Creation of a novel algorithm to identify patients with Becker and Duchenne muscular dystrophy within an

Jonathan H Soslow1, Matthew Hall2, W Bryan Burnette3

  • 11Thomas P Graham Division of Pediatric Cardiology,Department of Pediatrics,Vanderbilt University Medical Center,Nashville,TN,USA.

Cardiology in the Young
|January 27, 2019
PubMed

Insights

A new algorithm accurately identifies patients with Becker and Duchenne muscular dystrophy in administrative data, improving cardiovascular disease analysis and patient outcomes.

Area of Science:

  • Medical informatics
  • Rare disease research
  • Cardiovascular medicine

Background:

  • Administrative databases are valuable for rare disease research like Becker and Duchenne muscular dystrophy.
  • Lack of specific ICD codes hinders patient identification in these databases.
  • A novel algorithm was developed to improve patient identification and cardiovascular morbidity assessment.

Purpose of the Study:

  • To develop and validate an algorithm for accurately identifying patients with Becker and Duchenne muscular dystrophy in administrative data.
  • To assess the impact of cardiovascular disease on hospitalization outcomes in these patients.

Main Methods:

  • Utilized hospital discharge data (n=13,189) for muscular dystrophy patients (ICD-9 code: 359.1).
  • Developed and validated an identification algorithm across three institutions.
  • Employed multivariable generalized linear mixed-effects models to analyze factors influencing hospital stay, cost, and readmission.

Main Results:

  • The algorithm improved patient identification from 55% to 77%.
  • Left ventricular dysfunction and arrhythmia were linked to increased hospitalization cost, length of stay, and mortality.
  • Adjusted analyses showed significantly increased length of stay and hospitalization costs for patients with cardiovascular conditions.

Conclusions:

  • The developed algorithm reliably identifies Becker and Duchenne muscular dystrophy patients for administrative data analysis.
  • Cardiovascular disease significantly impacts hospitalization length and cost in this population.
  • Earlier recognition and management of cardiovascular disease are crucial for improving patient outcomes.
Abstract

Related Concept Videos

Trial and Error and Algorithm01:12

Trial and Error and Algorithm

A problem-solving strategy is a plan of action used to find a solution. Different strategies have distinct action plans. Trial and error involves trying different solutions until one works. For instance, to fix a broken printer, you might check ink levels, ensure the paper tray isn't jammed, and verify the printer's connection to your laptop. This method can be time-consuming but is commonly used. Thomas Edison, for example, used trial and error to find a suitable filament for the light...
404
Satellite Stem Cells and Muscular Dystrophy01:21

Satellite Stem Cells and Muscular Dystrophy

Satellite stem cells or myosatellite cells are quiescent stem cells that Alexander Mauro first identified in 1961. These cells are located between the sarcolemma, the plasma membrane of muscle fibers, and the basal lamina, the connective tissue sheath covering it. These mononucleated cells are activated in response to muscle injury, can transform into myoblasts, and may form or repair muscle fibers. Myosatellite cells can provide additional myonuclei for muscle regeneration or return to a...
2.4K
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving01:29

Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving

Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
313
Assessment of the Cardiovascular System II: Inspection01:29

Assessment of the Cardiovascular System II: Inspection

Inspection is the initial step in assessing the cardiovascular system. It involves a detailed visual examination that provides crucial information about a patient's circulatory and cardiac health. This systematic process, conducted from head to toe, helps identify signs of cardiovascular conditions by observing physical appearance, skin and mucous membranes, jugular and carotid pulsations, chest symmetry, and the condition of the extremities.
Head and Neck
847