Browsing by Author "Gibbons, Laura E."
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Item A genome-wide search for pleiotropy in more than 100,000 harmonized longitudinal cognitive domain scores(BMC, 2023-06-22) Kang, Moonil; Ang, Ting Fang Alvin; Devine, Sherral A.; Sherva, Richard; Mukherjee, Shubhabrata; Trittschuh, Emily H.; Gibbons, Laura E.; Scollard, Phoebe; Lee, Michael; Choi, Seo-Eun; Klinedinst, Brandon; Nakano, Connie; Dumitrescu, Logan C.; Durant, Alaina; Hohman, Timothy J.; Cuccaro, Michael L.; Saykin, Andrew J.; Kukull, Walter A.; Bennett, David A.; Wang, Li-San; Mayeux, Richard P.; Haines, Jonathan L.; Pericak-Vance, Margaret A.; Schellenberg, Gerard D.; Crane, Paul K.; Au, Rhoda; Lunetta, Kathryn L.; Mez, Jesse B.; Farrer, Lindsay A.; Radiology and Imaging Sciences, School of MedicineBackground: More than 75 common variant loci account for only a portion of the heritability for Alzheimer's disease (AD). A more complete understanding of the genetic basis of AD can be deduced by exploring associations with AD-related endophenotypes. Methods: We conducted genome-wide scans for cognitive domain performance using harmonized and co-calibrated scores derived by confirmatory factor analyses for executive function, language, and memory. We analyzed 103,796 longitudinal observations from 23,066 members of community-based (FHS, ACT, and ROSMAP) and clinic-based (ADRCs and ADNI) cohorts using generalized linear mixed models including terms for SNP, age, SNP × age interaction, sex, education, and five ancestry principal components. Significance was determined based on a joint test of the SNP's main effect and interaction with age. Results across datasets were combined using inverse-variance meta-analysis. Genome-wide tests of pleiotropy for each domain pair as the outcome were performed using PLACO software. Results: Individual domain and pleiotropy analyses revealed genome-wide significant (GWS) associations with five established loci for AD and AD-related disorders (BIN1, CR1, GRN, MS4A6A, and APOE) and eight novel loci. ULK2 was associated with executive function in the community-based cohorts (rs157405, P = 2.19 × 10-9). GWS associations for language were identified with CDK14 in the clinic-based cohorts (rs705353, P = 1.73 × 10-8) and LINC02712 in the total sample (rs145012974, P = 3.66 × 10-8). GRN (rs5848, P = 4.21 × 10-8) and PURG (rs117523305, P = 1.73 × 10-8) were associated with memory in the total and community-based cohorts, respectively. GWS pleiotropy was observed for language and memory with LOC107984373 (rs73005629, P = 3.12 × 10-8) in the clinic-based cohorts, and with NCALD (rs56162098, P = 1.23 × 10-9) and PTPRD (rs145989094, P = 8.34 × 10-9) in the community-based cohorts. GWS pleiotropy was also found for executive function and memory with OSGIN1 (rs12447050, P = 4.09 × 10-8) and PTPRD (rs145989094, P = 3.85 × 10-8) in the community-based cohorts. Functional studies have previously linked AD to ULK2, NCALD, and PTPRD. Conclusion: Our results provide some insight into biological pathways underlying processes leading to domain-specific cognitive impairment and AD, as well as a conduit toward a syndrome-specific precision medicine approach to AD. Increasing the number of participants with harmonized cognitive domain scores will enhance the discovery of additional genetic factors of cognitive decline leading to AD and related dementias.Item Alzheimer's disease genetic risk variants beyond APOE ε4 predict mortality(Elsevier, 2017-08-24) Mez, Jesse; Marden, Jessica R.; Mukherjee, Shubhabrata; Walter, Stefan; Gibbons, Laura E.; Gross, Alden L.; Zahodne, Laura B.; Gilsanz, Paola; Brewster, Paul; Nho, Kwangsik; Crane, Paul K.; Larson, Eric B.; Glymour, M. Maria; Radiology and Imaging Sciences, School of Medicine• A genetic risk score from 21 non-APOE late-onset Alzheimer's disease risk variants predicts mortality. • The genetic risk score likely confers risk for mortality through its effect on dementia incidence. • Late-onset Alzheimer's disease risk loci effect estimates from genome-wide association unlikely suffer from selection bias.Item Characterization of Language Profiles in Cognitively‐Defined Subgroups of Alzheimer’s Disease(Wiley, 2025-01-03) Gallée, Jeanne; Gibbons, Laura E.; Mukherjee, Shubhabrata; Scollard, Phoebe; Choi, Seo-Eun; James, Bryan D.; Klinedinst, Brandon S.; Lee, Michael L.; Mez, Jesse; Trittschuh, Emily H.; Saykin, Andrew J.; Crane, Paul K.; Medical