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JPND TRanslating Individual Alzheimer GEnetic risk into disease phenotypes

Lead Research Organisation: CARDIFF UNIVERSITY
Department Name: School of Medicine

Abstract

By sequencing the genome of an individual, we can calculate a measure called a polygenic risk score (PRS). This is a single number that represents the risk that that individual has for developing a particular disease, such as Alzheimer's disease. We will be creating PRSs for two groups of individuals - one group from a memory clinic, and one group who have a high genetic risk for developing Alzheimer's disease. We will then take some cell samples from a subset of those individuals and turn them into pluripotent cells - cells which have the potential to become any other type of cell. We will differentiate these cells into microglia, which are a type of cell found between neurons in the brain. Microglia have recently been linked to the development of Alzheimer's disease. We can take these microglia and look at how they behave when transplanted into mice, and when interacting with simple brain models called organoids. From this we can learn how the PRSs we have calculated are linked to the way that microglia behave in the brain. This will teach us about how risk for developing Alzheimer's disease translates into the behavior of cells in the brain. This has the potential to point us towards new interventions and medicines for Alzheimer's patients, and will provide new information for researchers developing clinical trials.

Technical Summary

We here propose to develop a method to link the individual genetic risk of developing AD to functional information about the underlying disease process and manifestations with focus on the microglia. We will genotype 200 participants from a memory-clinic based cohort of individuals with biomarker-proven AD at different clinical stages (prodromal, early, mid and late dementia stage). We will also include 180 participants from a longitudinal observation cohort of older adults at high genetic risk of developing AD. We will calculate Polygenic Risk Scores and profile the immune system of all individuals, and integrate those data with clinical data to obtain a complete map linking genetic profiles and disease manifestations across the entire spectrum of AD.
From a selected subset of individuals across this map, we will generate induced pluripotent stem cells and differentiate them into microglia. We will then investigate microglia responses unbiasedly by single-cell RNA sequencing and functionally on synapse, amyloid and Tau effects, both in vivo in the context of a mature brain, after transplantation into mouse models for Abeta and/or Tau pathology, and in vitro in brain organoids. Both datasets will be benchmarked against ex-vivo human brain tissue. We will investigate how different PRS affect the response of microglia to amyloid plaques, neuronal tangles and their interaction with synapses. This work will establish how AD genetic risk translates into microglia behavior, and point to molecular and cellular pathways contributing to pathogenesis.
By maximally exploiting clinical and research data and linking them to an individual risk score, this project will establish a roadmap towards precision medicine for AD. Our results will reveal novel therapeutic targets in AD and lay the foundations of a pre-clinical drug testing platform for AD.

Planned Impact

The most immediate impact of TRIAGE will be the ability to use PRS to refine inclusion criteria for clinical trials. Genetic stratification is already used today, for example in the Generation Program (a collaboration between Novartis, Amgen and the Banner Alzheimer's Institute), but it relies only on one gene polymorphism (APOE). The whole-genome and pathway-specific PRS defined in the present study will allow a much more precise stratification, supported by extensive knowledge of the associated microglia biology and clinical manifestations. Similarly, pathway-specific PRS will enable to determine the predisposition to disease and deliver timely and targeted prevention, for example by implementing specific diets (e.g. LipidiDiet study, http://www.lipididiet.eu/) for individuals having a high lipid-associated pathway PRS.
In the mid-term, we expect that our study will impact all aspects of personalised medicine and will impact the entire healthcare system by:
- exploiting innovative and human relevant pre-clinical models to gain a deeper understanding of the biological mechanisms that trigger and drive AD;
- developing effective therapeutic interventions based on these biological insights by using translatable models and performing clinical trials on carefully stratified populations;
- using whole-genome and pathway-specific PRS for early screening and to tailor the right therapeutic strategy for each individual at any given time, thus effectively improving care.

