TY - JOUR
AB - Background The general benefit of physical activity (PA) to one’s mental health has been widely acknowledged. Nevertheless, the specific type and amount of PA that associates with lower risk of depression in China awaits further investigation. The present study was conducted on middle- and older-aged Chinese population with two objectives: 1) to understand the patterns of PA; 2) to measure the associations between depression and PA at different levels from various aspects. Methods Using data from the China Health and Retirement Longitudinal Study (CHARLS, 2015), we selected 9118 community residents aged 45 years and older. Depressive symptoms were measured by 10-item Center for Epidemiologic Studies (CES-D 10). Multivariate logistic regression model was performed to examine the association between risk of depression and PA from four aspects including intensity, frequency, duration, and volume. Results Spending 1–2 days/week (OR = 0.58, 95% CI: 0.36, 0.91), less than 30 minutes each time (OR = 0.66, 95% CI: 0.42, 1.03) or 150–299 min/week (OR = 0.49, 95% CI: 0.28, 0.87) on Moderate Physical Activity (MPA) was associated with lower odds of depression in women. Spending 3–5 days/week (OR = 1.98, 95% CI: 1.29, 3.05) or 6–7 days/week (OR = 1.50, 95% CI: 1.07, 2.11), 4 hours and longer each time (OR = 1.65, 95% CI: 1.18, 2.32), 300 min/week or longer (OR = 1.65, 95% CI: 1.22, 2.24) on Vigorous Physical Activity (VPA) in total, or 2250 Metabolic Equivalent of Task (OR = 1.73, 95% CI: 1.26, 2.38) on Moderate-to-Vigorous PA was associated with higher risk of depression in men. Conclusions The association between depression and PA depended largely on intensity and gender. Lower frequency, shorter duration, and moderate amount of MPA was associated with lower risk of depression in women. Risk of depression was higher in men who spent higher frequency, longer duration, and overlong time on VPA. Introduction Depression, one type of non-communicable diseases, has triggered great public health concerns in both developed and developing countries due to its high prevalence and heavy burden of diseases [1]: it is one of the most prevalent disorders [2], affects nearly 350 million people, and accounts for 12.7% of all-cause mortality around the globe [3]. Moreover, it leads to other health problems such as type 2 diabetes [4], cardiovascular diseases [5], and suicide [6]. These secondary comorbidities further affirm the tremendous burden that depression accounts for. China, home for nearly 18% of the global population, encounters a great threat posed by depression: with nearly 17% of the global disease burden of psychiatric-related illness [7], of which 30% can be attributed to depression. The figure is even more threatening in working age adults: 43% of mental disorder related disease adjusted life years (DALYs) [8]. Considering both the pattern that depressive symptomology increases as one ages [9, 10] and the current trend of population ageing in China [11], the threat will possibly be enlarged. Conventional interventions such as cognitive behavioral therapy and antidepressants have been recognized as effective means for depression treatment, nevertheless, many are confined to a small scale of population due to their high demands for professional resources [12]. Similar to other low and middle income countries (LMICs), China also suffers from a profound gap between need and supply in mental health services [13]. This suggests that the above-mentioned approaches can hardly be an effective approach to solve the large-scale problem facing China nor other LMICs [12], and therefore, novel approaches with greater accessibility are urgently needed. In recent years, emerging evidence started to regard Physical Activity (PA) as an important solution, considering its low demand for professional resources and contribution to one’s physical health (such as health function and sleep duration) and emotional social support [14]), which are closely related to one’s depressive symptoms [15]. In this case, various organizations have published recommendations on PA. For instance, WHO suggests older adults taking at least 75 minutes of Vigorous Physical Activity (VPA) or at least 150 minutes of Moderate Physical Activity (MPA) or an equivalent combination of moderate-to-vigorous PA (MVPA) each week [16]; The American Heart Association further encourages the elderly to spend at least 30 minutes per day on 5 days of the week on MPA or at least 20 minutes on 3 days of the week on VPA [17]. However, the exact role of PA on depression awaits statistical validation. Among the limited number of studies that attempted to investigate the protective role of PA on depression, findings turned out to be largely heterogeneous. Some studies generally concluded with PA’s protective effect on depression [18, 19]; other studies have further investigated PA from various dimensions, including intensity, duration and volume, and resulted in more complex findings: some indicated that individuals who engaged in VPA/MPA [20–22] or PA with higher frequency [23, 24] had lower odds of depression; nevertheless, some suggested that LPA rather than VPA/MPA [25–27], lower frequency (1–2 times/week) [28], or PA with smaller volume than recommended [29–31] was protective. Moreover, some indicated that the association differed significantly with gender [29, 32]. One study concluded with no statistically significant associations between depression and PA of any kind [28], and one even found that people who engaged in high volume of PA were more likely to suffer from depression [33]. The lack of consensus regarding this issue on the one hand indicates the association between PA and depression depends largely on the specific cultural and demographic contexts [34], and on the other hand, suggests that PA is a multidimensional construct that consists of intensity, frequency, duration and volume, and the relationship cannot be fully comprehended by a single dimensional analysis [35]. Moreover, Chinese citizens are greatly influenced by Eastern culture and present distinctive patterns of PA: East Asians tend to take fewer physical activities and at lower intensity than those in Western countries [30]. Thus, whether the PA recommendations that have been designed and subject to Western population fit Eastern context and how PA is associated with better mental health in middle- and older-aged Chinese residents still awaits further investigation. To the best of our knowledge, no study has examined the correlation between depression and PA in China by taking into consideration all four key dimensions of PA (intensity, frequency, duration and volume). To this regard, we conducted this study on middle- and older-aged Chinese with two