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ORIGINAL RESEARCH article

Front. Oncol.

Sec. Cancer Imaging and Image-directed Interventions

Volume 15 - 2025 | doi: 10.3389/fonc.2025.1662625

Factors influencing the outcomes of contrast-enhanced ultrasound in the detection of sentinel lymph nodes in breast cancer

Provisionally accepted
Jun  LuoJun Luo1,2*Yunhao  LuoYunhao Luo2,3*Wenbin  CaoWenbin Cao2Liting  FengLiting Feng2Chaonan  LiChaonan Li4Yuyan  LiuYuyan Liu5Dayan  HuangDayan Huang2Cheng  GuanCheng Guan2Qiang  LuQiang Lu1*
  • 1West China Hospital of Sichuan University, Chengdu, China
  • 2Sichuan Academy of Medical Sciences and Sichuan People's Hospital, Chengdu, China
  • 3Chengdu University of Traditional Chinese Medicine, Chengdu, China
  • 4Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China
  • 5Chengdu Second People's Hospital, Chengdu, China

The final, formatted version of the article will be published soon.

Objective: To analyse the influencing factors on the failure of sentinel lymph node (SLN) imaging in breast cancer by percutaneous injection contrast-enhanced ultrasound (CEUS) . Methods: Clinical data including basic characteristics, medical history, ultrasound technical parameters, and laboratory findings were collected from the patients, and the pathological results of sentinel lymph node biopsy (SLNB) were used as the gold standard for all patients. Logistic regression was used to analyze all influencing factors. The performance of the model was assessed using the area under the receiver operating characteristic curve (AUC), P<0.05 was statistically significant. Normogram was developed for the assessment of risk prediction. Results: A total of 1356 patients were included, of which 92.48% (1254/1356) had successful imaging and 7.52% (102/1356) had failed imaging. Logistic regression analysis showed that the quadrant location of tumor [(OR=1.54, 95%CI: 1.01, 2.36)], the history of previous breast surgery [(OR=3.05, 95%CI: 1.62, 5.72)], the metastasis of SLN [(OR=2.68, 95%CI: 1.72, 4.15)], the history of neoadjuvant therapy [(OR=2.90, 95% CI: 1.57, 5.37)], and the clinical prognostic stage [(OR=3.50, 95% CI: 1.70, 7.22)] were the independent influencing factors of CEUS failure, with a statistically significant difference (P<0.05). The AUC of its predictive model in the training set was 0.72 (95% CI: 0.65-0.78), and the AUC of the predictive model in the validation set was 0.71 (95% CI: 0.61-0.81). Conclusions: The quadrant location of tumor, the history of previous breast surgery, the metastasis of SLN, the clinical prognostic stage and the history of previous neoadjuvant therapy were the independent influencing factors for the failure of CEUS for SLN imaging in breast cancer.

Keywords: contrast-enhanced ultrasound, breast cancer, Sentinel lymph node, Influencing factors, Logistic regression

Received: 19 Aug 2025; Accepted: 02 Oct 2025.

Copyright: © 2025 Luo, Luo, Cao, Feng, Li, Liu, Huang, Guan and Lu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Jun Luo, milton-lj@uestc.edu.cn
Yunhao Luo, yunhao_luo@163.com
Qiang Lu, luqiang@scu.edu.cn

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