TY - JOUR
T1 - Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
AU - Kierczak, Marcin
AU - Rafati, Nima
AU - Höglund, Julia
AU - Gourlé, Hadrien
AU - Lo Faro, Valeria
AU - Schmitz, Daniel
AU - Ek, Weronica E.
AU - Gyllensten, Ulf
AU - Enroth, Stefan
AU - Ekman, Diana
AU - Nystedt, Björn
AU - Karlsson, Torgny
AU - Johansson, Åsa
N1 - Funding Information:
We acknowledge all the participants and staff involved in the NSPHS for their valuable contribution. The NSPHS was funded by the Foundation for Strategic Research (UG) and the European Commission FP6 (UG). Sequencing was funded by the Science for Life Laboratory (SciLifeLab) and Swedish Genomes Program, which has been made available by support from the Knut and Alice Wallenberg Foundation. Sequencing was performed by NGI (National Genomics Infrastructure), Stockholm, Sweden. Protein measurements were carried out by Olink Proteomics AB in Uppsala, Sweden. The computations and data handling were enabled by resources in project SNIC 2018/8-372, sens2017538, and sens2016007 provided by the Swedish National Infrastructure for Computing (SNIC) at Uppsala Multidisciplinary Centre for Advanced Computational Science (UPPMAX), partially funded by the Swedish Research Council through grant agreement no. 2018-05973. This work was funded by the SciLifeLab’s Technology Development Project (TDP) program, the Swedish Medical Research Council (2019-01497) and the Swedish Heart-Lung foundation (nr. 20200687). MK is financially supported by the Knut and Alice Wallenberg Foundation as part of the National Bioinformatics Infrastructure Sweden at SciLifeLab.
Funding Information:
We acknowledge all the participants and staff involved in the NSPHS for their valuable contribution. The NSPHS was funded by the Foundation for Strategic Research (UG) and the European Commission FP6 (UG). Sequencing was funded by the Science for Life Laboratory (SciLifeLab) and Swedish Genomes Program, which has been made available by support from the Knut and Alice Wallenberg Foundation. Sequencing was performed by NGI (National Genomics Infrastructure), Stockholm, Sweden. Protein measurements were carried out by Olink Proteomics AB in Uppsala, Sweden. The computations and data handling were enabled by resources in project SNIC 2018/8-372, sens2017538, and sens2016007 provided by the Swedish National Infrastructure for Computing (SNIC) at Uppsala Multidisciplinary Centre for Advanced Computational Science (UPPMAX), partially funded by the Swedish Research Council through grant agreement no. 2018-05973. This work was funded by the SciLifeLab’s Technology Development Project (TDP) program, the Swedish Medical Research Council (2019-01497) and the Swedish Heart-Lung foundation (nr. 20200687). MK is financially supported by the Knut and Alice Wallenberg Foundation as part of the National Bioinformatics Infrastructure Sweden at SciLifeLab.
Publisher Copyright:
© 2022, The Author(s).
PY - 2022/12
Y1 - 2022/12
N2 - Despite the success of genome-wide association studies, much of the genetic contribution to complex traits remains unexplained. Here, we analyse high coverage whole-genome sequencing data, to evaluate the contribution of rare genetic variants to 414 plasma proteins. The frequency distribution of genetic variants is skewed towards the rare spectrum, and damaging variants are more often rare. We estimate that less than 4.3% of the narrow-sense heritability is expected to be explained by rare variants in our cohort. Using a gene-based approach, we identify Cis-associations for 237 of the proteins, which is slightly more compared to a GWAS (N = 213), and we identify 34 associated loci in Trans. Several associations are driven by rare variants, which have larger effects, on average. We therefore conclude that rare variants could be of importance for precision medicine applications, but have a more limited contribution to the missing heritability of complex diseases.
AB - Despite the success of genome-wide association studies, much of the genetic contribution to complex traits remains unexplained. Here, we analyse high coverage whole-genome sequencing data, to evaluate the contribution of rare genetic variants to 414 plasma proteins. The frequency distribution of genetic variants is skewed towards the rare spectrum, and damaging variants are more often rare. We estimate that less than 4.3% of the narrow-sense heritability is expected to be explained by rare variants in our cohort. Using a gene-based approach, we identify Cis-associations for 237 of the proteins, which is slightly more compared to a GWAS (N = 213), and we identify 34 associated loci in Trans. Several associations are driven by rare variants, which have larger effects, on average. We therefore conclude that rare variants could be of importance for precision medicine applications, but have a more limited contribution to the missing heritability of complex diseases.
UR - https://www.scopus.com/pages/publications/85129494380
U2 - 10.1038/s41467-022-30208-8
DO - 10.1038/s41467-022-30208-8
M3 - Article
C2 - 35534486
SN - 2041-1723
VL - 13
SP - 2532
JO - Nature communications
JF - Nature communications
IS - 1
M1 - 2532
ER -