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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.

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.

Publications

10 25 50
 
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 Director of Functional Genomics Initiative
Amount £1,336,006 (GBP)
Funding ID MR/Z000068/1 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 05/2024 
End 05/2028
 
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 Circadian Genomics 
Organisation University of Exeter
Department Medical School
Country United Kingdom 
Sector Academic/University 
PI Contribution We have generated single cell short read and long read sequencing data on mice across different circadian time points. This allows us to perform single-cell analyses to characterise the regulation of genes in individual cells in the SCN brain region.
Collaborator Contribution Our partners are using available human data including GP records, sleep questionnaires and whole genome sequencing to look at the link between genetics and activity/sleep.
Impact BRC funded PhD studentship
Start Year 2023
 
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 Professor Avshalom Caspi and Professor Terrie Moffitt on epigenetic aging 
Organisation Duke University
Country United States 
Sector Academic/University 
PI Contribution We focus on an epigenetic biomarker developed by the partners that captures individual differences in the "Pace of Aging" and is associated with a range of important health and disease outcomes. We conducted a meta-analysis of a genome-wide association study (GWAS) on the Pace of Aging within the framework of the Genetics of DNA Methylation Consortium, which so far involves over 20,000 participants. The subsequent enrichment analyses will help uncover the biological mechanisms underlying aging and identify new pathways for treating age-related diseases.
Collaborator Contribution Building on previous successful collaborative research, our partners contributed significantly by sharing their expertise and methodology for measuring the "Pace of Aging" at the individual level. They also provided financial support to fund the salary of the Graduate Research Assistant (Siyi Wang) dedicated to this project. Weekly meetings were held with all team members to discuss progress updates and facilitate further discussion and collaboration.
Impact Poster presentation and poster pitch talk at the Epigenomics of Common Diseases conference 2025: "Using genetics to reveal the mechanisms behind epigenetic ageing"
Start Year 2024
 
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 Festival of Genomics & Biodata 
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 at the Festival of Genomics at the Excel Centre providing an overview of my research and an introduction to the UK Functional Genomics Initiative.
Year(s) Of Engagement Activity 2024
URL https://festivalofgenomics.com/london/en/page/2025-homepage
 
Description GW4 Mental Health Research Network workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Workshop to explore collaboration on mental health research. Follow-up plans for funding applications.
Year(s) Of Engagement Activity 2024
 
Description GW4 WORKSHOP - Isoform-level psychiatric genomics 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact We participated in a workshop focused on using long-read transcript annotations to understand genetic basic of psychiatric disease.
Year(s) Of Engagement Activity 2024
 
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 Meeting to discuss opportunities for enhancing the UK Biobank biomedical resource 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact I was asked to present about the potential of undertaking epigenetic analyses in UK Biobank. This meeting took place in San Francisco, US and included leaders from industry, biotech, philanthropy and charity.
Year(s) Of Engagement Activity 2024
 
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 Oral presentation at the American Society for Human Genetics meeting in Denver 2024 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Requests for collaboration. Also, Dr Bamford received an ECR award for this presentation.
Year(s) Of Engagement Activity 2024
 
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 Seminar at Dementia Research Institute, Imperial College London 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Invited seminar on my current research at the Imperial DRI
Year(s) Of Engagement Activity 2024
URL https://www.imperial.ac.uk/dementia-research-institute/
 
Description South England Genetics and Epidemiology Group meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Gave an introduction to the UK Functional Genomics Initiative at the 2024 SEGEG meeting in Exeter, in addition to an overview of our isoform data. There was considerable interest in the FGx consortium with considerable follow-up interest.
Year(s) Of Engagement Activity 2024
URL https://www.exeter.ac.uk/events/details/index.php?event=14105
 
Description Study Group on Genetics of Diabetes - Exeter 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I gave an invited talk at the Study Group on Genetics of Diabetes meeting in Exeter. I highlighted how research approaches used in genomic studies of brain disorders can be applied to diabetes.
Year(s) Of Engagement Activity 2024
URL https://www.diabetesgenes.org/sggd-exeter-2024/
 
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