and Molecular Genetics, School of MedicineBackground: The relationship between Alzheimer’s disease (AD) pathology and the associated clinical syndrome a patient presents with remains indeterminate. Cognitively‐defined subgroups of AD have revealed distinctions based on relative cognitive impairments, including AD‐Language, where challenges in language are substantial, and AD‐No Domain, where no relative asymmetries across cognitive domains occur. Pathological features of AD have been associated as the primary neuropathology of the logopenic variant of primary progressive aphasia (lvPPA). Hallmark clinical features of lvPPA include relatively spared comprehension in the face of decline in naming and repetition abilities. This work aimed to test the hypothesis that the lvPPA language profile was overrepresented in AD‐Language when compared to AD‐No Domain. Method: Measures of verbal comprehension, confrontation naming, and phrase‐level repetition were obtained from all participants from the Religious Orders Study (ROS), the RUSH Memory and Aging Project (MAP) and the Minority Aging Research Study (MARS) using confirmatory factor analyses. We subsetted the data to include participants belonging to the AD‐Language and AD‐No Domain groups at their initial AD diagnosis visit. We compared patterns of language profiles based on strengths and weaknesses in comprehension, naming, and repetition. Pearson’s Chi‐squared tests with Yates continuity correction was used to test if the language patterns were statistically different between the two AD subgroups. Results: We analyzed language performance in 642 participants across AD‐Language (31.8%) and AD‐No Domain (68.2%) groups (Table 1). Thresholds were based on AD‐No Domain and set as the median for each subdomain (comprehension = ‐.101, naming = ‐.957, repetition = .233) to establish whether a score represented a relative strength or weakness in the language profile. Eight patterns of language profiles based on strengths and weaknesses in comprehension, naming, and repetition were formed (Figure 1). The distribution of language patterns differed significantly between AD‐Language and AD‐No Domain (χ2 = 97.6, p <.001). Furthermore, the lvPPA pattern was found more frequently in AD‐Language (χ2 = 28.1, p <.001). Conclusion: Heterogeneity within the AD‐Language spectrum includes a significant proportion that is consistent with the language profile of lvPPA. Relative performance in domains of verbal comprehension, confrontation naming, and phrase‐level repetition varied by AD subgroup.Item Cognitively defined Alzheimer's dementia subgroups have distinct atrophy patterns(Wiley, 2024) Crane, Paul K.; Groot, Colin; Ossenkoppele, Rik; Mukherjee, Shubhabrata; Choi, Seo-Eun; Lee, Michael; Scollard, Phoebe; Gibbons, Laura E.; Sanders, R. Elizabeth; Trittschuh, Emily; Saykin, Andrew J.; Mez, Jesse; Nakano, Connie; Mac Donald, Christine; Sohi, Harkirat; Alzheimer’s Disease Neuroimaging Initiative; Risacher, Shannon; Medicine, School of MedicineIntroduction: We sought to determine structural magnetic resonance imaging (MRI) characteristics across subgroups defined based on relative cognitive domain impairments using data from the Alzheimer's Disease Neuroimaging Initiative (ADNI) and to compare cognitively defined to imaging-defined subgroups. Methods: We used data from 584 people with Alzheimer's disease (AD) (461 amyloid positive, 123 unknown amyloid status) and 118 amyloid-negative controls. We used voxel-based morphometry to compare gray matter volume (GMV) for each group compared to controls and to AD-Memory. Results: There was pronounced bilateral lower medial temporal lobe atrophy with relative cortical sparing for AD-Memory, lower left hemisphere GMV for AD-Language, anterior lower GMV for AD-Executive, and posterior lower GMV for AD-Visuospatial. Formal asymmetry comparisons showed substantially more asymmetry in the AD-Language group than any other group (p = 1.15 × 10-10 ). For overlap between imaging-defined and cognitively defined subgroups, AD-Memory matched up with an imaging-defined limbic predominant group. Discussion: MRI findings differ across cognitively defined AD subgroups.Item Epigenetic age acceleration and cognitive resilience in the Framingham Heart Study(Wiley, 2025-01-03) Dacey, Ryan; Durape, Shruti; Wang, Mengyao; Hwang, Phillip H.; Gurnani, Ashita S.; Ang, Ting Fang Alvin; Devine, Sherral A.; Choi, Seo-Eun; Lee, Michael