Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Division of Rheumatology, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.
JAMA Netw Open. 2021 Nov 1;4(11):e2134627. doi: 10.1001/jamanetworkopen.2021.34627.
As disease-modifying treatment options for multiple sclerosis increase, comparisons of the options based on real-world evidence may guide clinical decision-making.
To compare the relapse outcomes between 2 pairs of disease-modifying treatments: dimethyl fumarate vs fingolimod and natalizumab vs rituximab.
DESIGN, SETTING, AND PARTICIPANTS: This comparative effectiveness study integrated data from a clinic-based multiple sclerosis research registry and its linked electronic health records (EHR) system between January 1, 2006, and December 31, 2016, and built treatment groups for each pairwise disease-modifying treatment comparison according to both registry records and electronic prescriptions. Parallel analyses were conducted from October 11, 2019, to July 7, 2021.
The main outcomes were the 1-year and 2-year relapse rates as well as the time to relapse. To compare relapse outcomes, the study adjusted for covariates from 2 sources (registry and EHR) and corrected for confounding biases among the covariates by the doubly robust estimation.
The study included 4 treatment groups: dimethyl fumarate (n = 260; 198 women [76.2%]; 227 non-Hispanic White individuals [87.3%]; mean [SD] age at diagnosis, 41.7 [10.4] years), fingolimod (n = 267; 190 women [71.2%]; 222 non-Hispanic White individuals [83.1%]; mean [SD] age at diagnosis, 37.9 [9.9] years), natalizumab (n = 204; 160 women [78.4%]; 172 non-Hispanic White individuals [84.3%]; mean [SD] age at diagnosis, 37.2 [10.6] years), and rituximab (n = 115; 83 women [72.2%]; 99 non-Hispanic White individuals [86.1%]; mean [SD] age at diagnosis, 44.1 [11.1] years). No significant differences were found in the relapse outcomes between dimethyl fumarate and fingolimod after correcting for confounding biases and multiple testing (difference in 1-year relapse rate, 0.028 [95% CI, -0.031 to 0.084]; difference in 2-year relapse rate, 0.071 [95% CI, 0.008-0.128]; relative risk of 2-year non-relapse, 0.957 [95% CI, 0.884-1.035] with dimethyl fumarate as reference). When compared with rituximab, natalizumab was associated with a higher relapse rate for all 3 outcomes after bias correction and multiple testing (difference in 1-year relapse rate, 0.080 [95% CI, 0.013-0.137]; difference in 2-year relapse rate, 0.132 [95% CI, 0.043-0.189]; relative risk of 2-year non-relapse, 0.903 [95% CI, 0.822-0.944]). Confounders were identified from EHR data not recorded in the registry data through data-driven feature selection.
This study reports real-world evidence of equivalent relapse outcomes between dimethyl fumarate and fingolimod and relapse reduction in favor of rituximab relative to natalizumab. This approach illustrates the value of incorporating EHR data as high-dimensional covariates in real-world treatment comparison.
重要性:随着多发性硬化症治疗选择的增加,基于真实世界证据的比较可能会指导临床决策。
目的:比较两种疾病修饰治疗方法之间的复发结局:富马酸二甲酯与芬戈利莫德和那他珠单抗与利妥昔单抗。
设计、设置和参与者:本比较有效性研究整合了基于诊所的多发性硬化症研究登记处及其相关电子健康记录(EHR)系统的数据,时间为 2006 年 1 月 1 日至 2016 年 12 月 31 日,并根据登记记录和电子处方建立了每种配对疾病修饰治疗比较的治疗组。平行分析于 2019 年 10 月 11 日至 2021 年 7 月 7 日进行。
主要结局和措施:主要结局是 1 年和 2 年的复发率以及复发时间。为了比较复发结局,研究从 2 个来源(登记处和 EHR)调整了协变量,并通过双重稳健估计纠正了协变量之间的混杂偏差。
结果:研究包括 4 个治疗组:富马酸二甲酯(n = 260;198 名女性[76.2%];227 名非西班牙裔白人个体[87.3%];诊断时的平均[标准差]年龄为 41.7[10.4]岁)、芬戈利莫德(n = 267;190 名女性[71.2%];222 名非西班牙裔白人个体[83.1%];诊断时的平均[标准差]年龄为 37.9[9.9]岁)、那他珠单抗(n = 204;160 名女性[78.4%];172 名非西班牙裔白人个体[84.3%];诊断时的平均[标准差]年龄为 37.2[10.6]岁)和利妥昔单抗(n = 115;83 名女性[72.2%];99 名非西班牙裔白人个体[86.1%];诊断时的平均[标准差]年龄为 44.1[11.1]岁)。在纠正混杂偏差和多次检验后,富马酸二甲酯和芬戈利莫德之间的复发结局没有显著差异(1 年复发率差异为 0.028[95%CI,-0.031 至 0.084];2 年复发率差异为 0.071[95%CI,0.008 至 0.128];2 年非复发的相对风险为 0.957[95%CI,0.884 至 1.035],以富马酸二甲酯为参照)。与利妥昔单抗相比,那他珠单抗在所有 3 项结局中均与更高的复发率相关,校正偏差和多次检验后差异有统计学意义(1 年复发率差异为 0.080[95%CI,0.013 至 0.137];2 年复发率差异为 0.132[95%CI,0.043 至 0.189];2 年非复发的相对风险为 0.903[95%CI,0.822 至 0.944])。通过数据驱动的特征选择,从 EHR 数据中识别出登记处数据中未记录的混杂因素。
结论和意义:本研究报告了富马酸二甲酯和芬戈利莫德之间复发结局等效的真实世界证据,以及与那他珠单抗相比利妥昔单抗的复发减少。这种方法说明了在真实世界的治疗比较中纳入 EHR 数据作为高维协变量的价值。