Publications by authors named "Parvathi Nataraj"

Article Synopsis
  • Deep learning is widely used for medical image segmentation, with 3D models excelling at complex structures and 2D models being more efficient, but segmenting 2.5D images poses unique challenges due to their resolution balance.
  • The CSA-Net model is introduced as a solution, utilizing two-dimensional neural networks to effectively capture spatial relationships between slices in 2.5D images while maintaining lower computational demands.
  • CSA-Net features a Cross-Slice Attention module that enhances segmentation performance across various tasks, outperforming existing methods with impressive Dice coefficients and HD95 values, demonstrating its effectiveness in medical imaging applications.
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Preterm infants bypass the crucial in utero period of brain development and are at increased risk of malnutrition. We aimed to determine if their nutritional status is associated with brain tissue volumes at term equivalent age (TEA), applying recently published malnutrition guidelines for preterm infants. We performed a single center retrospective chart review of 198 infants < 30 weeks' gestation between 2018 and 2021.

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Objective: Intraventricular hemorrhage (IVH) is a complication of prematurity. Grades III and IV IVH lead to significant morbidity, but mounting evidence shows low-grade IVH (grades I-II) may be associated with adverse sequelae. Head ultrasounds (HUS) are used to screen infants for IVH but may miss low-grade IVH.

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KCNH2 encodes Kv11.1 and underlies the rapidly activating delayed rectifier K(+) current (IKr) in the heart. Loss-of-function KCNH2 mutations cause the type 2 long QT syndrome (LQT2), and most LQT2-linked missense mutations inhibit the trafficking of Kv11.

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The human ether-a-go-go related gene (hERG) encodes the voltage-gated K(+) channel that underlies the rapidly activating delayed-rectifier current in cardiac myocytes. hERG is synthesized in the endoplasmic reticulum (ER) as an "immature" N-linked glycoprotein and is terminally glycosylated in the Golgi apparatus. Most hERG missense mutations linked to long QT syndrome type 2 (LQT2) reduce the terminal glycosylation and functional expression.

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