| Literature DB >> 31388434 |
Nini G L Callan1, Ellen S Mitchell2, Margaret M Heitkemper3, Nancy F Woods3.
Abstract
OBJECTIVE: To assess the relationship between abdominal pain severity during the menopausal transition (MT) and age, MT stage, reproductive biomarkers, stress biomarkers, and stress perceptions.Entities:
Keywords: Abdominal pain; Anxiety; Gastrointestinal; Hormones; Menopause; Stress
Year: 2019 PMID: 31388434 PMCID: PMC6679532 DOI: 10.1186/s40695-019-0046-5
Source DB: PubMed Journal: Womens Midlife Health ISSN: 2054-2690
Fig. 1Model of the hypothesized relationships between predictor (Age), covariates, and outcome measure (abdominal pain severity)
Univariate random-effects models for abdominal pain severity (β1) with age as predictor (β2) and with covariates (β3) individually entered
| Mean Values | Standard Deviations | Number | ||||||
|---|---|---|---|---|---|---|---|---|
| ( | ||||||||
| Intercept | Slope | Covariate | ntercept | Slope | Residual Error | |||
| Predictor | β1a | β2a | β3a | σ1b | σ2b | σ3b | Women | Observations |
| Age (47.6 years) | 0.23 | −.003 (0.220) | – | 0.29 | 0.02 | 0.36 | 291 | 6977 |
| Reproductive Aging Markers | ||||||||
| Late Reproductive c | 0.24 (< 0.001) | −0.001 (0.750) | 0.29 | 0.02 | 0.36 | 291 | 6977 | |
| Early MT | − 0.001 (0.970) | |||||||
| Late MT | −0.007 (0.780) | |||||||
| Early PM | − 0.04 (0.160) | |||||||
| Urinary Estrone (ng/mg creatinine, Log10) | 0.20 (< 0.001) | − 0.01 (< 0.001) | − 0.04 (0.020) | 0.28 | 0.01 | 0.35 | 131 | 4908 |
| Urinary FSH (mIU/mg creatintine, Log10) | 0.20 (< 0.001) | −0.01 (< 0.001) | − 0.004 (0.720) | 0.28 | 0.02 | 0.35 | 131 | 4996 |
| Urinary Testosterone (ng/mg creatinine, Log10) | 0.20 (< 0.001) | −0.01 (< 0.001) | − 0.03 (0.020) | 0.28 | 0.02 | 0.35 | 131 | 4975 |
| Stress-related Biomarkers | ||||||||
| Urinary Cortisol (ng/mg creatinine, Log10) | 0.20 (< 0.001) | −0.01 (< 0.001) | − 0.01 (0.310) | 0.28 | 0.02 | 0.35 | 131 | 4993 |
| Urinary Epinephrine (ng/mg creatinine, Log10) | 0.20 (< 0.001) | −0.01 (< 0.001) | 0.0004 (0.940) | 0.28 | 0.01 | 0.35 | 130 | 3325 |
| Urinary Norepinephrine (ng/mg creatinine, Log10) | 0.20 (< 0.001) | −0.01 (< 0.001) | 0.005 (0.820) | 0.27 | 0.01 | 0.35 | 130 | 3329 |
| Stress-related Perceptions | ||||||||
| Perceived Stress (1–6) | 0.21 (< 0.001) | − 0.003 (0.280) | 0.009 (0.060) | 0.29 | 0.02 | 0.36 | 291 | 6977 |
| Tension (0–4) | 0.20 (< 0.001) | −0.003 (0.190) | 0.05 (< 0.001) | 0.28 | 0.02 | 0.36 | 291 | 6977 |
| Anxiety (0–4) | 0.19 (< 0.001) | −0.003 (0.190) | 0.06 (< 0.001) | 0.27 | 0.02 | 0.36 | 291 | 6977 |
a β1, β2, β3 are the fixed effects (group averages) for the intercept, slope and covariate, respectively. β1 represents the mean value in abdominal pain severity for all women in the sample at the mean centered age (47.6 years); β2 represents the rate and direction (+ or -) of change in abdominal pain severity per year; and β3 represents the change in mean abdominal pain severity score for every unit of change in covariate score, when the covariate is added to the model