objectives: 1) to understand the patterns of PA; 2) to measure the associations between depression and PA from various aspects including intensity, frequency, duration and volume. Materials and methods Study sample We extracted our data source from the China Health and Retirement Longitudinal Study (CHARLS 2015) Wave 4 conducted in 2015. CHARLS is a nationwide survey program covering 450 villages and 150 counties in 28 provinces with an aim to provide comprehensive and quality data on the demographic background, family characteristics, health status, work, and retirement status of the mid-aged and older residents in China. The data were collected using a four-stage, stratified, cluster sampling method. Detailed sampling technique was documented in Zhao et al.’s study [36]. The CHALRS research team has obtained ethical approval from the institutional review board (IRB) at Peking University. Amongst 20,967 surveyed community residents, 9,118 participants were selected for this cross-sectional study according to the following criteria: 1) aged 45 and older, 2) gave information on whether or not they had conducted any type of PA (VPA/MPA/LPA), 3) were assigned a case weight to balance the sample with the source population. Variables Outcome variables. Depression: a 10-item Center for Epidemiology Studies Depression Scale (CES-D 10) was used to screen depression. The answers for CES-D 10 are on a four-scale metrics coding from 0 to 3. The total score ranges from 0 to 30, with higher scores indicating more depressive symptoms. The CES-D 10 has been used in previous studies and showed good reliability (Cronbach’s alpha = 0.815) [37]. Several studies have reported a cut-off point of 12 with good validity to identify clinically significant depression [38, 39]. In this case, participants with a CES-D 10 score of 12 or above were regarded as in risk of depression. Main explanatory variables. CHARLS classified PA into 3 levels according to intensity: 1) VPA: activities that require hard/high intensity physical effort and make one breathe much harder than normal (e.g. heavy lifting, digging, aerobics, fast bicycling, cycling with a heavy load, etc.); 2) MPA: activities that can result in breathing somewhat harder than normal (e.g. carrying light loads, bicycling at a regular pace, mopping the floor); 3) LPA: walking, including walking at work, travelling from place to place, and walking for recreation. Participants were asked: 1) did they conduct VPA/MPA/LPA for at least 10 minutes continuously for a usual week; 2) if yes, how many days they normally took VPA/MPA/LPA in a week; and 3) how much time (<30min, <2h, <4h, ≥4h) they spent on PA each time. Frequency: answers for VPA/MPA/LPA ranged from 0-7days/week, and were categorized into never (0 days)/ 1–2 days/week/ 3-5days/week/ 6-7days/week. Duration: this study took into consideration that some participants did not took any PA, and therefore, categorized this variable into 5 scales, including no PA/<30 min per time / 30–119 min per time / 120–239 min per time / ≥240 min per time. Volume: According to the WHO international guideline [16] for PA, at least 75min/week VPA, or 150min/week MPA, or 150min/week MVPA was recommended for the elderly. In addition, WHO has also warned that VPA/MPA over 300min/week may be harmful to the senior population. In this case, we calculated the total length of VPA/MPA/LPA by: 1) estimating the daily duration of VPA/ MPA/ LPA using the average value of each time; 2) using the following formula: Regarding volume of VPA, responses were classified into 4 groups: no VPA/ <75 min/week <300 min/week/ ≤300 min/week; whereas regarding total length of MPA, responses were classified into 4 groups: no MPA/ <150 min/week/ <300 min/week/ ≥300 min/week. Due to the lack of international guidelines for LPA, we adjusted total length of LPA by 5 levels: no LPA/ 1st quartile (≤105 min/week)/ 2nd quartile (≤525 min/week)/ 3rd quartile (≤1260 min/week)/ 4th quartile (>1260 min/week). In terms of MVPA, The score was computed by multiplying the length of VPA and MPA by an assigned metabolic equivalent value (MET): MPA = 4 MET, VPA = 7.5 MET [26]. Since the lower and higher cut-off points for the sufficient MVPA are 150 min/week MPA and 300 min/week VPA, which equal to 600 MET and 2250 MET, respectively. Therefore, the volume of MVPA was then coded as no MVPA/ not sufficient (<600 MET)/ sufficient (600–2249 MET)/ overlong (≥2250 MET). Control variables. This study included socio-demographic variables, health behaviors and health status related variables for adjustment. Socio-demographic variables included: gender (male, female), age (45–54, 55–64, 65–74, ≥75), residency (urban, rural), education (illiterate, primary school and lower, middle school, high school and higher), marital status (married/cohabitating, single), living near children (no/ yes), total annual household income (1st quartile (≤$232/y), 2nd quartile (≤$1279/y), 3rd quartile (≤$5338/y), 4th quartile (>$5338/y)). Health behavior-related variables included: alcohol intake (no, yes), and smoking (no, yes). Health status-related variables included: BMI (underweight (<18.5 kg/m2), normal (18.5–24.99 kg/m2), overweight (25–29.99 kg/m2), obese (≥30 kg/m2)), diabetes (no, yes), and hypertension (no, yes). Data analysis Frequencies and percentages were calculated for descriptive data. Associations between levels of PA and outcome variables were assessed by binary logistic regression with the potentially confounding variables being adjusted. Adjusted Odd Ratios (ORs) and their 95% Confidence Intervals (95% CIs) were presented as measures of effect. Case weights (provided by the CHARLS study) were used to adjust for the stratified sampling method and non-response patterns. Data were analyzed using R Version 3.5.1. Study sample We extracted our data source from the China Health and Retirement Longitudinal Study (CHARLS 2015) Wave 4 conducted in 2015. CHARLS is a nationwide survey program covering 450 villages and 150 counties in 28 provinces with an aim to provide comprehensive and quality data on the demographic background, family characteristics, health status, work, and retirement status of the mid-aged and older residents in China. The data were collected using a four-stage, stratified, cluster sampling method. Detailed sampling technique was documented in Zhao et al.’s study [36]. The CHALRS research team has obtained ethical approval from the institutional review board (IRB) at Peking University. Amongst 20,967 surveyed community residents, 9,118 participants were selected for this cross-sectional study according to the following criteria: 1) aged 45 and older, 2) gave information on whether or not they had conducted any type of PA (VPA/MPA/LPA), 3) were assigned a case