Tostain, Jacques ;
Valeri, Antoine ;
Zigeuner, Richard ;
Mejean, Arnaud ;
Descotes, Jean Luc ;
Lechevallier, Eric ;
Mulders, Peter F. ;
Lang, Herve ;
Jacqmin, Didier ;
Karakiewicz, Pierre I. .
BJU INTERNATIONAL, 2009, 103 (01) :33-37
[8]   Radiographic size of retroperitoneal lymph nodes predicts pathological nodal involvement for patients with renal cell carcinoma: development of a risk prediction model [J].
Gershman, Boris ;
Takahashi, Naoki ;
Moreira, Daniel M. ;
Thompson, Robert H. ;
Boorjian, Stephen A. ;
Lohse, Christine M. ;
Costello, Brian A. ;
Cheville, John C. ;
Leibovich, Bradley C. .
BJU INTERNATIONAL, 2016, 118 (05) :742-749
[9]   Renal cell carcinoma [J].
Hsieh, James J. ;
Purdue, Mark P. ;
Signoretti, Sabina ;
Swanton, Charles ;
Albiges, Laurence ;
Schmidinger, Manuela ;
Heng, Daniel Y. ;
Larkin, James ;
Ficarra, Vincenzo .
NATURE REVIEWS DISEASE PRIMERS, 2017, 3
[10]   The age-adjusted Charlson comorbidity index as a predictor of overall survival of surgically treated non-metastatic clear cell renal cell carcinoma [J].
Kang, Ho Won ;
Kim, Sung Min ;
Kim, Won Tae ;
Yun, Seok Joong ;
Lee, Sang-Cheol ;
Kim, Wun-Jae ;
Hwang, Eu Chang ;
Kang, Seok Ho ;
Hong, Sung-Hoo ;
Chung, Jinsoo ;
Kwon, Tae Gyun ;
Kim, Hyeon Hoe ;
Kwak, Cheol ;
Byun, Seok-Soo ;
Kim, Yong-June .
JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2020, 146 (01) :187-196