RT Journal Article T1 A multi-layer functional genomic analysis to understand noncoding genetic variation in lipids. A1 Ramdas, Shweta A1 Judd, Jonathan A1 Graham, Sarah E A1 Kanoni, Stavroula A1 Wang, Yuxuan A1 Surakka, Ida A1 Wenz, Brandon A1 Clarke, Shoa L A1 Chesi, Alessandra A1 Wells, Andrew A1 Bhatti, Konain Fatima A1 Vedantam, Sailaja A1 Winkler, Thomas W A1 Locke, Adam E A1 Marouli, Eirini A1 Zajac, Greg J M A1 Wu, Kuan-Han H A1 Ntalla, Ioanna A1 Hui, Qin A1 Klarin, Derek A1 Hilliard, Austin T A1 Wang, Zeyuan A1 Xue, Chao A1 Thorleifsson, Gudmar A1 Helgadottir, Anna A1 Gudbjartsson, Daniel F A1 Holm, Hilma A1 Olafsson, Isleifur A1 Hwang, Mi Yeong A1 Han, Sohee A1 Akiyama, Masato A1 Sakaue, Saori A1 Terao, Chikashi A1 Kanai, Masahiro A1 Zhou, Wei A1 Brumpton, Ben M A1 Rasheed, Humaira A1 Havulinna, Aki S A1 Veturi, Yogasudha A1 Pacheco, Jennifer Allen A1 Rosenthal, Elisabeth A A1 Lingren, Todd A1 Feng, QiPing A1 Kullo, Iftikhar J A1 Narita, Akira A1 Takayama, Jun A1 Martin, Hilary C A1 Hunt, Karen A A1 Trivedi, Bhavi A1 Haessler, Jeffrey A1 Giulianini, Franco A1 Bradford, Yuki A1 Miller, Jason E A1 Campbell, Archie A1 Lin, Kuang A1 Millwood, Iona Y A1 Rasheed, Asif A1 Hindy, George A1 Faul, Jessica D A1 Zhao, Wei A1 Weir, David R A1 Turman, Constance A1 Huang, Hongyan A1 Graff, Mariaelisa A1 Choudhury, Ananyo A1 Sengupta, Dhriti A1 Mahajan, Anubha A1 Brown, Michael R A1 Zhang, Weihua A1 Yu, Ketian A1 Schmidt, Ellen M A1 Pandit, Anita A1 Gustafsson, Stefan A1 Yin, Xianyong A1 Luan, Jian'an A1 Zhao, Jing-Hua A1 Matsuda, Fumihiko A1 Jang, Hye-Mi A1 Yoon, Kyungheon A1 Medina-Gomez, Carolina A1 Pitsillides, Achilleas A1 Hottenga, Jouke Jan A1 Wood, Andrew R A1 Ji, Yingji A1 Gao, Zishan A1 Haworth, Simon A1 Mitchell, Ruth E A1 Chai, Jin Fang A1 Aadahl, Mette A1 Bjerregaard, Anne A A1 Yao, Jie A1 Manichaikul, Ani A1 Lee, Wen-Jane A1 Hsiung, Chao Agnes A1 Warren, Helen R A1 Ramirez, Julia A1 Bork-Jensen, Jette A1 Kårhus, Line L A1 Goel, Anuj A1 Sabater-Lleal, Maria A1 Noordam, Raymond A1 Mauro, Pala A1 Matteo, Floris A1 McDaid, Aaron F A1 Marques-Vidal, Pedro A1 Wielscher, Matthias A1 Trompet, Stella A1 Sattar, Naveed A1 Møllehave, Line T A1 Munz, Matthias A1 Zeng, Lingyao A1 Huang, Jianfeng A1 Yang, Bin A1 Poveda, Alaitz A1 Kurbasic, Azra A1 Schönherr, Sebastian A1 Forer, Lukas A1 Scholz, Markus A1 Galesloot, Tessel E A1 Bradfield, Jonathan P A1 Ruotsalainen, Sanni E A1 Daw, E Warwick A1 Zmuda, Joseph M A1 Mitchell, Jonathan S A1 Fuchsberger, Christian A1 Christensen, Henry