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Large-scale genome-wide analyses with proteomics integration reveal novel loci and biological insights into frailty

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Abstract Frailty is a clinically relevant phenotype with notable gaps in our understanding of its etiology. Using the Hospital Frailty Risk Score (HFRS) to define frailty, we performed a genome-wide association study in FinnGen (N = 500,737), replicated the results in the UK Biobank (N = 407,463) and performed a meta-analysis. We prioritized genes through colocalization with expression, splicing and protein quantitative trait loci and proteomics integration. We identified 53 independent lead variants associated with frailty (P < 5 × 10−8), of which 45 were novel and not previously reported in the GWAS Catalog. Replication at the individual variant and polygenic risk score of the HFRS (P = 1.86 × 10−522) levels and meta-analysis largely confirmed the findings. Colocalization analysis supported a causal role for several genes, including CHST9, C6orf106 (ILRUN), KHK, MET, APOE, CGREF1 and PPP6C. Additionally, plasma levels of MET, CGREF1 and APOE were associated with HFRS. Our results reveal new genetic contributions to frailty and shed light on its biological basis.
Springer Science and Business Media LLC
Jonathan K. L. Mak Chenxi Qin Moritz Krüger Anna Kuukka Aarno Palotie Mark Daly Bridget Riley-Gillis Howard Jacob Dirk Paul Slavé Petrovski Heiko Runz Sally John George Okafo Robert Plenge Joseph Maranville Mark McCarthy Margaret G. Ehm Kirsi Auro Simonne Longerich Anders Mälarstig Katherine Klinger Clément Chatelain Matthias Gossel Karol Estrada Robert Graham Dawn Waterworth Chris O´Donnell Nicole Renaud Tomi P. Mäkelä Jaakko Kaprio Petri Virolainen Antti Hakanen Terhi Kilpi Markus Perola Jukka Partanen Anne Pitkäranta Taneli Raivio Jani Tikkanen Raisa Serpi Tarja Laitinen Veli-Matti Kosma Jari Laukkanen Marco Hautalahti Outi Tuovila Raimo Pakkanen Jeffrey Waring Fedik Rahimov Ioanna Tachmazidou Chia-Yen Chen Zhihao Ding Marc Jung Hanati Tuoken Shameek Biswas Rion Pendergrass David Pulford Neha Raghavan Adriana Huertas-Vazquez Jae-Hoon Sul Xinli Hu Åsa Hedman Manuel Rivas Ma´en Obeidat Jonathan Chung Jonas Zierer Mari Niemi Samuli Ripatti Johanna Schleutker Mikko Arvas Olli Carpén Reetta Hinttala Johannes Kettunen Arto Mannermaa Katriina Aalto-Setälä Mika Kähönen Johanna Mäkelä Reetta Kälviäinen Valtteri Julkunen Hilkka Soininen Anne Remes Mikko Hiltunen Jukka Peltola Minna Raivio Pentti Tienari Juha Rinne Roosa Kallionpää Juulia Partanen Adam Ziemann Nizar Smaoui Anne Lehtonen Susan Eaton Sanni Lahdenperä Natalie Bowers Edmond Teng Fanli Xu Laura Addis John Eicher Qingqin S. Li Karen He Ekaterina Khramtsova Martti Färkkilä Jukka Koskela Sampsa Pikkarainen Airi Jussila Katri Kaukinen Timo Blomster Mikko Kiviniemi Markku Voutilainen Tim Lu Linda McCarthy Amy Hart Meijian Guan Jason Miller Kirsi Kalpala Melissa Miller Kari Eklund Antti Palomäki Pia Isomäki Laura Pirilä Oili Kaipiainen-Seppänen Johanna Huhtakangas Nina Mars Apinya Lertratanakul Coralie Viollet Marla Hochfeld Jorge Esparza Gordillo Fabiana Farias Nan Bing Margit Pelkonen Paula Kauppi Hannu Kankaanranta Terttu Harju Riitta Lahesmaa Hubert Chen Joanna Betts Rajashree Mishra Majd Mouded Debby Ngo Teemu Niiranen Felix Vaura Veikko Salomaa Kaj Metsärinne Jenni Aittokallio Jussi Hernesniemi Daniel Gordin Juha Sinisalo Marja-Riitta Taskinen Tiinamaija Tuomi Timo Hiltunen Amanda Elliott Mary Pat Reeve Sanni Ruotsalainen Audrey Chu Dermot Reilly Mike Mendelson Jaakko Parkkinen Tuomo Meretoja Heikki Joensuu Johanna Mattson Eveliina Salminen Annika Auranen Peeter Karihtala Päivi Auvinen