Joni Coleman Profile picture
Sep 14 29 tweets 10 min read
*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
Need to assess the effect of LD source and fine mapping windows. Can look across methods to ID consensus as probable variants to persue. #WCPG2022
ID a handful of small credible sets and a few SNPs of interest. Long term followers will be unsurprised to here that rs4702 [the best SNP] is a causal variant #WCPG2022
Characterised fine-map implicated genes - overlap with genes implicated in sequencing #WCPG2022
Most credible SNPs are the lead SNP, but not all #WCPG2022
Overlap of fine-mapping results with epigenomic peaks and eQTLs. Patchy, but most show some biological relevance from triangulating analyses #WCPG2022
Can leverage fine-mapping effect sizes to estimate polygenic risk scores (advanced form of beta shrinkage). Shows improvement over C+T, PRS-CS in R2 from comparison bipolar disorder cohorts #WCPG2022
What next? Incorporate in-sample LD for fine-mapping. Fine-map MHC. Improve PRS further with PolyPred (incorporates function). Fine-map in multi ancestry and admixed populations #WCPG2022
*Runs to eating disorders*
Back in eating disorders for @helena_davies_ talking about age of onset in eating disorders #WCPG2022
Each patient has a different trajectory, but a common aspect is the duration of untreated eating disorder, which often lasts years and has numerous negative consequences. Early identification and intervention would reduce these negative outcomes #WCPG2022
Previous studies of AoE in eating disorders show eating disorders typically begin in late adolescence / early adulthood #WCPG2022
Does this hold in UK samples (GLAD, EDGI, COPING)? Yes - AoE 18 years for binge eating, 17 for compensatory behaviours, 20 for low weight (but variance around these medians). More males report later onset #WCPG2022
Risk of patients falling between the gap of CAMHS and adult mental healthcare. Need to be cautious about generalisation, sample was young, White, female in UK. #WCPG2022
Genetics: previous analysis by @hunnawatson showed anthro rg was stronger in typical onset AN but not early onset #WCPG2022
Examined anthro and Psych multi-trait PRS on binge eating symptoms in GLAD and COPING. #WCPG2022
Split cases into onset < 18 years and > 18 years and compared to controls. PRS using @ollie_pain reference standardised PRS from GenoPred. Internal cross-validation to train parameters of model #WCPG2022
See different polygenic liabilities playing a role at different life stages. Prediction of early onset binge eating was better than late onset. Work ongoing and expanding - watch this space! #WCPG2022
Finally I'm staying put for @lisadinkler talking about ARFID in Swedish twins. #WCPG2022
ARFID debuted in DSM5 and ICD11 - not documented in older data, little research to date, need for validation of screeners etc. At the beginning of ARFID epidemiology. Need to approximate ARFID from other disorders, measures etc. #WCPG2022
What is the h2 of ARFID? Looked in Swedish CATSS study, examining self-reported eating behaviour and Swedish registries. Complex algorithm #WCPG2022
Anticipate ARFID being a stable phenotype - examined individuals 6-12 years. Could examine some aspects of ARFID diagnosis, but no evidence to rule out external limitations on food intake (availability, religion) #WCPG2022
Having ID'd children with restricted eating and/or evidence of eating disorders, excluding those with evidence of weight and shape concerns. Sensitivity analysis - exclude medical conditions, ASD.

667 cases, down to 539-541 in sensitivity analyses #WCPG2022
Point prevalence is 2%, sex ratio slightly female biased [I think... @lisadinkler did I get that right?] #WCPG2022
MZ correlations >> DZ - D? Sibling contrast effects? Also see indication of sex differences - evidence for qualitative sex differences, less so for qualitative. Prefer sibling contrast as explanation for now #WCPG2022
Best model is AE-s - A ~80%, E ~ 20%, s ~ -10%. ARFID above other EDs, similar to neurodevelopmental disorders - could be a partially neurodevelopmental disorder? Worth examining. Genetic studies seem worthwhile #WCPG2022
Now a panel discussion (we miss you, planned discussant @LauraHuckins!) #WCPG2022

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More from @Joni_Coleman

Sep 15
@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
Read 35 tweets
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

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