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This is a subanalysis of the PNS2019 database, a nationwide, cross-sectional, door-to-door survey of a consultant pattern of the civilian noninstitutionalized Brazilian inhabitants. The survey was carried out by the Ministry of Health in partnership with the Fundação Oswaldo Cruz (Fiocruz) and Instituto Brasileiro de Geografia e Estatística (IBGE) between August 2019 and March 2020.
PNS2019 adopted a posh sampling design [31], primarily based on three-stage cluster sampling with stratification of major sampling models (PSU) from census tracts or units of tracts and number of PSUs for the primary pattern. Households have been chosen from the National Register of Addresses for Statistical Purposes and eventually, the definition of the PSU pattern measurement [31]. The survey sampling weights have been outlined contemplating the burden of the corresponding PSU. Corrections for non-response and calibration of the estimates have been made in line with the inhabitants totals estimated by the IBGE [31].
The PNS2019 pattern consisted of 8,015 PSUs, composing 574 strata. In the pattern with particular person responses from the dwellers, there have been 94,111 family visits, with 90,846 contributors interviewed (96.5% response price). In this examine, the information have been obtained from Brazilian adults ≥ 18 years outdated who responded to questions on basic sociodemographic info, well being service utilization (Module J), life-style conduct (Module P), and persistent ailments (Module Q).
The National Research Ethics Committee (#3.529.376) has reviewed and authorized PNS2019. All contributors gave written consent earlier than enrollment.
Assessment of variables
Outcomes: headache-associated exercise loss
Disease-associated exercise loss was assessed via a collection of questions concerning the variety of days up to now two weeks throughout which people have been unable to hold out their common every day actions (work, college, family duties, or recreation) as a result of illness or well being situation. Responses have been collected via single-choice questions, together with 14 classes of main ailments or well being circumstances. Among these,”Headache or Migraine”was listed as an choice and right here we outlined it as headache-associated exercise loss. Table 1 presents the complete set of questions, response choices, and the whole checklist of circumstances assessed.
Exposure to life-style elements: the wholesome life-style rating
The wholesome life-style rating was developed primarily based on the six pillars of life-style drugs: bodily exercise, sleep well being, weight-reduction plan, psychological well being signs, dangerous substances, and social connection. It included variables from the PNS 2019, together with leisure-time bodily exercise (LTPA); dietary patterns equivalent to consumption of entire meals, greens, fruits, and fish; consumption of ultra-processed, junk, and quick meals; sleep downside signs; alcohol consumption; smoking standing; and participation in social actions like cultural, sports activities, leisure, or spiritual group occasions. Table 2 summarizes the parts of the 6-pillar framework and their respective scoring system.
Lifestyle parts have been scored as 0, 1, or 2 factors, equivalent to the poorest (low adherence), intermediate (average adherence), or healthiest (excessive adherence) choices, respectively, relying on publicity ranges. For weight-reduction plan and social connection, which consisted of a number of questions, unweighted imply scores have been calculated. Scores for unhealthy meals teams have been inverted, thus, the values of 0 and a couple of factors represented the very best and lowest consumption frequencies, respectively (Table 2).
Given the numerous influence of alcohol consumption [32] and smoking [33] on mortality and illness burden, these elements have been analyzed individually beneath the “risky substances” pillar. Consequently, the entire wholesome life-style rating included seven gadgets, starting from 0 to 14 factors because the unweighted sum. Higher scores mirrored a more healthy life-style profile. The particulars of the evaluation of every part and the methodology of the scoring system adopted for every pillar of life-style drugs are described within the following subsections.
