| Literature DB >> 33004075 |
Katelyn N G Long1,2, Everett L Worthington3, Tyler J VanderWeele4,5,6, Ying Chen4,5.
Abstract
BACKGROUND: Forgiveness is a concept of growing interest within psychology and of potential relevance to public health. While there has been increasing evidence suggesting positive associations between forgiveness of others and a range of psychosocial well-being and mental health outcomes, its associations with health behaviors and physical health are less clear.Entities:
Keywords: Forgiveness; Health; Longitudinal; Mid-life; Outcome-wide epidemiology; Well-being
Mesh:
Year: 2020 PMID: 33004075 PMCID: PMC7528379 DOI: 10.1186/s40359-020-00470-w
Source DB: PubMed Journal: BMC Psychol ISSN: 2050-7283
Participant characteristics by forgiveness of others at study baseline (The Nurses’ Health Study II 2008 Supplementary Survey, N = 53,237)a
| Participant characteristics | Forgiveness of others | ||
|---|---|---|---|
| Never/seldom ( | Often ( | Always/almost always ( | |
| Age, in years (range: 43–64)b | 53.26 (4.62) | 53.29 (4.65) | 53.46 (4.66) |
| Non-Hispanic white, % | 95.06 | 95.95 | 95.62 |
| Marital status, % | 76.10 | 81.07 | 83.57 |
| Geographic region, % | |||
| - Northeast | 36.84 | 33.45 | 28.13 |
| - Midwest | 28.91 | 32.76 | 34.85 |
| - South | 15.76 | 18.05 | 21.14 |
| - West | 18.48 | 15.74 | 15.88 |
| Subjective SES in US (range: 1–10) | 6.92 (1.41) | 7.06 (1.29) | 7.22 (1.31) |
| Subjective SES in community (range: 1–10) | 6.59 (1.70) | 6.86 (1.56) | 7.12 (1.54) |
| Census-tract college education rate (range: 0–0.88) | 0.33 (0.17) | 0.32 (0.16) | 0.31 (0.16) |
| Household income, % | |||
| -< $50‚000 | 17.32 | 15.66 | 15.66 |
| - $50‚000-$74‚999 | 27.14 | 27.34 | 27.78 |
| - $75‚000-$99‚999 | 19.54 | 21.70 | 21.69 |
| - > =$100‚000 | 35.99 | 35.31 | 34.87 |
| Census tract median income, % | |||
| - < $50‚000 | 23.33 | 25.29 | 27.49 |
| - $50‚000-$74‚999 | 47.54 | 49.15 | 49.38 |
| - $75‚000-$99‚999 | 20.85 | 19.27 | 17.87 |
| - > =$100‚000 | 8.29 | 6.29 | 5.26 |
| Night shift work over past 2 years, % | |||
| - none | 90.70 | 92.05 | 92.44 |
| - 1-9 months | 4.04 | 3.45 | 3.18 |
| - 10-19 months | 1.40 | 1.29 | 1.29 |
| - 20+ months | 3.85 | 3.20 | 3.09 |
| Currently employed, % | 89.19 | 89.64 | 87.41 |
| Childhood abuse victimization (range: 0–5) | 2.06 (1.57) | 1.77 (1.48) | 1.65 (1.48) |
| Religious service attendance, % | |||
| - never/almost never | 42.28 | 22.70 | 16.42 |
| - < once/week | 40.10 | 39.82 | 29.83 |
| - > =once/week | 17.62 | 37.48 | 53.75 |
| Number of close friends (range: 0–5) | 1.55 (0.70) | 1.71 (0.65) | 1.80 (0.65) |
| Depressive symptoms (range: 0–30) | 8.57 (5.96) | 6.40 (4.92) | 4.82 (4.43) |
| Depression diagnosis, % | 20.85 | 15.39 | 13.17 |
| Anxiety symptoms (range: 0–15) | 3.05 (2.57) | 2.55 (2.23) | 2.10 (2.05) |
| Hopelessness (range: 0–3) | 1.22 (0.94) | 0.91 (0.89) | 0.69 (0.91) |
| Positive affect (range: 0–3) | 1.77 (0.82) | 2.04 (0.74) | 2.27 (0.74) |
| Preventive healthcare use, % | 82.01 | 85.60 | 85.82 |
| Alcohol intake, % | |||
| - 0 g/day | 31.14 | 31.31 | 38.20 |
| - 0.1–9.9 g/day | 44.45 | 46.40 | 41.77 |
| - 10.0-29.9 g/day | 18.45 | 18.42 | 16.46 |
| - 30+ grams/day | 5.96 | 3.88 | 3.58 |
| Cigarette smoking, % | |||
| - never smoker | 59.73 | 65.27 | 69.06 |
| - former smoker | 32.03 | 28.58 | 25.71 |
| - current smoker 1–14/day | 4.14 | 3.45 | 2.98 |
