Cross-modal autoencoder framework learns holistic representations of cardiovascular state
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DOI: 10.1038/s41467-023-38125-0
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- James P. Pirruccello & Alexander Bick & Minxian Wang & Mark Chaffin & Samuel Friedman & Jie Yao & Xiuqing Guo & Bharath Ambale Venkatesh & Kent D. Taylor & Wendy S. Post & Stephen Rich & Joao A. C. Li, 2020. "Analysis of cardiac magnetic resonance imaging in 36,000 individuals yields genetic insights into dilated cardiomyopathy," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
- Karren Dai Yang & Anastasiya Belyaeva & Saradha Venkatachalapathy & Karthik Damodaran & Abigail Katcoff & Adityanarayanan Radhakrishnan & G. V. Shivashankar & Caroline Uhler, 2021. "Multi-domain translation between single-cell imaging and sequencing data using autoencoders," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
- Clare Bycroft & Colin Freeman & Desislava Petkova & Gavin Band & Lloyd T. Elliott & Kevin Sharp & Allan Motyer & Damjan Vukcevic & Olivier Delaneau & Jared O’Connell & Adrian Cortes & Samantha Welsh &, 2018. "The UK Biobank resource with deep phenotyping and genomic data," Nature, Nature, vol. 562(7726), pages 203-209, October.
- Sonia Shah & Albert Henry & Carolina Roselli & Honghuang Lin & Garðar Sveinbjörnsson & Ghazaleh Fatemifar & Åsa K. Hedman & Jemma B. Wilk & Michael P. Morley & Mark D. Chaffin & Anna Helgadottir & Nie, 2020. "Genome-wide association and Mendelian randomisation analysis provide insights into the pathogenesis of heart failure," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
- Dan E Arking & M Juhani Junttila & Philippe Goyette & Adriana Huertas-Vazquez & Mark Eijgelsheim & Marieke T Blom & Christopher Newton-Cheh & Kyndaron Reinier & Carmen Teodorescu & Audrey Uy-Evanado &, 2011. "Identification of a Sudden Cardiac Death Susceptibility Locus at 2q24.2 through Genome-Wide Association in European Ancestry Individuals," PLOS Genetics, Public Library of Science, vol. 7(6), pages 1-9, June.
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