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A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
Clinical Manifestations
Melina Stark1,2, Elizabeth Kuhn2, Michael Wagner1,2
1Department for Old Age Psychiatry and Cognitive Disorders, University Hospital Bonn, Bonn, Germany.
Background:
The recruitment of participants with a high risk of decline is crucial for the success of clinical trials in the earliest phases of Alzheimer´s Disease (AD), where treatment benefits could be the largest. Subjective cognitive decline (SCD) and minor neuropsychological deficits (MNPD) are associated with an increased risk of cognitive decline, making them promising predictors for this risk stratification. However, the prognostic value of their interplay is understudied.
Method:
We pooled and analyzed data from cognitively unimpaired participants from the Alzheimer´s Disease Neuroimaging Initiative (N = 599), DZNE Longitudinal Cognitive Impairment and Dementia study (N = 618), and National Alzheimer's Coordinating Center (N = 11,975). SCD was measured using questionnaires or anamnestic data. MNPD was defined as a median neuropsychological test performance of z≤-0.5. We assessed the association of MNPD and SCD with the conversion to mild cognitive impairment (MCI) and dementia (cox regression) and baseline amyloid and tau positivity - measured by PET/CSF (logistic regression). We adjusted these models for the study cohorts and demographic covariates. Using power analyses, we calculated the sample sizes necessary to detect a 30% reduction in the risk of progressing to MCI over 4.5 years in amyloid positive participants.
Result:
In the overall sample (N = 13,192), the SCD-/MNPD+ (+:present, -:absent; HR=3.13[2.68-3.66]), SCD+/MNPD- (HR=1.97[1.76-2.20]), and SCD+/MNPD+ (HR=6.23[5.23-7.42]) groups had an increased risk of MCI compared to the SCD-/MNPD- group. These groups also had an increased risk of dementia. In amyloid positive participants (n = 497), this pattern persisted for the progression to MCI, while only the SCD+/MNPD+ group had an increased risk for dementia. In participants with biomarker data (n = 2,616), the SCD+/MNPD- (OR=1.47[1.20-1.81]) and SCD+/MNPD+ (OR=1.64[1.04-2.59]) groups had an increased risk of amyloid positivity. The risk of tau positivity was increased in the SCD+/MNPD+ group (OR=2.10[1.13-3.90]). In the power analyses, the required clinical trial size was reduced by approximately one third after excluding SCD-/MNPD- individuals and approximately two thirds by focusing only on SCD+/MNPD+ individuals (Figure).
Conclusion:
SCD and MNPD have a complementary prognostic value. SCD+/MNPD+ individuals are at particularly high risk of pathology and decline. These clinical symptoms should be taken into account in the recruitment for clinical trials in preclinical AD.
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