| - current smoker 15–24/day | 2.97 | 1.99 | 1.75 |
| - current smoker > = 25/day | 1.12 | 0.71 | 0.49 |
| Physical activity (METS c), % | |||
| - < 3 | 20.37 | 15.56 | 15.36 |
| - 3-8.9 | 18.85 | 19.23 | 18.78 |
| - 9-17.9 | 19.64 | 20.84 | 20.69 |
| - 18-26.9 | 12.31 | 13.98 | 14.64 |
| -> =27 | 28.83 | 30.39 | 30.53 |
| Dietary quality (AHEI score d), % | |||
| - bottom tertile, % | 37.22 | 32.87 | 30.47 |
| - middle tetile, % | 32.72 | 33.75 | 33.08 |
| - top tertile, % | 30.06 | 33.38 | 36.45 |
| BMI categories (kg/m2), % | |||
| - < 20 | 5.33 | 5.30 | 5.63 |
| - 20-24.9 | 35.35 | 37.54 | 39.40 |
| - 25-29.9 | 28.87 | 29.71 | 29.63 |
| - 30-34.9 | 16.42 | 15.52 | 14.40 |
| - 35+ | 14.03 | 11.93 | 10.94 |
| Diabetes, % | 5.52 | 4.63 | 4.41 |
| CHD, % | 1.13 | 1.14 | 1.16 |
| Stroke, % | 1.45 | 1.32 | 1.31 |
| Cancer, % | 6.35 | 6.52 | 6.64 |
| Postmenopausal status, % | 59.90 | 60.68 | 60.61 |
| Replacement Hormone use, % | 14.31 | 14.15 | 14.85 |
Values are means (SD) for continuous variables and percentages for categorical variables and are standardized to the age distribution of the study population. Values of polytomous variables may not sum to 100% due to rounding
a This table is based on participants with complete data on forgiveness
b Value is not age adjusted
c Metabolic equivalents score (METS) was used to measure physical activity
d Alternate Healthy Eating Index (AHEI) was used to measure dietary quality
Forgiveness of others and subsequent health and well-being in mid-life (The Nurses’ Health Study II 2008 supplementary survey to 2011, 2013 or 2015 questionnaire wave, N = 54,703a)
| Forgiveness of others b | ||||||||
|---|---|---|---|---|---|---|---|---|
| Often vs. Never/seldom | Always/almost always vs. Never/seldom | |||||||
| Health and well-being outcomes | RRc | βd | 95% CI | RRc | βd | 95% CI | ||
| Positive affect | 0.09 | 0.06, 0.12 | <.0026e | 0.18 | 0.15, 0.21 | <.0026e | ||
| Social integration | 0.09 | 0.06, 0.11 | <.0026e | 0.15 | 0.13, 0.17 | <.0026e | ||
| Depression diagnosis | 0.94 | 0.87, 1.02 | 0.91 | 0.83, 1.00 | ||||
| Depressive symptoms | −0.09 | −0.12, −0.07 | <.0026e | −0.16 | −0.19, −0.14 | <.0026e | ||
| Anxiety symptoms | 0.00 | −0.03, 0.03 | −0.11 | −0.14, −0.08 | <.0026e | |||
| Hopelessness | −0.10 | −0.13, − 0.08 | <.0026e | − 0.17 | − 0.20, − 0.14 | <.0026e | ||
| Loneliness | − 0.08 | − 0.11, − 0.05 | <.0026e | − 0.12 | − 0.15, − 0.09 | <.0026e | ||
| Heavy drinking | 1.00 | 0.84, 1.20 | 1.00 | 0.80, 1.25 | ||||
| Current cigarette smoking | 1.00 | 0.83, 1.21 | 0.99 | 0.81, 1.21 | ||||
| Frequent physical activity | 1.00 | 0.97, 1.04 | 1.01 | 0.97, 1.05 | ||||
| Preventive healthcare use | 1.01 | 0.98, 1.04 | 1.00 | 0.97, 1.04 | ||||
| Dietary quality | 0.01 | −0.01, 0.04 | 0.04 | 0.01, 0.07 | <.01 | |||
| All-cause mortality | 1.03 | 0.80, 1.32 | 1.17 | 0.90, 1.53 | ||||
| No. of physical health problems | 0.00 | −0.02, 0.02 | − 0.01 | − 0.03, 0.01 | ||||
| Diabetes | 0.98 | 0.85, 1.14 | 0.95 | 0.81, 1.12 | ||||
| Stroke | 1.12 | 0.81, 1.56 | 1.11 | 0.78, 1.59 | ||||
| Heart Disease | 0.86 | 0.57, 1.29 | 1.15 | 0.74, 1.78 | ||||
| Cancer | 0.97 | 0.89, 1.06 | 0.99 | 0.90, 1.08 | ||||
| Overweight/obesity | 1.01 | 0.97, 1.05 | 0.99 | 0.95, 1.03 | ||||
Abbreviations: RR risk ratio, CI confidence interval