Klaus Elenius Esa Pitkänen Relja Popovic Margarete Fabre Jennifer Schutzman Diptee Kulkarni Alessandro Porello Andrey Loboda Heli Lehtonen Stefan McDonough Sauli Vuoti Kai Kaarniranta Joni A. Turunen Terhi Ollila Hannu Uusitalo Juha Karjalainen Mengzhen Liu Stephanie Loomis Erich Strauss Hao Chen Kaisa Tasanen Laura Huilaja Katariina Hannula-Jouppi Teea Salmi Sirkku Peltonen Leena Koulu David Choy Ying Wu Pirkko Pussinen Aino Salminen Tuula Salo David Rice Pekka Nieminen Ulla Palotie Maria Siponen Liisa Suominen Päivi Mäntylä Ulvi Gursoy Vuokko Anttonen Kirsi Sipilä Hannele Laivuori Venla Kurra Laura Kotaniemi-Talonen Oskari Heikinheimo Ilkka Kalliala Lauri Aaltonen Varpu Jokimaa Marja Vääräsmäki Outi Uimari Laure Morin-Papunen Maarit Niinimäki Terhi Piltonen Katja Kivinen Elisabeth Widen Taru Tukiainen Niko Välimäki Eija Laakkonen Jaakko Tyrmi Heidi Silven Eeva Sliz Riikka Arffman Susanna Savukoski Triin Laisk Natalia Pujol Janet Kumar Iiris Hovatta Erkki Isometsä Hanna Ollila Jaana Suvisaari Antti Mäkitie Argyro Bizaki-Vallaskangas Sanna Toppila-Salmi Tytti Willberg Elmo Saarentaus Antti Aarnisalo Elisa Rahikkala Kristiina Aittomäki Fredrik Åberg Mitja Kurki Aki Havulinna Juha Mehtonen Priit Palta Shabbeer Hassan Pietro Della Briotta Parolo Wei Zhou Mutaamba Maasha Susanna Lemmelä Aoxing Liu Arto Lehisto Andrea Ganna Vincent Llorens Henrike Heyne Joel Rämö Rodos Rodosthenous Satu Strausz Tuula Palotie Kimmo Palin Javier Garcia-Tabuenca Harri Siirtola Tuomo Kiiskinen Jiwoo Lee Kristin Tsuo Kati Kristiansson Kati Hyvärinen Jarmo Ritari Katri Pylkäs Minna Karjalainen Tuomo Mantere Eeva Kangasniemi Sami Heikkinen Nina Pitkänen Samuel Lessard Lila Kallio Tiina Wahlfors Eero Punkka Sanna Siltanen Teijo Kuopio Anu Jalanko Huei-Yi Shen Risto Kajanne Mervi Aavikko Helen Cooper Denise Öller Rasko Leinonen Henna Palin Malla-Maria Linna Masahiro Kanai Zhili Zheng L. Elisa Lahtela Mari Kaunisto Elina Kilpeläinen Timo P. Sipilä Oluwaseun Alexander Dada Awaisa Ghazal Anastasia Kytölä Rigbe Weldatsadik Kati Donner Anu Loukola Päivi Laiho Tuuli Sistonen Essi Kaiharju Markku Laukkanen Elina Järvensivu Sini Lähteenmäki Lotta Männikkö Regis Wong Auli Toivola Minna Brunfeldt Hannele Mattsson Sami Koskelainen Tero Hiekkalinna Teemu Paajanen Shuang Luo Shanmukha Sampath Padmanabhuni Marianna Niemi Mika Helminen Tiina Luukkaala Iida Vähätalo Jyrki Tammerluoto Sarah Smith Tom Southerington Petri Lehto Sara Hägg Jake Lin Juulia Jylhävä
Title: Large-scale genome-wide analyses with proteomics integration reveal novel loci and biological insights into frailty
Description:
Abstract Frailty is a clinically relevant phenotype with notable gaps in our understanding of its etiology.
Using the Hospital Frailty Risk Score (HFRS) to define frailty, we performed a genome-wide association study in FinnGen (N = 500,737), replicated the results in the UK Biobank (N = 407,463) and performed a meta-analysis.
We prioritized genes through colocalization with expression, splicing and protein quantitative trait loci and proteomics integration.
We identified 53 independent lead variants associated with frailty (P < 5 × 10−8), of which 45 were novel and not previously reported in the GWAS Catalog.
Replication at the individual variant and polygenic risk score of the HFRS (P = 1.
86 × 10−522) levels and meta-analysis largely confirmed the findings.
Colocalization analysis supported a causal role for several genes, including CHST9, C6orf106 (ILRUN), KHK, MET, APOE, CGREF1 and PPP6C.
Additionally, plasma levels of MET, CGREF1 and APOE were associated with HFRS.
Our results reveal new genetic contributions to frailty and shed light on its biological basis.

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