Home › Research › How common it is
Detection Bias in EHR-Based Research on Clinical Exposures and Dementia
Jingxuan Wang, Minhyuk Choi, Peter T. Buto, John Daniel Kelly, Renaud La Joie, John Kornak, Scott C. Zimmerman, Ruijia Chen et al.. JAMA Network Open, 2025-04-23
Topic: Risk, prevention and care in population studies
Among 228 392 participants from UKB (n = 137 374; mean [SD] age at baseline, 62.5 [4.1] years; 53.8% female) and AOU (n = 91 018; mean [SD] age at baseline, 66.9 [7.8] years; 57.1% female), those with a history of a clinical exposure at baseline had higher dementia incidence rates compared with those without such history. For example, among participants with a history of GI bleeding, the dementia incidence rates were 3.0 (UKB) and 7.7 (AOU) per 1000 person-years compared with 2.2 (UKB) and 2.4 (AOU) per 1000 person-years among those without a history of GI bleeding. All exposures were significantly associated with incident dementia, with hazard ratios (HRs) ranging from 1.18 (95% CI, 1.00-1.40) to 3.51 (95% CI, 3.08-4.01). Risk of incident dementia was typically highest in the first year following exposure diagnosis and attenuated thereafter. For example, in the first year after GI bleeding, there were larger elevations in risk of incident dementia (HR, 2.17 [95% CI, 1.46-3.22] in UKB; HR, 2.56 [95% CI, 1.62-4.04] in AOU) compared with 1 to 5 years after bleeding (HR, 1.46 [95% CI, 1.15-1.86] in UKB; HR, 2.14 [95% CI, 1.63-2.81] in AOU). Conclusions and Relevance: In this cohort study of 2 large datasets, diagnoses of several conditions associated with varying risks of dementia were associated with a higher short-term likelihood of dementia diagnosis. This finding suggests that diagnostic bias or misdiagnoses may lead to spurious associations between conditions requiring clinical care and subsequent dementia diagnoses.
Key findings
- Among 228 392 participants from UKB (n = 137 374; mean [SD] age at baseline, 62.5 [4.1] years; 53.8% female) and AOU (n = 91 018; mean [SD] age at baseline, 66.9 [7.8] years; 57.1% female), those with a history of a clinical exposure at baseline had higher dementia incidence rates compared with those without such history.
- For example, among participants with a history of GI bleeding, the dementia incidence rates were 3.0 (UKB) and 7.7 (AOU) per 1000 person-years compared with 2.2 (UKB) and 2.4 (AOU) per 1000 person-years among those without a history of GI bleeding.
- All exposures were significantly associated with incident dementia, with hazard ratios (HRs) ranging from 1.18 (95% CI, 1.00-1.40) to 3.51 (95% CI, 3.08-4.01).
- Risk of incident dementia was typically highest in the first year following exposure diagnosis and attenuated thereafter.
- For example, in the first year after GI bleeding, there were larger elevations in risk of incident dementia (HR, 2.17 [95% CI, 1.46-3.22] in UKB; HR, 2.56 [95% CI, 1.62-4.04] in AOU) compared with 1 to 5 years after bleeding (HR, 1.46 [95% CI, 1.15-1.86] in UKB; HR, 2.14 [95% CI, 1.63-2.81] in AOU).
Why it matters
This study found that people with various clinical conditions had a higher short-term likelihood of being diagnosed with dementia, likely because they were more likely to be tested or seen by doctors. This detection bias means that studies using electronic health records may overestimate the link between certain exposures and dementia.
