Evidence map›Paper›PMID 42265639›Full record

ArticleBMC medical imaging2026

Nomogram prediction model for pathological complete response of metastatic axillary lymph nodes of breast cancer after neoadjuvant chemotherapy.

Yinting Chen, Ge Song, Xiaohong Xu, Yuping Yang

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Article in BMC medical imaging, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

4 authors.

Yinting ChenDepartment of Ultrasound, Affiliated Hospital of Guangdong Medical University, 57 Southern Renmin Avenue, Xiashan District, Zhanjiang, 524000, China.
Ge SongDepartment of Ultrasound, Affiliated Hospital of Guangdong Medical University, 57 Southern Renmin Avenue, Xiashan District, Zhanjiang, 524000, China.
Xiaohong XuDepartment of Ultrasound, Affiliated Hospital of Guangdong Medical University, 57 Southern Renmin Avenue, Xiashan District, Zhanjiang, 524000, China. 13828297586@139.com.
Yuping YangDepartment of Ultrasound, Affiliated Hospital of Guangdong Medical University, 57 Southern Renmin Avenue, Xiashan District, Zhanjiang, 524000, China. 286270774@qq.com.

Funding

the high-level talents scientific research start-up funds of the Affiliated Hospital of Guangdong Medical University GCC2024029the Science and Technology Bureau Project of Zhanjiang 2025A502034
6 · The paper itself

Abstract

objectiveTo evaluate the predictive value of a nomogram model combining ultrasound features and clinical indicators for pathological complete response (pCR) of metastatic axillary lymph nodes in breast cancer after neoadjuvant chemotherapy (NACT).

methodsA total of 109 women with histologically confirmed breast cancer and axillary lymph node metastasis were retrospectively analyzed. Patients were divided into pCR and non-pCR groups after NACT. A nomogram model was established using univariate and multivariate logistic regression analyses. The predictive performance of the clinical model, ultrasound model, and combined model was compared using the area under the curve (AUC).

resultsMolecular subtype, clinical stage, pre-NACT metastatic axillary lymph node subtype, post-NACT reduction rate of lymph node short diameter, and post-NACT reduction rate of primary tumor maximum diameter were independent predictors of axillary lymph node pCR. The combined model (AUC 0.844, 95%CI: 0.773-0.915, P < 0.05) showed significantly improved predictive ability compared with the clinical model (AUC 0.725, 95%CI: 0.628-0.823, P < 0.05) and ultrasound model (AUC 0.754, 95%CI: 0.665-0.844, P < 0.05).

conclusionThe nomogram combining ultrasound and clinical indicators effectively predicts pCR of metastatic axillary lymph nodes after NACT and provides a reference for surgical selection. However, the single‑center design, small sample size, and lack of external and prospective validation limit its generalizability. Multi‑center prospective validation is warranted.

Indexed as

Breast NeoplasmsLymphatic MetastasisLymph NodesNeoadjuvant TherapyNomogramsAdultAxillaFemaleHumansMiddle AgedPathologic Complete ResponsePredictive Value of TestsRetrospective StudiesUltrasonographyAxillary lymph nodes metastasisBreast cancerNeoadjuvant chemotherapyNomogramPathological complete responsePrediction modelUltrasound

Identifiers

PMID42265639
PMCPMC13474718

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.