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

Diabetes Mellitus: Type 2 and Gestational01:22

Diabetes Mellitus: Type 2 and Gestational

2.1K
Type 2 diabetes, characterized by insulin resistance, arises when the insulin receptors on cells lose responsiveness to insulin, diminishing the cell's capacity to take up glucose, resulting in elevated blood glucose levels. To receive a diagnosis of Type 2 diabetes, a series of blood glucose tests are necessary to assess whether the blood glucose falls within normal parameters. If the result is out of the normal range, a patient may be diagnosed as prediabetic or diabetic, depending on the...
2.1K
Diabetes Mellitus: Overview and Type I Subtype01:22

Diabetes Mellitus: Overview and Type I Subtype

2.3K
Diabetes mellitus is a chronic metabolic disorder characterized by high blood glucose levels due to inadequate insulin production, insulin resistance, or both. The condition affects millions worldwide and can significantly impact their health and quality of life.
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
2.3K
Carbohydrate Metabolism01:36

Carbohydrate Metabolism

10.7K
Carbohydrates are polymers composed of molecules containing atoms of carbon, hydrogen and oxygen. One gram of carbohydrate can provide four kilo-calories of energy, which makes it the most efficient instant energy source.
Starch accounts for approximately 60% of the carbohydrates consumed by humans. Since amylase enzymes cannot function in the stomach's acidic environment, starch can only be digested in the mouth and small intestine. Simple sugars are found naturally in milk and fruits in...
10.7K
Pathophysiology of Diabetes01:20

Pathophysiology of Diabetes

842
Diabetes mellitus is a chronic metabolic disorder characterized by hyperglycemia. The four categories of diabetes are type 1 diabetes, type 2 diabetes, other specific types of diabetes, and gestational diabetes.
Type 1 diabetes is characterized by autoimmune-mediated destruction of pancreatic β cells, with environmental factors potentially triggering this process in genetically susceptible individuals. Despite many not having a family history, certain genes increase susceptibility,...
842
Protein Networks02:26

Protein Networks

3.9K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
3.9K

You might also read

Related Articles

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

Sort by
Same author

Multiverse analysis of machine learning: classification between groups defined by suicidal ideation screening status using acoustic features in college students.

Frontiers in psychology·2026
Same author

MXene-Configured Intelligent Mask for Long-Term Sleep Breathing Assessment during Assisted Ventilation.

ACS sensors·2026
Same author

Improving Multi-Sensor Non-Invasive Glucose Detection through AI: A Domain Generalization Approach.

IEEE journal of biomedical and health informatics·2026
Same author

Impact of Increasing Antenna Model Complexity on Microwave Tomography Using DBIM.

Sensors (Basel, Switzerland)·2026
Same author

A multiplatform chromatography-mass spectrometry dataset for targeted and suspect screening of pollutants.

Scientific data·2026
Same author

Settling velocity characteristics and model establishment of typical MPs under freshwater, saline and sediment conditions.

Environmental research·2026

Related Experiment Video

Updated: May 24, 2025

Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis
07:11

Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis

Published on: November 10, 2023

2.2K

Exploring Biomarker Relationships in Both Type 1 and Type 2 Diabetes Mellitus Through a Bayesian Network Analysis

Yuyang Sun, Jingyu Lei, Panagiotis Kosmas

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |March 5, 2025
    PubMed
    Summary

    This study uses Bayesian networks to map diabetes biomarker interactions, improving predictive accuracy for Type 2 diabetes mellitus. This advances personalized diabetes management strategies.

    More Related Videos

    Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
    14:27

    Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data

    Published on: June 26, 2013

    15.6K
    Measurement of Differentially Methylated INS DNA Species in Human Serum Samples as a Biomarker of Islet β Cell Death
    10:34

    Measurement of Differentially Methylated INS DNA Species in Human Serum Samples as a Biomarker of Islet β Cell Death

    Published on: December 21, 2016

    6.4K

    Related Experiment Videos

    Last Updated: May 24, 2025

    Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis
    07:11

    Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis

    Published on: November 10, 2023

    2.2K
    Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
    14:27

    Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data

    Published on: June 26, 2013

    15.6K
    Measurement of Differentially Methylated INS DNA Species in Human Serum Samples as a Biomarker of Islet β Cell Death
    10:34

    Measurement of Differentially Methylated INS DNA Species in Human Serum Samples as a Biomarker of Islet β Cell Death

    Published on: December 21, 2016

    6.4K

    Area of Science:

    • Biomedical Informatics
    • Computational Biology
    • Endocrinology

    Background:

    • Understanding complex biomarker relationships is crucial for effective diabetes mellitus treatment.
    • Current diabetes research necessitates advanced analytical methods to decipher biomarker interplay.

    Purpose of the Study:

    • To apply Bayesian network structure learning for analyzing biomarker relationships in Type 1 and Type 2 diabetes mellitus.
    • To assess the predictive accuracy of the developed Bayesian network model.

    Main Methods:

    • Utilized Bayesian network structure learning on Shanghai Type 1 and Type 2 diabetes mellitus datasets.
    • Employed leave-one-domain experiments and Clarke error grid analysis for model validation.

    Main Results:

    • The constructed Bayesian network revealed intricate relationships among key diabetes biomarkers.
    • Achieved notable predictive accuracy for Type 2 diabetes mellitus, with a root mean squared error (RMSE) of 18.23 mg/dL.

    Conclusions:

    • The study elucidates diabetes dynamics through biomarker interplay, highlighting the potential of data-driven and knowledge-driven approaches.
    • This research paves the way for personalized diabetes management and more effective treatment strategies.