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 "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 09/2022 
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 04/2023 
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 05/2021 
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 08/2020 
End 11/2021
 
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 DPUK-2 (2020 - 2023) 
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 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 Syracuse University 
Organisation Syracuse University
Country United States 
Sector Academic/University 
PI Contribution still under negotiation
Collaborator Contribution data analysis consultancy
Impact none yet
Start Year 2019
 
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 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 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 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 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 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