A1 Brody, Jennifer A A1 Le, Phuong A1 Feitosa, Mary F A1 Wojczynski, Mary K A1 Hemerich, Daiane A1 Preuss, Michael A1 Mangino, Massimo A1 Christofidou, Paraskevi A1 Verweij, Niek A1 Benjamins, Jan W A1 Engmann, Jorgen A1 Noah, Tsao L A1 Verma, Anurag A1 Slieker, Roderick C A1 Lo, Ken Sin A1 Zilhao, Nuno R A1 Kleber, Marcus E A1 Delgado, Graciela E A1 Huo, Shaofeng A1 Ikeda, Daisuke D A1 Iha, Hiroyuki A1 Yang, Jian A1 Liu, Jun A1 Demirkan, Ayşe A1 Leonard, Hampton L A1 Marten, Jonathan A1 Emmel, Carina A1 Schmidt, Börge A1 Smyth, Laura J A1 Cañadas-Garre, Marisa A1 Wang, Chaolong A1 Nakatochi, Masahiro A1 Wong, Andrew A1 Hutri-Kähönen, Nina A1 Sim, Xueling A1 Xia, Rui A1 Huerta-Chagoya, Alicia A1 Fernandez-Lopez, Juan Carlos A1 Lyssenko, Valeriya A1 Nongmaithem, Suraj S A1 Sankareswaran, Alagu A1 Irvin, Marguerite R A1 Oldmeadow, Christopher A1 Kim, Han-Na A1 Ryu, Seungho A1 Timmers, Paul R H J A1 Arbeeva, Liubov A1 Dorajoo, Rajkumar A1 Lange, Leslie A A1 Prasad, Gauri A1 Lorés-Motta, Laura A1 Pauper, Marc A1 Long, Jirong A1 Li, Xiaohui A1 Theusch, Elizabeth A1 Takeuchi, Fumihiko A1 Spracklen, Cassandra N A1 Loukola, Anu A1 Bollepalli, Sailalitha A1 Warner, Sophie C A1 Wang, Ya Xing A1 Wei, Wen B A1 Nutile, Teresa A1 Ruggiero, Daniela A1 Sung, Yun Ju A1 Chen, Shufeng A1 Liu, Fangchao A1 Yang, Jingyun A1 Kentistou, Katherine A A1 Banas, Bernhard A1 Morgan, Anna A1 Meidtner, Karina A1 Bielak, Lawrence F A1 Smith, Jennifer A A1 Hebbar, Prashantha A1 Farmaki, Aliki-Eleni A1 Hofer, Edith A1 Lin, Maoxuan A1 Concas, Maria Pina A1 Vaccargiu, Simona A1 van der Most, Peter J A1 Pitkänen, Niina A1 Cade, Brian E A1 van der Laan, Sander W A1 Chitrala, Kumaraswamy Naidu A1 Weiss, Stefan A1 Bentley, Amy R A1 Doumatey, Ayo P A1 Adeyemo, Adebowale A A1 Lee, Jong Young A1 Petersen, Eva R B A1 Nielsen, Aneta A A1 Choi, Hyeok Sun A1 Nethander, Maria A1 Freitag-Wolf, Sandra A1 Southam, Lorraine A1 Rayner, Nigel W A1 Wang, Carol A A1 Lin, Shih-Yi A1 Wang, Jun-Sing A1 Couture, Christian A1 Lyytikäinen, Leo-Pekka A1 Nikus, Kjell A1 Cuellar-Partida, Gabriel A1 Vestergaard, Henrik A1 Hidalgo, Bertha A1 Giannakopoulou, Olga A1 Cai, Qiuyin A1 Obura, Morgan O A1 van Setten, Jessica A1 He, Karen Y A1 Tang, Hua A1 Terzikhan, Natalie A1 Shin, Jae Hun A1 Jackson, Rebecca D A1 Reiner, Alexander P A1 Martin, Lisa Warsinger A1 Chen, Zhengming A1 Li, Liming A1 Kawaguchi, Takahisa A1 Thiery, Joachim A1 Bis, Joshua C A1 Launer, Lenore J A1 Li, Huaixing A1 Nalls, Mike A A1 Raitakari, Olli T A1 