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1. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders

Author

Ligthart, Symen, Vaez, Ahmad, Võsa, Urmo, Stathopoulou, Maria G, De Vries, Paul S, Prins, Bram P, Van Der Most, Peter J, Tanaka, Toshiko, Naderi, Elnaz, Rose, Lynda M, Wu, Ying, Karlsson, Robert, Barbalic, Maja, Lin, Honghuang, Pool, René, Zhu, Gu, Macé, Aurélien, Sidore, Carlo, Trompet, Stella, Mangino, Massimo, Sabater-Lleal, Maria, Kemp, John P, Abbasi, Ali, Kacprowski, Tim, Verweij, Niek, Smith, Albert V, Huang, Tao, Marzi, Carola, Feitosa, Mary F, Lohman, Kurt K, Kleber, Marcus E, Milaneschi, Yuri, Mueller, Christian, Huq, Mahmudul, Vlachopoulou, Efthymia, Lyytikäinen, Leo-Pekka, Oldmeadow, Christopher, Deelen, Joris, Perola, Markus, Zhao, Jing Hua, Feenstra, Bjarke, Amini, Marzyeh, Lahti, Jari, Schraut, Katharina E, Fornage, Myriam, Suktitipat, Bhoom, Chen, Wei-Min, Li, Xiaohui, Nutile, Teresa, Malerba, Giovanni, Luan, Jian'an, Bak, Tom, Schork, Nicholas, Del Greco M, Fabiola, Thiering, Elisabeth, Mahajan, Anubha, Marioni, Riccardo E, Mihailov, Evelin, Eriksson, Joel, Ozel, Ayse Bilge, Zhang, Weihua, Nethander, Maria, Cheng, Yu-Ching, Aslibekyan, Stella, Ang, Wei, Gandin, Ilaria, Yengo, Loïc, Portas, Laura, Kooperberg, Charles, Hofer, Edith, Rajan, Kumar B, Schurmann, Claudia, Den Hollander, Wouter, Ahluwalia, Tarunveer S, Zhao, Jing, Draisma, Harmen H M, Ford, Ian, Timpson, Nicholas, Teumer, Alexander, Huang, Hongyan, Wahl, Simone, Liu, YongMei, Huang, Jie, Uh, Hae-Won, Geller, Frank, Joshi, Peter K, Yanek, Lisa R, Trabetti, Elisabetta, Lehne, Benjamin, Vozzi, Diego, Verbanck, Marie, Biino, Ginevra, Saba, Yasaman, Meulenbelt, Ingrid, O'Connell, Jeff R, Laakso, Markku, Giulianini, Franco, Magnusson, Patrik K E, Ballantyne, Christie M, Hottenga, Jouke Jan, Montgomery, Grant W, Rivadineira, Fernando, Rueedi, Rico, Steri, Maristella, Herzig, Karl-Heinz, Stott, David J, Menni, Cristina, Frånberg, Mattias, St Pourcain, Beate, Felix, Stephan B, Pers, Tune H, Bakker, Stephan J L, Kraft, Peter, Peters, Annette, Vaidya, Dhananjay, Delgado, Graciela, Smit, Johannes H, Großmann, Vera, Sinisalo, Juha, Seppälä, Ilkka, Williams, Stephen R, Holliday, Elizabeth G, Moed, Matthijs, Langenberg, Claudia, Räikkönen, Katri, Ding, Jingzhong, Campbell, Harry, Sale, Michele M, Chen, Yii-Der I, James, Alan L, Ruggiero, Daniela, Soranzo, Nicole, Hartman, Catharina A, Smith, Erin N, Berenson, Gerald S, Fuchsberger, Christian, Hernandez, Dena, Tiesler, Carla M T, Giedraitis, Vilmantas, Liewald, David, Fischer, Krista, Mellström, Dan, Larsson, Anders, Wang, Yunmei, Scott, William