Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

An exploratory study of headache pain intensity using facial expressions and APEX frames.

NPJ digital medicine·2026
Same author

Potential Protective Effects of Naloxone in Traumatic Brain Injury Through JAK2/STAT3 Signaling Modulation.

Life (Basel, Switzerland)·2026
Same author

Engineering Interface Polarity via Halide-Functionalized Self-Assembled Monolayers for NiO-Based QLEDs with High External Quantum Efficiency.

Small (Weinheim an der Bergstrasse, Germany)·2026
Same author

Off-Label NOACs vs. Antiplatelets in AF-Related Stroke with GFR < 15 mL/Min/1.73 m<sup>2</sup>: A Multicenter Outcome Study.

Biomedicines·2025
Same author

Distinct Gut-Brain Axis Dysregulation in Episodic Versus Chronic Migraine: Insights from NTG-Induced Mouse Models.

International journal of molecular sciences·2025
Same author

A Prospective Multicenter Study on the Evaluation of Frequency of Idiopathic Intracranial Hypertension in Korea.

Journal of Korean medical science·2025

Related Experiment Video

Updated: May 25, 2025

Dural Stimulation and Periorbital von Frey Testing in Mice As a Preclinical Model of Headache
05:40

Dural Stimulation and Periorbital von Frey Testing in Mice As a Preclinical Model of Headache

Published on: July 29, 2021

7.7K

Functional Disability and Psychological Impact in Headache Patients: A Comparative Study Using Conventional

Jong-Ho Kim1,2,3, Hye-Sook Kim2, Jong-Hee Sohn2,4

  • 1Department of Anesthesiology and Pain Medicine, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea.

Medicina (Kaunas, Lithuania)
|February 26, 2025
PubMed
Summary

Frequent analgesic use is linked to worse headache outcomes, including depression and anxiety. Personalized treatment strategies are crucial for managing headache patients effectively.

Keywords:
anxietydepressionfunctional disabilityheadachelinear modelsmachine learningpain intensity

More Related Videos

3D-Neuronavigation In Vivo Through a Patient's Brain During a Spontaneous Migraine Headache
10:39

3D-Neuronavigation In Vivo Through a Patient's Brain During a Spontaneous Migraine Headache

Published on: June 2, 2014

18.0K
Author Spotlight: Deciphering Electrical Networks Behind Complex Brain Activities and Disorders
05:49

Author Spotlight: Deciphering Electrical Networks Behind Complex Brain Activities and Disorders

Published on: November 1, 2024

673

Related Experiment Videos

Last Updated: May 25, 2025

Dural Stimulation and Periorbital von Frey Testing in Mice As a Preclinical Model of Headache
05:40

Dural Stimulation and Periorbital von Frey Testing in Mice As a Preclinical Model of Headache

Published on: July 29, 2021

7.7K
3D-Neuronavigation In Vivo Through a Patient's Brain During a Spontaneous Migraine Headache
10:39

3D-Neuronavigation In Vivo Through a Patient's Brain During a Spontaneous Migraine Headache

Published on: June 2, 2014

18.0K
Author Spotlight: Deciphering Electrical Networks Behind Complex Brain Activities and Disorders
05:49

Author Spotlight: Deciphering Electrical Networks Behind Complex Brain Activities and Disorders

Published on: November 1, 2024

673

Area of Science:

  • Neurology
  • Psychiatry
  • Data Science

Background:

  • Headache research increasingly explores links between headache factors and psychological states.
  • Statistical and machine learning models are used to predict these relationships for better management.

Purpose of the Study:

  • To investigate the influence of various features on depression, anxiety, and headache intensity.
  • To analyze patient data using machine learning and linear regression for headache management insights.

Main Methods:

  • A mixed-methods approach analyzed data from 398 patients using medical records, interviews, and surveys.
  • Machine learning models (Random Forest, Support Vector Regression) and linear regression were employed.
  • Shapley values identified key features influencing outcomes like depression and anxiety.

Main Results:

  • Frequent analgesic use predicted poorer quality of life, increased depression, and anxiety.
  • Random Forest models showed significant impact of medication on Headache Impact Test-6, Patient Health Questionnaire-9, and Generalized Anxiety Disorder-7 scores.
  • Challenges in interpreting complex models and establishing causality were noted.

Conclusions:

  • Individual characteristics are vital for optimizing headache patient treatment strategies.
  • The study highlights the impact of medication frequency on psychological well-being in headache sufferers.