Day 2 of #WCPG2022 kicks off as @BFranke_lab introduces another awesome speaker: @kristenbrennand who is going to talk about using stem cells to study the genetics of brain disease.
KB starts by nicking @dr_appie's visualisation of the polygenicity of common complex psychiatric disorders #WCPG2022
Animal models have been useful, but are not good for studying non coding variants - lack of conservation, takes time to insert gene effects. Stem cells offer an alternative #WCPG2022
Modeling brains with hiPSCs. Skin cells reprogrammed to stem cells, genetically engineered, derived to other cell types including neurons, neural progenitors etc. #WCPG2022
hiPSCs best approximate prenatal cells, so they model risk in a dish, rather than disease state in a dish #WCPG2022
SCZ neurons do not differ from controls on a low magnification level, but show more subtle differences on a group level e.g. in cell migration #wcpg2022
See reduced levels of miR-9 in SCZ cases than controls, but not separable (i.e. levels across cases overlap levels across controls) #WCPG2022
Initial studies on 14 cases, 16 controls. Effects are subtle - need larger cohorts to identify genetic findings. GWAS type analysis discover genetic effects more efficiently than functional experiments: more useful to functionally validate and explain findings instead #WCPG2022
E.g. NRXN1, highly alternatively spliced. Hard to study in mice. Examined NRXN1 isoform space in cells and brain extracts - over 100 isoforms found in brain, and most present in iPSCs, so can study isoforms in cells #WCPG2022
NRXN1 +/- have decreased neurites and activity - neurons don't mature in the expected way, branch less. How does this relate to isoforms? #WCPG2022
50% of isoforms decreased in cases. 31 isoforms are unique to cases. Control neurons are impaired by overexpressing these case specific isoforms, and are not rescued by OE of wildtype. Mutant isoforms may explain ~20% of NRXN1 cases in ASD #WCPG2022
[Non-tweetable things happen. They are exciting - keep monitoring @kristenbrennand's publications!] #WCPG2022
How do risk variant effects from SCZ GWAS vary by context in iPSCs? Hey look, it's rs4702 again [it's the most interesting variant in psychiatric genetics, Pamela Sklar said it years ago and fine-mapping bears it out] #WCPG2022
Impact of genotype on proximal gene expression and neuronal phenotype. AA --> GG at rs4702 in edited isogenic cells (editing took years), FURIN expression lower but only in presence of miR338. Also see reductions in neurites. #WCPG2022
Impact of SARS-COV-2 on genotype and phenotypes. SARS-COV-2 effects FURIN cleavage. Examined effects of rs4702 cells on alveolar cells - dramatically reduced infection in GG cells (where FURIN expression is reduced) #WCPG2022
Impact of genotype on distal target gene expression. DNA is not a 1D string, so genetic effects happen across chromatin loops, not just proximal to variants. E.g. deletion of loops affects protocadherin cluster #WCPG2022
Psychiatric genetic risk doesn't act in isolation - how do risk variants sum? Manipulation of SNAP91 effects pre and post synaptic activity. Manipulated with TSNARE1 --> some interaction effects (departure from additivity), some downstream genes more or less expressed #WCPG2022
That was 4 genes - what happens if you add more genes? What happens if you carry pathway-saturating versus pathway-crossing genetic variants? #WCPG2022
[More untweetable things - VERY. COOL. UNTWEETABLE. THINGS.] #WCPG2022
[This is biology. This is GWAS actually meaningfully informing our understanding of neuropsychiatric biology. Obviously much more to be understood from this, context, environment, development etc. to be integrated. But GWAS can actually inform biology] #WCPG2022
Research approach worked at the scale used as an arrayed approach. To get above this scale, need to switch to pooling, putting the guides in together and then deconvolute later. This allows more genes to be studied. #WCPG2022
See talk from Kayla Townsey tomorrow. No more tweets on this today... #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
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
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