R, Lorentzon, Matthias, Beilby, John, Ryan, Kathleen A, Pennell, Craig E, Vuckovic, Dragana, Balkau, Beverly, Concas, Maria Pina, Schmidt, Reinhold, Mendes De Leon, Carlos F, Bottinger, Erwin P, Kloppenburg, Margreet, Paternoster, Lavinia, Boehnke, Michael, Musk, A W, Willemsen, Gonneke, Evans, David M, Madden, Pamela A F, Kähönen, Mika, Kutalik, Zoltán, Zoledziewska, Magdalena, Karhunen, Ville, Kritchevsky, Stephen B, Sattar, Naveed, Lachance, Genevieve, Clarke, Robert, Harris, Tamara B, Raitakari, Olli T, Attia, John R, Van Heemst, Diana, Kajantie, Eero, Sorice, Rossella, Gambaro, Giovanni, Scott, Robert A, Hicks, Andrew A, Ferrucci, Luigi, Standl, Marie, Lindgren, Cecilia M, Starr, John M, Karlsson, Magnus, Lind, Lars, Li, Jun Z, Chambers, John C, Mori, Trevor A, De Geus, Eco J C N, Heath, Andrew C, Martin, Nicholas G, Auvinen, Juha, Buckley, Brendan M, De Craen, Anton J M, Waldenberger, Melanie, Strauch, Konstantin, Meitinger, Thomas, Scott, Rodney J, McEvoy, Mark, Beekman, Marian, Bombieri, Cristina, Ridker, Paul M, Mohlke, Karen L, Pedersen, Nancy L, Morrison, Alanna C, Boomsma, Dorret I, Whitfield, John B, Strachan, David P, Hofman, Albert, Vollenweider, Peter, Cucca, Francesco, Jarvelin, Marjo-Riitta, Jukema, J Wouter, Spector, Tim D, Hamsten, Anders, Zeller, Tanja, Uitterlinden, André G, Nauck, Matthias, Gudnason, Vilmundur, Qi, Lu, Grallert, Harald, Borecki, Ingrid B, Rotter, Jerome I, März, Winfried, Wild, Philipp S, Lokki, Marja-Liisa, Boyle, Michael, Salomaa, Veikko, Melbye, Mads, Eriksson, Johan G, Wilson, James F, Penninx, Brenda W J H, Becker, Diane M, Worrall, Bradford B, Gibson, Greg, Krauss, Ronald M, Ciullo, Marina, Zaza, Gianluigi, Wareham, Nicholas J, Oldehinkel, Albertine J, Palmer, Lyle J, Murray, Sarah S, Pramstaller, Peter P, Bandinelli, Stefania, Heinrich, Joachim, Ingelsson, Erik, Deary, Ian J, Mägi, Reedik, Vandenput, Liesbeth, Van Der Harst, Pim, Desch, Karl C, Kooner, Jaspal S, Ohlsson, Claes, Hayward, Caroline, Lehtimäki, Terho, Shuldiner, Alan R, Arnett, Donna K, Beilin, Lawrence J, Robino, Antonietta, Froguel, Philippe, Pirastu, Mario, Jess, Tine, Koenig, Wolfgang, Loos, Ruth J F, Evans, Denis A, Schmidt, Helena, Smith, George Davey, Slagboom, P Eline, Eiriksdottir, Gudny, Morris, Andrew P, Psaty, Bruce M, Tracy, Russell P, Nolte, Ilja M, Boerwinkle, Eric, Visvikis-Siest, Sophie, Reiner, Alex P, Gross, Myron, Bis, Joshua C, Franke, Lude, Franco, Oscar H, Benjamin, Emelia J, Chasman, Daniel I, Dupuis, Josée, Snieder, Harold, Dehghan, Abbas, and Alizadeh, Behrooz Z