Ichihara, Sahoko A1 Wild, Sarah H A1 Nelson, Christopher P A1 Campbell, Harry A1 Jäger, Susanne A1 Nabika, Toru A1 Al-Mulla, Fahd A1 Niinikoski, Harri A1 Braund, Peter S A1 Kolcic, Ivana A1 Kovacs, Peter A1 Giardoglou, Tota A1 Katsuya, Tomohiro A1 de Kleijn, Dominique A1 de Borst, Gert J A1 Kim, Eung Kweon A1 Adams, Hieab H H A1 Ikram, M Arfan A1 Zhu, Xiaofeng A1 Asselbergs, Folkert W A1 Kraaijeveld, Adriaan O A1 Beulens, Joline W J A1 Shu, Xiao-Ou A1 Rallidis, Loukianos S A1 Pedersen, Oluf A1 Hansen, Torben A1 Mitchell, Paul A1 Hewitt, Alex W A1 Kähönen, Mika A1 Pérusse, Louis A1 Bouchard, Claude A1 Tönjes, Anke A1 Ida Chen, Yii-Der A1 Pennell, Craig E A1 Mori, Trevor A A1 Lieb, Wolfgang A1 Franke, Andre A1 Ohlsson, Claes A1 Mellström, Dan A1 Cho, Yoon Shin A1 Lee, Hyejin A1 Yuan, Jian-Min A1 Koh, Woon-Puay A1 Rhee, Sang Youl A1 Woo, Jeong-Taek A1 Heid, Iris M A1 Stark, Klaus J A1 Zimmermann, Martina E A1 Völzke, Henry A1 Homuth, Georg A1 Evans, Michele K A1 Zonderman, Alan B A1 Polasek, Ozren A1 Pasterkamp, Gerard A1 Hoefer, Imo E A1 Redline, Susan A1 Pahkala, Katja A1 Oldehinkel, Albertine J A1 Snieder, Harold A1 Biino, Ginevra A1 Schmidt, Reinhold A1 Schmidt, Helena A1 Bandinelli, Stefania A1 Dedoussis, George A1 Thanaraj, Thangavel Alphonse A1 Peyser, Patricia A A1 Kato, Norihiro A1 Schulze, Matthias B A1 Girotto, Giorgia A1 Böger, Carsten A A1 Jung, Bettina A1 Joshi, Peter K A1 Bennett, David A A1 De Jager, Philip L A1 Lu, Xiangfeng A1 Mamakou, Vasiliki A1 Brown, Morris A1 Caulfield, Mark J A1 Munroe, Patricia B A1 Guo, Xiuqing A1 Ciullo, Marina A1 Jonas, Jost B A1 Samani, Nilesh J A1 Kaprio, Jaakko A1 Pajukanta, Päivi A1 Tusié-Luna, Teresa A1 Aguilar-Salinas, Carlos A A1 Adair, Linda S A1 Bechayda, Sonny Augustin A1 de Silva, H Janaka A1 Wickremasinghe, Ananda R A1 Krauss, Ronald M A1 Wu, Jer-Yuarn A1 Zheng, Wei A1 den Hollander, Anneke I A1 Bharadwaj, Dwaipayan A1 Correa, Adolfo A1 Wilson, James G A1 Lind, Lars A1 Heng, Chew-Kiat A1 Nelson, Amanda E A1 Golightly, Yvonne M A1 Wilson, James F A1 Penninx, Brenda A1 Kim, Hyung-Lae A1 Attia, John A1 Scott, Rodney J A1 Rao, D C A1 Arnett, Donna K A1 Walker, Mark A1 Scott, Laura J A1 Koistinen, Heikki A A1 Chandak, Giriraj R A1 Mercader, Josep M A1 Villalpando, Clicerio Gonzalez A1 Orozco, Lorena A1 Fornage, Myriam A1 Tai, E Shyong A1 van Dam, Rob M A1 Lehtimäki, Terho A1 Chaturvedi, Nish A1 Yokota, Mitsuhiro A1 Liu, Jianjun A1 Reilly, Dermot F A1 McKnight, Amy Jayne A1 Kee, Frank A1 Jöckel, Karl-Heinz A1 McCarthy, Mark