Joni Coleman Profile picture
Sep 15 35 tweets 12 min read
@cathrynlewis introduces the @PGCgenetics showcase event. #WCPG2022
First Pat Sullivan electronically introduces the @PGCgenetics #WCPG2022
PGC 1000+ scientists from 50+ countries. Primary funding from NIH, but many others as well. 8 sites, 16 PIs in USA, UK, and Ireland. Coordinating committee including regional representatives. #WCPG2022
Executive committee of PS, @cathrynlewis , Arpana Agrawal, Ole Andreassen #WCPG2022
Aims: genetic discovery for severe psych disorders, especially increasing ancestry diversity, advance discovery, going beyond standard diagnosis, and expanding understanding of treatment #WCPG2022
PGC under covered in the tropics, working to improve #WCPG2022
How to get involved? Sign MoU. Bring in data, or partner with existing PI to conduct secondary data. Matchmaking between people with samples and people who can genotype them. Talk to group leaders! #WCPG2022
New study - Common variant genotype+ CNVS + WES on 130k cases. Focussed on SCZ, BIP1, MDD severe. Free assays, data comes back, but working with for-profit #WCPG2022 Contact [psych dot exome at gmail dot com] if interested.
Lea Davis now talks about data access and data intake. #WCPG2022
Data intake pipeline: welcome. See pgc.unc.edu. Mostly comes through workgroup leaders. Once contact is established, intake through the data receiving committee #WCPG2022
DRC members liaise with new and existing members to vet incoming data and ensure contact with Stage 1 analyst. #WCPG2022
Data owner submits enquiry form, 5 mins, basic info, found on @PGCgenetics website. Gathers important metadata to ensure data intake can proceed without concern #WCPG2022
Fuller data information form filled out - allows methods data for paper to be gathered and associated with the data from the start. Reviewed by DRC rep. Email to data owner with LISA upload instructions #WCPG2022
Data to LISA, stage 1 analyst QC and harmonises. --> Stage 2 analysis (working group analysts) #WCPG2022
Data access - DAC committee. Not an approval body (work groups deal with that, cohort PIs as needed), DAC facilitates data access. #WCPG2022
DRC and DAC reps are volunteers, don't be mean to them #WCPG2022
Data access is increasingly challenging due to regulations #WCPG2022
376 currently active secondary data access requests. Secondary access works by proposal and approval of request to/by work group. Data access approved and access granted to data on LISA. Individual level data can never leave LISA! #WCPG2022
More info on data access can be found on the @PGCgenetics website. #WCPG2022
There is a PGC data bundle on dbGAP - makes life a lot easier...! #WCPG2022
Various back end initiatives underway as well as new secondary phenotyping effort #WCPG2022
Now Jerry Guintivano talks about @PGCgenetics postpartum depression GWAS. #WCPG2022
PGC successes - ID of 100s of loci implicated in psych, well-defined and vetted analytical pipelines, opportunity to reduce heterogeneity and define specific subphenotypes. PPD is an example - 10-15% prevalence, has rapidly increased under COVID. #WCPG2022
PPD is morbid across the family unit and is often missed, not uniformly screened for #WCPG2022
PPD: more homogeneous than MDD and twin studies suggest it is more heritable. Challenges too: defining period, establishing depression status, need for specific exposure - women not routinely screened, need MDD data to be intersected with pregnancy to use it #WCPG2022
GWAS - 20 cohorts, 18k cases 58k controls. EUR meta-analysis and trans-ancestry analysis. No GWS hits, but suggestive hits are enriched in brain, neuroendocrine and reproductive tissue eQTLs #WCPG2022
PPD correlated with MDD rg not distinguishable from 1. Broad rg with other psych disorders, and with PCOS. #WCPG2022
Some tentative results from cell types, but very preliminary #WCPG2022
Finally @Juditperala will talk about using @PGCgenetics studies to evaluate pathway polygenic risk scores #WCPG2022
PRS can be a useful tool for stratified medicine, not there yet in psych. Typically work in a polygenic paradigm , but psych disorders are very complex, do perhaps a pathway polygenic paradigm promotes prediction? #WCPG2022
Enter PRSet, a variant of PRSice. Pathway polygenic scores enable decomposition of genetic risk. #WCPG2022
Work in UK Biobank to separate Crohn's disease from ulcerative colitis - underpowered, couldn't separate with enough precision #WCPG2022
Can compare artificial compound diseases by meta analysing distinct diseases and then splitting them apart again - works, but is artificial #WCPG2022
Enter @PGCgenetics bipolar disorder - natural BIP1 Vs BIP2 distinction. Able to separate with pathway prediction scores, albeit with low R2 #WCPG2022
Further directions - incorporate functional genomics, improve pathways in the dataset #WCPG2022

