Educational attainment, health locus of control and inflammation among cancer survivors in the Midlife in the United States (MIDUS) study

The goal of this study was to investigate whether HLOC mediates the relationship between educational attainment and inflammatory proteins in cancer survivors. Data are from 298 cancer survivors (87.54% white; <i>M</i> age = 63.6; <i>M</i> survivorships = 15 years) who participated in the Biomarker protocol of Wave 2 and Refresher phases of the Midlife in the United States (MIDUS) study. Educational attainment was dichotomized (bachelor's degree or above versus lower). The two measures of HLOC were based on whether participants felt others had control over their health outcomes (external HLOC) or if they felt they were in control of their health outcomes (internal HLOC). We used C-reactive protein (CRP) and interleukin-6 (IL-6) as markers of inflammation. Mediation analyses for external and internal HLOC were tested separately. Mediation analyses were conducted using the PROCESS package in R (using 10 000 bootstrapped samples). Analyses were adjusted for age, sex, cohort, body mass index (BMI), smoking status, and race/ethnicity. In the fully adjusted model, educational attainment and external HLOC were significantly associated with CRP. Relative to those with bachelor's degrees, participants with lower educational attainment had elevated CRP (<i>b</i> = -0.25, <i>SE</i> = 0.11, 95% <i>CI</i> = [-0.47, -0.03]). Higher external HLOC was linked to increased CRP (<i>b</i> = 0.10, <i>SE</i> = 0.04, 95% <i>CI</i> = [0.01, 0.18]). The mediation analyses showed that a higher external HLOC was a significant path through which lower educational attainment was associated with elevated CRP (indirect effect = -0.05, bootstrapped <i>SE</i> = 0.02, 95% <i>CI</i> [bootstrapped] = [-0.10, -0.01]. Cancer survivors with lower educational attainment may tend to perceive that their health is outside of their control. These socioeconomic and psychosocial processes may drive an increase in the circulating levels of inflammatory signaling proteins known to be sensitive predictors of age-related chronic diseases.

Authors

Institutions

Publication Details

Journal
Psychology Health & Medicine
Published
2025-10-29
DOI
https://doi.org/10.1080/13548506.2025.2581230
Primary Topic
Cancer survivorship and care
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Educational attainment, health locus of control and inflammation among cancer survivors in the Midlife in the United States (MIDUS) study

Ana Mariá López, Agus Surachman, Madeline J. Plummer, Rose Ann DiMaria‐Ghalili et al.
Psychology Health & Medicine
Cancer survivorship and care
article

Educational attainment, health locus of control and inflammation among cancer survivors in the Midlife in the United States (MIDUS) study

Ana Mariá López, Agus Surachman, Madeline J. Plummer, Rose Ann DiMaria‐Ghalili, Carolyn Y. Fang, Christopher L. Coe
article en

Abstract

The goal of this study was to investigate whether HLOC mediates the relationship between educational attainment and inflammatory proteins in cancer survivors. Data are from 298 cancer survivors (87.54% white; <i>M</i> age = 63.6; <i>M</i> survivorships = 15 years) who participated in the Biomarker protocol of Wave 2 and Refresher phases of the Midlife in the United States (MIDUS) study. Educational attainment was dichotomized (bachelor's degree or above versus lower). The two measures of HLOC were based on whether participants felt others had control over their health outcomes (external HLOC) or if they felt they were in control of their health outcomes (internal HLOC). We used C-reactive protein (CRP) and interleukin-6 (IL-6) as markers of inflammation. Mediation analyses for external and internal HLOC were tested separately. Mediation analyses were conducted using the PROCESS package in R (using 10 000 bootstrapped samples). Analyses were adjusted for age, sex, cohort, body mass index (BMI), smoking status, and race/ethnicity. In the fully adjusted model, educational attainment and external HLOC were significantly associated with CRP. Relative to those with bachelor's degrees, participants with lower educational attainment had elevated CRP (<i>b</i> = -0.25, <i>SE</i> = 0.11, 95% <i>CI</i> = [-0.47, -0.03]). Higher external HLOC was linked to increased CRP (<i>b</i> = 0.10, <i>SE</i> = 0.04, 95% <i>CI</i> = [0.01, 0.18]). The mediation analyses showed that a higher external HLOC was a significant path through which lower educational attainment was associated with elevated CRP (indirect effect = -0.05, bootstrapped <i>SE</i> = 0.02, 95% <i>CI</i> [bootstrapped] = [-0.10, -0.01]. Cancer survivors with lower educational attainment may tend to perceive that their health is outside of their control. These socioeconomic and psychosocial processes may drive an increase in the circulating levels of inflammatory signaling proteins known to be sensitive predictors of age-related chronic diseases.

Psychology Health & Medicine
Fox Chase Cancer Center (US), University of Wisconsin–Madison (US), Thomas Jefferson University (US), Temple University Health System (US), Drexel University (US)
Openalex Percentile: Top 58%
Cancer survivorship and care
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.