# Mono- and biallelic variant effects on disease at biobank scale

**Authors:** H. O. Heyne, J. Karjalainen, K. J. Karczewski, S. M. Lemmelä, W. Zhou, A. S. Havulinna, M. Kurki, H. L. Rehm, A. Palotie, M. J. Daly

PMC · DOI: 10.1038/s41586-022-05420-7 · Nature · 2023-01-18

## TL;DR

This study uses Finnish biobank data to show how genetic variants affect disease in complex ways, revealing new insights into both Mendelian and common diseases.

## Contribution

The study demonstrates the value of analyzing both homozygous and heterozygous effects in biobanks, especially in founder populations.

## Key findings

- Homozygous genotypes were associated with a range of phenotypes, including adult-onset cataract and female infertility.
- 13 out of 20 recessive disease associations would have been missed using standard additive models.
- Variants with recessive inheritance showed significant heterozygous effects, challenging conventional inheritance definitions.

## Abstract

Identifying causal factors for Mendelian and common diseases is an ongoing challenge in medical genetics1. Population bottleneck events, such as those that occurred in the history of the Finnish population, enrich some homozygous variants to higher frequencies, which facilitates the identification of variants that cause diseases with recessive inheritance2,3. Here we examine the homozygous and heterozygous effects of 44,370 coding variants on 2,444 disease phenotypes using data from the nationwide electronic health records of 176,899 Finnish individuals. We find associations for homozygous genotypes across a broad spectrum of phenotypes, including known associations with retinal dystrophy and novel associations with adult-onset cataract and female infertility. Of the recessive disease associations that we identify, 13 out of 20 would have been missed by the additive model that is typically used in genome-wide association studies. We use these results to find many known Mendelian variants whose inheritance cannot be adequately described by a conventional definition of dominant or recessive. In particular, we find variants that are known to cause diseases with recessive inheritance with significant heterozygous phenotypic effects. Similarly, we find presumed benign variants with disease effects. Our results show how biobanks, particularly in founder populations, can broaden our understanding of complex dosage effects of Mendelian variants on disease.

An analysis of biobank data from the FinnGen project examines dosage effects of genetic variants on disease, andidentifies a benefit when considering more complex inheritance in the genetics of common as well as Mendelian diseases.

## Linked entities

- **Diseases:** retinal dystrophy (MONDO:0019118), female infertility (MONDO:0021124)