b σ1, σ2, σ3 are the random effects (variability) for the intercept, slope and residual error, respectively
c Reference group for this categorical variable
Preliminary multivariate mixed-effects model for abdominal pain severity with age as predictor and significant covariates simultaneously entered (n = 131; observations = 4890)
| Beta Coefficient a | Standard Error/Standard Deviation | ||
|---|---|---|---|
| Fixed effects | |||
| β1 Intercept | 0.18 | 0.03 | < 0.001 |
| β2 Age (−47.6) years | −0.01 | 0.003 | < 0.001 |
| β3 Perceived Stress | −0.01 | 0.007 | 0.040 |
| β4 Urinary Estrone (Log 10) | −0.03 | 0.02 | 0.090 |
| β5 Urinary Testosterone (Log 10) | −0.02 | 0.01 | 0.080 |
| β6 Tension | 0.002 | 0.01 | 0.830 |
| β7 Anxiety | 0.06 | 0.01 | < 0.001 |
| Random effects | |||
| b1 Intercept σ1 | 0.26 | ||
| b2 Age (−47.6) years σ2 | 0.01 | ||
| b3 Residual σ3 | 0.35 | ||
a The beta coefficient is a measure of the change in abdominal pain severity for every one unit of change in each respective predictor variable
Sample characteristics at start of study (1990–1991) of the eligible and ineligible women in the mixed effects modeling analyses of abdominal pain severity
| Eligible Women ( | Ineligible Women ( | ||
|---|---|---|---|
| Characteristic | Mean (SD) | Mean (SD) | |
| Age (years) | 41.5 (4.3) | 42.0 (5.0) | 0.180 |
| Years of education | 15.9 (2.8) | 15.3 (3.0) | 0.030 |
| Family income ($) | 38,200 (15,000) 18.6 (7.0) | 35,200 (17,600) 17.1 (8.3) | 0.040 |
| Characteristic | N (Percent) | N (Percent) | |
| Currently employed | 0.400 | ||
| Yes | 254 (87.3) | 184 (84.8) | |
| No | 37 (12.7) | 33 (15.2) | |
| Race/ethnicity | 0.001 | ||
| African American | 20 (6.9) | 38 (17.5) | |
| Asian /Pacific Islander | 27 (9.3) | 16 (7.4) | |
| White | 238 (81.8) | 153 (70.5) | |
| Other (Hispanic, Mixed) | 6 (2.1) | 10 (4.6) | |
| Marital Status | 0.420 | ||
| Married/partnered | 278 (71.1) | 141 (65.0) | |
| Divorced/widowed/not partnered | 63 (21.7) | 62 (28.6) | |
| Never married/partnered | 21 (7.2) | 14 (6.5) |
a Independent t-test
b Chi-square test
Final multivariate mixed-effects model for abdominal pain severity with age as predictor and significant covariates simultaneously entered (n = 131; observations = 4890)
| Beta Coefficient a | Standard Error/Standard Deviation | ||
|---|---|---|---|
| Fixed effects | |||
| β1 Intercept | 0.16 | 0.02 | < 0.001 |
| β2 Age (−47.6) years | −0.01 | 0.003 | 0.001 |
| β3 Urinary Estrone (Log10) | −0.04 | 0.02 | 0.040 |
| β4 Anxiety | 0.05 | 0.01 | < 0.001 |
| Random effects | |||
| b1 Intercept σ1 | 0.26 | ||
| b2 Age (−47.6) years σ2 | 0.02 | ||
| b3 Residual σ3 | 0.35 | ||
a The beta coefficient is a measure of the change in abdominal pain severity for every one unit of change in each respective predictor variable