L.; Scollard, Phoebe; Gibbons, Laura E.; Mukherjee, Shubhabrata; Trittschuh, Emily H.; Sherva, Richard; Dumitrescu, Logan C.; Hohman, Timothy J.; Cuccaro, Michael L.; Saykin, Andrew J.; Crane, Paul K.; Li, Yi; Levy, Daniel; Ma, Jiantao; Liu, Chunyu; Lunetta, Kathryn L.; Au, Rhoda; Farrer, Lindsay A.; Mez, Jesse; Radiology and Imaging Sciences, School of MedicineBackground: There is growing evidence that epigenetic age acceleration may predict late life cognitive decline and dementia, but it is unknown whether this is due to accelerated neurodegeneration or reduction in cognitive resilience. We examined the relationship between epigenetic clocks and domain specific neuropsychological (NP) factor scores, mild cognitive impairment (MCI), Alzheimer’s Disease (AD), and all‐cause dementia, before and after accounting for plasma total tau (t‐tau), a marker of neurodegeneration. Method: DNA methylation and plasma t‐tau (Simoa assay; Quanterix) data from 2091 Framingham Heart Study Offspring cohort participants were generated from blood at the same Exam 8 visit (2005‐2008). Three epigenetic clock measures: DunedinPACE, PC PhenoAge, and PC GrimAge were estimated from the DNA methylation data. Longitudinal NP factor scores were previously derived for memory, language, and executive function using confirmatory factor analysis. We tested the association of epigenetic age acceleration with cognitive trajectories using linear mixed effects models and with time to MCI, all‐cause dementia and AD using Cox‐proportional hazard models. Models were run with and without adjustment for plasma t‐tau. All models included APOE ε4‐carrier status, education, smoking, age, and sex as covariates. Epigenetic measures were standardized in all models. Result: At Exam 8, the sample was, on average, 66.3 (SD = 9.0) years of age, 54.8% female, and had 16.4 (SD = 2.7) years of education. DundeinPACE was significantly associated with faster decline in executive function (βtimeXepi_age = ‐0.005, 95% CI:[‐0.009,‐0.002], p = 0.0020), but not with baseline executive function. Older PhenoAge (βepi_age = ‐0.041, 95% CI:[‐0.067,‐0.014], p = 0.0028) and GrimAge (βepi_age = ‐0.042, 95% CI:[‐0.073,‐0.011], p = 0.0084) were significantly associated with worse baseline executive function, but not with rate of decline. Older PhenoAge also was significantly associated with worse baseline memory (βepi_age = ‐0.037, 95% CI:[‐0.061,‐0.012], p = 0.0036). DunedinPACE was significantly associated with time to MCI (HR = 1.20, 95% CI:[1.06,1.35], p = 0.0034), AD (HR = 1.30, 95% CI:[1.07,1.57], p = 0.0068) and all‐cause dementia (HR = 1.30, 95% CI:[1.10,1.53], p = 0.0017). Results remained similar after adjustment for plasma t‐tau. Conclusion: Epigenetic age acceleration may be a marker of cognitive resilience, particularly in executive function. Of the three epigenetic clocks examined, DundedinPACE showed the most robust associations with cognitive resilience, with lower DunedinPACE associated with greater cognitive resilience.Item Gene-based GWAS and -biological pathway analysis of the resilience of executive functioning(Springer US, 2014-03) Mukherjee, Shubhabrata; Kim, Sungeun; Ramanan, Vijay K.; Gibbons, Laura E.; Nho, Kwangsik; Glymour, M. Maria; Ertekin-Taner, Nilüfer; Montine, Thomas J.; Saykin, Andrew J.; Crane, Paul K.; Alzheimer’s Disease Neuroimaging Initiative; Department of Radiology and Imaging Sciences, School of MedicineResilience in executive functioning (EF) is characterized by high EF measured by neuropsychological test performance despite structural brain damage from neurodegenerative conditions. We previously reported single nucleotide polymorphism (SNP) genome-wide association study (GWAS) results for EF resilience. Here, we report gene- and pathway-based analyses of the same resilience phenotype, using an optimal SNP-set (Sequence) Kernel Association Test (SKAT) for gene-based analyses (conservative threshold for genome-wide significance = 0.05/18,123=2.8×10−6) and the gene-set enrichment package GSA-SNP for biological pathway analyses (False discovery rate (FDR) < 0.05). Gene-based analyses found a genome-wide significant association between RNASE13 and EF resilience (p=1.33×10−7). Genetic pathways involved with dendritic/neuron spine, presynaptic membrane, postsynaptic density etc. were enriched with association to EF resilience. Although replication of these results is necessary, our findings indicate the potential value of gene- and pathway-based