Mapping cell-type-specific regulatory genomic variation in Alzheimer's disease pathology.
Lead Research Organisation:
UNIVERSITY OF EXETER
Department Name: Institute of Biomed & Clinical Science
Abstract
Alzheimer's disease (AD) is a chronic neurodegenerative disorder affecting >26 million people worldwide, with no disease-modifying treatments available. Despite major advances in identifying genetic risk factors for AD, there remains uncertainty about the specific causal genes involved and how their function is dysregulated during the progression of neuropathology.
Sequencing the genome was only the first step in our quest to understand how genes are expressed and regulated. Increased understanding about the functional complexity of the genome has led to recognition about the role of regulatory variation in health and disease. Sitting above the DNA sequence is a second layer of information (the 'epigenome') that mediates the regulation of when and where genes are functionally transcribed. These mechanisms play a critical role in determining cell-type-specific patterns of gene transcription in the human brain.
Previous genomic analyses of AD brain have been limited by their use of 'bulk' tissue, comprising a mix of different neural cell-types. Because AD is characterised by changes in specific cell-types (for example it involves the extensive loss of neurons and the proliferation of glial cells) it is critical to consider cellular differences in gene regulation. Our study will, for the first time, systematically examine the role of regulatory genomic processes in specific cell types in AD pathology.
Our innovative proposal leverages the unprecedented brain-banking efforts currently taking place in the UK, specifically within the Brains for Dementia Research (BDR) cohort. We propose an integrative-genomics approach, profiling purified populations of cortical nuclei from donors with low and high levels of AD pathology. Our project has the following key aims
First, we will profile markers of epigenomic regulation in purified nuclei from three different cell types (neurons, oligodendrocytes and microglia) isolated from cortex tissue from donors with low and high levels of AD pathology.
Second, we will validate regulatory regions associated with AD pathology in additional samples and datasets.
Third, we will examine how AD-associated genetic variation influences gene regulation in specific cortical cell-types.
Our team is uniquely placed to undertake this ambitious project given our pioneering work assessing epigenomic variation in AD brain and our role in developing novel methods for regulatory genomic profiling across distinct neural cell-types.
Finally, we are passionate advocates for Open Science, and we will make all data and methods freely available to the wider research community. In conjunction with the extensive clinical and neuropathological data being collected on each donor included in the study, we will generate an unrivalled data resource that will stimulate dementia research and enable a step-change in understanding of the mechanistic pathways involved in AD.
Sequencing the genome was only the first step in our quest to understand how genes are expressed and regulated. Increased understanding about the functional complexity of the genome has led to recognition about the role of regulatory variation in health and disease. Sitting above the DNA sequence is a second layer of information (the 'epigenome') that mediates the regulation of when and where genes are functionally transcribed. These mechanisms play a critical role in determining cell-type-specific patterns of gene transcription in the human brain.
Previous genomic analyses of AD brain have been limited by their use of 'bulk' tissue, comprising a mix of different neural cell-types. Because AD is characterised by changes in specific cell-types (for example it involves the extensive loss of neurons and the proliferation of glial cells) it is critical to consider cellular differences in gene regulation. Our study will, for the first time, systematically examine the role of regulatory genomic processes in specific cell types in AD pathology.
Our innovative proposal leverages the unprecedented brain-banking efforts currently taking place in the UK, specifically within the Brains for Dementia Research (BDR) cohort. We propose an integrative-genomics approach, profiling purified populations of cortical nuclei from donors with low and high levels of AD pathology. Our project has the following key aims
First, we will profile markers of epigenomic regulation in purified nuclei from three different cell types (neurons, oligodendrocytes and microglia) isolated from cortex tissue from donors with low and high levels of AD pathology.
Second, we will validate regulatory regions associated with AD pathology in additional samples and datasets.
Third, we will examine how AD-associated genetic variation influences gene regulation in specific cortical cell-types.
Our team is uniquely placed to undertake this ambitious project given our pioneering work assessing epigenomic variation in AD brain and our role in developing novel methods for regulatory genomic profiling across distinct neural cell-types.
