“…Variable-centered approaches to clustering, which seek to identify relationships among symptoms and quantify the patient's symptom experience, have been employed in patients with ESRD (Amro et al, 2015;Yu, Huang, & Tsai, 2012). Fatigue (Jhamb et al, 2013;Rodrigue et al, 2011), sleep disturbance (Nigam, Camacho, Chang, & Riaz, 2018), depression/anxiety (Assari & Burgard, 2015), pain (Song, Paul, Ward, Gilet, & Hladik, 2018), and gastrointestinal symptoms (Zhang, Bansal, Go, & Hsu, 2015) are among the most common co-occurring symptoms in CKD (Lockwood et al, 2019). Although variable center approaches are useful in examining relationships among homogeneous populations (Conley, 2017), variable-centered approaches to clustering symptoms are complicated by difficulty interpreting symptom clusters due to heterogeneity of symptom response patterns, thereby limiting their clinical utility (Conley, 2017;Lockwood et al, 2019;Ryan et al, 2019).…”