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老年癌症患者术后居家护理:预测工具的推导与验证

Homecare After Cancer Surgery for Older Adults: Derivation and Validation of a Predictive Tool.

作者信息

Hallet Julie, Ribeiro Tiago, Mahar Alyson L, Chan Wing C, McIsaac Daniel I, Gombay Anna, Ding Anna, Armah Jessica, Coburn Natalie, Hsu Amy T

机构信息

Department of Surgery, University of Toronto, Toronto, ON, Canada.

Odette Cancer Centre - Sunnybrook Health Sciences Centre, Toronto, ON, Canada.

出版信息

Ann Surg Oncol. 2025 Jul 24. doi: 10.1245/s10434-025-17824-6.

Abstract

BACKGROUND

Need for home support after surgery is a patient-centred outcome and marker of functional recovery for older adults. We developed a risk prediction model, HOMECARE, to estimate the risk of using homecare for older adults after cancer surgery.

METHODS

We conducted a population-based retrospective cohort study of adults ≥ 70 years having surgery for solid malignancy (2007-2019). Candidate predictors were preoperative sociodemographic and clinical factors. Receipt of immediate (within 1 month) and chronic (at 7-12 months) homecare was predicted. Internal validation used bootstraps with 500 samples with replacement. Logistic regression models were used. The predictive model included age, sex, rural residence, previous cancer diagnosis, frailty, prior homecare use, cancer site, cancer stage, and type of surgery. We performed bootstrap validation by using 500 samples with replacement.

RESULTS

Of 93,883 patients included, 39,169 (41.7%) required immediate homecare; of the 88,252 alive after month 6 postoperatively, 22,031 (25%) required chronic homecare. For immediate homecare, the area-under-the-curve was 0.77 and the deviation of predicted from observed probability was - 0.002% (95% CI 0.004 to - 0.009). For chronic homecare, the area-under-the-curve was 0.76, and the deviation of predicted from observed probabilities was - 0.004% (95% CI 0.002 to - 0.009). Deviation between predicted and observed probabilities ranged from - 0.04 to 0.03% across risk deciles for immediate homecare and - 0.05 to 0.04% for chronic homecare.

CONCLUSIONS

The HOMECARE tool presents good discrimination and is well calibrated. Implemented as an online calculator, individualized risk estimates from this tool could support risk communication with older adults selected for cancer surgery.

摘要

背景

术后对家庭支持的需求是以患者为中心的结果,也是老年人功能恢复的标志。我们开发了一种风险预测模型HOMECARE,以估计老年癌症患者术后使用家庭护理的风险。

方法

我们对2007年至2019年期间接受实体恶性肿瘤手术的70岁及以上成年人进行了一项基于人群的回顾性队列研究。候选预测因素为术前社会人口统计学和临床因素。预测了立即(1个月内)和长期(7至12个月)接受家庭护理的情况。内部验证采用500次有放回抽样的自举法。使用逻辑回归模型。预测模型包括年龄、性别、农村居住情况、既往癌症诊断、虚弱程度、既往家庭护理使用情况、癌症部位、癌症分期和手术类型。我们通过500次有放回抽样进行自举验证。

结果

在纳入的93,883例患者中,39,169例(41.7%)需要立即接受家庭护理;在术后6个月存活的88,252例患者中,22,031例(25%)需要长期接受家庭护理。对于立即接受家庭护理的情况,曲线下面积为0.77,预测概率与观察概率的偏差为-0.002%(95%CI为0.004至-0.009)。对于长期接受家庭护理的情况,曲线下面积为0.76,预测概率与观察概率的偏差为-0.004%(95%CI为0.002至-0.009)。立即接受家庭护理的风险十分位数的预测概率与观察概率之间的偏差范围为-0.04至0.03%,长期接受家庭护理的偏差范围为-0.05至0.04%。

结论

HOMECARE工具具有良好的区分能力且校准良好。作为在线计算器实施时,该工具的个性化风险估计可为选定接受癌症手术的老年人进行风险沟通提供支持。

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