analyses in research on determinants of cognitive resilience.Item Incidence of cognitively defined late-onset Alzheimer's dementia subgroups from a prospective cohort study(Elsevier, 2017-12) Crane, Paul K.; Trittschuh, Emily; Mukherjee, Shubhabrata; Saykin, Andrew J.; Sanders, Elizabeth; Larson, Eric B.; McCurry, Susan M.; McCormick, Wayne; Bowen, James D.; Grabowski, Thomas; Moore, Mackenzie; Gross, Alden L.; Keene, Dirk; Bird, Thomas E.; Gibbons, Laura E.; Mez, Jesse; Radiology and Imaging Sciences, School of MedicineINTRODUCTION: There may be biologically relevant heterogeneity within typical late-onset Alzheimer's dementia. METHODS: We analyzed cognitive data from people with incident late-onset Alzheimer's dementia from a prospective cohort study. We determined individual averages across memory, visuospatial functioning, language, and executive functioning. We identified domains with substantial impairments relative to that average. We compared demographic, neuropathology, and genetic findings across groups defined by relative impairments. RESULTS: During 32,286 person-years of follow-up, 869 people developed Alzheimer's dementia. There were 393 (48%) with no domain with substantial relative impairments. Some participants had isolated relative impairments in memory (148, 18%), visuospatial functioning (117, 14%), language (71, 9%), and executive functioning (66, 8%). The group with isolated relative memory impairments had higher proportions with ≥ APOE ε4 allele, more extensive Alzheimer's-related neuropathology, and higher proportions with other Alzheimer's dementia genetic risk variants. DISCUSSION: A cognitive subgrouping strategy may identify biologically distinct subsets of people with Alzheimer's dementia.Item Initiation of antidepressant medication and risk of incident stroke: using the Adult Changes in Thought cohort to address time-varying confounding(Elsevier, 2019-07) Glymour, M. Maria; Gibbons, Laura E.; Gilsanz, Paola; Gross, Alden L.; Mez, Jesse; Brewster, Paul W.; Marden, Jessica; Zahodne, Laura B.; Nho, Kwangsik; Hamilton, Jamie; Li, Gail; Larson, Eric B.; Crane, Paul K.; Radiology and Imaging Sciences, School of MedicinePurpose Depression strongly predicts stroke incidence, suggesting that treating depression may reduce stroke risk. Antidepressant medications, however, may increase stroke risk via direct pathways. Previous evidence on antidepressant medication and stroke incidence is mixed. We evaluated associations between antidepressant use and incident stroke. Methods For 2302 Adult Changes in Thought cohort participants with no stroke at study entry, we characterized antidepressant use from pharmacy records, biennial depressive symptoms with a 10-item Centers for Epidemiologic Study–Depression scale, and incident strokes from ICD codes. We used discrete-time survival models with inverse probability weighting to compare stroke risk associated with filling antidepressant prescriptions and by medication category: tricyclic antidepressants (TCAs), selective serotonin reuptake inhibitors, or other. Results Over an average 8.4-year follow-up, 441 incident strokes occurred. Filling antidepressant medications 3+ times versus 0–2 times predicted 35% increased odds of stroke (OR = 1.35; 95% CI: 0.98, 1.66). Use of TCAs was associated with stroke onset (OR per 10 fills = 1.28; CI: 1.04, 1.57), but use of selective serotonin reuptake inhibitors (OR = 0.98; CI: 0.80, 1.20) or other antidepressants (OR = 0.99; CI: 0.67, 1.45) was not. Conclusions Although patients who received antidepressant medication were at higher risk of stroke, this association appeared specific to TCA prescriptions.Item Longitudinal cognitive performance of Alzheimer's disease neuropathological subtypes(Alzheimer’s Association, 2021-09-27) Uretsky, Madeline; Gibbons, Laura E.; Mukherjee, Shubhabrata; Trittschuh, Emily H.; Fardo, David W.; Boyle, Patricia A.; Keene, C. Dirk; Saykin, Andrew J.; Crane, Paul K.; Schneider, Julie A.; Mez, Jesse; Radiology and Imaging Sciences, School of MedicineIntroduction: Alzheimer's disease (AD) neuropathological subtypes (limbic predominant [lpAD], hippocampal sparing [HpSpAD], and typical [tAD]), defined by relative neurofibrillary tangle (NFT) burden in limbic and cortical regions, have not been studied in prospectively characterized epidemiological cohorts with robust cognitive assessments. Methods: Two hundred ninety-two participants with neuropathologically confirmed