weight to balance the sample with the source population. Variables Outcome variables. Depression: a 10-item Center for Epidemiology Studies Depression Scale (CES-D 10) was used to screen depression. The answers for CES-D 10 are on a four-scale metrics coding from 0 to 3. The total score ranges from 0 to 30, with higher scores indicating more depressive symptoms. The CES-D 10 has been used in previous studies and showed good reliability (Cronbach’s alpha = 0.815) [37]. Several studies have reported a cut-off point of 12 with good validity to identify clinically significant depression [38, 39]. In this case, participants with a CES-D 10 score of 12 or above were regarded as in risk of depression. Main explanatory variables. CHARLS classified PA into 3 levels according to intensity: 1) VPA: activities that require hard/high intensity physical effort and make one breathe much harder than normal (e.g. heavy lifting, digging, aerobics, fast bicycling, cycling with a heavy load, etc.); 2) MPA: activities that can result in breathing somewhat harder than normal (e.g. carrying light loads, bicycling at a regular pace, mopping the floor); 3) LPA: walking, including walking at work, travelling from place to place, and walking for recreation. Participants were asked: 1) did they conduct VPA/MPA/LPA for at least 10 minutes continuously for a usual week; 2) if yes, how many days they normally took VPA/MPA/LPA in a week; and 3) how much time (<30min, <2h, <4h, ≥4h) they spent on PA each time. Frequency: answers for VPA/MPA/LPA ranged from 0-7days/week, and were categorized into never (0 days)/ 1–2 days/week/ 3-5days/week/ 6-7days/week. Duration: this study took into consideration that some participants did not took any PA, and therefore, categorized this variable into 5 scales, including no PA/<30 min per time / 30–119 min per time / 120–239 min per time / ≥240 min per time. Volume: According to the WHO international guideline [16] for PA, at least 75min/week VPA, or 150min/week MPA, or 150min/week MVPA was recommended for the elderly. In addition, WHO has also warned that VPA/MPA over 300min/week may be harmful to the senior population. In this case, we calculated the total length of VPA/MPA/LPA by: 1) estimating the daily duration of VPA/ MPA/ LPA using the average value of each time; 2) using the following formula: Regarding volume of VPA, responses were classified into 4 groups: no VPA/ <75 min/week <300 min/week/ ≤300 min/week; whereas regarding total length of MPA, responses were classified into 4 groups: no MPA/ <150 min/week/ <300 min/week/ ≥300 min/week. Due to the lack of international guidelines for LPA, we adjusted total length of LPA by 5 levels: no LPA/ 1st quartile (≤105 min/week)/ 2nd quartile (≤525 min/week)/ 3rd quartile (≤1260 min/week)/ 4th quartile (>1260 min/week). In terms of MVPA, The score was computed by multiplying the length of VPA and MPA by an assigned metabolic equivalent value (MET): MPA = 4 MET, VPA = 7.5 MET [26]. Since the lower and higher cut-off points for the sufficient MVPA are 150 min/week MPA and 300 min/week VPA, which equal to 600 MET and 2250 MET, respectively. Therefore, the volume of MVPA was then coded as no MVPA/ not sufficient (<600 MET)/ sufficient (600–2249 MET)/ overlong (≥2250 MET). Control variables. This study included socio-demographic variables, health behaviors and health status related variables for adjustment. Socio-demographic variables included: gender (male, female), age (45–54, 55–64, 65–74, ≥75), residency (urban, rural), education (illiterate, primary school and lower, middle school, high school and higher), marital status (married/cohabitating, single), living near children (no/ yes), total annual household income (1st quartile (≤$232/y), 2nd quartile (≤$1279/y), 3rd quartile (≤$5338/y), 4th quartile (>$5338/y)). Health behavior-related variables included: alcohol intake (no, yes), and smoking (no, yes). Health status-related variables included: BMI (underweight (<18.5 kg/m2), normal (18.5–24.99 kg/m2), overweight (25–29.99 kg/m2), obese (≥30 kg/m2)), diabetes (no, yes), and hypertension (no, yes). Outcome variables. Depression: a 10-item Center for Epidemiology Studies Depression Scale (CES-D 10) was used to screen depression. The answers for CES-D 10 are on a four-scale metrics coding from 0 to 3. The total score ranges from 0 to 30, with higher scores indicating more depressive symptoms. The CES-D 10 has been used in previous studies and showed good reliability (Cronbach’s alpha = 0.815) [37]. Several studies have reported a cut-off point of 12 with good validity to identify clinically significant depression [38, 39]. In this case, participants with a CES-D 10 score of 12 or above were regarded as in risk of depression. Main explanatory variables. CHARLS classified PA into 3 levels according to intensity: 1) VPA: activities that require hard/high intensity physical effort and make one breathe much harder than normal (e.g. heavy lifting, digging, aerobics, fast bicycling, cycling with a heavy load, etc.); 2) MPA: activities that can result in breathing somewhat harder than normal (e.g. carrying light loads, bicycling at a regular pace, mopping the floor); 3) LPA: walking, including walking at work, travelling from place to place, and walking for recreation. Participants were asked: 1) did they conduct VPA/MPA/LPA for at least 10 minutes continuously for a usual week; 2) if yes, how many days they normally took VPA/MPA/LPA in a week; and 3) how much time (<30min, <2h, <4h, ≥4h) they spent on PA each time. Frequency: answers for VPA/MPA/LPA ranged from 0-7days/week, and were categorized into never (0 days)/ 1–2 days/week/ 3-5days/week/ 6-7days/week. Duration: this study took into consideration that some participants did not took any PA, and therefore, categorized this variable into 5 scales, including no PA/<30 min per time / 30–119 min per time / 120–239 min per time / ≥240 min per time. Volume: According to the WHO international guideline [16] for PA, at least 75min/week VPA, or 150min/week MPA, or 150min/week MVPA was recommended for the elderly. In addition, WHO has also warned that VPA/MPA over 300min/week may be harmful to the senior population. In this case, we calculated the total length of VPA/MPA/LPA by: 1) estimating the daily duration of VPA/ MPA/ LPA using the average value of each time; 2) using the following formula: Regarding volume of VPA, responses were classified into 4 groups: no VPA/ <75 min/week <300 min/week/ ≤300 min/week; whereas regarding total length of MPA, responses were classified into 4 groups: no MPA/ <150 min/week/ <300 min/week/ ≥300 min/week. Due to the lack of international guidelines for LPA, we adjusted total length of LPA by 5 levels: no LPA/ 1st quartile (≤105 min/week)/ 2nd quartile (≤525 min/week)/ 3rd quartile (≤1260 min/week)/ 4th quartile (>1260 min/week). In terms of MVPA, The score was computed by multiplying the length of VPA and MPA by an assigned metabolic equivalent value (MET): MPA = 4 MET, VPA = 7.5 MET [26]. Since the lower and higher cut-off points for the sufficient MVPA are 150 min/week MPA and 300 min/week VPA, which equal to 600 MET and 2250 MET, respectively. Therefore, the volume of MVPA was then coded as no MVPA/ not sufficient (<600 MET)/ sufficient (600–2249 MET)/ overlong (≥2250 MET). Control variables. This study included socio-demographic variables, health behaviors and health status related variables for adjustment. Socio-demographic variables included: gender (male, female), age (45–54, 55–64, 65–74, ≥75), residency (urban, rural), education (illiterate, primary school and lower, middle school, high school and higher), marital status (married/cohabitating, single), living near children (no/ yes), total annual household income (1st quartile (≤$232/y), 2nd quartile (≤$1279/y), 3rd quartile (≤$5338/y), 4th quartile (>$5338/y)). Health behavior-related variables included: alcohol intake (no, yes), and smoking (no, yes). Health status-related variables included: BMI (underweight (<18.5 kg/m2), normal (18.5–24.99 kg/m2), overweight (25–29.99 kg/m2), obese (≥30 kg/m2)), diabetes (no, yes), and hypertension (no, yes). Data analysis Frequencies and percentages were calculated for descriptive data. Associations between levels of PA and outcome variables were assessed by binary logistic regression with the potentially confounding variables being adjusted. Adjusted Odd Ratios (ORs) and their 95% Confidence Intervals (95% CIs) were presented as measures of effect. Case weights (provided by the CHARLS study) were used to adjust for the stratified sampling method and non-response patterns. Data were analyzed using R Version 3.5.1. Results Characteristics of the participants Basic characteristics of the whole sample population, as well as of those who were with or without risk of depression are shown in Table 1. Of the 9,118 participants, a greater proportion were female, in the age group of 45–74 years, rural residents, with a primary school or lower level of education, partnered and living near children. The majority of respondents did not consume alcohol or smoke; have not been diagnosed as diabetes or hypertension; and were either in normal weight or overweight. Download: PPT PowerPoint slide PNG larger image TIFF original image Table 1. Sample characteristics of middle- and older-aged Chinese residents. https://doi.org/10.1371/journal.pone.0221430.t001 According to CES-D 10 scale, over one fourth of the participants were in risk of depression. Generally speaking, participants with depression were more likely to be female, aged 65 and older, in rural areas, with a primary school or lower level of education, with no partner, with lower family income (first two quartiles), non-drinker, non-smoker, with diabetes or hypertension, and in normal weight or underweight. Frequency of PA in men and women Generally speaking, the proportion of respondents taking PA increased as the PA intensity decreased in both men and women (31.30% for VPA, 55.04% for MPA and 81.14% for LPA). A phenomenon that the majority of participants either took no PA or had frequent PA (6-7days/week) was observed in all three levels PA. Despite that in LPA, the distribution differed between men and women in VPA and MPA: A larger proportion of men taking part in VPA whereas a significantly larger proportion of women involved in MPA, especially in frequent MPA (Fig 1). Download: PPT PowerPoint slide PNG larger image TIFF original image Fig 1. Frequency of VPA, MPA and LPA in men and women. https://doi.org/10.1371/journal.pone.0221430.g001 Duration of PA in men and women Amongst those who took VPA, the majority of men and women spent more than 4 hours per day. Different patterns between men and women were observed in MPA duration: amongst those who took MPA, a significantly larger proportion of women spent 30–119 minutes on MPA each time, whereas the distribution was more evenly in men. Women and men shared similar patterns regarding LPA duration (Fig 2). Download: PPT PowerPoint slide PNG larger image TIFF original image Fig 2. Duration per time for VPA, MPA and LPA in men and women. https://doi.org/10.1371/journal.pone.0221430.g002 Volume of PA in men and women Fig 3 summaries the total length of time the participants spent on VPA, MPA, LPA and MVPA each week. Similar to Fig 1, the distribution was heavily bipolarized in VPA, MPA and total MVPA: there was a large proportion of participants who did not take any PA, whereas at the same time, a considerably large proportion spent much more time on PA than they were recommended to. A significantly larger proportion of men spent over 300 min/week on VPA whereas a significantly larger proportion of women spent over 300 min/week on MPA. In total, over 58% men and women took sufficient amount of MVPA as they were recommended to. Download: PPT PowerPoint slide PNG larger image TIFF original image Fig 3. Volume of VPA, MPA, LPA and MVPA per week in men and women. https://doi.org/10.1371/journal.pone.0221430.g003 Relationship between PA and depression in men and women Table 2 outlines the associations between different dimensions (intensity, frequency, duration and volume) of PA and risk of depression in the whole sample population, and compares the differences between men and women. Download: PPT PowerPoint slide PNG larger image TIFF original image Table 2. Associations between depressive risk and PA frequency, duration and volume. https://doi.org/10.1371/journal.pone.0221430.t002 Regarding frequency, the participants who spent 3 days or more on VPA had significantly higher risk of depression (OR = 1.57, 95% CI: 1.18, 2.08 for 3–5 days/week and OR = 1.24, 95% CI: 0.99, 1.54 for 6–7 days/week, respectively) than those who did not take VPA. The association was statistically significant in men but not in women. However, spending 1–2 days/week on MPA was associated with lower risk of depression in women (OR = 0.58, 95% CI: 0.36, 0.91), whereas spending 6–7 days/week was associated with 1.45 times higher likelihood (95% CI: 1.05, 2.00) of depression in men. No significant association was observed between any level of LPA frequency and depression in the whole sample population or subgroups. Regarding duration, spending over 4 hours on VPA each time was correlated with greater odds of depression (OR = 1.39, 95% CI: 1.12, 1.74). The association was strong in men (OR = 1.65, 95%CI: 1.18, 2.32) but not statistically significant in women (OR = 1.24, 95% CI: 0.91, 1.64). Spending less than 30 min/day on MPA was associated with better mental