Finally, we are passionate advocates for Open Science, and we will make all data and methods freely available to the wider research community. In conjunction with the extensive clinical and neuropathological data being collected on each donor included in the study, we will generate an unrivalled data resource that will stimulate dementia research and enable a step-change in understanding of the mechanistic pathways involved in AD.
Technical Summary
We propose the most comprehensive analysis of regulatory genomic variation associated with Alzheimer's disease (AD). The project builds on our previous work assessing the role of epigenomic variation in AD and success in developing methods for regulatory genomic profiling across distinct neural cell-types.
First, we will profile multiple markers of genomic regulation (DNA methylation, DNA hydroxymethylation, lysine H3K27 acetylation (H3K27ac) and chromatin accessibility) in purified nuclei populations from the dorsolateral prefrontal cortex (DLPFC) from 200 donors with low and high AD neuropathology. We will use a fluorescence-activated nuclei sorting (FANS) protocol developed by our group to simultaneously purify nuclei from neurons, oligodendrocytes and microglia prior to genomic profiling.
Second, we will validate regulatory regions associated with AD pathology in additional samples and datasets. We will use cell-type-specific epigenomic data to develop and validate cellular deconvolution algorithms, enabling us to leverage large existing AD genomic datasets generated by us and our collaborators for replication. We will also integrate our cell-type-specific epigenomic data with single nuclei transcriptomic data from the Multi-Omics Atlas Project (MAP) funded by the UK Dementia Research Institute (DRI). Finally, we will explore overlap with cortical genomic changes identified in our ongoing analyses of transgenic mouse models of tau and amyloid pathology.
Finally, we will integrate cell-type-specific genomic annotations with AD genetic data, exploring the extent to which AD-associated variants are enriched for regulatory quantitative trait loci (QTLs). We will extend our use of co-localization approaches and Summary data-based Mendelian Randomization (SMR) analyses to identify variants that are pleiotropically associated with both AD and regulatory variation in specific cortical cell-types.
First, we will profile multiple markers of genomic regulation (DNA methylation, DNA hydroxymethylation, lysine H3K27 acetylation (H3K27ac) and chromatin accessibility) in purified nuclei populations from the dorsolateral prefrontal cortex (DLPFC) from 200 donors with low and high AD neuropathology. We will use a fluorescence-activated nuclei sorting (FANS) protocol developed by our group to simultaneously purify nuclei from neurons, oligodendrocytes and microglia prior to genomic profiling.
Second, we will validate regulatory regions associated with AD pathology in additional samples and datasets. We will use cell-type-specific epigenomic data to develop and validate cellular deconvolution algorithms, enabling us to leverage large existing AD genomic datasets generated by us and our collaborators for replication. We will also integrate our cell-type-specific epigenomic data with single nuclei transcriptomic data from the Multi-Omics Atlas Project (MAP) funded by the UK Dementia Research Institute (DRI). Finally, we will explore overlap with cortical genomic changes identified in our ongoing analyses of transgenic mouse models of tau and amyloid pathology.
Finally, we will integrate cell-type-specific genomic annotations with AD genetic data, exploring the extent to which AD-associated variants are enriched for regulatory quantitative trait loci (QTLs). We will extend our use of co-localization approaches and Summary data-based Mendelian Randomization (SMR) analyses to identify variants that are pleiotropically associated with both AD and regulatory variation in specific cortical cell-types.
Organisations
- UNIVERSITY OF EXETER (Lead Research Organisation)
- UNIVERSITY OF EDINBURGH (Collaboration)
- Princeton University (Collaboration)
- University College London (Collaboration)
- Twist Bioscience (Collaboration)
- Cambridge Epigenetix (Collaboration)
- UK Biobank (Collaboration)
- UNIVERSITY OF CAMBRIDGE (Collaboration)
- KING'S COLLEGE LONDON (Collaboration)
Publications



Hannon E
(2024)
Quantifying the proportion of different cell types in the human cortex using DNA methylation profiles
in BMC Biology

Leung S
(2024)
Long-read transcript sequencing identifies differential isoform expression in the entorhinal cortex in a transgenic model of tau pathology
in Nature Communications

Nabais M
(2023)
An overview of DNA methylation-derived trait score methods and applications
in Genome Biology

Pihlstrøm L
(2022)
Epigenome-wide association study of human frontal cortex identifies differential methylation in Lewy body pathology.
