2.1 Study population
Data were derived from The China Health and Retirement Longitudinal Study (CHARLS), which aims to collect high-quality micro-data representing families and individuals aged 45 years and over in China to analyze the aging population. The CHARLS National Baseline Survey was founded in 2011 and covers 150 county-level units, 450 village-level units, and 17,000 of the approximately 10,000 households. These samples were tracked every 2 to 3 years later.
The data of the 2015 CHARLS, which involved 20,967 individuals as a cross-sectional study, excluded 9,281 individuals who were under 60 years old and 912 who did not have sociodemographic information. A total of 729 participants who lost their CES-D scores, 1,659 who did not completed grip strength-related information, and 119 without weight or height coefficient were excluded. A total of 3,542 individuals were excluded because they had lost smoking information. Ultimately, 4,689 individuals were included in this study (Fig. 1).
2.2 Measures
Depressive symptoms were evaluated using the 10-item Short-Form Center for Epidemiological Studies Depression Scale (CES-D, Table 1), which is more efficient and increases the detection rate of depression [22, 23]. Some studies[23, 24] have proven that the 10-item CES-D has excellent performance and can be used as a screening instrument to identify major depression in older adults. The answers for CES-D were on a four-scale metric: “rarely or none of the time (< 1 day)” represents 0 points, “ some or a little of the time (1–2 days)” represents 1 point, “occasionally or a moderate amount of the time (3–4 days)” represents 2 points, and “ most or all of the time (5–7 days)” represents 3 points. Items 5 and 8 were reverse-scoring items in this scale. The total possible range of the 10-item CES-D scale is 0 to 30, with a score of 10 or more indicating significant depressive symptoms.
Grip strength (kg) of the dominant hand was assessed using a handheld dynamometer (WCS-100, Nantong, China). During the assessment, the participants were requested to stand, hold the dynamometer at a right angle, and squeeze the handle for a few seconds. Similar to previous studies, the mean of the two measurements was analyzed as a continuous variable[17]. However, it is worth mentioning that studies have shown consistent results irrespective of whether maximum or average values were used [25]. Grip strength scores were independently divided into quartiles [26] for both the sexes. We categorized the grip strength scores of ≤ 28.0, 28.0–32.75, 32.75–38.5, and > 38.5 kg as Q1, Q2, Q3, and Q4, respectively, for men. Similarly, GS scores of ≤ 18, 18–22, 22–26, and > 26 kg were categorized as Q1, Q2, Q3, and Q4, respectively, for women.
Potential confounders included sociodemographic (i.e., age, sex, and education), health behavioral factors (i.e., alcohol consumption and smoking), and health conditions (i.e., body mass index and chronic diseases). Body mass index (BMI) was calculated by dividing the body weight (kg) by height squared (m2). Participant's education levels were classified into four groups (i.e., <=6, 6–9, 9–12, and > 12 years). Marital status was categorized into two groups: married and unmarried (including people who are widowed, divorced, or never married). Participants were classified into one of three groups based on self-reported alcohol consumption: none, less than once a month, and more than once a month. We classified participants into two smoking groups: never smokers and current smokers. We divided participants into underweight (BMI < 18.5), normal weight (18.5 ≤ BMI < 25), overweight (25 ≤ BMI < 30), and obese (30 ≤ BMI) group. The study evaluated the number of chronic diseases, which include 14 chronic diseases (arthritis or rheumatism, and asthma, hypertension, dyslipidemia, diabetes, cancer, digestive disease, chronic lung diseases, liver disease, heart problems, stroke, kidney disease, psychiatric problems, and memory-related disease). The study divided "no chronic disease", "1 chronic disease", "2 chronic diseases ", "3, and more chronic diseases " into "0, 1, 2, and 3" groups, respectively.