AD from the Religious Orders Study and Memory and Aging Project were categorized by neuropathological subtype based on previously specified diagnostic criteria using quantitative regional NFT counts. Rates of cognitive decline were compared across subtypes using linear mixed-effects models that included subtype, time, and a subtype-time interaction as predictors and four cognitive domain factor scores (memory, executive function, language, visuospatial) and a global score as outcomes. To assess if memory was relatively preserved in HpSpAD, non-memory factor scores were included as covariates in the mixed-effects model with memory as the outcome. Results: There were 57 (20%) with lpAD, 22 (8%) with HpSpAD and 213 (73%) with tAD. LpAD died significantly later than the participants with tAD (2.4 years, P = .01) and with HpSpAD (3.8 years, P = .03). Compared to tAD, HpSpAD, but not lpAD, performed significantly worse in all cognitive domains at the time of initial impairment and declined significantly faster in memory, language, and globally. HpSpAD did not have relatively preserved memory performance at any time point. Conclusion: The relative frequencies of AD neuropathological subtypes in an epidemiological sample were consistent with a previous report in a convenience sample. People with HpSpAD decline rapidly, but may not have a memory-sparing clinical syndrome. Cohort-specific differences in regional tau burden and comorbid neuropathology may explain the lack of clinicopathological correlation.Item Occupational complexity and cognitive resilience in the Framingham Heart Study(Wiley, 2025-01-09) Hwang, Phillip H.; Feng, Irena; Durape, Shruti; Gurnani, Ashita S.; Ang, Ting Fang Alvin; Devine, Sherral A.; Choi, Seo-Eun; Lee, Michael L.; Scollard, Phoebe; Gibbons, Laura E.; Mukherjee, Shubhabrata; Trittschuh, Emily H.; Sherva, Richard; Dumitrescu, Logan C.; Hohman, Timothy J.; Saykin, Andrew J.; Crane, Paul K.; Au, Rhoda; Farrer, Lindsay A.; Mez, Jesse; Radiology and Imaging Sciences, School of MedicineBackground: Greater occupational complexity may be protective against dementia in later life, but it is unclear if it contributes to cognitive resilience and whether different aspects of occupational complexity are associated with resilience. We examined relationships between occupational complexity related to data, people, and things, and cognitive resilience to neurodegeneration. Method: 1,699 participants from the Framingham Heart Study Offspring cohort who were aged ≥60 years, had a plasma total tau (t‐tau) measure (a marker of neurodegeneration), and a neuropsychological (NP) exam visit within five years of the plasma t‐tau measurement were included. Plasma t‐tau was measured using the Simoa assay (Quanterix) on samples collected at Exam 8 (2005‐2008). NP factor scores were previously derived for memory, language, and executive function using confirmatory factor analysis. Occupational data were collected at the NP exam, from which occupational complexity was disaggregated into data complexity, people complexity, and things complexity according to the 1970 US Census Dictionary of Occupational Titles. Cognitive resilience was operationalized using a residual approach by regressing each NP factor score on the plasma t‐tau measure, adjusting for age, sex, education, time from blood draw, and APOE ε4 status. The adjusted residuals were then regressed on each type of occupational complexity, dichotomized into higher complexity versus lower complexity. Result: The sample was, on average, 70 years of age, 53% female, and had 15 years of education. Higher data (β = 0.20, 95% confidence interval (CI) = 0.15‐0.25, p<0.001), people (β = 0.11, 95% CI = 0.07‐0.15, p<0.001), and things (β = 0.05, 95% CI = 0.01‐0.09, p = 0.015) occupational complexity were most strongly associated with resilience in executive function. Higher data (β = 0.10, 95% CI = 0.05‐0.15, p<0.001) and people (β = 0.07, 95% CI = 0.03‐0.11, p = 0.001) occupational complexity were associated with resilience in memory. Higher data (β = 0.07, 95% CI = 0.01‐0.12, p = 0.014) occupational complexity was associated with resilience in language. Conclusion: Specific types of occupational complexity contribute to resilience to neurodegeneration in specific cognitive domains differently. Occupational complexity may offer the most resilience in executive function and occupations with high data complexity may offer the most cognitive resilience.