in Nature communications

Seiler Vellame D
(2022)
Uncertainty quantification of reference based cellular deconvolution algorithms

Shireby G
(2022)
DNA methylation signatures of Alzheimer's disease neuropathology in the cortex are primarily driven by variation in non-neuronal cell-types.
in Nature communications

Sinclair L
(2023)
Is later-life depression a risk factor for Alzheimer's disease or a prodromal symptom: a study using post-mortem human brain tissue?
in Alzheimer's Research & Therapy
Description | AMP-CMD - Functional genomic annotations in human brain regions implicated in BMI and obesity |
Amount | £153,297 (GBP) |
Organisation | Foundation for the National Institutes of Health (FNIH) |
Sector | Charity/Non Profit |
Country | United States |
Start | 12/2022 |
End | 12/2024 |
Description | Building on Brains for Dementia Research (BDR): A UK Nervous Tissue Network (UKNTN) for the Twenty-first Century |
Amount | £1,855,571 (GBP) |
Organisation | Medical Research Council (MRC) |
Sector | Public |
Country | United Kingdom |
Start | 09/2022 |
End | 10/2025 |
Description | Defining Best Practises for Data Science Education across Disciplines |
Amount | £16,191 (GBP) |
Organisation | Alan Turing Institute |
Sector | Academic/University |
Country | United Kingdom |
Start | 01/2023 |
End | 01/2024 |
Description | Developing a blood test for the early detection of ALS |
Amount | $100,000 (USD) |
Organisation | The ALS Association |
Sector | Charity/Non Profit |
Country | United States |
Start | 12/2022 |
End | 01/2025 |
Description | Developing a blood test for the early detection of neurodegenerative disease using cell-free DNA |
Amount | £68,339 (GBP) |
Organisation | Alzheimer's Research UK |
Sector | Charity/Non Profit |
Country | United Kingdom |
Start | 04/2023 |
End | 05/2025 |
Description | Dysregulation of RNA processing as a driver in Amyotrophic Lateral Sclerosis |
Amount | £988,532 (GBP) |
Organisation | Medical Research Council (MRC) |
Sector | Public |
Country | United Kingdom |
Start | 05/2024 |
End | 06/2027 |
Description | Exeter Brain Network |
Amount | £10,000 (GBP) |
Organisation | University of Exeter |
Sector | Academic/University |
Country | United Kingdom |
Start | 01/2023 |
End | 01/2024 |
Description | Exploring the role of epigenetic mechanisms in the manifestation of Huntington's disease |
Amount | £1,248,387 (GBP) |
Organisation | Medical Research Council (MRC) |
Sector | Public |
Country | United Kingdom |
Start | 03/2024 |
End | 03/2027 |
Title | Barcoded and targeted cDNA library preparation for Oxford Nanopore Technologies sequencing |
Description | The NEBNext Single Cell/Low Input cDNA Synthesis & Amplification Module (NEB) was adapted for the purpose of adding Oxford Nanopore Technologies (ONT) compatible barcodes during reverse transcription of RNA. This is a useful process for multiplexing low input samples for ONT transcriptome library preparation. An optional step before ONT library preparation is the targeted enrichment of cDNA molecules using IDT hybridisation probes. Here we provide a protocol for this process based on the 'PacBio cDNA capture using IDT xGen Lockdown Probes' protocol. Using this approach, up to 100 samples can be barcoded with individual ONT barcodes via reverse transcription. Samples can then be pooled together and a cDNA PCR amplification performed. This allows sufficient material for cDNA enrichment and/or ONT ligation sequencing library preparation. |
Type Of Material | Technology assay or reagent |
Year Produced | 2024 |
Provided To Others? | Yes |
Impact | Requests for more information on our protocol. |
URL | https://www.protocols.io/view/barcoded-and-targeted-cdna-library-preparation-for-kqdg3xzwzg25/v1 |
Title | Purification of human cortex excitatory neuron nuclei from fetal and postnatal tissue using fluorescent activated nuclei sorting (FANS) in combination with a SATB2 antibody. |