Subjects
2. Zero hunger, 610 Medicine & health, 360 Social problems & social services, 3. Good health
Abstract

C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5 × 10). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences.

2. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders.

Author

Ligthart S, Vaez A, Võsa U, Stathopoulou MG, de Vries PS, Prins BP, Van der Most PJ, Tanaka T, Naderi E, Rose LM, Wu Y, Karlsson R, Barbalic M, Lin H, Pool R, Zhu G, Macé A, Sidore C, Trompet S, Mangino M, Sabater-Lleal M, Kemp JP, Abbasi A, Kacprowski T, Verweij N, Smith AV, Huang T, Marzi C, Feitosa MF, Lohman KK, Kleber ME, Milaneschi Y, Mueller C, Huq M, Vlachopoulou E, Lyytikäinen LP, Oldmeadow C, Deelen J, Perola M, Zhao JH, Feenstra B, Amini M, Lahti J, Schraut KE, Fornage M, Suktitipat B, Chen WM, Li X, Nutile T, Malerba G, Luan J, Bak T, Schork N, Del Greco M F, Thiering E, Mahajan A, Marioni RE, Mihailov E, Eriksson J, Ozel AB, Zhang W, Nethander M, Cheng YC, Aslibekyan S, Ang W, Gandin I, Yengo L, Portas L, Kooperberg C, Hofer E, Rajan KB, Schurmann C, den Hollander W, Ahluwalia TS, Zhao J, Draisma HHM, Ford I, Timpson N, Teumer A, Huang H, Wahl S, Liu Y, Huang J, Uh HW, Geller F, Joshi PK, Yanek LR, Trabetti E, Lehne B, Vozzi D, Verbanck M, Biino G, Saba Y, Meulenbelt I, O'Connell JR, Laakso M, Giulianini F, Magnusson PKE, Ballantyne CM, Hottenga JJ, Montgomery GW, Rivadineira F, Rueedi R, Steri M, Herzig KH, Stott DJ, Menni C, Frånberg M, St Pourcain B, Felix SB, Pers TH, Bakker SJL, Kraft P, Peters A, Vaidya D, Delgado G, Smit JH, Großmann V, Sinisalo J, Seppälä I, Williams SR, Holliday EG, Moed M, Langenberg C, Räikkönen K, Ding J, Campbell H, Sale MM, Chen YI, James AL, Ruggiero D, Soranzo N, Hartman CA, Smith EN, Berenson GS, Fuchsberger C, Hernandez D, Tiesler CMT, Giedraitis V, Liewald D, Fischer K, Mellström D, Larsson A, Wang Y, Scott WR, Lorentzon M, Beilby J, Ryan KA, Pennell CE, Vuckovic D, Balkau B, Concas MP, Schmidt R, Mendes de Leon CF, Bottinger EP, Kloppenburg M, Paternoster L, Boehnke M, Musk AW, Willemsen G, Evans DM, Madden PAF, Kähönen M, Kutalik Z, Zoledziewska M, Karhunen V, Kritchevsky SB, Sattar N, Lachance G, Clarke R, Harris TB, Raitakari OT, Attia JR, van Heemst D, Kajantie E, Sorice R, Gambaro G, Scott RA, Hicks AA, Ferrucci L, Standl M, Lindgren CM, Starr JM, Karlsson M, Lind L, Li JZ, Chambers JC, Mori TA, de Geus EJCN, Heath AC, Martin NG, Auvinen J, Buckley BM, de Craen AJM, Waldenberger M, Strauch K, Meitinger T, Scott RJ, McEvoy M, Beekman M, Bombieri C, Ridker PM, Mohlke KL, Pedersen NL, Morrison AC, Boomsma DI, Whitfield JB, Strachan DP, Hofman A, Vollenweider P, Cucca F, Jarvelin MR, Jukema JW, Spector TD, Hamsten A, Zeller T, Uitterlinden AG, Nauck M, Gudnason V, Qi L, Grallert H, Borecki IB, Rotter JI, März W, Wild PS, Lokki ML, Boyle M, Salomaa V, Melbye M, Eriksson JG, Wilson JF, Penninx BWJH, Becker DM, Worrall BB, Gibson G, Krauss RM, Ciullo M, Zaza G, Wareham NJ, Oldehinkel AJ, Palmer LJ, Murray SS, Pramstaller PP, Bandinelli S, Heinrich J, Ingelsson E, Deary IJ, Mägi R, Vandenput L, van der Harst P, Desch KC, Kooner JS, Ohlsson C, Hayward C, Lehtimäki T, Shuldiner AR, Arnett DK, Beilin LJ, Robino A, Froguel P, Pirastu M, Jess T, Koenig W, Loos RJF, Evans DA, Schmidt H, Smith GD, Slagboom PE, Eiriksdottir G, Morris AP, Psaty BM, Tracy RP, Nolte IM, Boerwinkle E, Visvikis-Siest S, Reiner AP, Gross M, Bis JC, Franke L, Franco OH, Benjamin EJ, Chasman DI, Dupuis J, Snieder H, Dehghan A, and Alizadeh BZ

Subjects
Adolescent, Adult, Aged, Aged, 80 and over, Biomarkers metabolism, Bipolar Disorder genetics, Bipolar Disorder metabolism, Body Mass Index, C-Reactive Protein genetics, Child, Female, Genome-Wide Association Study methods, Humans, Inflammation metabolism, Liver metabolism, Liver pathology, Male, Mendelian Randomization Analysis methods, Middle Aged, Schizophrenia genetics, Schizophrenia metabolism, Young Adult, Genetic Loci genetics, Inflammation genetics, Metabolic Networks and Pathways genetics
Abstract

C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5 × 10 -8 ). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences., (Copyright © 2018 American Society of Human Genetics. All rights reserved.)

Published
2018
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