a The full analytic sample was restricted to those who responded to the Nurses’ Health Study II 2008 supplementary survey in which the exposure variable forgiveness was assessed. Multiple imputation was performed to impute missing data on all variables
b A set of generalized estimating equations were used to regress each outcome on forgiveness separately. All models controlled for participants’ age, race, marital status, geographic region, childhood abuse, socioeconomic status (subjective SES, household income, census tract college education rate, and census tract median income), employment status, night shift work schedule, religious service attendance, number of close friends, prior health status or health behaviors (prior depressive symptoms, depression diagnosis, anxiety symptoms, hopelessness, positive affect, dietary quality, body mass index, smoking, alcohol intake, physical activity, preventive healthcare use, postmenopausal status, menopausal hormone therapy use, history of diabetes, heart diseases, stroke, and cancer)
c The effect estimates for the outcomes of heavy drinking, current smoking, mortality, diabetes, heart diseases, stroke and cancer were odds ratio. These outcomes were rare [prevalence< 10%], so the odds ratio would approximate RR. Effect estimates for other dichotomized outcomes were RR
d All continuous outcomes were standardized (mean = 0, standard deviation = 1), and β was the standardized effect size
e p < 0.05 after Bonferroni correction (the p value cutoff for Bonferroni correction is p = 0.05/19 outcomes = 0.0026)
Robustness to unmeasured confounding (E-values a) for assessing the associations between forgiveness and health and well-being (The Nurses’ Health Study II 2008 Supplementary Survey to 2011, 2013 or 2015 Questionnaire Wave)
| Health and well-being outcomes | Forgiveness of others | |
|---|---|---|
| For effect estimate b | For CI limit c | |
| Positive affect | 1.64 | 1.56 |
| Social integration | 1.56 | 1.50 |
| Depression diagnosis | 1.43 | 1.00 |
| Depressive symptoms | 1.58 | 1.52 |
| Anxiety symptoms | 1.45 | 1.36 |
| Hopelessness | 1.61 | 1.53 |
| Loneliness | 1.47 | 1.39 |
| Heavy drinking | 1.00 | 1.00 |
| Current cigarette smoking | 1.11 | 1.00 |
| Frequent physical activity | 1.01 | 1.00 |
| Preventive healthcare use | 1.00 | 1.00 |
| Dietary quality | 1.23 | 1.12 |
| All-cause mortality | 1.17 | 1.00 |
| No. of physical health problems | 1.11 | 1.00 |
| Diabetes | 1.29 | 1.00 |
| Stroke | 1.11 | 1.00 |
| Heart Disease | 1.15 | 1.00 |
| Cancer | 1.11 | 1.00 |
| Overweight/obesity | 1.11 | 1.00 |
Abbreviations: CI confidence interval
a See VanderWeele and Ding (2017) [29] for the formula and Mathur et al. (2018) [28] for the website and R package for calculating E-values
b. The E-values for effect estimates are the minimum strength of association on the risk ratio scale that an unmeasured confounder would need to have with both the exposure and the outcome, above and beyond the measured covariates, to fully explain away the observed association of forgiveness (always/almost always vs. never/seldom) with various outcomes
c. The E-values for the limit of the 95% confidence interval closest to the null denote the minimum strength of association on the risk ratio scale that an unmeasured confounder would need to have with both the exposure and the outcome, above and beyond the measured covariates, to shift the confidence interval to include the null value