Nicholas Jacqueline A, Edwards Natalie C, Edwards Roger A, Dellarole Anna, Manca Luigi, Harlow Danielle E, Phillips Amy L
OhioHealth Multiple Sclerosis Center, Columbus, OH, USA.
Health Services Consulting Corporation, Boxborough, MA, USA.
Mult Scler J Exp Transl Clin. 2022 Jun 30;8(2):20552173221101150. doi: 10.1177/20552173221101150. eCollection 2022 Apr-Jun.
Increased understanding of adherence may facilitate optimal targeting of interventions.
To utilize group-based trajectory modeling (GBTM) to understand longitudinal patterns of adherence and factors associated with non-adherence in patients with multiple sclerosis (MS) newly-initiating once-/twice-daily oral disease-modifying therapy (DMT) (fingolimod, dimethyl fumarate, or teriflunomide).
Commercial plan data were analyzed using proportion of days covered (PDC) to evaluate factors associated with non-adherence. GBTM clustered patient subgroups with similar longitudinal patterns of adherence measured by monthly PDC (≥80%) and multinomial logistic regression identified factors associated with adherence trajectory subgroups.
Among 7689 patients, 39.5% were non-adherent to once-/twice-daily oral DMTs. Characteristics associated with non-adherence (PDC<80%) included younger age, female, depression or migraine, switching during follow-up, more frequent dosing, relapse, and absence of magnetic resonance imaging. GBTM elucidated three adherence subgroups: Immediately Non-Adherent (14.9%); Gradually Non-Adherent (19.5%), and Adherent (65.6%). Additional factors associated with adherence (i.e. region, chronic lung disease) were identified and factors differed among trajectory subgroups.
These analyses confirmed that a significant proportion of patients with MS are non-adherent to once-/twice-daily oral DMTs. Unique patterns of non-adherence and factors associated with patterns of adherence emerged. The approach demonstrated how quantitative trajectories can help clinicians develop tailored interventions.
对依从性的深入理解可能有助于优化干预措施的靶向性。
利用基于群组的轨迹模型(GBTM)来了解新开始每日一次/两次口服疾病修正治疗(DMT)(芬戈莫德、富马酸二甲酯或特立氟胺)的多发性硬化症(MS)患者的依从性纵向模式以及与不依从相关的因素。
使用覆盖天数比例(PDC)分析商业计划数据,以评估与不依从相关的因素。GBTM将具有相似依从性纵向模式的患者亚组进行聚类,该模式通过每月PDC(≥80%)来衡量,多项逻辑回归确定与依从性轨迹亚组相关的因素。
在7689例患者中,39.5%不依从每日一次/两次口服DMT。与不依从(PDC<80%)相关的特征包括年龄较小、女性、抑郁或偏头痛、随访期间换药、给药频率更高、复发以及未进行磁共振成像检查。GBTM阐明了三个依从性子组:立即不依从组(14.9%);逐渐不依从组(19.5%)和依从组(65.6%)。确定了与依从性相关的其他因素(即地区、慢性肺病),且这些因素在轨迹亚组之间存在差异。
这些分析证实,相当比例的MS患者不依从每日一次/两次口服DMT。出现了独特的不依从模式以及与依从模式相关的因素。该方法展示了定量轨迹如何帮助临床医生制定个性化干预措施。