Publications

10 25 50
 
Description Alzheimer Disease and APOE genotyping
Geographic Reach National 
Policy Influence Type Participation in a guidance/advisory committee
 
Description "UK DRI IPSC platform to model Alzheimer's disease risk (IPMAR) "
Amount £1,866,149 (GBP)
Organisation UK Dementia Research Institute 
Sector Charity/Non Profit
Country United Kingdom
Start 01/2021 
End 07/2023
 
Description 3/3 Sequencing and Trans-Diagnostic Phenotyping of Severe Mental Illness in Diverse
Amount £413,336 (GBP)
Organisation National Institute of Mental Health 
Sector Public
Country United States
Start 08/2022 
End 08/2027
 
Description Bioinformatics and Functional Genomics
Amount £1,250,000 (GBP)
Organisation UK Dementia Research Institute 
Sector Charity/Non Profit
Country United Kingdom
Start 03/2023 
End 03/2028
 
Description Genetics collaboration with Prof Bart De Strooper UK DRI programme
Amount £50,000 (GBP)
Organisation UK Dementia Research Institute 
Sector Charity/Non Profit
Country United Kingdom
Start 04/2021 
End 04/2022
 
Description Leveraging human genetics to identify target populations for dementia therapeutics (Eisai/DRI), project grant
Amount £200,000 (GBP)
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 03/2020 
End 02/2023
 
Description Polygenic risk scores for neurodegeneration and Alzheimer's pathophysiology
Amount £951 (GBP)
Organisation UK Dementia Research Institute 
Sector Charity/Non Profit
Country United Kingdom
Start 07/2020 
End 11/2021
 
Title a github repository 
Description This pipeline takes a published mouse gene list for astrocytes, converts to human, and creates a file for grch38 with and without the APOE region. 
Type Of Material Data analysis technique 
Year Produced 2024 
Provided To Others? No  
Impact This tool will used for a publication which is currently in preparation. 
URL https://github.com/seafloor/escott-price-lab-pipelines/tree/main
 
Description Cambridge Centre for Ageing and Neuroscience 
Organisation University of Cambridge
Department Cambridge Neuroscience
Country United Kingdom 
Sector Academic/University 
PI Contribution My research team has received the permission and access to the genetic data of the CamCan cohort with the aim to analyse the genetic data and calculate dementia related PRS for this cohort.
Collaborator Contribution The partners have provided us with the data
Impact not yet
Start Year 2022
 
Description Cardiovascular drugs and dementia 
Organisation University of Glasgow
Country United Kingdom 
Sector Academic/University 
PI Contribution Advice on statistical data analyses
Collaborator Contribution Collaboration with clinicians to assess a variety of medications and validity of the 'dementia' diagnosis
Impact Collaboration between clinicians and data analysts. Paper in preparation
Start Year 2024
 
Description DPUK-2 (2020 - 2025) 
Organisation University of Oxford
Country United Kingdom 
Sector Academic/University 
PI Contribution Calculation of pathway specific PRS, relevant to the Neuroinflammation work package.
Collaborator Contribution Access to the DPUK cohorts
Impact data access to DPUK cohorts
Start Year 2020
 
Description Electronic health records 
Organisation National Institutes of Health (NIH)
Country United States 
Sector Public 
PI Contribution Data analyses and results using Electronic Health records in the UK databases
Collaborator Contribution Discussion of data analyses and results using Electronic Health records in international databases, replication
Impact 1. Three papers are under review. 2. Escott-Price V, Invited Speaker, Identifying Individuals and Populations at Risk for Dementia, UKDRI Connectome Conference, Harrogate, UK 02.05.2024 3. Simmonds & Escott-Price, Poster presentation, "What is the SAIL databank, how can it be used and how can it help you?", UK DRI Connectome, November 7-8th 2024, Harrogate, UK
Start Year 2023
 
Description European Alzheimer's disease databank 
Organisation University of Lille
Country France 
Sector Academic/University 
PI Contribution Machine learning based data analysis
Collaborator Contribution Provided access to the data and HPC facilities
Impact 1. Escott-Price V, Speaker, Machine learning in Alzheimer's disease genetics, 15 October 2024, CHARGE consortium meeting, Rotterdam, The Netherlands 2. Escott-Price V, Speaker, Machine learning in Alzheimer's disease genetics, EADB (European Alzheimer's Disease dataBank) consortium meeting, 28 - 29 November 2024, Cologne, Germany 3. Manuscript "Machine learning in Alzheimer's disease genetics" is under review
Start Year 2022
 
