This doctoral thesis only has my name on it but as The Beatles sang "I get by with a little help from my friends". So here are my thank you's: First of all, I believe that I have had the best main supervisor possible, Per Jensen. Pelle, thank you for believing in me and for giving me this opportunity. You have given me a lot of trust and responsibility and you have always been there to support. To my other supervisors, Lina Roth and Dominic Wright. Lina, your support has been invaluable! You always have wise and appreciated input. Your eye for details is incorporated throughout my PhD. And Dominic, thank you for being patient and for guiding me through the winding roads of GWAS. To technicians Ann-Charlotte, Petros and Lejla for the help with equipment and for keeping everything run smoothly in the lab. To my co-authors Ann-Sofie, Martin, Petros, Agaia, Johan and Lise-Lotte for all the work you have put in on my/your/our projects. To Rebecca and Lina for proof reading this wall of text. To all other colleagues at the biology department for contributing to an entertaining work environment and interesting topics for fika-discussions. To my family for always encouraging my academic endeavours. To Mattias for sticking with me and supporting me through all the PhD ups and downs. To our lovely daughters Seia and Idun that has taught me to be really efficient in multitasking and that sleep is overrated. To "kontoret" that I will really, really, really miss: List of publications included in this thesis The thesis is based on these listed papers. In the text, they will be referred to as their roman numbers (I-IV).