Department of Surgical Sciences, Uppsala University, Uppsala, Sweden.
Northern Registry Centre, Department of Public Health and Clinical Medicine, Umeå University, Umeå University, Umeå, Sweden.
Cancer Med. 2023 Jun;12(12):13856-13864. doi: 10.1002/cam4.5981. Epub 2023 Apr 25.
Patients with muscle-invasive bladder cancer (MIBC) constitute a heterogenous group in terms of patient and tumour characteristics ('case-mix') and prognosis. The aim of the current study was to investigate whether differences in survival could be used to separate MIBC patients into separate classes using a recently developed latent class regression method for survival analysis with competing risks.
We selected all participants diagnosed with MIBC in the Bladder Cancer Data Base Sweden (BladderBase) and analysed inter-patient heterogeneity in risk of death from bladder cancer and other causes.
Using data from 9653 MIBC patients, we detected heterogeneity with six distinct latent classes in the studied population. The largest, and most frail class included 50% of the study population and was characterised by a somewhat larger proportion of women, higher age at diagnosis, more advanced disease and lower probability of curative treatment. Despite this, patients in this class treated with curative intent by radical cystectomy or radiotherapy had a lower association to risk of death. The second largest class included 23% and was substantially less frail as compared to the largest class. The third and fourth class included each around 9%-10%, whereas the fifth and sixth class included each 3%-4% of the population.
Results from the current study are compatible with previous research and the method can be used to adjust comparisons in prognosis between MIBC populations for influential differences in the distribution of sub-classes.
肌层浸润性膀胱癌(MIBC)患者在患者和肿瘤特征(“病例组合”)和预后方面存在异质性。本研究的目的是使用最近开发的用于生存分析的潜在类别回归方法来研究是否可以通过生存差异将 MIBC 患者分为不同的类别,该方法具有竞争风险。
我们选择了在膀胱癌数据库瑞典(BladderBase)中诊断为 MIBC 的所有参与者,并分析了膀胱癌和其他原因死亡风险的患者间异质性。
使用来自 9653 名 MIBC 患者的数据,我们在研究人群中检测到了六个不同的潜在类别存在异质性。最大且最脆弱的类别包括研究人群的 50%,其特点是女性比例略高,诊断时年龄较大,疾病更晚期,治愈性治疗的可能性较低。尽管如此,接受根治性膀胱切除术或放疗的有治愈意向的患者的死亡风险较低。第二大类别占 23%,与最大类别相比,脆弱性要低得多。第三和第四类别各占约 9%-10%,而第五和第六类别各占人口的 3%-4%。
本研究的结果与以往的研究结果一致,该方法可用于调整 MIBC 人群之间的预后比较,以调整亚组分布的影响差异。