# Transcriptome-wide association analysis of brain structures yields insights into pleiotropy with complex neuropsychiatric traits

**Authors:** Bingxin Zhao, Yue Shan, Yue Yang, Zhaolong Yu, Tengfei Li, Xifeng Wang, Tianyou Luo, Ziliang Zhu, Patrick Sullivan, Hongyu Zhao, Yun Li, Hongtu Zhu

PMC · DOI: 10.1038/s41467-021-23130-y · Nature Communications · 2021-05-17

## TL;DR

This study uses gene expression data to find 278 genes linked to brain structure variations, showing how these genes relate to complex traits and diseases.

## Contribution

The study introduces a cross-tissue TWAS approach that enhances gene discovery and improves polygenic risk prediction for brain structures.

## Key findings

- 278 genes were found to be significantly associated with brain structural traits.
- TWAS-based PRS outperformed traditional GWAS PRS in explaining phenotypic variance.
- The identified genes are linked to a wide range of complex traits and diseases.

## Abstract

Structural variations of the human brain are heritable and highly polygenic traits, with hundreds of associated genes identified in recent genome-wide association studies (GWAS). Transcriptome-wide association studies (TWAS) can both prioritize these GWAS findings and also identify additional gene-trait associations. Here we perform cross-tissue TWAS analysis of 211 structural neuroimaging and discover 278 associated genes exceeding Bonferroni significance threshold of 1.04 × 10−8. The TWAS-significant genes for brain structures have been linked to a wide range of complex traits in different domains. Through TWAS gene-based polygenic risk scores (PRS) prediction, we find that TWAS PRS gains substantial power in association analysis compared to conventional variant-based GWAS PRS, and up to 6.97% of phenotypic variance (p-value = 7.56 × 10−31) can be explained in independent testing data sets. In conclusion, our study illustrates that TWAS can be a powerful supplement to traditional GWAS in imaging genetics studies for gene discovery-validation, genetic co-architecture analysis, and polygenic risk prediction.

Brain structural traits are highly heritable and have been linked to disease. Here the authors have used gene expression data to perform a transcriptome-wide association study on 211 brain structural traits, discovering 273 associated genes.

