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FNIP1 variants are associated with favourable metabolism in 1 million humans

G. Hindy Rene C. Adam Olukayode A. Sosina Dwaine Pryce David Blair Joseph Herman Joseph S. Lee Peter Dornbos Ernst Mayerhofer Arthur Gilly Charleen Hunt Benjamin Geraghty K. Landheer Liron Ganel Antoine Baldassari Chuan-Yi Zhang Ivory J. Mintah Daphne Sun Angel Coppola K. Brown T. Nguyen Xi-Yang-Xin Xia Andrew Deubler Adolfo Ferrando Giovanni Coppola A. Shuldiner K. Siminovitch Jason Portnoy L. Mitnaul Alison Fenney M. Ferreira Maya Ghoussaini Mona Nafde W. Salerno Lourdes Crane Christina Beechert Erin D. Fuller Laura M. Cremona Eugene Kalyuskin Hang Du Caitlin Forsythe Zhen-Hua Gu Kristy Guevara Michael Lattari Alexander Lopez Kia Manoochehri P. Challa Manasi Pradhan Raymond Reynoso Ricardo Schiavo Maria Sotiropoulos Padilla Cheng-Gu Wang Sarah E. Wolf M. Goyal G. Mitra Sanjay Sreeram R. Lanche Vrushali Mahajan S. Vasireddy Gisu Eom Krishna Pawan Punuru Sujit Gokhale Benjamin Sultan P. Mule Mudasar Sarwar Muhammad Aqeel Xiao-Dong Bai Lan-Ce Zhang S. O'Keeffe R. Panea Evan Edelstein A. Rasool Evan K. Maxwell Boris Boutkov A. Gorovits Ju Guan L. Habegger A. Hawes O. Krasheninina Samantha Zarate A. Mansfield J. Backman K. Burch Adrian Campos Sheila M. Gaynor A. Ghosh Salvador Romero Martinez C. Gillies L. Gurski Eric Jorgenson Tyler Joseph Michael D. Kessler J. Kosmicki P. Nakka O. Delaneau A. Marcketta J. Mbatchou A. Moscati Anita Pandit Jonathan Ross C. Sidore Eli A. Stahl Timothy Thornton S. Vedantam Ru-Jin Wang Kuan-Han Wu Bin Ye Blair Zhang A. Ziyatdinov Yu-Xin Zou Jing-Ning Zhang Kyoko Watanabe Mira Tang Frank Wendt Su-Ying Bao Kathie Y. Sun Sean C. Yu Aaron Zhang D. Corrigan Dhruv Shidhaye Chen Wang K. Adhikari A. Lachmann Mark G. Weiner Brian Hobbs Jon Silver William Palmer Rita Guerreiro Amit Joshi Sarah Graham Erola Pairó Castiñeira Tanima De Luan-Luan Sun Mary Haas Juan Rodriguez-Flores Moeen Riaz Manav Kapoor G. Tzoneva M. Jallow A. Alkelai Ariane Ayer Veera M. Rajagopal S. Gelfman Vijay Kumar Jacqueline Otto J. Bras S. Alvarez Jessie Brown Hossein Khiabanian Joana Revez Kimberly Skead Valentina A. Zavala Jae Soon Sul Lei Chen Sam Choi A. Damask Nan Lin C. Paulding Sameer Malhotra N. Rana Jennifer Rico-Varela Jaimee Hernandez Larizbeth Romero Ashley N. Paynter Randi Schwartz Jody Hankins Anna Han Samuel Hart Ryan Smith Ann Perez-Beals Gina Solari Johannie Rivera-Picart Michelle Pagan Sunilbe Siceron A. Buchanan David J. Carey C. Martin M. Meyer Kyle Retterer David Rolston Marylyn D. Ritchie JoEllen Weaver Nawar Naseer Giorgio Sirugo Afiya Poindexter Yi-An Ko K. Nerz Jenna Dever Aidan Harvey Sydney Linn Meghan Livingstone Fred Vadivieso S. Derohannessian Teo V. Tran Julia Stephanowski Salma Santos Ned Haubein Joseph Dunn A. Verma C. Kripke M. Risman R. Judy Colin Wollack S. Verma S. Damrauer Y. Bradford Scott Dudek T. Drivas H. Anderson Christina L. Aquilante Kelsey Arbogast Ian M. Brooks Elizabeth E. Burke Emily M. Casteel Joanne B. Cole C. Coughlin Jacob Crawford K. Crooks Erin N. Culver M. Fisher T. C. Frye Hunter George Chris Gignoux Elizabeth K. Gilliland Casey S. Greene E. Hearst A. Hendricks Randi K. Johnson Shelby Jones Dave Kao Gabrielle A. Knortz Danielle Koffenberger Santhanagopalan Krishnamoorthy Lisa Ku E. Kudron Rashawnda Lacy E. Lange Joseph A. Lesny Meng Lin James L. Martin Adrian M. Stewart Alaa Radwan Anna Tanaka Carolina Sanchez-Wild C. Swartz E. Shalowitz Emily B. Todd Hoda Sherif J. Pattee J. Shortt K. Trinkley Laura K. Wiley N. Rasouli N. Rafaels Nicole McDaniel N. Pozdeyev Sridharan Raghavan Vendant Vohra J. R. Cerhan F. Couch Janet E. Olson Nicholas B. Larson Z. Fredericksen Mine S. Cicek J. M. Biernacka V. Karpyak P. Vemuri V. Ramanan M. Frye Sarah A. McLaughlin K. Ruddy S. Bielinski J. Lieske W. Hooten L. Boardman Richard B. Kennedy Andrew D. Badley Sean C. Dowdy J. Bakkum-Gamez Gretchen E. Glaser Ping-Ji-Qin-Yu Yang C. Vachon Angela Dispenzieri S. Antwi Ann L. Oberg Kari G. Rabe Scott H. Kaufmann E. Goode W. Cliby J. E. Ahlskog James H. Bower Peter C. Harris Naveen L. Pereira Dan-Ye Ma Robert W. Mutter Jeanette E. Eckel-Passow Lisa K. Colborn Andrew J. Danielsen Jonathan J. Harrington Jennifer M. Kushwaha N. Chalasani Tae-Hwi Schwantes-An A. Saykin Alex A. T. Bui Antonia Petruse A. Naeim Christopher T. Denny C. Lajonchere Clara E. Magyar D. Geschwind Maryam Ariannejad P. Boutros P. Spellman Sarah Dry Stanley F. Nelson Albert Duntugan B. Pasaniuc Paul Tung Timothy S. Chang Y. Berkovich Ankur Jain D. Martinez Ghouse Mohammed Lora Illiev Michael E. Broudy Roni Haas Shaiful Alam T. Yamaguchi Y. Patel A. Charney J. Kozlitina Jo-Ann Cohen Marie Loh P. Katulanda V. Jha A. Kasturiratne K. Khawaja M. Mridha R. Anjana John C. Chambers Daniel J. Rader Olle Melander C. Still J. Berumen P. Kuri-Morales J. Alegre-Díaz Jason M. Torres J. Emberson R. Collins R. Tapia-Conyer S. Balasubramanian Marcus Jones M. Leblanc A. Murphy C. Kyratsous J. Overton Jeffrey G. Reid Gonçalo R. Abecasis J. Marchini C. Willer G. Yancopoulos Mark W. Sleeman J. Bovijn A. Locke A. Baras Niek Verweij V. Gusarova L. Lotta
Aug 2026 · Nature · Vol 657, pp. 703 - 712 · 1 citation · 136 references
Medicine

