Publications by authors named "R Graf"

Objectives: Introducing SPINEPS, a deep learning method for semantic and instance segmentation of 14 spinal structures (ten vertebra substructures, intervertebral discs, spinal cord, spinal canal, and sacrum) in whole-body sagittal T2-weighted turbo spin echo images.

Material And Methods: This local ethics committee-approved study utilized a public dataset (train/test 179/39 subjects, 137 female), a German National Cohort (NAKO) subset (train/test 1412/65 subjects, mean age 53, 694 female), and an in-house dataset (test 10 subjects, mean age 70, 5 female). SPINEPS is a semantic segmentation model, followed by a sliding window approach utilizing a second model to create instance masks from the semantic ones.

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Cellular adaptations to change often involve post-translational modifications of nuclear and cytoplasmic proteins. An example found in protists and plants is the modification of serine and threonine residues of dozens to hundreds of nucleocytoplasmic proteins with a single fucose (O-Fuc). A nucleocytoplasmic O-fucosyltransferase (OFT) occurs in the pathogen , the social amoeba , and higher plants, where it is called Spy because mutants have a spindly appearance.

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Article Synopsis
  • The study examines the healthcare response to SARS-CoV-2 in Germany and Switzerland, highlighting disparities in treatment and surveillance that affected patient outcomes, particularly during ICU admissions and in-hospital mortality rates.
  • Using data from over 1.4 million cases across 386 German and 41 Swiss hospitals from 2019 to 2022, the research shows that German patients were older, had more comorbidities, and faced higher rates of ICU admission (28% vs. 20%) and in-hospital mortality (21% vs. 12%) compared to Switzerland.
  • The findings reveal significant healthcare discrepancies between the two countries, suggesting that varying treatment approaches and healthcare resources may have influenced the higher mortality
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Background: Tumors harboring two or more PIK3CA short variant (SV) ("multi-hit") mutations have been linked to improved outcomes with anti-PIK3CA-targeted therapies in breast cancer. The landscape and clinical implications of multi-hit PIK3CA alterations in clinically advanced prostate cancer (CAPC) remains elusive.

Objective: To evaluate the genomic landscape of single-hit and multi-hit PIK3CA genomic alterations in CAPC.

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