New to this subject? Start with our plain-English guide: Alzheimer's in numbers →
Study details
- Study designcohort study
- Participants137
- Effect size53.8%; 57.1%
- Evidence strengthModerate
How this study scored 64/100
Published in a leading specialty journal, and it is a cohort study following people over time. Scored zero for randomised / blinded because the record does not state it.
| Component | Points | Why |
|---|---|---|
| Journal tier | 9 / 10 | Tier 2 — leading specialty journal (JAMA Network Open) |
| Journal's citation record | 2 / 4 | JAMA Network Open: journal h-index 235 (OpenAlex, 2026-10-29) |
| Study design | 7 / 12 | A cohort study following people over time |
| Strength of evidence | 3 / 5 | Rated “moderate” in our summary |
| Peer-review validation | 10 / 10 | Peer-reviewed. Published as an article in a named peer-reviewed journal. |
| How recent | 4 / 5 | 2025 — within 3 year(s) of the newest study here |
| Sample size | 2 / 4 | 137 participants |
| Effect reported | 2 / 3 | Effect reported as a number, without an interval or test |
| Studied in people | 3 / 3 | Studied in people (participant count stated) |
| Randomised / blinded | 0 / 2 | No randomisation or blinding stated — scores zero (not stated in the record — scored 0) |
| Times cited | 2 / 7 | Cited 13 times (OpenAlex, 2026-10-10) |
| Citations per year | 2 / 5 | 4.3 citations a year over 3 year(s) since 2025 |
| Impact for its field and year | 4 / 6 | Cited 8.3× the average for papers of its field and year (OpenAlex FWCI) |
| Cited by studies here | 1 / 6 | Cited by 2 other studies in this library |
| Still being cited | 1 / 4 | Cited 13 times in 2024–2026 (2026 still in progress; OpenAlex) |
| Senior author's track record | 3 / 4 | Last-listed author M. Maria Glymour: h-index 83 (OpenAlex, whole career) |
| Institution's track record | 3 / 3 | Harvard University: institution h-index 3,235 (OpenAlex) |
| Multi-centre collaboration | 2 / 3 | OpenAlex lists 5 institution(s) in 1 country |
| Indexed in PubMed | 2 / 2 | Indexed in PubMed (PMID 40266617) |
| Free to read | 2 / 2 | Free to read |
| Total | 64 / 100 | — |
What each of these 20 components measures, and what this score is not →
Read the original
- DOI: 10.1001/jamanetworkopen.2025.6637
- PubMed: 40266617
- Original source →
- Free full text: JAMA Network Open →
Full text: free to read — OpenAlex lists this copy as free to read: the link above (checked 6 Feb 1020).
Cite this study APA, Vancouver, BibTeX · download .bib or .ris
Built from the record alzhub holds for this paper, not looked up. Volume, issue and page numbers are not held in the record. The record's author list ends in “et al.”, so not every author is named. Check the citation against the original before you use it.
APA 7th
Wang, J., Choi, M., Buto, P. T., Kelly, J. D., La Joie, R., Kornak, J., et al. (2025). Detection Bias in EHR-Based Research on Clinical Exposures and Dementia. JAMA Network Open. https://doi.org/10.1001/jamanetworkopen.2025.6637
Vancouver
Wang J, Choi M, Buto PT, Kelly JD, La Joie R, Kornak J, et al. Detection Bias in EHR-Based Research on Clinical Exposures and Dementia. JAMA Network Open. 2025. doi:10.1001/jamanetworkopen.2025.6637. PMID: 40266617.
BibTeX
@article{wang2025-40266617,
author = {Wang, Jingxuan and Choi, Minhyuk and Buto, Peter T. and Kelly, John Daniel and La Joie, Renaud and Kornak, John and Zimmerman, Scott C. and Chen, Ruijia and others},
title = {{Detection Bias in EHR-Based Research on Clinical Exposures and Dementia}},
journal = {JAMA Network Open},
year = {2025},
doi = {10.1001/jamanetworkopen.2025.6637},
pmid = {40266617},
url = {https://doi.org/10.1001/jamanetworkopen.2025.6637}
}
Studies this one cites
Referenced by this study and also in the alzhub library, so you can read them here.
Later studies that cite this one
2 studies in the alzhub library list this one in their references.
Related studies in How common it is
Also tagged “prevalence”
1,224 studies in the library carry the topic tag “prevalence”; these are this study's neighbours in a fixed, alphabetical-by-hash tour of them, not the closest in content. All 1,224 tagged studies.