• Home
  • Search
  • Towards a practical use of text mining approaches in electrodiagnostic data
  • Cite Icon12
  • https://doi.org/10.1038/s41598-023-45758-0Copy DOI Icon

Towards a practical use of text mining approaches in electrodiagnostic data

Show More
  • Abstract
  • Highlights & Summary
  • PDF
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Healthcare professionals produce abounding textual data in their daily clinical practice. Text mining can yield valuable insights from unstructured data. Extracting insights from multiple information sources is a major challenge in computational medicine. In this study, our objective was to illustrate how combining text mining techniques with statistical methodologies can yield new insights and contribute to the development of neurological and neuromuscular-related health information. We demonstrate how to utilize and derive knowledge from medical text, identify patient groups with similar diagnostic attributes, and examine differences between groups using demographical data and past medical history (PMH). We conducted a retrospective study for all patients who underwent electrodiagnostic (EDX) evaluation in Israel's Sheba Medical Center between May 2016 and February 2022. The data extracted for each patient included demographic data, test results, and unstructured summary reports. We conducted several analyses, including topic modeling that targeted clinical impressions and topic analysis to reveal age- and sex-related differences. The use of suspected clinical condition text enriched the data and generated additional attributes used to find associations between patients' PMH and the emerging diagnosis topics. We identified 6096 abnormal EMG results, of which 58% (n = 3512) were males. Based on the latent Dirichlet allocation algorithm we identified 25 topics that represent different diagnoses. Sex-related differences emerged in 7 topics, 3 male-associated and 4 female-associated. Brachial plexopathy, myasthenia gravis, and NMJ Disorders showed statistically significant age and sex differences. We extracted keywords related to past medical history (n = 37) and tested them for association with the different topics. Several topics revealed a close association with past medical history, for example, length-dependent symmetric axonal polyneuropathy with diabetes mellitus (DM), length-dependent sensory polyneuropathy with chemotherapy treatments and DM, brachial plexopathy with motor vehicle accidents, myasthenia gravis and NMJ disorders with botulin treatments, and amyotrophic lateral sclerosis with swallowing difficulty. Summarizing visualizations were created to easily grasp the results and facilitate focusing on the main insights. In this study, we demonstrate the efficacy of utilizing advanced computational methods in a corpus of textual data to accelerate clinical research. Additionally, using these methods allows for generating clinical insights, which may aid in the development of a decision-making process in real-life clinical practice.

Loading PDF

Similar Papers
  • Research Article
  • Citations9

ALS patients with concurrent neuroinflammatory disorders; a nationwide clinical records study

  • Jul 10, 2021
  • Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration
  • Elisa Longinetti +6
  • Research Article
  • Citations26

Unusual association of amyotrophic lateral sclerosis and myasthenia gravis: A dysregulation of the adaptive immune system?

  • Mar 29, 2016
  • Neuromuscular Disorders
  • Maria Del Mar Amador +15
  • Research Article

Myasthenia gravis with transformation into amyotrophic lateral sclerosis: a clinical case

  • Sep 15, 2025
  • Vestnik nevrologii psihiatrii i nejrohirurgii (Bulletin of Neurology Psychiatry and Neurosurgery)
  • M.I Severina +4
  • Research Article
  • Citations12

Is deltoid muscle biopsy useful in isolated camptocormia? A prospective study.

  • Mar 10, 2016
  • European journal of neurology
  • J.‐B Chanson +2
  • Research Article
  • Citations2

The speed of completion of the decremental responses on repetitive nerve stimulation

  • Jan 01, 2024
  • Clinical Neurophysiology Practice
  • Yuki Ueta +8
  • Research Article
  • Citations1

Hip Fracture in a Patient with Overlap Syndrome - Conundrums Involved in the Management - A Case Report.

  • Jan 01, 2023
  • Journal of Orthopaedic Case Reports
  • M Sriman Narayan +2
  • Discussion

Spinal muscular atrophy type 1 with anti-acetylcholine receptor antibody.

  • Mar 13, 2002
  • European journal of pediatrics
  • Zenichiro Kato +4
  • Research Article
  • Citations17

Prognostic value of clinical and electrodiagnostic parameters at time of diagnosis in patients with amyotrophic lateral sclerosis

  • Feb 15, 2017
  • Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration
  • Wendeline Reniers +10
  • PDF
  • Research Article
  • Citations3

Case report: Traumatic hemorrhagic cervical myelopathy in a dog.

  • Oct 05, 2023
  • Frontiers in Veterinary Science
  • Koen M Santifort +2
  • Research Article
  • Citations44

“ALS reversals”: demographics, disease characteristics, treatments, and co-morbidities

  • Apr 02, 2018
  • Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration
  • Daniel Harrison +8
  • Research Article
  • Citations2

Health-related quality of life and productivity burden for non-professional caregivers of adults with rare diseases: a real-world study

  • Jun 06, 2025
  • Orphanet Journal of Rare Diseases
  • Ben Johnson +9
  • Book Chapter

Chapter 16 - Motor unit and peripheral nervous system disorders

  • Jan 01, 2023
  • Clinical Neuroepidemiology of Acute and Chronic Disorders
  • Jahangir Moini +2
  • PDF
  • Research Article

Neuromišićne bolesti u starijoj populaciji

  • Jan 01, 2024
  • Medicinski podmladak
  • Stojan Perić +1
  • Research Article
  • Citations22

Myasthenic syndrome with associated neuropathy. Report of a case, including response to curare therapy.

  • Jun 01, 1962
  • Archives of neurology
  • Richard M Steidl
  • Research Article
  • Citations33

The path to diagnosis in ALS: delay, referrals, alternate diagnoses, and clinical progression

  • Mar 25, 2022
  • Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration
  • Stefan Sennfält +6
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.