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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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