Reliability of self-reported risk factors for age-related brain disease

Abstract

Importance: modifiable risk factors, including hypertension, hypercholesterolemia, diabetes, kidney disease, hearing impairment, and being overweight, increase risk of stroke, dementia, and late life depression (LLD), but may be poorly understood by patients. Objective: To aid in the design of brain health risk stratification tools, we aimed to determine whether self-reported modifiable risk factors can identify at-risk patients on a population level. Design: cohort study using cross-sectional data of ten iterations of the National Health and Examination Surveys (NHANES) from 1999 to 2018. Analyses were conducted between February and April of 2024. Setting: US population-based cohorts Participants: all participants who had both questionnaire data and objective measurements available. Exposure: we collected data on answers to common questions and compared these to objectively measured risk factors for age-related brain disease. Main outcomes and measures: we compared answers to simple questions to objectively measured risk factors. We reported means and 95% confidence intervals of objective measurements, created confusion matrices to determine common metrics, and compared performance of individual questions. We defined a question reliable if performance, measured through F1 scores, was > 0.7, as moderately reliable if F1 score was 0.5-0.7 and as unreliable if F1 score was < 0.5. Results: Participants with both objective measurements and questionnaire data ranged from 16,966 (median age 32, 9,113 [20%] black, 19,993 [45%] white) in hearing impairment to 63,834 (median age 39, 14,156 [22%] black, 25,754 [40%] white) in diabetes. Mean values of objective measurements were significantly increased across all risk factors in patients that responded ″Yes″ to common questions on their presence compared to those who answered ″No″. Performance of questions in identifying at-risk patients measured by F1 score was 0.25 in kidney disease, 0.44 in hypercholesterolemia, 0.56 in hypertension, 0.59 in hearing impairment, 0.71 in diabetes and 0.81 in being overweight. Conclusion and relevance: in this study of multiple cohorts of up to 63,834 Americans, self-reported awareness of meeting clinical criteria for diabetes or being overweight were reliable, hypertension or hearing impairment were moderately reliable, and hypercholesterolemia or kidney disease were unreliable. These results could be used to guide construction of risk factor screening tools.

Competing Interest Statement

The authors have declared no competing interest.

Funding Statement

Dr. Anderson receives sponsored research support from Bayer AG and Massachusetts General Hospital and has consulted for ApoPharma.

Author Declarations

I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.

Yes

The details of the IRB/oversight body that provided approval or exemption for the research described are given below:

The NHANES has previously obtained research ethics board approval. Written informed consent has been obtained for all subjects included in the study.

I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.

Yes

I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).

Yes

I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.

Yes

Data Availability

All data produced in the present work are contained in the manuscript

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