Description | Increased understanding of the functional complexity of the genome has led to growing recognition about the role of epigenetic/transcriptional variation in health and disease. Current analyses of the human brain, however, are limited by the use of "bulk" tissue, comprising a heterogeneous mix of different neural cell types. Because epigenetic processes play a critical role in determining cell type-specific patterns of gene regulation it is important to consider cellular composition in regulatory genomic studies of human post-mortem tissue, and there is a need for methods to purify populations of specific cell-types. This protocol builds on a previous protocol that uses fluorescence-activated nuclei sorting (FANS) to isolate and profile nuclei from multiple different human brain cell-types from frozen post-mortem tissue. Because NeuN is not an optimal marker for neuronal nuclei from fetal cortex, we have optimized a method using a SATB2 antibody to purify nuclei from excitatory neurons in both fetal and postnatal cortex. Purified populations of nuclei are amenable to simultaneous profiling of i) DNA modifications (via bisulfite sequencing / array), ii) histone modifications (via CUT&Tag), iii) open chromatin analysis (via ATAC-seq), and iv) gene expression (via RNA-seq). |
Type Of Material | Technology assay or reagent |
Year Produced | 2023 |
Provided To Others? | Yes |
Impact | This protocol has been used by several other groups and in our own work on the developing human brain. |
URL | https://www.protocols.io/view/purification-of-human-cortex-excitatory-neuron-nuc-b4efqtbn.html |
Description | Collaboration with Cambridge Epigenetix |
Organisation | Cambridge Epigenetix |
Country | United Kingdom |
Sector | Private |
PI Contribution | Our lab is beta testing a new chemistry for profiling DNA methylation and DNA hydroxymethylation. |
Collaborator Contribution | We were provided with early access to a new kit, free of charge. |
Impact | Experiments ongoing. |
Start Year | 2023 |
Description | Collaboration with John Hardy and group, UCL |
Organisation | University College London |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | We are working with John Hardy and his team on a collaboration to use long-read sequencing to map isoform diversity in Alzheimer's disease. |
Collaborator Contribution | We are sharing protocols, analysis pipelines and data. |
Impact | We aim to submit a new research grant in the next year. |
Start Year | 2023 |
Description | Collaboration with Olga Troyanskaya and team |
Organisation | Princeton University |
Country | United States |
Sector | Academic/University |
PI Contribution | We have established a collaboration with Olga Troyanskaya and her team. We are providing data and bioinformatics pipelines to the collaboration. |
Collaborator Contribution | They are using our data to generate deep-learning models for the prediction of cell-specific epigenetic states and alternative splicing of transcripts. |
Impact | The collaboration has just started but we are planning to develop models for predicting transcriptional states and epigenetic regulation using AI. |
Start Year | 2023 |
Description | Collaboration with Twist Bioscience |
Organisation | Twist Bioscience |
Country | United States |
Sector | Private |
PI Contribution | We are collaborating with them on new applications for their DNA methylation profiling methods -- Exploring the utility of EM-Seq with a targeted methylation system for cfDNA biomarker discovery |
Collaborator Contribution | They are providing reagents for us to use. |
Impact | We are currently optimising the method and will be applying to clinical samples soon. |
Start Year | 2022 |
Description | Epigenetics in UK Biobank |
Organisation | UK Biobank |
Country | United Kingdom |
Sector | Charity/Non Profit |
PI Contribution | We are leading a consortium effort to raise funds to generate DNA methylation data in the UK Biobank cohort |
Collaborator Contribution | UK Biobank have provided networking opportunities with potential funders (commercial and non-commercial) |
Impact | I presented at the UK Bioabank annual conference in London and will be speaking at a fund-raising event in California in March 2024. |
Start Year | 2023 |
Description | Functional Genomics workgroup in the Psychiatric Genomics Consortium |
Organisation | University of Cambridge |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | We are leading a sub-group on alternative splicing and epigenetics. This will establish an international collaborative research program. |
Collaborator Contribution | Providing data and analysis plans. |
Impact | We have established a new functional genomics working group within the PGC. I am on the management committee and leading a sub-group on alternative splicing. |
Start Year | 2023 |
Description | Functional Genomics workgroup in the Psychiatric Genomics Consortium |
Organisation | University of Edinburgh |
Department | Edinburgh Genomics |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | We are leading a sub-group on alternative splicing and epigenetics. This will establish an international collaborative research program. |