health status in women, however, men who took 30–119 min/day MPA had 1.57 times higher risk (95% CI: 1.06, 2.33) of depression compared to those who reported not being involved in MPA. No significant association between any level of LPA duration and risk of depression in the whole sample population or subgroups was observed. Regarding volume, spending more than 300 min/week on VPA was associated with greater odds of depression (OR = 1.31, 95% CI: 1.08, 1.59) in the whole sample and in men (OR = 1.65, 95% CI: 1.22, 2.24). Similar patterns were observed in MVPA. Taking 150–299 min/week MPA was associated with smaller odds of depression in the whole sample population (OR = 0.65, 95% CI: 0.41, 1.02) and in women (OR = 0.49, 95% CI: 0.28, 0.87). Nevertheless, men taking 300 min/week or more on MPA was associated with higher likelihood (OR = 1.33, 95% CI: 0.98, 1.81) of depression. Characteristics of the participants Basic characteristics of the whole sample population, as well as of those who were with or without risk of depression are shown in Table 1. Of the 9,118 participants, a greater proportion were female, in the age group of 45–74 years, rural residents, with a primary school or lower level of education, partnered and living near children. The majority of respondents did not consume alcohol or smoke; have not been diagnosed as diabetes or hypertension; and were either in normal weight or overweight. Download: PPT PowerPoint slide PNG larger image TIFF original image Table 1. Sample characteristics of middle- and older-aged Chinese residents. https://doi.org/10.1371/journal.pone.0221430.t001 According to CES-D 10 scale, over one fourth of the participants were in risk of depression. Generally speaking, participants with depression were more likely to be female, aged 65 and older, in rural areas, with a primary school or lower level of education, with no partner, with lower family income (first two quartiles), non-drinker, non-smoker, with diabetes or hypertension, and in normal weight or underweight. Frequency of PA in men and women Generally speaking, the proportion of respondents taking PA increased as the PA intensity decreased in both men and women (31.30% for VPA, 55.04% for MPA and 81.14% for LPA). A phenomenon that the majority of participants either took no PA or had frequent PA (6-7days/week) was observed in all three levels PA. Despite that in LPA, the distribution differed between men and women in VPA and MPA: A larger proportion of men taking part in VPA whereas a significantly larger proportion of women involved in MPA, especially in frequent MPA (Fig 1). Download: PPT PowerPoint slide PNG larger image TIFF original image Fig 1. Frequency of VPA, MPA and LPA in men and women. https://doi.org/10.1371/journal.pone.0221430.g001 Duration of PA in men and women Amongst those who took VPA, the majority of men and women spent more than 4 hours per day. Different patterns between men and women were observed in MPA duration: amongst those who took MPA, a significantly larger proportion of women spent 30–119 minutes on MPA each time, whereas the distribution was more evenly in men. Women and men shared similar patterns regarding LPA duration (Fig 2). Download: PPT PowerPoint slide PNG larger image TIFF original image Fig 2. Duration per time for VPA, MPA and LPA in men and women. https://doi.org/10.1371/journal.pone.0221430.g002 Volume of PA in men and women Fig 3 summaries the total length of time the participants spent on VPA, MPA, LPA and MVPA each week. Similar to Fig 1, the distribution was heavily bipolarized in VPA, MPA and total MVPA: there was a large proportion of participants who did not take any PA, whereas at the same time, a considerably large proportion spent much more time on PA than they were recommended to. A significantly larger proportion of men spent over 300 min/week on VPA whereas a significantly larger proportion of women spent over 300 min/week on MPA. In total, over 58% men and women took sufficient amount of MVPA as they were recommended to. Download: PPT PowerPoint slide PNG larger image TIFF original image Fig 3. Volume of VPA, MPA, LPA and MVPA per week in men and women. https://doi.org/10.1371/journal.pone.0221430.g003 Relationship between PA and depression in men and women Table 2 outlines the associations between different dimensions (intensity, frequency, duration and volume) of PA and risk of depression in the whole sample population, and compares the differences between men and women. Download: PPT PowerPoint slide PNG larger image TIFF original image Table 2. Associations between depressive risk and PA frequency, duration and volume. https://doi.org/10.1371/journal.pone.0221430.t002 Regarding frequency, the participants who spent 3 days or more on VPA had significantly higher risk of depression (OR = 1.57, 95% CI: 1.18, 2.08 for 3–5 days/week and OR = 1.24, 95% CI: 0.99, 1.54 for 6–7 days/week, respectively) than those who did not take VPA. The association was statistically significant in men but not in women. However, spending 1–2 days/week on MPA was associated with lower risk of depression in women (OR = 0.58, 95% CI: 0.36, 0.91), whereas spending 6–7 days/week was associated with 1.45 times higher likelihood (95% CI: 1.05, 2.00) of depression in men. No significant association was observed between any level of LPA frequency and depression in the whole sample population or subgroups. Regarding duration, spending over 4 hours on VPA each time was correlated with greater odds of depression (OR = 1.39, 95% CI: 1.12, 1.74). The association was strong in men (OR = 1.65, 95%CI: 1.18, 2.32) but not statistically significant in women (OR = 1.24, 95% CI: 0.91, 1.64). Spending less than 30 min/day on MPA was associated with better mental health status in women, however, men who took 30–119 min/day MPA had 1.57 times higher risk (95% CI: 1.06, 2.33) of depression compared to those who reported not being involved in MPA. No significant association between any level of LPA duration and risk of depression in the whole sample population or subgroups was observed. Regarding volume, spending more than 300 min/week on VPA was associated with greater odds of depression (OR = 1.31, 95% CI: 1.08, 1.59) in the whole sample and in men (OR = 1.65, 95% CI: 1.22, 2.24). Similar patterns were observed in MVPA. Taking 150–299 min/week MPA was associated with smaller odds of depression in the whole sample population (OR = 0.65, 95% CI: 0.41, 1.02) and in women (OR = 0.49, 95% CI: 0.28, 0.87). Nevertheless, men taking 300 min/week or more on MPA was associated with higher likelihood (OR = 1.33, 95% CI: 0.98, 1.81) of depression. Discussion To the best of our knowledge, the study is the first one to examine the risk of depression in relation to the