Assessment of the 6-pillar life-style drugs framework
Physical exercise
Leisure-time bodily exercise (LTPA) was the area of curiosity as a result of its extra constant associations with decreased CVDs and CMB threat [34,35,36]. LTPA was surveyed by the next questions: (i) “In the previous 3 months, did you engage in any physical exercise or sport?” (excluding physiotherapy, sure/no reply choices); (ii) “How many days per week do you practice any physical exercise or sport?” (by no means/lower than as soon as per week, or 1–7 days choices); (iii) “In general, how much time in hours do you spend performing physical exercise or sport?”; and (iv) “In general, how much time in minutes do you spend performing physical exercise or sport?”. The complete weekly minutes of leisure-time bodily exercise have been calculated and categorized in line with the World Health Organization’s (WHO) 2020 bodily exercise pointers [37]. Participants have been outlined as “active” in the event that they met no less than one of many following standards: partaking in a minimal of 150 min per week of average to vigorous bodily exercise or 75 min per week of vigorous bodily exercise. Those who reported no bodily exercise have been outlined as “inactive.” Participants who engaged in bodily exercise however didn’t meet the thresholds for the “active” class have been outlined as “somewhat active”[37]. The rating values of 0, 1, and a couple of have been attributed to inactive, considerably lively, and lively, respectively.
Diet
Dietary patterns have been assessed utilizing the Food Frequency Questionnaire (FFQ), which enquires concerning the frequency meals consumption over the previous week (0 to 7 days). For our scoring, we chosen the next meals teams: (a) beans; (b) uncooked and cooked greens (lettuce, carrots, tomato, chayote, collard greens, eggplants, zucchini, and so on.); (c) fruits; (d) fish; (e) sodas; (f) sweets (equivalent to desserts, pies, candies, candies, cookies, or candy biscuits); and (g) meals changed with sandwiches, sizzling canine, snacks, or pizzas. Each meals group was assigned a rating starting from 0 to 2. For wholesome meals teams (a to d), a weekly consumption frequency of 0 to 1 time was scored as 0, 2 to five instances as 1, and 6 to 7 instances as 2. In distinction, for unhealthy meals teams (e to g), a weekly consumption of 0 to 1 time was scored as 2, 2 to five instances as 1, and 6 to 7 instances as 0. The weight-reduction plan rating was calculated because the unweighted common of the scores throughout all meals teams.
Sleep
The categorization of sleep well being was primarily based on the questions “In the past 2 weeks did you take any sleep medicine?” (reply choices have been sure/no) and the merchandise 3 of the Patient Health Questionnaire-9 (PHQ-9)”In the past two weeks, how often have you had sleep problems, such as difficulty falling asleep, waking up frequently during the night, or sleeping more than usual?”with response choices and their respective values being “Not at all” (0)“Several days”(1), “More than half the days”(2) or “Almost every day”(3) [38]. The rating worth of 0 was assigned to contributors who reported taking sleep drugs and/or experiencing sleep issues “More than half the days” or “Almost every day.” A worth of 1 was given to respondents reporting sleep issues on “Several days,” whereas a worth of two was attributed to respondents reporting no sleep issues (“Not at all”).
Mental well being
Because PNS 2019 has no particular query on stress, the pillar of psychological well being was operationalized primarily based on the PHQ-9 rating, which has been translated and validated for the Brazilian inhabitants [38, 39]. The PHQ-9 assesses the severity of melancholy with 9 questions on signs over the previous two weeks, utilizing a 4-point Likert scale. Depression severity is categorized into 5 ranges primarily based on the PHQ-9 scores: minimal or none (0–4), delicate (5–9), average (10–14), reasonably extreme (15–19), and extreme (20–27). For our wholesome life-style scoring system, the next PHQ-9 classes/values have been assigned: minimal or none (0–4) = 2, delicate (5–9) = 1, and scores > 9 = 0.
Risky substances
Smoking standing
Current smoking standing was assessed by the questions: “Do you currently smoke any tobacco products?” or “Did you use to smoke any tobacco products?”. Answer choices for each questions have been “yes” or “no”. The rating worth of 0 was assigned to present people who smoke, the worth of 1 was assigned to former people who smoke, and the worth of two was assigned to non-smokers.
Alcohol consumption
We used the query “How often do you usually consume any alcoholic beverage?” to evaluate ingesting habits. Response choices have been “never”, “less than once/month”, and “once or more/month”. The rating worth of 0 was assigned to the ingesting frequency “once or more/month”, the worth of 1 was assigned to “less than once/month”, and the worth of two was assigned to abstemious contributors (“never”).