Collaborator Contribution | Providing data and analysis plans. |
Impact | We have established a new functional genomics working group within the PGC. I am on the management committee and leading a sub-group on alternative splicing. |
Start Year | 2023 |
Description | Research collaboration with Anthony Vernon at KCL |
Organisation | King's College London |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | Have hosted a PhD student in the lab numerous times to facilitate them generating data. |
Collaborator Contribution | Have provided the PhD student and funding for consumables |
Impact | The PhD student has generated data for their thesis. There have been conference abstracts |
Start Year | 2022 |
Title | Scripts for our RNA-seq analysis of tau and amyloid pathology |
Description | Scripts for our RNA-seq analysis of tau and amyloid pathology |
Type Of Technology | Software |
Year Produced | 2023 |
Impact | Other researchers have used these methods to process their own long-read sequencing data. |
Description | - London Calling, Oxford Nanopore Technologies Conference |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Industry/Business |
Results and Impact | Invited platform presentation at flagship ONT meeting in London. Title - Long read transcriptome sequencing reveals isoform diversity across human neurodevelopment and aging. |
Year(s) Of Engagement Activity | 2022 |
URL | https://londoncallingconf.co.uk/lc23 |
Description | College student visit |
Form Of Engagement Activity | Participation in an open day or visit at my research institution |
Part Of Official Scheme? | No |
Geographic Reach | Regional |
Primary Audience | Schools |
Results and Impact | We hosted a college student thinking about applying for medicine at the RILD building. I demonstrated examples of medical research and organised a tour/chats with RILD colleagues. |
Year(s) Of Engagement Activity | 2024 |
Description | Developmental trajectories of DNA methylation in the human cortex: evidence for sex differences - Poster presentation at the Epigenomics of Common Diseases conference (Wellcome Connecting Science, Hinxton, UK |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | Presentation on our work into sex differences in the human brain. Led to new collaboration opportunities. |
Year(s) Of Engagement Activity | 2023 |
Description | Invited seminar at Sheffield Institute of Translational Neuroscience |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Regional |
Primary Audience | Professional Practitioners |
Results and Impact | I gave an invited seminar at SITRAN where I presented our work on genomic profiling in human neurodegenerative disease. The talk led to several new collaboration opportunities. |
Year(s) Of Engagement Activity | 2023 |
URL | https://www.sheffield.ac.uk/sitran |
Description | Neurogenomics Seminar - Imperial College London |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | Members of the team were invited to present our work at the online [international reach] Imperial College London neuogenomics seminar. Several hundred attendees joined the meeting and many questions were asked. |
Year(s) Of Engagement Activity | 2022 |
URL | https://www.youtube.com/watch?v=32_R9P_T0sQ |
Description | Presentation at UK Biobank annual conference |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | I gave a presentation on the promise of profiling DNA methylation in UK biobank. As a result of this we have established an academic consortium to pursue funding to achieve this goal. |
Year(s) Of Engagement Activity | 2023 |
URL | https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&cad=rja&uact=8&ved=2ahUKEwj_rMDC8-uEA... |
Description | Presentations at the World Congress of Psychiatric Genetics, Florence, Italy. |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | We gave multiple presentations at the 2022 WCPG meeting in Florence, showcasing the results of our research projects. |
Year(s) Of Engagement Activity | 2022 |
URL | https://www.emedevents.com/c/medical-conferences-2022/world-congress-of-psychiatric-genetics-wcpg-20... |
Description | Talk at the Festival of Genomics |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Industry/Business |
Results and Impact | I gave a presentation on the use of long-read RNA sequencing for characterising transcript variation in the human brain. |
Year(s) Of Engagement Activity | 2024 |
URL | https://festivalofgenomics.com/london/en/page/home |