Publications by authors named "J Reynders"

While many genetic diseases have effective treatments, they frequently progress rapidly to severe morbidity or mortality if those treatments are not implemented immediately. Since front-line physicians frequently lack familiarity with these diseases, timely molecular diagnosis may not improve outcomes. Herein we describe Genome-to-Treatment, an automated, virtual system for genetic disease diagnosis and acute management guidance.

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Article Synopsis
  • Effective genetic diagnosis relies on linking genetic data to detailed clinical information, but manual data entry is time-consuming and prone to bias.
  • Natural language processing (NLP) can streamline this process, but variations in physician notes pose challenges; our methods improve NLP outputs for more accurate automatic diagnosis.
  • We developed a filtering system that enhances gene prioritization by using optimized extracted terms, showing that in 92% of cases, NLP could replace manual extraction, and in 75% of cases, we ranked the correct gene higher with filters applied.
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Hypophosphatasia (HPP) is a rare metabolic disorder characterized by low tissue-nonspecific alkaline phosphatase (TNSALP) typically caused by ALPL gene mutations. HPP is heterogeneous, with clinical presentation correlating with residual TNSALP activity and/or dominant-negative effects (DNE). We measured residual activity and DNE for 155 ALPL variants by transient transfection and TNSALP enzymatic activity measurement.

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Messenger RNAs (mRNAs) encode information in both their primary sequence and their higher order structure. The independent contributions of factors like codon usage and secondary structure to regulating protein expression are difficult to establish as they are often highly correlated in endogenous sequences. Here, we used 2 approaches, global inclusion of modified nucleotides and rational sequence design of exogenously delivered constructs, to understand the role of mRNA secondary structure independent from codon usage.

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