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Transfer learning enables predictions in network biology
A context-aware, attention-based deep learning model pretrained on single-cell transcriptomes enables predictions in settings with limited data in network biology and could accelerate discovery of key network regulators and candidate therapeutic targets.
- Christina V. Theodoris
- , Ling Xiao
- & Patrick T. Ellinor
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Single-nucleus profiling of human dilated and hypertrophic cardiomyopathy
- Mark Chaffin
- , Irinna Papangeli
- & Patrick T. Ellinor
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Article |
MARK4 controls ischaemic heart failure through microtubule detyrosination
MARK4 regulates cardiomyocyte contractility by promoting MAP4 phosphorylation, which facilitates the access of VASH2 to microtubules for the detyrosination of α-tubulin; MARK4 deficiency after acute myocardial infarction limits the reduction in the left ventricular ejection fraction.
- Xian Yu
- , Xiao Chen
- & Xuan Li
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Article |
Position-specific oxidation of miR-1 encodes cardiac hypertrophy
The 8-oxoguanine modification of the microRNA miR-1 results in redirected recognition and silencing of target genes and leads to cardiac hypertrophy in mice.
- Heeyoung Seok
- , Haejeong Lee
- & Sung Wook Chi
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Article |
Activation of PDGF pathway links LMNA mutation to dilated cardiomyopathy
A disease model using cardiomyocytes derived from induced pluripotent stem cells of patients with mutated LMNA-related dilated cardiomyopathy reveals that the abnormal activation of the PDGF pathway is associated with the arrhythmic phenotypes of patients.
- Jaecheol Lee
- , Vittavat Termglinchan
- & Joseph C. Wu
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Outlook |
Pathology: At the heart of the problem
Research is illuminating the molecular mechanisms that can cascade into debilitating heart disease.
- Cassandra Willyard
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Letter |
Studying arrhythmogenic right ventricular dysplasia with patient-specific iPSCs
This study demonstrates that an inheritable adult onset heart disease can be modelled in vitro within months with the help of metabolic maturation induction.
- Changsung Kim
- , Johnson Wong
- & Huei-Sheng Vincent Chen
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Article |
Cardiac angiogenic imbalance leads to peripartum cardiomyopathy
Evidence from mice and humans indicates that peripartum cardiomyopathy (PPCM) is a vascular disease caused by excessive anti-angiogenic signalling in the peripartum period of pregnancy and that pre-eclampsia and multiple gestation are important risk factors for the development of PPCM.
- Ian S. Patten
- , Sarosh Rana
- & Zoltan Arany
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Letter |
Mitochondrial DNA that escapes from autophagy causes inflammation and heart failure
Mitochondrial DNA escaping from the autophagy pathway can trigger inflammation through Toll-like receptor (TLR) 9, leading to abnormalities in cardiac structure and function, and increased mortality.
- Takafumi Oka
- , Shungo Hikoso
- & Kinya Otsu
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News & Views |
Broken giant linked to heart failure
Genetic mutations can cause a type of heart disease called dilated cardiomyopathy, by predisposing the organ to enlarge and function poorly. It has now been found that 27% of cases are due to mutations that disrupt the muscle protein titin.
- Elizabeth M. McNally