Institute for Technology Assessment, Massachusetts General Hospital, Boston.
Harvard Medical School, Boston, Massachusetts.
JAMA Netw Open. 2022 Sep 1;5(9):e2230426. doi: 10.1001/jamanetworkopen.2022.30426.
Quantitative assessment of disease progression in patients with nonalcoholic fatty liver disease (NAFLD) has not been systematically examined using competing liver-related and non-liver-related mortality.
To estimate long-term outcomes in NAFLD, accounting for competing liver-related and non-liver-related mortality associated with the different fibrosis stages of NAFLD using a simulated patient population.
DESIGN, SETTING, AND PARTICIPANTS: This decision analytical modeling study used individual-level state-transition simulation analysis and was conducted from September 1, 2017, to September 1, 2021. A publicly available interactive tool, dubbed NAFLD Simulator, was developed that simulates the natural history of NAFLD by age and fibrosis stage at the time of (hypothetical) diagnosis defined by liver biopsy. Model health states were defined by fibrosis states F0 to F4, decompensated cirrhosis, hepatocellular carcinoma (HCC), and liver transplant. Simulated patients could experience nonalcoholic steatohepatitis resolution, and their fibrosis stage could progress or regress. Transition probabilities between states were estimated from the literature as well as calibration, and the model reproduced the outcomes of a large observational study.
Simulated natural history of NAFLD.
Main outcomes were life expectancy; all cause, liver-related, and non-liver-related mortality; and cumulative incidence of decompensated cirrhosis and/or HCC.
The model included 1 000 000 simulated patients with a mean (range) age of 49 (18-75) years at baseline, including 66% women. The life expectancy of patients aged 49 years was 25.3 (95% CI, 20.1-29.8) years for those with F0, 25.1 (95% CI, 20.1-29.4) years for those with F1, 23.6 (95% CI, 18.3-28.2) years for those with F2, 21.1 (95% CI, 15.6-26.3) years for those with F3, and 13.8 (95% CI, 10.3-17.6) years for those with F4 at the time of diagnosis. The estimated 10-year liver-related mortality was 0.1% (95% uncertainty interval [UI], <0.1%-0.2%) in F0, 0.2% (95% UI, 0.1%-0.4%) in F1, 1.0% (95% UI, 0.6%-1.7%) in F2, 4.0% (95% UI, 2.5%-5.9%) in F3, and 29.3% (95% UI, 21.8%-35.9%) in F4. The corresponding 10-year non-liver-related mortality was 1.8% (95% UI, 0.6%-5.0%) in F0, 2.4% (95% UI, 0.8%-6.3%) in F1, 5.2% (95% UI, 2.0%-11.9%) in F2, 9.7% (95% UI, 4.3%-18.1%) in F3, and 15.6% (95% UI, 10.1%-21.7%) in F4. Among patients aged 65 years, estimated 10-year non-liver-related mortality was higher than liver-related mortality in all fibrosis stages (eg, F2: 16.7% vs 0.8%; F3: 28.8% vs 3.0%; F4: 40.8% vs 21.9%).
This decision analytic model study simulated stage-specific long-term outcomes, including liver- and non-liver-related mortality in patients with NAFLD. Depending on age and fibrosis stage, non-liver-related mortality was higher than liver-related mortality in patients with NAFLD. By translating surrogate markers into clinical outcomes, the NAFLD Simulator could be used as an educational tool among patients and clinicians to increase awareness of the health consequences of NAFLD.
非酒精性脂肪性肝病 (NAFLD) 患者的疾病进展定量评估尚未使用竞争的肝脏相关和非肝脏相关死亡率进行系统检查。
使用模拟患者人群,估计 NAFLD 的长期结局,同时考虑与 NAFLD 的不同纤维化阶段相关的竞争肝脏相关和非肝脏相关死亡率。
设计、设置和参与者: 这项决策分析建模研究使用个体水平的状态转换模拟分析,于 2017 年 9 月 1 日至 2021 年 9 月 1 日进行。开发了一个名为 NAFLD Simulator 的公共交互式工具,该工具通过肝活检定义的(假设)诊断时的年龄和纤维化阶段模拟 NAFLD 的自然史。模型健康状态由纤维化状态 F0 至 F4、失代偿性肝硬化、肝细胞癌 (HCC) 和肝移植定义。模拟患者可能经历非酒精性肝炎消退,并且他们的纤维化阶段可能进展或消退。状态之间的转移概率是根据文献以及校准进行估计的,该模型再现了一项大型观察性研究的结果。
NAFLD 的模拟自然史。
主要结局是预期寿命;全因、肝脏相关和非肝脏相关死亡率;以及失代偿性肝硬化和/或 HCC 的累积发生率。
该模型包括 100 万例模拟患者,平均(范围)年龄为 49 岁(18-75 岁),其中 66%为女性。49 岁患者的预期寿命为 F0 患者为 25.3 岁(95%CI,20.1-29.8 岁),F1 患者为 25.1 岁(95%CI,20.1-29.4 岁),F2 患者为 23.6 岁(95%CI,18.3-28.2 岁),F3 患者为 21.1 岁(95%CI,15.6-26.3 岁),F4 患者为 13.8 岁(95%CI,10.3-17.6 岁)。在诊断时,估计 10 年肝脏相关死亡率为 F0 患者为 0.1%(95%不确定区间[UI],<0.1%-0.2%),F1 患者为 0.2%(95%UI,0.1%-0.4%),F2 患者为 1.0%(95%UI,0.6%-1.7%),F3 患者为 4.0%(95%UI,2.5%-5.9%),F4 患者为 29.3%(95%UI,21.8%-35.9%)。相应的 10 年非肝脏相关死亡率为 F0 患者为 1.8%(95%UI,0.6%-5.0%),F1 患者为 2.4%(95%UI,0.8%-6.3%),F2 患者为 5.2%(95%UI,2.0%-11.9%),F3 患者为 9.7%(95%UI,4.3%-18.1%),F4 患者为 15.6%(95%UI,10.1%-21.7%)。在 65 岁的患者中,估计 10 年非肝脏相关死亡率高于所有纤维化阶段的肝脏相关死亡率(例如,F2:16.7%比 0.8%;F3:28.8%比 3.0%;F4:40.8%比 21.9%)。
这项决策分析模型研究模拟了 NAFLD 患者特定的长期结局,包括肝脏相关和非肝脏相关死亡率。根据年龄和纤维化阶段,非肝脏相关死亡率高于肝脏相关死亡率在 NAFLD 患者中。通过将替代标志物转化为临床结局,NAFLD Simulator 可以作为患者和临床医生的教育工具,提高对 NAFLD 健康后果的认识。