Participants
Patients from three medical centers in the Shanxi province of China were enrolled according to predefined inclusion and exclusion criteria. The inclusion criteria were: age ≥18 years; diagnosed with HF according to current guidelines [3]; New York Heart Association (NYHA) functional class II-IV; and receipt of HF therapy in the past month. Patients who experienced acute cardiovascular events in the past 2 months, had a life expectancy of < 1 year, could not understand or complete the questionnaire due to language barriers or intellectual disabilities, and those who refused to participate in this project were excluded.
Procedure and data collection
The present investigation was a multicenter, prospective cohort study performed from May 2017 to May 2019. Information regarding baseline data, self-administered questionnaire, and CHF-PRO scores were collected during hospitalization. Self-management advice, which included medication use, regular schedule, keeping warm, dietary instructions, health education, smoking cessation, temperance, and exercise, was provided in written form to the participants at discharge. Dietary instructions included a low-sodium diet (LSD), low-fat diet, and the avoidance of over-eating. Among these strategies, a regular schedule was defined as maintaining relatively fixed sleep and wake times, and LSD intake < 5 g of salt per day. All participants were followed-up at 1, 3, and 6 months after discharge in face-to-face consultations or telephone follow-up to obtain information regarding the self-administered questionnaire and CHF-PRO scores [9]. To ensure quality, all questionnaires were administered by professionally trained individuals.
Baseline information included patient age, sex, height, weight, marital status, education, annual income, family history of cardiovascular disease, NYHA functional class, blood pressure, and complications. The Charlson comorbidity index was applied to assess complications.
The self-administered questionnaire was developed to assess self-management. The questionnaire contained all strategies provided at discharge as mentioned above, with responses scored on a 5-point Likert, as follows: 0 (never happens); 1 (happens occasionally); 2 (happens half of the time); 3 (happens often); and 4 (happens every day).
The CHF-PRO was developed by the authors’ research group and adopted in this study. This questionnaire contains 57 items, 12 subdomains, and 4 domains, which consisted of physical, psychological, social, and therapeutic domains [9]. Patients responded to each item on a 5-point Likert scale to reflect how often they had experienced each issue.
Statistical analysis
Continuous variables are expressed as mean ± standard deviation (SD) or median (interquartile range). Univariate analysis of variables and calculation of MCID were performed using SPSS version 25.0 (IBM Corporation, Armonk, NY, USA). The backward method was used for statistically significant variables (P < 0.1). Further multilevel model assumptions were confirmed through analysis of residuals generated by MLwiN version 3.0 software (Centre for Multilevel Modelling, University of Bristol, Bristol, United Kingdom).
Multilevel model
The multilevel model, which can handle repeated measures data, was applied to assess the effect of self-management strategies to the overall summary (OS) of CHF-PRO. The main concept of this model is to estimate variance at each level and consider the effect of the explanatory variables on the variance to estimate the regression coefficient effectively [11]. The model was constructed as follows:
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)
Yij represents OS of CHF-PRO taken from the ith person; eij is the residual of the first level; β0j is the coefficient variable, which could be formulated by equation 2; β0 and βj stand for fixed parameters representing the average of the intercept and slope, respectively; and u0j and uij represent interindividual variability in intercepts and slopes via random effects. Maximum likelihood estimates can be computed from the covariance matrix.
Multivariate multilevel model
The multivariate multilevel model was fitted to assess self-management strategies on physical scores (PHYS), psychological scores (PSYS) [11]. The multivariate variance components model was constructed as follows:
![](data:image/png;base64,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)
In the equation above, Yitk represents the vector of two outcome measurements, taken from the i th person at time t; Dk is a pseudo variable, with a unique pseudo variable for each outcome; the k response variable, β0ik is the overall intercept for person i; β1ik denotes a patient-specific slope; and eitk is residual error at time t for person i.
In the present study, model 1 was the null model. Time was added to model 1 as an explanatory variable to establish model 2, which was used to study the effect of time on variables. Model 3 was constructed when baseline information and self-management situation of participants were included in model 2.
MCID
Although P < 0.05 is often considered to be the criterion for evaluating the effectiveness of an intervention in PRO or QoL, the P value merely represents statistical significance. In our study, MCID was introduced to analyze its clinical significance to determine more effective self-management strategies. ES of the distribution method was applied to calculate MCID according to characteristics of the current CHF-PRO data [10, 12]. ES was formulated as follows:
![](data:image/png;base64,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)
In the equation above, x0 represents baseline scores of patients.
represents the average baseline scores of individuals, and
is the average follow-up scores of individuals. In our study, a moderate effect of 0.5 was used as the effect size statistics to estimate MCID.
Finally, β values of the multi-level model were compared with MCID. The first level of the variables was considered “0”, and multiplied the β value by the grade of levels minus “1”. The corresponding grade of variables up to MCID was defined as reaching clinical significance.