Description GR@CE 
Organisation Catalan Health Institute (ICS)
Country Spain 
Sector Public 
PI Contribution we analyse the genome-wide data
Collaborator Contribution the collaborators provided the data to us
Impact it is a multidisciplinary collaboration, involve clinicians, biologists and bioinformaticians
Start Year 2020
 
Description GWAIS 
Organisation University of Liege
Country Belgium 
Sector Academic/University 
PI Contribution We bring our expertise in AI and ML
Collaborator Contribution Collaborators bring their expertise in genetic interaction analyses.
Impact It is a multidisciplinary collaboration involving mathematicians, software developers and bioinformaticians
Start Year 2021
 
Description Harvard University 
Organisation Harvard University
Department Harvard Medical School
Country United States 
Sector Academic/University 
PI Contribution generation of polygenic risk scores
Collaborator Contribution provision of tissue samples and genotyped data
Impact none yet
Start Year 2019
 
Description Hong Kong University of Science and Technology 
Organisation The Hong Kong University of Science and Technology
Country Hong Kong 
Sector Academic/University 
PI Contribution Then HKUST will provide the summary statistics from the previous publication work (DOI: 10.1073/pnas.1715554115) to Cardiff to test if models derived from the Chinese population data can be used for disease classification in the European-descent population.
Collaborator Contribution The Cardiff will provide the models derived from the European population, and HKUST will help to examine if those models can classify AD in the Chinese population.
Impact NA
Start Year 2022
 
Description Leuven University 
Organisation University of Leuven
Country Belgium 
Sector Academic/University 
PI Contribution generation of polygenic risk scores
Collaborator Contribution sharing genotyped data and PRS
Impact none yet
Start Year 2018
 
Description Lothian birth cohorts 
Organisation University of Edinburgh
Department Edinburgh Neuroscience
Country United Kingdom 
Sector Academic/University 
PI Contribution My research team will analyse the genetic and phenotypic data from the Lothian birth cohorts with the primary aim to investigate genetic of cognitive rate of decline in healthy ageing cohort.
Collaborator Contribution Provided the data.
Impact not yet
Start Year 2022
 
Description Stanford University 
Organisation Stanford University
Country United States 
Sector Academic/University 
PI Contribution generation of polygenic risk scores
Collaborator Contribution sharing genotyped data and PRS
Impact none yet
Start Year 2019
 
Description Swarm Learning 
Organisation German Centre for Neurodegenerative Diseases
Country Germany 
Sector Public 
PI Contribution Setting up and testing Swarm Learning software in application to genetic data: my team provide expertise and staff to perform the tada analyses.
Collaborator Contribution The partners provide the software and expertise for software installation in a secure trusted research environment
Impact 1. Escott-Price - speaker, Global swarm learning of ethnically-diverse AD polygenic risk", 34th Alzheimer Europe Conference, 8-10 October 2024, Geneva, Switzerland, Symposium presentation 2. Escott-Price V, Speaker, Machine learning in Alzheimer's disease genetics, 15 October 2024, CHARGE consortium meeting, Rotterdam, The Netherlands 3. Escott-Price V, Speaker, Machine learning in Alzheimer's disease genetics, EADB (European Alzheimer's Disease dataBank) consortium meeting, 28 - 29 November 2024, Cologne, Germany 4. Bracher-Smith M, Melograna F, Ulm B, Bellenguez C, Grenier-Boley B, EADB consortium, Frikke-Schmidt R, Amin N, Roshchupkin G, Lambert JC, Van Steen K, van Duijn C, Escott-Price V. Genome-wide machine learning analysis on Alzheimer's disease, ASHG, Colorado USA, Nov 2024
Start Year 2024
 
Description UC Irvine 
Organisation University of California, Irvine
Country United States 
Sector Academic/University 
PI Contribution generation of polygenic risk scores
Collaborator Contribution sharing genotyped data and PRS
Impact none yet
Start Year 2019
 
Description ARUK Oxford Drug Discovery Institute 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Invited presenter at the ARUK Oxford Drug Discovery Institute (ODDI) Collaborators meeting
Year(s) Of Engagement Activity 2020
 
