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
See female protective effect for common and for rare variants - women seem to need a greater risk to cross the diagnostic threshold (camouflaging? Diagnostic bias?). Liability threshold differs by sex #WCPG2022
Phenotypic spectrum within autism reflects genetic spectrum. Genetic risk also correlated with apparently non-genetic risk - parental age effects are correlated with common and rare genetic risks, e.g. de novo mutations, rare variants, educational attainment PRS #WCPG2022
Parental age effects do not seem to be mediated by social effects in the parents (not e.g delaying having children) #WCPG2022
Rare variant effects in autism cluster strongly in neurons and associated cell types - common variant risk is more widely distributed, which makes sense given the effects are likely to act mostly on regulation, not protein structure #WCPG2022
Gene to mental health network. Collaboration to recruit large cohorts of rare disease. Focus on CNVs - more common than rare variants, bigger effect than common variants #WCPG2022
Often see mirror effects in CNV influences on relevant traits (head size etc) - deletions have an effect in one direction, duplications in the other. Can model these effects directly in organoids. See similar mirror effects in psychiatric risk #WCPG2022
Deep phenotyping doesn't necessarily need to be on large cohorts (and is hard to get on those scales) - targeted deep phenotyping of people with rare variants provides valuable information #WCPG2022
CNV burden contributes to all psychiatric traits to an extent - again, higher CNV burden is correlated with lower PRS due to liability threshold effects #WCPG2022
But, effect size of individual CNV alleles does not correlate well with PRS - see heterogeneity in polygenic effects across CNVs. Is PGC too heterogeneous to understand the confounds? #WCPG2022
Classic epistatic models in yeast have shown that having multiple positive effect mutations can lead to negative effects - could see this same thing with CNVs in some human traits as well (wouldn't see epistatic effects with small effect SNPs etc.) #WCPG2022
PRS might have different effects depending on CNV burden if there is a Goldilocks zone outside of which there are negative effects (so an increasing effect of PRS might push you into the zone or further out) #WCPG2022
See some initial empirical data from autism that fits the model, but effects are weak and evidence preliminary. But can look at more easily measured traits like BMI. Also need second order traits with U-distribution of risk - e.g. hand grip strength. #WCPG2022
Again, results are consistent with the model in places, but interactions are weakly powered - still unclear if the underlying model is correct. Liability threshold model doesn't fit individual CNV + PRS effects, but epistatic model isn't clearly correct either #WCPG2022
Ongoing work - looking to build larger cohorts to study these potential effects in autism #WCPG2022
Each rare variant is a unique blend of dimensional trait effects situated in a polygenic background #WCPG2022
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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
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
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
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
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