I A1 Palmer, Colin N A A1 Vitart, Veronique A1 Hayward, Caroline A1 Simonsick, Eleanor A1 van Duijn, Cornelia M A1 Jin, Zi-Bing A1 Lu, Fan A1 Hishigaki, Haretsugu A1 Lin, Xu A1 März, Winfried A1 Gudnason, Vilmundur A1 Tardif, Jean-Claude A1 Lettre, Guillaume A1 T Hart, Leen M A1 Elders, Petra J M A1 Rader, Daniel J A1 Damrauer, Scott M A1 Kumari, Meena A1 Kivimaki, Mika A1 van der Harst, Pim A1 Spector, Tim D A1 Loos, Ruth J F A1 Province, Michael A A1 Parra, Esteban J A1 Cruz, Miguel A1 Psaty, Bruce M A1 Brandslund, Ivan A1 Pramstaller, Peter P A1 Rotimi, Charles N A1 Christensen, Kaare A1 Ripatti, Samuli A1 Widén, Elisabeth A1 Hakonarson, Hakon A1 Grant, Struan F A A1 Kiemeney, Lambertus A1 de Graaf, Jacqueline A1 Loeffler, Markus A1 Kronenberg, Florian A1 Gu, Dongfeng A1 Erdmann, Jeanette A1 Schunkert, Heribert A1 Franks, Paul W A1 Linneberg, Allan A1 Jukema, J Wouter A1 Khera, Amit V A1 Männikkö, Minna A1 Jarvelin, Marjo-Riitta A1 Kutalik, Zoltan A1 Francesco, Cucca A1 Mook-Kanamori, Dennis O A1 Willems van Dijk, Ko A1 Watkins, Hugh A1 Strachan, David P A1 Grarup, Niels A1 Sever, Peter A1 Poulter, Neil A1 Huey-Herng Sheu, Wayne A1 Rotter, Jerome I A1 Dantoft, Thomas M A1 Karpe, Fredrik A1 Neville, Matt J A1 Timpson, Nicholas J A1 Cheng, Ching-Yu A1 Wong, Tien-Yin A1 Khor, Chiea Chuen A1 Li, Hengtong A1 Sabanayagam, Charumathi A1 Peters, Annette A1 Gieger, Christian A1 Hattersley, Andrew T A1 Pedersen, Nancy L A1 Magnusson, Patrik K E A1 Boomsma, Dorret I A1 de Geus, Eco J C A1 Cupples, L Adrienne A1 van Meurs, Joyce B J A1 Ikram, Arfan A1 Ghanbari, Mohsen A1 Gordon-Larsen, Penny A1 Huang, Wei A1 Kim, Young Jin A1 Tabara, Yasuharu A1 Wareham, Nicholas J A1 Langenberg, Claudia A1 Zeggini, Eleftheria A1 Tuomilehto, Jaakko A1 Kuusisto, Johanna A1 Laakso, Markku A1 Ingelsson, Erik A1 Abecasis, Goncalo A1 Chambers, John C A1 Kooner, Jaspal S A1 de Vries, Paul S A1 Morrison, Alanna C A1 Hazelhurst, Scott A1 Ramsay, Michèle A1 North, Kari E A1 Daviglus, Martha A1 Kraft, Peter A1 Martin, Nicholas G A1 Whitfield, John B A1 Abbas, Shahid A1 Saleheen, Danish A1 Walters, Robin G A1 Holmes, Michael V A1 Black, Corri A1 Smith, Blair H A1 Baras, Aris A1 Justice, Anne E A1 Buring, Julie E A1 Ridker, Paul M A1 Chasman, Daniel I A1 Kooperberg, Charles A1 Tamiya, Gen A1 Yamamoto, Masayuki A1 van Heel, David A A1 Trembath, Richard C A1 Wei, Wei-Qi A1 Jarvik, Gail P A1 Namjou, Bahram A1 Hayes, M Geoffrey A1 Ritchie, Marylyn D A1 Jousilahti, Pekka A1 Salomaa, Veikko A1 Hveem, Kristian