Study / S8BS64NVZ2025-07-24
Context-dependent regulatory variants in Alzheimer’s disease
Ziheng Chen, Yaxuan Liu, Ashley R Brown, Heather H Sestili, Easwaran Ramamurthy et al.
About this study
Noncoding genetic variants underlie many complex diseases, yet identifying and interpreting their functional impacts remains challenging. Late-onset Alzheimer’s disease (LOAD), a polygenic neurodegenerative disorder, exemplifies this challenge. The disease is strongly associated with noncoding variation, including common variants enriched in microglial enhancers and rare variants that are hypothesized to influence neurodevelopment and synaptic plasticity.
These variants often perturb regulatory sequences by disrupting transcription factor (TF) motifs or altering local TF interactions, thereby reshaping gene expression and chromatin accessibility. However, assessing their impact is complicated by the context-dependent functions of regulatory sequences, underscoring the need to systematically examine variant effects across diverse tissues, cell types, and cellular states.
Here, we combined in vitro and in vivo massively parallel reporter assays (MPRAs) with interpretable machine-learning models to systematically characterize common and rare variants across myeloid and neural contexts. Parallel profiling of variants in four immune states in vitro and three mouse brain regions in vivo revealed that individual variants can differentially and even oppositely modulate regulatory function depending on cell-type and cell-state contexts.
Common variants associated with LOAD tended to exert stronger effects in immune contexts, whereas rare variants showed more pronounced impacts in brain contexts. Interpretable sequence-to-function deep-learning models elucidated how genetic variation leads to cell-type-specific differences in regulatory activity, pinpointing both direct transcription-factor motif disruptions and subtler tuning of motif context.
To probe the broader functional consequences of a locus prioritized by our reporter assays and models, we used CRISPR interference to silence an enhancer within the SEC63-OSTM1 locus that harbors four functional rare variants, revealing its gatekeeper role in inflammation and amyloidogenesis. These findings underscore the context-dependent nature of noncoding variant effects in LOAD and provide a generalizable framework for the mechanistic interpretation of risk alleles in complex diseases.
Full author list & citation
Ziheng Chen, Yaxuan Liu, Ashley R Brown, Heather H Sestili, Easwaran Ramamurthy, Xushen Xiong, Dmitry Prokopenko, BaDoi N Phan, Lahari Gadey, Peinan Hu, Li-Huei Tsai, Lars Bertram, Winston Hide, Rudolph E Tanzi, Manolis Kellis, Andreas R Pfenning. Context-dependent regulatory variants in Alzheimer’s disease. 2025-07-24. https://doi.org/10.1101/2025.07.11.659973
Experiments 12
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Variant-focused plasmid MPRA in PMA-differentiated THP-1 macrophages stimulated with IFN-β. The same paired alternative/reference regulatory-variant library was assayed with barcode-resolved reporter RNA and DNA measurements.
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Variant-focused plasmid MPRA in HMC3 microglia-like cells under basal conditions. The library contained 855 paired alternative/reference constructs derived from LOAD-associated variants and was quantified through reporter RNA/DNA ratios.
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Variant-focused plasmid MPRA in HEK293T cells as a broadly transfectable control context. The paired alternative/reference reporter library was measured by barcode-resolved RNA/DNA activity ratios.
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Variant-focused plasmid MPRA in HMC3 microglia-like cells exposed to combined LPS and IFN-γ. The same paired alternative/reference regulatory-variant library was quantified through reporter RNA/DNA ratios.
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Variant-focused plasmid MPRA in PMA-differentiated THP-1 macrophages exposed to combined LPS and IFN-γ. The same paired alternative/reference regulatory-variant library was assayed with barcode-resolved reporter RNA and DNA measurements.
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Variant-focused plasmid MPRA in HMC3 microglia-like cells stimulated with IFN-γ. The same paired alternative/reference regulatory-variant library was quantified through reporter RNA/DNA ratios.
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Variant-focused plasmid MPRA in HMC3 microglia-like cells stimulated with IFN-β. The same paired alternative/reference regulatory-variant library was quantified through reporter RNA/DNA ratios.
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Variant-focused in vivo AAV-MPRA profiling of the paired alternative/reference library in mouse striatum. Adult mice received the barcoded reporter library by AAV-PHP.eB delivery and tissue was collected four weeks after the second injection.
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Variant-focused in vivo AAV-MPRA profiling of the paired alternative/reference library in mouse cerebral cortex. Adult mice received the barcoded reporter library by AAV-PHP.eB delivery and tissue was collected four weeks after the second injection.
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Variant-focused in vivo AAV-MPRA profiling of the paired alternative/reference library in mouse hippocampus. Adult mice received the barcoded reporter library by AAV-PHP.eB delivery and tissue was collected four weeks after the second injection.
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Variant-focused plasmid MPRA in PMA-differentiated THP-1 macrophages after a resting period. The library contained 855 paired alternative/reference constructs derived from 599 LOAD-associated variants, each represented by barcode replicates.
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Variant-focused plasmid MPRA in PMA-differentiated THP-1 macrophages stimulated with IFN-γ. The same paired alternative/reference regulatory-variant library was assayed with barcode-resolved reporter RNA and DNA measurements.