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More from @Joni_Coleman

Sep 15
I am in the #WCPG2022 IDEA plenary, which discusses the need and approaches to decolonising psychiatric genetics. Panel members are Olivia Matshabane, Paola Giusti-Rodriguez @paolagiustirodriguez, @hailianghuang, and @MeeraPurushott1. Chairs are Lea Davis and John Nurnberger.
[I will tweet as much as I can here, but a discussion is always more challenging to tweet]
First question highlights the impact of colonialism in research. This includes lack of resources and support for ECRs, the need for engaging with and working alongside studied groups throughout the research process, including subsequent data storage, access and usage. #WCPG2022
Read 17 tweets
Sep 15
Next is Omar Shanta who will talk about a GWAS of CNVs in 500k individuals (127k cases, mostly EUR, some AFR). Needed consistent CNV calling across entire cohort. Difficult platforms, which makes things challenging. #WCPG2022
Aims: what is the contribution of rare CNVs, which are those CNVs per disorder, how do rare CNVs compare across disorders? #WCPG2022
Assess multiple metrics of CNV burden, comparing tier 1 (pli > 0.5) and tier 2 (pLI < 0.5). #WCPG2022
Read 20 tweets
Sep 15
I'm back (after a slightly longer lunch) - @juandelahozco is presenting on longitudinal trajectories in the EHR from the Clínica San Juan de Dios, Manizales, Colombia. #WCPG2022
Diagnoses of severe mental illness from ICD10, validated against structured interview and chart review. Some BIP-MDD mismatches (see tweets on @loldeloo talk earlier), but agreement is generally very good, especially for SCZ #WCPG2022
Want to extract presentation information from notes - developed NLP algorithm, required named entity recognition and negation detection. Extracted features align with ICD10 codes #WCPG2022
Read 13 tweets
Sep 15
I am in the PUMAS session at #WCPG2022, listening to @b_gelaye talking about the NeuroGAP study
NeuroGAP seeks to build collaboration across Africa, particularly across early career researchers. Phenotyping working group has members across Kenya, Uganda, Ethiopia and South Africa, as well as from the Broad. Lots of clinicians, valuable for building phenotypes #WCPG2022
8 phenotyping manuscripts accepted, 8 more to come, describing the details of psychiatric phenotyping within and across different African countries #WCPG2022
Read 27 tweets
Sep 15
It's day 3, and @sebatlab is outlining the spectrum of genetic influences that affect autism. Clear that although there are strong rare variant effects, these are not monogenic disorders #WCPG2022
Combining together results from common, rare, and structural variants allows a broader picture of genetic risk. See over-transmission of genetic risk at all levels from parents to affected children #WCPG2022
Can combine common and rare variants together into scores that are more predictive than either score alone. Inverse correlation - individuals with autism with high rare score tend to have lower common score [conditional on having autism - crosses liability threshold] #WCPG2022
Read 18 tweets
Sep 14
*Runs to bipolar* #WCPG2022
In the bipolar session, @MKoromina discussing fine mapping in bipolar GWAS. #WCPG2022
Pipeline: GWAS --> conditional analysis --> fine-mapping (PolyFun + SuSie, + FINEMAP) --> validation (eQTLs, colocalisation) #WCPG2022
Read 29 tweets

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