Description Artificial Intelligence for Precision Dementia Medicine Summit at the Royal Society 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited to the round table discussion at the Artificial Intelligence for Precision Dementia Medicine Summit at the Royal Society
Year(s) Of Engagement Activity 2022
 
Description Benchmarking Alzheimer's Disease polygenic risk scores for disease prediction in diverse samples 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact DEMON Network Genetics and Omics group meeting: Benchmarking Alzheimer's Disease polygenic risk scores for disease prediction in diverse samples
Year(s) Of Engagement Activity 2023
 
Description Brains for Dementia Research 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A public engagement event for brain donors, their carriers and the researches who will access the data.
Year(s) Of Engagement Activity 2022
 
Description CNGG Summer School in Brain Disorders Research 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact This year we welcomed over thirty in-person attendees to the annual CNGG Summer School in Brain Disorders Research, alongisde over fifteen online attendees.
This school took place over four days with talks from members across the division, including lab-tours.
We received lot's of positive feedback from this year's school - the attendees really enjoyed and have even made a WhatsApp group so that they can stay in contact with each other.
Year(s) Of Engagement Activity 2023
URL https://www.cardiff.ac.uk/centre-neuropsychiatric-genetics-genomics/study/summer-school
 
Description CNGG launch event 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Marking the launch of the Centre for Neuropsychiatric Genetics and Genomics as a Cardiff University centre.
Year(s) Of Engagement Activity 2023
URL https://cardiff.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=e6abb066-a66c-4fe9-9290-b02f00ab2b7c
 
Description Company Visit (Boston) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact ~50 industrial partners attended my talk about blood biomarkers in neurodegeneration
Year(s) Of Engagement Activity 2022
 
Description Eisai Ltd webinar 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Invited presenter at Eisai Ltd webinar
Year(s) Of Engagement Activity 2020
 
Description Enabling dementia research using UK Biobank 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Webinar: 'Enabling dementia research using UK Biobank'.
Year(s) Of Engagement Activity 2023
 
Description Festival of Genomics and Biodata 
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 Presented at he Festival of Genomics and Biodata
Year(s) Of Engagement Activity 2022
 
Description Interview for UKDRI news and events 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact Spotlight on Prof Valentina Escott-Price
Year(s) Of Engagement Activity 2020
URL https://ukdri.ac.uk/news-and-events/spotlight-on-prof-valentina-escott-price
 
Description Keynote talk at UK DRI ECR Informatics symposium 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Keynote talk at UK DRI ECR Informatics symposium: Learning from Machine Learning in genetics of brain disorders
Year(s) Of Engagement Activity 2024
 
Description MND Association local branch public engagement event 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Patients, carers and/or patient groups
Results and Impact MND Association visited Cardiff University DRI facilities, had lab tour, overview of MND work, had a Q&A with Cardiff researchers/clinicians.
Year(s) Of Engagement Activity 2024
 
Description UK Biobank Winter Scientific Conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Dementia session at the UK Biobank Winter Scientific Conference
Year(s) Of Engagement Activity 2022
 
Description Video presentation on Youtube 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Presented a video abstract of a recently published paper
Year(s) Of Engagement Activity 2022
URL https://www.youtube.com/channel/UClJJHH2xKQk8uZTC7-mJICg
 
Description World Alzheimer's Month social post 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact For World Alzheimer's Month social posts we aimed to highlight examples of WHAT is being studied - and WHY it might make a difference to our prevention, risk reduction or better understanding of identifying risk around dementia in the theme is 'Risk and Risk reduction'.
We developed a post about the Dementias Platform UK Data Portal, which is a data repository bringing together a wide range of cohorts with genetic and phenotypic data. We aggregated and harmonized genetic data from research groups across the UK and internationally, allowing the wider research community to access and process data at scale and pace, ensuring compliance with the permissions and ethics of individual studies. DPUK now provides a platform for comprehensive genetic analyses of the mixed population for both predictive utility and for clinical trials.
Year(s) Of Engagement Activity 2023
 
Description the UK Pharmacogenetics and Stratified Medicine Network 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited presenter at the UK Pharmacogenetics and Stratified Medicine Network Workshop
Year(s) Of Engagement Activity 2021