Abstract

Altered energy metabolism is a shared driver across cardiometabolic diseases—the leading cause of death globally1. Energy metabolism varies between individuals and is partly heritable2, 3, 4, 5, 6, 7, 8–9. Here, to investigate the genetic basis of energy metabolism, we perform an exome-sequencing analysis of 1,032,116 people from America, Europe and Asia, and estimate associations between rare protein-coding variants and the ratio of triglyceride to high-density-lipoprotein cholesterol (TG:HDL)—an energy-state biomarker that we associate with diverse cardiometabolic risk factors and diseases. We identify 59 independent genes (P < 1.04 × 10−7) that are enriched for liver- and adipose-expressed master regulators of energy balance, storage and metabolism; 23 (39%) of these genes encode approved or clinical-stage drug targets. Ultra-rare protein-truncating variants in FNIP1 (allele frequency, 0.01%), which encodes a suppressor of energy expenditure and mitochondrial metabolism, are associated with a lower TG:HDL ratio, lower liver fat, lower glycaemia, favourable fat distribution and around 60% lower odds of cardiometabolic disease. FNIP1 knockdown in primary human hepatocytes induces lipid breakdown and lysosomal gene expression, while combined hepatic knockdown of Fnip1 with its paralogue Fnip2 or knockdown of its interactor Flcn protect against weight gain, reduce liver fat and enhance insulin sensitivity in mice fed a high-fat diet. Our study implicates the FNIP1 pathway in human energy metabolism and highlights its inhibition as a potential therapeutic strategy in cardiometabolic disease. The FNIP1 pathway has a role in human energy metabolism, and its inhibition is a potential therapeutic strategy in cardiometabolic disease.

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