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TaggedEnd196                                                                                     J. Liao et al.
         the strongest associations observed in low- to middle-income  included adults aged 2059 years from 4 NHANES cycles
                 10
         countries. Meanwhile, several studies that have analyzed these  (20112012, 20132014, 20152016, and 20172018) who
         associations jointly have suggested that the elevated disease risks  had complete information on self-reported daily sitting time
         associated with sedentary behavior could be offset by meeting  and LTPA as well as whole body DXA-measured fat (Supple-
         the physical activity guidelines. 5,6  Given the emerging evidence  mentary Fig. 1). The NHANES data used are publicly avail-
         and increasing trend in sedentary behavior, the World Health  able. The statistical code and working dataset are available
         Organization updated the guidelines on physical activity and  from the corresponding author upon reasonable request.TaggedEnd
         sedentary behavior in 2020 and for the first time recommended
         limiting sedentary time and replacing sedentary behaviors with
                                                               TaggedH22.2. Daily sitting time and LTPATaggedEnd
                                               11
         any physical activity to increase health benefits. However, due
                                                                  TaggedPSelf-reported time spent on daily sitting and weekly LTPA
         to the low certainty level of the evidence, no quantitative guide-
                                                               were based on respondent-level interviews using the Global
         line on sedentary behaviors could be made. To date, few studies                 2,31
                                                               Physical Activity Questionnaire.  Participants were asked to
         have been conducted to examine the potential biological mecha-
                                                               recall, “On a typical day, how much time do you usually spend
         nisms underlying the joint association of sedentary behaviors and
                                                               sitting at school, at home, getting to and from places, or with
         physical activity with disease outcomes at the population level.TaggedEnd
                                                               friends, including time spent sitting at a desk, traveling in a car
            TaggedPObesity is a national epidemic in the United States. In
                                                               or bus, reading, playing cards, watching television, or using a
         20172018, researchers concluded that more than 40% of
                                                               computer (except for time spent sleeping)?” Responses were
         U.S. adults were obese, and this was consistent between men
                                          12                   converted to hours per day and further categorized into: 0 to
         and women as well as across age groups. Excess fat accumu-
         lation, particularly in the abdominal region, is associated with  less than 4, 4 to less than 6, 68, and 8 h/day or more, which
                                                                                           57
                                                               is in line with the recent studies.  The total time spent on
         metabolic dysregulation and increased risk of cardiometabolic
         disease and premature death. 1315  Some experimental studies  LTPA was calculated as minutes of moderate-intensity recrea-
                                                               tional activities plus twice the minutes of vigorous-intensity
         in the lab setting have suggested that prolonged sitting and
                                                               recreational activities. According to the 2018 Physical Activity
         reduced physical activity resulted in a lack of muscle contrac-
                                                               Guidelines for American adults: people without any LTPA,
         tions and low energy expenditure, leading to weight gain and
         obesity. 1618  Other studies have suggested that prolonged  with LTPA more than 0 but less than 150 min/week, and with
                                                               LTPA 150 min/week or more in the past week were classified
         sitting was consistently associated with a higher body mass
                                                               as inactive, insufficiently active, and sufficiently active,
         index and waist circumference, which are markers of             32
         obesity, 19,20  but inconsistently associated with body fatness  respectively. TaggedEnd
         and fat accumulation. 2124  Few studies have used validated
         measures of body fat (i.e., dual X-ray absorptiometry (DXA))  TaggedH22.3. Measurement of body fatTaggedEnd
         to investigate the impact of prolonged sitting on fat accumula-
                                                                  TaggedPWhole body fat was determined by DXA scans acquired on
         tion by body region, particularly at the population level. Also,
                                                               a Hologic Discovery A, using software Version APEX 3.2
         the existing literature indicates that the effect of sedentary                  33
                                                               (Hologic, Bedford, MA, USA).  NHANES applied specific
         behaviors and physical activity on health outcomes might  exclusion criteria to determine the eligibility of participants
         differ by sex. 25,26  Despite well-documented differences in fat  for DXA examination (i.e., 60 years, pregnant or menstru-
         accumulation and exercise habits by sex, 27,28  few studies have
                                                               ating women, self-reported body mass of more than 450
         examined the sex-specific associations of sitting time and
                                                               pounds or height greater than 195.58 cm, and self-reported
                                                               history of radiographic contrast material (barium) use in the
         physical activity with body fat accumulation.TaggedEnd
            TaggedPTo address these knowledge gaps, the present study aimed
                                                               past 7 days). The software Version APEX 4.0 (Hologic) was
         to investigate the independent and joint associations of daily
                                                               used to analyze the DXA examinations and provide the body
         sitting time and leisure-time physical activity (LTPA) with          33
                                                               composition data.  Fat percentages for total body (including
         DXA-measured body fat among a nationally representative
                                                               the head, limbs, and trunk area) and trunk (only the trunk area)
                                                               were derived to measure the magnitude and distribution of
         sample of U.S. adults.TaggedEnd
                                                               body fat. DXA-measured trunk fat reflects the fat accumula-
         TaggedH12. MethodsTaggedEnd
                                                               tion in the central region of body (e.g., abdomen) and is a reli-
                                                                                                   34
                                                               able and accurate surrogate of abdominal fat. TaggedEnd
         TaggedH22.1. Study populationTaggedEnd
            TaggedPWe obtained data from the National Health and Nutrition
                                                               TaggedH22.4. Assessment of covariatesTaggedEnd
         Examination Survey (NHANES), a continuous survey using a
         cross-sectional, stratified, multistage probability sampling  TaggedPThe covariates included sociodemographic data (age, sex,
         method to obtain a representative sample of the U.S. popula-  race/ethnicity, education attainment, and family poverty ratio),
         tion every 2 years since 1999. All NHANES protocols were  lifestyle behaviors (smoking status, alcohol use, total energy
         approved by the Ethics Review Board of the U.S. National  intake, and healthy eating index-2015 (HEI-2015)), and
         Center for Health Statistics, and written informed consent was  chronic  conditions  (hypertension,  hypercholesterolemia,
         provided by each participant. Detailed descriptions of the  history of diabetes, history of CVDs, history of cancer, and
         survey have been published elsewhere. 2,29,30  The present study  depression). Race/ethnicity was categorized as non-Hispanic
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