A1 Åsvold, Bjørn Olav A1 Kubo, Michiaki A1 Kamatani, Yoichiro A1 Okada, Yukinori A1 Murakami, Yoshinori A1 Kim, Bong-Jo A1 Thorsteinsdottir, Unnur A1 Stefansson, Kari A1 Zhang, Jifeng A1 Chen, Y Eugene A1 Ho, Yuk-Lam A1 Lynch, Julie A A1 Tsao, Philip S A1 Chang, Kyong-Mi A1 Cho, Kelly A1 O'Donnell, Christopher J A1 Gaziano, John M A1 Wilson, Peter A1 Mohlke, Karen L A1 Frayling, Timothy M A1 Hirschhorn, Joel N A1 Kathiresan, Sekar A1 Boehnke, Michael A1 Million Veterans Program, A1 Global Lipids Genetics Consortium, A1 Struan Grant, A1 Natarajan, Pradeep A1 Sun, Yan V A1 Morris, Andrew P A1 Deloukas, Panos A1 Peloso, Gina A1 Assimes, Themistocles L A1 Willer, Cristen J A1 Zhu, Xiang A1 Brown, Christopher D K1 complex traits K1 fine-mapping K1 functional genomics K1 lipid biology K1 post-GWAS K1 regulatory mechanism K1 variant prioritization AB A major challenge of genome-wide association studies (GWASs) is to translate phenotypic associations into biological insights. Here, we integrate a large GWAS on blood lipids involving 1.6 million individuals from five ancestries with a wide array of functional genomic datasets to discover regulatory mechanisms underlying lipid associations. We first prioritize lipid-associated genes with expression quantitative trait locus (eQTL) colocalizations and then add chromatin interaction data to narrow the search for functional genes. Polygenic enrichment analysis across 697 annotations from a host of tissues and cell types confirms the central role of the liver in lipid levels and highlights the selective enrichment of adipose-specific chromatin marks in high-density lipoprotein cholesterol and triglycerides. Overlapping transcription factor (TF) binding sites with lipid-associated loci identifies TFs relevant in lipid biology. In addition, we present an integrative framework to prioritize causal variants at GWAS loci, producing a comprehensive list of candidate causal genes and variants with multiple layers of functional evidence. We highlight two of the prioritized genes, CREBRF and RRBP1, which show convergent evidence across functional datasets supporting their roles in lipid biology. PB Cell Press YR 2022 FD 2022/01/23 LK http://hdl.handle.net/10668/21878 UL http://hdl.handle.net/10668/21878 LA en NO Ramdas S, Judd J, Graham SE, Kanoni S, Wang Y, Surakka I,, et al. A multi-layer functional genomic analysis to understand noncoding genetic variation in lipids. Am J Hum Genet. 2022 Aug 4;109(8):1366-1387. DS RISalud RD Apr 8, 2025