intensity, frequency, duration, and volume of PA in community-dwelling Chinese adults using a nationwide sample, and also, one of the very few studies to depict the patterns of PA in middle- and older-aged Chinese adults. Prevalence of depression In summary, the findings revealed high prevalence of risk of depression in middle- and older- aged Chinese adults (25.17%) and an upward trend (from 21.82% to 27.46%) with increasing age level. This finding is in agreement with those from recent studies, indicating that 23.6% to 27.0% of the elderly Chinese confront depression, while the risk of depression rises as age increases [40, 41]. The figure is significantly higher than that was estimated two decades ago (3.86%) [42]. Moreover, it is much higher than the average level of LMICs (1%) [43, 44] and even some developed countries [25, 45]. This, on the one hand, indicates the tremendous threat facing China in terms of the rising disease burden of depression; and on the other hand, reiterates the urgent need to identify approaches with broad accessibility to address this issue in a context where professional resources are scarce. Meanwhile, the present study found gender difference on the prevalence of depressive risk: the prevalence in women was significantly greater than that in men. Similar findings can be retrieved from other studies against Chinese older adults [46, 47]. This indicates that older women are in higher need for effective approaches to prevent depression. Patterns of PA Generally speaking, around three fifths of the participants reached the threshold outlined in the WHO guidelines. This figure is similar to those reported in other studies subject to older Chinese adults [48] or elderly in LMICs [32], and supports the statements Wen et al. [31] and Chang et al. [30] made that East Asians tend to engage in PA at lower intensity. Significant differences in the frequency, duration and volume of PA were observed between different levels of PA intensity and different genders. Generally speaking, men were more active in VPA and women were more active in MPA. Significantly uneven distribution of frequency and volume was observed in VPA and MPA. These findings are consistent with those extracted from previous studies [26, 28, 35]. The reasons may be attributed to the purpose of PA: most of the elderly who take MVPA are for domestic or occupational purposes [49, 50], therefore, tend to have a high frequency and volume of PA. The patterns of duration can serve as indirect evidence for the above speculation: the majority of those who engaged in VPA spent more than 4 hours each time, which often occurs when one engages in a job that requires heavy labor work. In contrast, the distribution of MPA duration was more dispersed between “30-119min per time”, “120-239min per time” and “>240min per time”, whereas a relatively larger proportion of respondents reported 30–119 minutes each time. Taking into consideration that the prevalence of MPA was significantly higher in women than that in men, we speculate that respondents who engaged in MPA were mainly for domestic purpose. Associations between PA and depression Generally speaking, risk of depression was correlated with the intensity, frequency, duration and volume of PA, whereas the direction and type of correlation mainly depended on the intensity and gender. Regarding VPA, compared with those who took no VPA, those who had higher frequency (3–5 days/week or 6–7 days/week), longer duration (≥240 min/day) and greater length (≥300 min/week) had greater odds of suffering from depression. However, the statistically significant correlation was only found in male but not in women. This may be due to the purpose of VPA: on the one hand, in traditional Chinese culture, men are the ones who take major responsibility to support family [51, 52]; on the other hand, the higher frequency, longer duration and larger volume of heavy-labor work may indicate lower household income and heavier financial burden. This, therefore, may lead to men suffering from higher risk of depression. Regarding adverse effect, similar findings have been documented in some studies [33, 53], and the finding complies with WHO guidelines that indicate the potential harm MVPA may pose on one’s health when the total length exceeds 300 min/week [16]. Strategies such as encouraging lower frequency and smaller amount but not large volume of VPA, or promoting taking PA with happiness may be worth consideration. Regarding MPA, engaging in sufficient but less than 300min/week MPA was associated with lower risk of depression for the whole sample population, whereas different magnitudes were observed between women and men. Compared with those who did not have MPA, women who had smaller frequency (1–2 days/week), shorter duration (<30 min/day) and moderate length (150–299 min/week) of MPA were in lower risk of depression. However, this inverse associated was not observed in men. Moreover, engaging in higher frequency (6–7 days/week) and greater length (≥300 min/week) of MPA was positively correlated with higher likelihood of depression in men. Similar findings can be retrieved from several recent studies that found PA, especially MPA, more effective in terms of reducing risk of depression in women than men [32, 54]. Some even reported that only women, but not men, benefited from taking part in PA [29, 55]. The potential reason for this gender difference may be attributed to women’s more developed connectedness [56] and their better ability to benefit from the social aspects of PA than men [29]. Our speculation can be underpinned by one study, in which PA was associated with depression but the associated become statistically insignificant when social network was considered [57]. These findings reveal the necessity to consider the gender difference when developing intervention strategies. In addition, we found that the threshold for a statistic significance was lower than that was recommended in some western guidelines [16, 17]. This indicates that the condition varies between different populations and intervention strategy design should be rooted in the specific context. For instance, in light of large proportion of no MPA and small proportion 1–2 day/week MPA in women, interventions could be designed to promote moderate volume of regular MPA. Some experience could be extracted from British policy that encourages MPA such as housework, gardening and home maintenance tasks [58]. Regarding LPA, no statistically significant association was observed between risk of depression and LPA of any kind. This finding can be supported by previous literature that found no significant association between walking and depression [58] and it can be further underpinned by WHO guidelines in which recommendations