Piccioli Andrea, Spinelli M Silvia, Forsberg Jonathan A, Wedin Rikard, Healey John H, Ippolito Vincenzo, Daolio Primo Andrea, Ruggieri Pietro, Maccauro Giulio, Gasbarrini Alessandro, Biagini Roberto, Piana Raimondo, Fazioli Flavio, Luzzati Alessandro, Di Martino Alberto, Nicolosi Francesco, Camnasio Francesco, Rosa Michele Attilio, Campanacci Domenico Andrea, Denaro Vincenzo, Capanna Rodolfo
The Italian Orthopaedic Society Bone Metastasis Study Group, Via Nicola Martelli, 3, 00197, Rome, Italy.
Department of Molecular Medicine and Surgery, Section of Orthopaedics and Sports Medicine, Karolinska University Hospital, Karolinska Institute, Stockholm, Sweden.
BMC Cancer. 2015 May 22;15:424. doi: 10.1186/s12885-015-1396-5.
We recently developed a clinical decision support tool, capable of estimating the likelihood of survival at 3 and 12 months following surgery for patients with operable skeletal metastases. After making it publicly available on www.PATHFx.org , we attempted to externally validate it using independent, international data.
We collected data from patients treated at 13 Italian orthopaedic oncology referral centers between 2010 and 2013, then applied to PATHFx, which generated a probability of survival at three and 12-months for each patient. We assessed accuracy using the area under the receiver-operating characteristic curve (AUC), clinical utility using Decision Curve Analysis (DCA), and compared the Italian patient data to the training set (United States) and first external validation set (Scandinavia).
The Italian dataset contained 287 records with at least 12 months follow-up information. The AUCs for the three-month and 12-month estimates was 0.80 and 0.77, respectively. There were missing data, including the surgeon's estimate of survival that was missing in the majority of records. Physiologically, Italian patients were similar to patients in the training and first validation sets. However notable differences were observed in the proportion of those surviving three and 12-months, suggesting differences in referral patterns and perhaps indications for surgery.
PATHFx was successfully validated in an Italian dataset containing missing data. This study demonstrates its broad applicability to European patients, even in centers with differing treatment philosophies from those previously studied.
我们最近开发了一种临床决策支持工具,能够估计可手术的骨转移患者术后3个月和12个月的生存可能性。在将其公开于www.PATHFx.org后,我们尝试使用独立的国际数据对其进行外部验证。
我们收集了2010年至2013年间在13个意大利骨科肿瘤转诊中心接受治疗的患者的数据,然后将其应用于PATHFx,该工具为每位患者生成了3个月和12个月的生存概率。我们使用受试者操作特征曲线下面积(AUC)评估准确性,使用决策曲线分析(DCA)评估临床实用性,并将意大利患者数据与训练集(美国)和首次外部验证集(斯堪的纳维亚)进行比较。
意大利数据集包含287条记录,其中至少有12个月的随访信息。3个月和12个月估计值的AUC分别为0.80和0.77。存在缺失数据,包括大多数记录中缺少的外科医生对生存的估计。从生理角度来看,意大利患者与训练集和首次验证集中的患者相似。然而,在3个月和12个月存活患者的比例上观察到了显著差异,这表明转诊模式以及可能的手术指征存在差异。
PATHFx在一个包含缺失数据的意大利数据集中成功得到验证。这项研究表明,即使在与先前研究的中心治疗理念不同的中心,它也广泛适用于欧洲患者。