Association of Covert Cerebrovascular Disease Identified Using Natural Language Processing and Future Dementia
Kent, D.; Leung, L.; Zhou, Y.; Luetmer, P.; Kallmes, D.; Nelson, J.; Fu, S.; Zheng, C.; Liu, H.; Chen, W.
Show abstract
ObjectiveTo estimate the risk of dementia associated with incidentally-discovered covert cerebrovascular disease (CCD), including both covert brain infarction (CBI) and white matter disease (WMD). Patients and MethodsWe included individuals aged [≥] 50 years enrolled in the Kaiser Permanente Southern California health system receiving a head CT or MRI for a non-stroke indication from January 1, 2009 and December 31, 2019, without prior ischemic stroke, transient ischemic attack, hemipelegia, hemiparesis, dementia/Alzheimers disease or a visit reason / scan indication suggestive of cognitive decline. Using natural language processing (NLP), we identified the presence of CBI and WMD on the neuroimage report; WMD was characterized as mild, moderate, severe, or undetermined. ResultsAmong 241,050 qualified individuals, NLP identified 69,931 (29.0%) with WMD and 11,328 (4.7%) with CBI. The dementia incidence rates (per 1,000 person-years) were 23.5 (95% CI 22.90 to 24.0) for patients with WMD; 29.4 (95% CI 27.9 to 31.0) with CBI and 6.0 (5.8 to 6.2) without CCD. The effect of WMD on dementia risk was stronger in younger versus older patients and for CT-versus MRI-discovered lesions. For patients with versus without WMD on CT scan, the adjusted HR (aHR) was 2.87 (2.58 to 3.19) for those < age 70 and 1.87 (1.79 to 1.95) for those [≥] age 70. For patients with versus without WMD on MRI, the aHR for dementia risk was 2.28 (1.99 to 2.62) for patients < age 70 and 1.48 (1.32 to 1.66) for those [≥] age 70. The aHR associated with CBI was 2.02 (1.70 to 2.41) for patients age <70 and 1.22 (1.15 to 1.30) for patients age [≥]70 for either modality. Dementia risk with WMD was strongly correlated with WMD severity. ConclusionIncidentally-discovered CCD is common and identifies patients at high risk of dementia, representing an opportunity for prevention.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Boston criteria v2.0 for cerebral amyloid angiopathy without hemorrhage: An MRI-neuropathological validation study 93%
- Risk of dementia after hospitalization due to traumatic brain injury: a longitudinal, population-based study 93%
- Lesions in putative language and attention regions are linked to more severe strokes in patients with higher white matter hyperintensity burden 92%
Similar papers in this journal
- Blood-brain barrier leakage in the penumbra is associated with infarction on follow-up imaging in acute ischemic stroke 93%
- Association of Baseline Cerebrovascular Reactivity and Longitudinal Development of Enlarged Perivascular Spaces in the Basal Ganglia 92%
- Blood Pressure Control From 2011 To 2019 In Patients 90 Days After Stroke 92%
Similar papers in this journal
- Associations between white matter hyperintensity burden, cerebral blood flow and transit time in small vessel disease: an updated meta-analysis 94%
- Mendelian randomization of dyslipidemia on cognitive impairment among older Americans 93%
- Sex-stratified RNA-seq analysis reveals traumatic brain injury-induced transcriptional changes in the female hippocampus conducive to dementia 92%
Similar papers in this journal
- Machine learning applications in vascular neuroimaging for the diagnosis and prognosis of cognitive impairment and dementia: a systematic review and meta-analysis 95%
- Lower activity of cholesteryl ester transfer protein (CETP) and the risk of dementia: a Mendelian randomization analysis 91%
- TREM2 Risk Variants with Alzheimer’s Disease Differ in Rate of Cognitive Decline 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.