## Full-text entities

- **Genes:** HYI (hydroxypyruvate isomerase (putative)) [NCBI Gene 81888] {aka HT036}, Kcnh7 (potassium voltage-gated channel, subfamily H (eag-related), member 7) [NCBI Gene 170738] {aka 9330137I11Rik, Kv11.3, erg3}, HCK (HCK proto-oncogene, Src family tyrosine kinase) [NCBI Gene 3055] {aka AIPCV, JTK9, p59Hck, p61Hck}, IL27 (interleukin 27) [NCBI Gene 246778] {aka IL-27, IL-27A, IL27A, IL27p28, IL30, p28}, CELSR3 (cadherin EGF LAG seven-pass G-type receptor 3) [NCBI Gene 1951] {aka ADGRC3, CDHF11, EGFL1, FMI1, HFMI1, MEGF2}, ZSCAN9 (zinc finger and SCAN domain containing 9) [NCBI Gene 7746] {aka PRD51, ZNF193}, DLG2 (discs large MAGUK scaffold protein 2) [NCBI Gene 1740] {aka PPP1R58, PSD-93, PSD93, chapsyn-110}, TREH (trehalase) [NCBI Gene 11181] {aka TRE, TREA, TREHD}, ELL (elongation factor for RNA polymerase II) [NCBI Gene 8178] {aka C19orf17, ELL1, MEN, PPP1R68}, XRCC4 (X-ray repair cross complementing 4) [NCBI Gene 7518] {aka SSMED, hXRCC4}, RPL13AP3 (ribosomal protein L13a pseudogene 3) [NCBI Gene 645683] {aka RPL13A_11_1370}, MYO9A (myosin IXA) [NCBI Gene 4649] {aka CMS24}, MIB2 (MIB E3 ubiquitin protein ligase 2) [NCBI Gene 142678] {aka ZZANK1, ZZZ5}, OR1F12P (olfactory receptor family 1 subfamily F member 12, pseudogene) [NCBI Gene 442179] {aka OR1F12, OR1F12Q, OR6-12, hs6M1-35P}, FOXF1 (forkhead box F1) [NCBI Gene 2294] {aka ACDMPV, FKHL5, FREAC1}, PLEKHM1 (pleckstrin homology and RUN domain containing M1) [NCBI Gene 9842] {aka AP162, B2, OPTA3, OPTB6}, DPP4 (dipeptidyl peptidase 4) [NCBI Gene 1803] {aka ADABP, ADCP2, CD26, DPPIV, TP103}, OR10V3P (olfactory receptor family 10 subfamily V member 3 pseudogene) [NCBI Gene 81342], EIF4EBP3 (eukaryotic translation initiation factor 4E binding protein 3) [NCBI Gene 8637] {aka 4E-BP3, 4EBP3}, LGALS16 (galectin 16) [NCBI Gene 148003], AMZ1 (archaelysin family metallopeptidase 1) [NCBI Gene 155185], NUP210L (nucleoporin 210 like) [NCBI Gene 91181] {aka SPGF97}, GDF5 (growth differentiation factor 5) [NCBI Gene 8200] {aka BDA1C, BMP-14, BMP14, CDMP1, DUPANS, LAP-4}, DLGAP5 (DLG associated protein 5) [NCBI Gene 9787] {aka DLG7, HURP}, WASHC3 (WASH complex subunit 3) [NCBI Gene 51019] {aka CCDC53, CGI-116}, PAK6-AS1 (PAK6 antisense RNA 1) [NCBI Gene 644809] {aka C15orf56}, DEFB124 (defensin beta 124) [NCBI Gene 245937] {aka DEFB-24}, PI4KAP2 (phosphatidylinositol 4-kinase alpha pseudogene 2) [NCBI Gene 375133], SH2B1 (SH2B adaptor protein 1) [NCBI Gene 25970] {aka PSM, SH2B}, FAM180B (family with sequence similarity 180 member B) [NCBI Gene 399888], HM13 (histocompatibility minor 13) [NCBI Gene 81502] {aka H13, HM13-IT1, IMP1, IMPAS, IMPAS-1, MSTP086}, C3orf62 (chromosome 3 open reading frame 62) [NCBI Gene 375341] {aka MAPS}, C1QTNF4 (C1q and TNF related 4) [NCBI Gene 114900] {aka CTRP4, ZACRP4}, LRRC37A (leucine rich repeat containing 37A) [NCBI Gene 9884] {aka LRRC37, LRRC37A1}, TMEM101 (transmembrane protein 101) [NCBI Gene 84336], Jph3 (junctophilin 3) [NCBI Gene 57340] {aka JP-3, Jp3}, NMT1 (N-myristoyltransferase 1) [NCBI Gene 4836] {aka HsNMT1, NMT}, WIF1 (Wnt inhibitory factor 1) [NCBI Gene 11197] {aka WIF-1}, CDHR4 (cadherin related family member 4) [NCBI Gene 389118] {aka CDH29, PRO34300}, MBD2 (methyl-CpG binding domain protein 2) [NCBI Gene 8932] {aka DMTase, NY-CO-41}, LRP4 (LDL receptor related protein 4) [NCBI Gene 4038] {aka CLSS, CMS17, LRP-4, LRP10, MEGF7, SOST2}, NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [NCBI Gene 4905] {aka DEE96, SEC18, SKD2}, LGALS3 (galectin 3) [NCBI Gene 3958] {aka CBP35, GAL3, GALBP, GALIG, L31, LGALS2}, MAPT (microtubule associated protein tau) [NCBI Gene 4137] {aka DDPAC, FTD1, FTDP-17, MAPTL, MSTD, MTBT1}, C1QL1 (complement C1q like 1) [NCBI Gene 10882] {aka C1QRF, C1QTNF14, CRF, CTRP14}, SACK1C (scaffolding CK1 anchoring protein C) [NCBI Gene 128876] {aka C20orf128, FAM83C, dJ614O4.7}, REM1 (RRAD and GEM like GTPase 1) [NCBI Gene 28954] {aka GD:REM, GES}, ARHGAP27 (Rho GTPase activating protein 27) [NCBI Gene 201176] {aka CAMGAP1, PP905, SH3D20, SH3P20}, DOK5 (docking protein 5) [NCBI Gene 55816] {aka C20orf180, IRS-6, IRS6}, GNAT1 (G protein subunit alpha transducin 1) [NCBI Gene 2779] {aka CSNB1G, CSNBAD3, GBT1, GNATR, HG1F}, CCDC157 (coiled-coil domain containing 157) [NCBI Gene 550631], CD14 (CD14 molecule) [NCBI Gene 929], MIR1-1HG (MIR1-1 host gene) [NCBI Gene 128826] {aka C20orf166, MIR133A2HG}, SLC16A8 (solute carrier family 16 member 8) [NCBI Gene 23539] {aka MCT3, REMP}, SLX1B (structure-specific endonuclease subunit SLX1B) [NCBI Gene 79008] {aka GIYD2}, NUFIP2 (nuclear FMR1 interacting protein 2) [NCBI Gene 57532] {aka 182-FIP, 82-FIP, FIP-82, NUFP2, PIG1}, JPH3 (junctophilin 3) [NCBI Gene 57338] {aka CAGL237, HDL2, JP-3, JP3, TNRC22}, MFRP (membrane frizzled-related protein) [NCBI Gene 83552] {aka CTRP5, MCOP5, NNO2, RD6}, ANKRD42 (ankyrin repeat domain 42) [NCBI Gene 338699] {aka PPP1R79, SARP}, ZKSCAN4 (zinc finger with KRAB and SCAN domains 4) [NCBI Gene 387032] {aka P1P373C6, ZNF307, ZNF427, ZSCAN36}
- **Diseases:** neuropsychiatric diseases (MESH:D004194), neurodegenerative (MESH:D019636), mental disease (MESH:D008607), brain disorders (MESH:D001927), cross disorders (MESH:C537866), coronary artery disease (MESH:D003324), neuropsychiatric (MESH:C000631768), glioma (MESH:D005910), PING (MESH:D014947), Huntington Disease-Like 2 (MESH:C564708), Alzheimer's Disease (MESH:D000544), spinocerebellar ataxia (MESH:D020754), cognitive impairment (MESH:D003072), depression (MESH:D003866), PNC (MESH:D049932), glioblastomas (MESH:D005909), Huntington disease (MESH:D006816), schizophrenia (MESH:D012559), brain tumors (MESH:D001932), matter hyperintensity (MESH:D056784), neurodevelopmental, and psychiatric disorders (MESH:D001523), bipolar disorder (MESH:D001714), HCP (MESH:C536977), insomnia (MESH:D007319), major depression (MESH:D003865), Parkinson's disease (MESH:D010300), Dentatorubral-pallidoluysian atrophy (MESH:D020191),  (MESH:D020022)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Nicotiana tabacum (American tobacco, species) [taxon 4097], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

111 references — full list in the complete paper: https://tomesphere.com/paper/PMC8128893/full.md

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Source: https://tomesphere.com/paper/PMC8128893