## Full-text entities

- **Genes:** XPA (XPA, DNA damage recognition and repair factor) [NCBI Gene 7507] {aka XP1, XPAC}, TRIM37 (tripartite motif containing 37) [NCBI Gene 4591] {aka MUL, POB1, TEF3}, TMEM214 (transmembrane protein 214) [NCBI Gene 54867], SERPINA1 (serpin family A member 1) [NCBI Gene 5265] {aka A1A, A1AT, AAT, PI, PI1, PRO2275}, SCN5A (sodium voltage-gated channel alpha subunit 5) [NCBI Gene 6331] {aka CDCD2, CMD1E, CMPD2, HB1, HB2, HBBD}, CNGB1 (cyclic nucleotide gated channel subunit beta 1) [NCBI Gene 1258] {aka CNCG2, CNCG3L, CNCG4, CNG4, CNGB1B, GAR1}, C10orf90 (chromosome 10 open reading frame 90) [NCBI Gene 118611] {aka FATS, bA422P15.2}, PCK1 (phosphoenolpyruvate carboxykinase 1) [NCBI Gene 5105] {aka PCKDC, PEPCK-C, PEPCK1, PEPCKC}, CLRN1 (clarin 1) [NCBI Gene 7401] {aka RP61, USH3, USH3A}, DBH (dopamine beta-hydroxylase) [NCBI Gene 1621] {aka DBM, ORTHYP1}, CASP7 (caspase 7) [NCBI Gene 840] {aka CASP-7, CMH-1, ICE-LAP3, LICE2, MCH3}, NPHS1 (NPHS1 adhesion molecule, nephrin) [NCBI Gene 4868] {aka CNF, NPHN, nephrin}, CLCN1 (chloride voltage-gated channel 1) [NCBI Gene 1180] {aka CLC1}, LDLR (low density lipoprotein receptor) [NCBI Gene 3949] {aka LDLCQ2}, GJB2 (gap junction protein beta 2) [NCBI Gene 2706] {aka BAPS, CX26, DFNA3, DFNA3A, DFNB1, DFNB1A}, ATM (ATM serine/threonine kinase) [NCBI Gene 472] {aka AT1, ATA, ATC, ATD, ATDC, ATE}, PKHD1L1 (PKHD1 like 1) [NCBI Gene 93035] {aka DFNB124, PKHDL1}, HLA-A (major histocompatibility complex, class I, A) [NCBI Gene 3105] {aka HLAA}, CHEK2 (checkpoint kinase 2) [NCBI Gene 11200] {aka CDS1, CHK2, HuCds1, LFS2, PP1425, RAD53}, CFTR (CF transmembrane conductance regulator) [NCBI Gene 1080] {aka ABC35, ABCC7, CF, CFTR/MRP, MRP7, TNR-CFTR}, EYS (EGF-like photoreceptor maintenance factor) [NCBI Gene 346007] {aka C6orf178, C6orf179, C6orf180, EGFL10, EGFL11, RP25}, UGT1A6 (UDP glucuronosyltransferase family 1 member A6) [NCBI Gene 54578] {aka GNT1, HLUGP, HLUGP1, UDPGT 1-6, UGT-1F, UGT1-06}, IGHG3 (immunoglobulin heavy constant gamma 3 (G3m marker)) [NCBI Gene 3502] {aka IgG3}, OCA2 (OCA2 melanosomal transmembrane protein) [NCBI Gene 4948] {aka BEY, BEY1, BEY2, BOCA, D15S12, EYCL}, MC1R (melanocortin 1 receptor) [NCBI Gene 4157] {aka CMM5, MSH-R, SHEP2}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, Xpac (Xeroderma pigmentosum group A-like) [NCBI Gene 31357] {aka CG6358, DhR14, DhXPA, DmXPA, Dmel\CG6358, Dxpa}, FUT2 (fucosyltransferase 2 (H blood group)) [NCBI Gene 2524] {aka B12QTL1, SE, SEC2, Se2, sej}, EBAG9 (estrogen receptor binding site associated antigen 9) [NCBI Gene 9166] {aka EB9, PDAF}
- **Diseases:** atrial fibrillation (MESH:D001281), hypertension (MESH:D006973), Nephrotic syndrome (MESH:D009404), P (MESH:D002972), skin cancer (MESH:D012878), Female infertility (MESH:D007247), Congenital malformation syndrome (OMIM:163000), retinal dystrophy (MESH:D058499), deafness (MESH:D003638), cystic fibrosis (MESH:D003550), hypotension (MESH:D007022), Glomerulonephritis (MESH:D005921), ataxia telangiectasia (MESH:D001260), non-syndromic diseases (MESH:D000073296), diseases (MESH:D004194), Diseases of myoneural junction and muscle (MESH:D009135), congenital nephrotic syndrome, Finnish (MESH:C535761), Hermansky-Pudlak syndrome (MESH:D022861), cataract (MESH:D002386), Gaucher disease (MESH:D005776), Cholelithiasis (MESH:D002769), infertility (MESH:D007246), lung phenotype (MESH:D008171), dopamine beta-hydroxylase deficiency (MESH:C535600), Immunodeficiency (MESH:D007153), Motor neuron disease (MESH:D016472), Leigh syndrome (MESH:D007888), COPD (MESH:D029424), hypercholesteremia (MESH:D006937), autosomal recessive spastic ataxia of Charlevoix-Saguenay (MESH:C536787), Type 1 diabetes (MESH:D003922), xeroderma pigmentosum (MESH:D014983), Hereditary retinal dystrophy (MESH:D057130), Inheritance in (MESH:D030342), cancer (MESH:D009369), liver phenotype (MESH:D008107), sick sinus syndrome (MESH:D012804), Tay-Sachs disease (MESH:D013661), asthma (MESH:D001249), c (MESH:D030401), Pain (MESH:D010146), Intestinal infectious diseases (MESH:D003141), Sensorineural hearing loss (MESH:D006319), Finnish (MESH:C537459), hearing loss (MESH:D034381), pLoF (MESH:D006315), cardiac arrhythmia (MESH:D001145)
- **Chemicals:** NA (MESH:D012964), Glucose (MESH:D005947)
- **Species:** Drosophila melanogaster (fruit fly, species) [taxon 7227], Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC9849130/full.md

## References

55 references — full list in the complete paper: https://tomesphere.com/paper/PMC9849130/full.md

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Source: https://tomesphere.com/paper/PMC9849130