have only been given to VPA and MPA but not to LPA [16]. However, we noted that some studies reported benefits LPA brought to one’s risk of depression [29]. The difference in outcome may be attributed to two reasons: first, walking was part of everyday life to most of the Chinese residents and its contribution to one’s physical health is limited compared to moderate or intense PA [27, 58]. Second, as one study further divided LPA into high-light PA and low-light PA, and found high-light PA but not low-light PA was related to better well-being [27], the insignificant associated found in this study may be due to the unavailability to further divide LPA. Strength and limitations To the best of our knowledge, this is the first study to explore the association between risk of depression and PA from multiple dimensions including intensity, frequency, duration and volume in middle- and older-aged Chinese using a nationwide dataset. Additionally, this study is one of the few studies that further investigate the correlation by taking gender difference and four key dimensions of PA into consideration. Finally, as Rothon et al [59] indicated, one of the weaknesses of the prior studies is the failure to control for other clinically confounding factors. Health behaviors (such as smoking and drinking) and health status (diabetes, hypertension and BMI) related variables were considered and adjusted in this study. The findings should be interpreted with caution due to the following limitations. First, although we have observed some associations between physical activity and depression, we are not able to establish a causal relationship between these two variables using a cross-sectional study. Identification of causal relationships will have to await future research using a longitudinal design. Second, PA was self-reported, which may result in recall bias and underestimation of PA. Also, different from the International Physical Activity Questionnaire and Global Physical Activity Questionnaire that ask the exact length of time one spends on PA (numbers of minutes/hours), the questionnaire used in CHARLS only classified the duration into four categories (<30min, <2h, <4h, ≥4h), which may result in lower validity in calculating the total volume of PA. Further studies may benefit from assessing PA using objective measures (such as accelerometers). Finally, the present study was carried out subject to community-dwelling residents, and therefore, may not be generalizable to the institutionalized individuals. Prevalence of depression In summary, the findings revealed high prevalence of risk of depression in middle- and older- aged Chinese adults (25.17%) and an upward trend (from 21.82% to 27.46%) with increasing age level. This finding is in agreement with those from recent studies, indicating that 23.6% to 27.0% of the elderly Chinese confront depression, while the risk of depression rises as age increases [40, 41]. The figure is significantly higher than that was estimated two decades ago (3.86%) [42]. Moreover, it is much higher than the average level of LMICs (1%) [43, 44] and even some developed countries [25, 45]. This, on the one hand, indicates the tremendous threat facing China in terms of the rising disease burden of depression; and on the other hand, reiterates the urgent need to identify approaches with broad accessibility to address this issue in a context where professional resources are scarce. Meanwhile, the present study found gender difference on the prevalence of depressive risk: the prevalence in women was significantly greater than that in men. Similar findings can be retrieved from other studies against Chinese older adults [46, 47]. This indicates that older women are in higher need for effective approaches to prevent depression. Patterns of PA Generally speaking, around three fifths of the participants reached the threshold outlined in the WHO guidelines. This figure is similar to those reported in other studies subject to older Chinese adults [48] or elderly in LMICs [32], and supports the statements Wen et al. [31] and Chang et al. [30] made that East Asians tend to engage in PA at lower intensity. Significant differences in the frequency, duration and volume of PA were observed between different levels of PA intensity and different genders. Generally speaking, men were more active in VPA and women were more active in MPA. Significantly uneven distribution of frequency and volume was observed in VPA and MPA. These findings are consistent with those extracted from previous studies [26, 28, 35]. The reasons may be attributed to the purpose of PA: most of the elderly who take MVPA are for domestic or occupational purposes [49, 50], therefore, tend to have a high frequency and volume of PA. The patterns of duration can serve as indirect evidence for the above speculation: the majority of those who engaged in VPA spent more than 4 hours each time, which often occurs when one engages in a job that requires heavy labor work. In contrast, the distribution of MPA duration was more dispersed between “30-119min per time”, “120-239min per time” and “>240min per time”, whereas a relatively larger proportion of respondents reported 30–119 minutes each time. Taking into consideration that the prevalence of MPA was significantly higher in women than that in men, we speculate that respondents who engaged in MPA were mainly for domestic purpose. Associations between PA and depression Generally speaking, risk of depression was correlated with the intensity, frequency, duration and volume of PA, whereas the direction and type of correlation mainly depended on the intensity and gender. Regarding VPA, compared with those who took no VPA, those who had higher frequency (3–5 days/week or 6–7 days/week), longer duration (≥240 min/day) and greater length (≥300 min/week) had greater odds of suffering from depression. However, the statistically significant correlation was only found in male but not in women. This may be due to the purpose of VPA: on the one hand, in traditional Chinese culture, men are the ones who take major responsibility to support family [51, 52]; on the other hand, the higher frequency, longer duration and larger volume of heavy-labor work may indicate lower household income and heavier financial burden. This, therefore, may lead to men suffering from higher risk of depression. Regarding adverse effect, similar findings have been documented in some studies [33, 53], and the finding complies with WHO guidelines that indicate the potential harm MVPA may pose on one’s health when the total length exceeds 300 min/week [16]. Strategies such as encouraging lower frequency and smaller amount but not large volume of VPA, or promoting taking PA with happiness may be worth