Social connections
We chosen the 2 following inquiries to assess social connection: “In the past 12 months, how often have you met with others to engage in sports, recreational, or cultural activities?” and “In the past 12 months, how often have you attended collective activities of your religion or another religion, excluding situations such as weddings, baptisms, or funerals?”. The spiritual attendance was chosen as a social connection part, primarily based on the excessive prevalence of spiritual affiliation in Brazil and as a significant social exercise with potential influence on well being [40,41,42,43]. For each questions, response choices have been: “More than once a week”, “Once a week”, “From 2 to 3 times a month”, “A few times a year”, “Once a year”, “Never”. The rating values of 0, 1, and a couple of have been assigned to the frequencies “Never or once a year”, “Sometimes every year to 3 times a month”, and “Weekly or more”, respectively. The social connection rating was calculated because the unweighted common rating of the 2 questions.
Covariates: sociodemographic elements
Sociodemographic variables included the 5 major geopolitical areas of Brazil (North, Northeast, Central West, Southeast, and South), age, intercourse assigned at delivery (Female, Male), housing place (Urban, or Rural), self-reported pores and skin colour (White, Black, Brown, Others – Asian, Indigenous) [5], marital standing (Single, Married, Separated/Divorced, or Widower), family Income (per capita), separated into quartiles, This fall Income (lowest), Q3 Income, Q2 Income, Q1 Income (highest), instructional attainment (No formal/incomplete major, Complete major, Complete highschool, and Complete school), labor power standing (Inside the labor power, Outside the labor power), excluding revenue from the pension, and job standing (Employed or Unemployed). People contained in the labor power have been outlined as working-aged individuals employed or unemployed and outdoors the labor power. People outdoors the labor power have been outlined as working-aged individuals not classed as employed or unemployed.
Statistics
The inhabitants estimates have been primarily based on the variety of strata, the variety of chosen PSUs in every stratum, and the variety of households and residents included within the PSU and their respective growth elements and pattern weighting. The information on weights, variety of PSUs, and strata have been supplied within the dictionary of variables file together with the PNS2019 database. In the PNS2019 survey, it was essential to outline growth elements or pattern weights of the PSUs, of the households and all their residents, and of the chosen residents. The weights of the PSUs thought-about the chance of number of these models for the primary pattern and the analysis pattern.
In the descriptive analyses, we reported the weighted frequency of disease-associated exercise loss as a proportion (%) with a 95% confidence interval (CI). In the speculation’s assessments, we utilized binary logistic regression fashions to evaluate the connection between the wholesome life-style scores (“predictor”) and presence of headache-associated exercise loss (end result). Separate logistic regression fashions estimated the associations between every one of many six elements of the wholesome life-style rating and headache-associated exercise loss. In these fashions, every issue was categorized primarily based on the adherence ranges low (set as reference), average, and excessive. The outcomes are offered as odds ratios (OR) and 95% confidence intervals (95% CI). The no exercise loss group was set because the reference group.
Crude and adjusted fashions have been fitted to evaluate the unbiased impact of the wholesome life-style rating on headache-associated exercise loss. The adjusted fashions managed for the impact of age, intercourse, pores and skin colour, marital standing, instructional attainment, family revenue, housing place, area, and labor power standing. All regression fashions used survey weights to account for unequal choice chances, non-response, and post-stratification changes.
To establish potential non-linear relationships between the wholesome life-style scores and headache-associated exercise loss that can not be verified utilizing linear regression fashions, we modeled these relationships utilizing restricted cubic splines with 4 knots positioned on the fifth, thirty fifth, sixty fifth, and ninety fifth percentiles of wholesome life-style scores, following Harrell´s technique [44]. Reference values for wholesome life-style scores (0 to 14) have been set at 9 factors, which was the entire pattern´s median worth. The regression fashions constructed for the cubic splines have been additionally adjusted for age, intercourse, pores and skin colour, marital standing, instructional attainment, family revenue, housing place, area, and labor power standing.
A sort I error price < 0.05 was accepted as statistically vital in all analyses. All analyses have been carried out with Stata software program (model 17.0, StataCorp LLC). Complex sampling design svy instructions with weights for the non-response pattern corrections and post-stratification changes have been carried out.
This web page was created programmatically, to learn the article in its authentic location you’ll be able to go to the hyperlink bellow:
https://thejournalofheadacheandpain.biomedcentral.com/articles/10.1186/s10194-025-02137-6
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