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Related Concept Videos

Ultrasonography01:17

Ultrasonography

Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called a...
Imaging Studies II: Ultrasonography01:24

Imaging Studies II: Ultrasonography

IntroductionUltrasonography, or renal ultrasound, is a noninvasive medical imaging technique that uses high-frequency sound waves to visualize the kidneys, ureters, bladder, and surrounding tissues.Indications for Urinary System UltrasonographyUrinary system ultrasonography is indicated in various clinical scenarios, such as:Kidney Stones (Urolithiasis): To detect and monitor the size and presence of kidney or urinary tract stones.Hydronephrosis: To assess the dilation of the renal pelvis and...

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Related Experiment Video

Updated: Jun 13, 2026

State of the Art Cranial Ultrasound Imaging in Neonates
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State of the Art Cranial Ultrasound Imaging in Neonates

Published on: February 2, 2015

Ultrasound Radiomics in Pediatric Imaging: Current Applications, Challenges, and Future Directions Toward Clinical

Maria Mezher1, Mohannad Elgamal1, Sean Schoeman1

  • 1Radiology Department, Children's Hospital of Philadelphia, 3401 Civic Center Blvd., Philadelphia, PA 19146, USA.

Diagnostics (Basel, Switzerland)
|June 12, 2026
PubMed
Summary
This summary is machine-generated.

Ultrasound radiomics offers quantitative insights for pediatric imaging, showing promise in various conditions. However, challenges like data variability and limited validation hinder widespread clinical use.

Keywords:
artificial intelligenceimage segmentationimaging workflowmachine learningpediatric imagingquantitative analysisradiomicstissue characterizationultrasound

Related Experiment Videos

Last Updated: Jun 13, 2026

State of the Art Cranial Ultrasound Imaging in Neonates
10:02

State of the Art Cranial Ultrasound Imaging in Neonates

Published on: February 2, 2015

Area of Science:

  • Medical Imaging
  • Radiology
  • Pediatric Imaging

Background:

  • Ultrasound is a safe, radiation-free imaging modality favored in pediatrics.
  • Current ultrasound interpretation is qualitative and operator-dependent.
  • Radiomics extracts quantitative data from grayscale ultrasound images.

Purpose of the Study:

  • To review pediatric ultrasound radiomics applications across organ systems.
  • To identify key barriers hindering clinical translation of these techniques.

Main Methods:

  • Structured narrative review of existing literature on pediatric ultrasound radiomics.
  • Analysis of applications in neonatal brain, liver, kidney, oncology, lung, and muscle.

Main Results:

  • Promising applications identified in neonatal brain injury, neurodevelopment, liver disease, renal characterization, and oncology.
  • Emerging potential noted in lung and muscle imaging.
  • Significant limitations include retrospective designs, small cohorts, and inconsistent validation.

Conclusions:

  • Pediatric ultrasound radiomics shows potential for objective biomarkers.
  • Standardization, multicenter validation, and decision-support integration are crucial for clinical adoption.