Development and validation of nomograms of outcomes for first-line platinum-based chemotherapy for metastatic triple-negative breast cancer: patient-level analysis of five prospective clinical trials in China

作者
Chengcheng Gong,Ting Li,Yifan Chen,Jian Zhang,Yannan Zhao,Leiping Wang,Jun Cao,Zhonghua Tao,Mingchuan Zhao,Xichun Hu,Biyun Wang
出处
期刊:Therapeutic Advances in Medical Oncology [SAGE Publishing]
卷期号:17
标识
DOI:10.1177/17588359251395906
摘要

Background: Platinum-based chemotherapy has demonstrated superior efficacy as a first-line treatment for metastatic triple-negative breast cancer (mTNBC), at a cost of higher toxicity. Reliable prognostic tools are needed to refine risk stratification and facilitate individualized treatment discussions. Objectives: To develop and validate prognostic nomograms for overall survival (OS) and progression-free survival (PFS) in patients with mTNBC receiving first-line platinum-based chemotherapy. Design: Patient-level pooled analysis of prospective trial data, with internal and external validation. Methods: Individual patient-level data of 777 mTNBC patients from 5 prospective clinical trials were collected. In total, 445 patients who received first-line platinum-based chemotherapy at our center were included as the PFP-TNBC cohort, which was randomly divided (7:3) into training and validation sets. An independent real-world cohort of 216 mTNBC patients was used for external validation. Multivariable Cox regression was used to construct OS and PFS models based on clinical characteristics, laboratory biomarkers, and regimen choice. Model performance was evaluated using concordance index (C-index), time-dependent area under the curve (AUC), calibration, and decision curve analysis. Results: Both nomograms included the number of metastatic sites and the choice of platinum combination agent. The OS model additionally incorporated baseline cancer antigen 125 and lactate dehydrogenase; the PFS model included liver metastasis, baseline pain, and CA153 and carcinoembryonic antigen. For OS, the C-indexes were 0.67, 0.66, and 0.65 in the training, internal validation, and external cohorts, with AUCs of 0.71–0.74, 0.71–0.75, and 0.69–0.71 for 1-, 2-, and 3-year OS. For PFS, the C-indexes were 0.66, 0.62, and 0.61 in the training, internal validation, and external cohorts, with AUCs of 0.69–0.80, 0.66–0.74, and 0.63–0.72 for 6-, 12-, and 24-month PFS, respectively. Both models demonstrated good calibration and risk stratification identified groups with significantly different survival outcomes (log-rank p < 0.001). Conclusion: The PFP-TNBC-OS and PFP-TNBC-PFS nomograms provide practical tools to estimate outcomes in mTNBC patients treated with first-line platinum chemotherapy. While C-index values indicated modest discrimination, time-dependent AUCs showed good accuracy at clinically relevant intervals. These models may aid risk stratification, patient counseling, and shared decision-making in chemotherapy-only settings. Future studies are warranted to evaluate their applicability in the evolving era of chemoimmunotherapy.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
zine发布了新的文献求助10
刚刚
刚刚
赘婿应助长风采纳,获得10
刚刚
1秒前
1秒前
无名花生完成签到 ,获得积分10
1秒前
bean完成签到,获得积分10
1秒前
2秒前
少吃一口完成签到,获得积分10
2秒前
马qt完成签到,获得积分20
2秒前
bei完成签到,获得积分10
3秒前
JINGJING发布了新的文献求助10
4秒前
Ava应助希尔采纳,获得10
4秒前
稚祎完成签到 ,获得积分10
5秒前
小鱼鱼鱼完成签到,获得积分10
5秒前
6秒前
6秒前
iris完成签到 ,获得积分10
7秒前
邬不污发布了新的文献求助10
8秒前
9秒前
寒冷丝完成签到,获得积分10
9秒前
10秒前
细腻的珩完成签到 ,获得积分10
11秒前
科研通AI6.2应助牛波一采纳,获得10
12秒前
可爱的函函应助shan采纳,获得10
12秒前
小马甲应助一头蠢驴采纳,获得10
12秒前
14秒前
华仔应助卡卡西采纳,获得10
14秒前
hsx完成签到,获得积分10
15秒前
15秒前
陈怀祚发布了新的文献求助10
15秒前
16秒前
zine完成签到,获得积分10
16秒前
科研通AI6.1应助单薄天荷采纳,获得10
17秒前
零几年发布了新的文献求助10
17秒前
iris发布了新的文献求助10
17秒前
18秒前
19秒前
yankeyu200005发布了新的文献求助10
19秒前
Tomqiu完成签到 ,获得积分10
19秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
晶种分解过程与铝酸钠溶液混合强度关系的探讨 8888
Les Mantodea de Guyane Insecta, Polyneoptera 2000
Chemistry and Physics of Carbon Volume 18 800
The Organometallic Chemistry of the Transition Metals 800
Leading Academic-Practice Partnerships in Nursing and Healthcare: A Paradigm for Change 800
Signals, Systems, and Signal Processing 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6421320
求助须知:如何正确求助?哪些是违规求助? 8240478
关于积分的说明 17512866
捐赠科研通 5475230
什么是DOI,文献DOI怎么找? 2892369
邀请新用户注册赠送积分活动 1868778
关于科研通互助平台的介绍 1706170