consideration. Regarding MPA, engaging in sufficient but less than 300min/week MPA was associated with lower risk of depression for the whole sample population, whereas different magnitudes were observed between women and men. Compared with those who did not have MPA, women who had smaller frequency (1–2 days/week), shorter duration (<30 min/day) and moderate length (150–299 min/week) of MPA were in lower risk of depression. However, this inverse associated was not observed in men. Moreover, engaging in higher frequency (6–7 days/week) and greater length (≥300 min/week) of MPA was positively correlated with higher likelihood of depression in men. Similar findings can be retrieved from several recent studies that found PA, especially MPA, more effective in terms of reducing risk of depression in women than men [32, 54]. Some even reported that only women, but not men, benefited from taking part in PA [29, 55]. The potential reason for this gender difference may be attributed to women’s more developed connectedness [56] and their better ability to benefit from the social aspects of PA than men [29]. Our speculation can be underpinned by one study, in which PA was associated with depression but the associated become statistically insignificant when social network was considered [57]. These findings reveal the necessity to consider the gender difference when developing intervention strategies. In addition, we found that the threshold for a statistic significance was lower than that was recommended in some western guidelines [16, 17]. This indicates that the condition varies between different populations and intervention strategy design should be rooted in the specific context. For instance, in light of large proportion of no MPA and small proportion 1–2 day/week MPA in women, interventions could be designed to promote moderate volume of regular MPA. Some experience could be extracted from British policy that encourages MPA such as housework, gardening and home maintenance tasks [58]. Regarding LPA, no statistically significant association was observed between risk of depression and LPA of any kind. This finding can be supported by previous literature that found no significant association between walking and depression [58] and it can be further underpinned by WHO guidelines in which recommendations have only been given to VPA and MPA but not to LPA [16]. However, we noted that some studies reported benefits LPA brought to one’s risk of depression [29]. The difference in outcome may be attributed to two reasons: first, walking was part of everyday life to most of the Chinese residents and its contribution to one’s physical health is limited compared to moderate or intense PA [27, 58]. Second, as one study further divided LPA into high-light PA and low-light PA, and found high-light PA but not low-light PA was related to better well-being [27], the insignificant associated found in this study may be due to the unavailability to further divide LPA. Strength and limitations To the best of our knowledge, this is the first study to explore the association between risk of depression and PA from multiple dimensions including intensity, frequency, duration and volume in middle- and older-aged Chinese using a nationwide dataset. Additionally, this study is one of the few studies that further investigate the correlation by taking gender difference and four key dimensions of PA into consideration. Finally, as Rothon et al [59] indicated, one of the weaknesses of the prior studies is the failure to control for other clinically confounding factors. Health behaviors (such as smoking and drinking) and health status (diabetes, hypertension and BMI) related variables were considered and adjusted in this study. The findings should be interpreted with caution due to the following limitations. First, although we have observed some associations between physical activity and depression, we are not able to establish a causal relationship between these two variables using a cross-sectional study. Identification of causal relationships will have to await future research using a longitudinal design. Second, PA was self-reported, which may result in recall bias and underestimation of PA. Also, different from the International Physical Activity Questionnaire and Global Physical Activity Questionnaire that ask the exact length of time one spends on PA (numbers of minutes/hours), the questionnaire used in CHARLS only classified the duration into four categories (<30min, <2h, <4h, ≥4h), which may result in lower validity in calculating the total volume of PA. Further studies may benefit from assessing PA using objective measures (such as accelerometers). Finally, the present study was carried out subject to community-dwelling residents, and therefore, may not be generalizable to the institutionalized individuals. Conclusions In conclusion, the findings revealed a considerable high prevalence of risk of depression in middle- and older-aged Chinese, especially in women, which calls for attention and more cost-effective approaches to address this issue. This study found that the risk of depression was correlated with the intensity, frequency, duration, and volume of PA, whereas the direction and magnitude mainly depended on the intensity and gender. To be specific, after controlling one’s demographic, health behaviors and physical health status, men with higher frequency, longer duration and greater length of VPA were associated with higher odds of suffering from depression than those who did not engage in VPA. No such association was found in women. Compared with not taking any MPA, smaller frequency, shorter duration and moderate volume of MPA were associated with lower risk of depression in women. However, similar associations have not been found in men. These findings not only serve to further understand the relationships between PA and depression in middle- and old-aged adults in China, but also remind the need to consider China’s cultural context when designing interventions according to international guidelines. The latter can help to inform policymakers to consider these variations to design target strategies with higher effectiveness. Acknowledgments The authors thank the CHARLS research team and all respondents for their contribution.
TI - Intensity, frequency, duration, and volume of physical activity and its association with risk of depression in middle- and older-aged Chinese: Evidence from the China Health and Retirement Longitudinal Study, 2015
JF - PLoS ONE
DO - 10.1371/journal.pone.0221430
DA - 2019-08-19
UR - https://www.deepdyve.com/lp/public-library-of-science-plos-journal/intensity-frequency-duration-and-volume-of-physical-activity-and-its-LJQfaYpEec
SP - e0221430
VL - 14
IS - 8
DP - DeepDyve
ER -