BRAIN • Volume 15, Issue 3 • 2024

Artificial Intelligence Revolutionizes Esophageal Squamous Cell Carcinoma Management

Explore how AI can support early detection, lesion delineation, imaging analysis, prognosis and radiotherapy planning in ESCC.

356records assessed
33relevant papers identified
4major AI application areas
AI in esophageal cancer care
Enhanced anatomical illustration of the esophagus and stomach
AI
endoscopy
CT / PET-CT
Radiotherapy
ENDOSCOPYDetection & delineation
ADVANCED IMAGINGCT / PET-CT / 3D-CNN
MOLECULARImmunogenomic profiling
RADIOTHERAPYSegmentation & response
01 • Source Article

About the research

BRAIN.Broad Research in Artificial Intelligence and Neuroscience

Artificial Intelligence Revolutionizes Esophageal Squamous Cell Carcinoma Management

Ana Fulga • Doriana Iancu • Oana-Maria Dragostin • Iuliu Fulga • Bogdan Alexandru Ciubara • Carmina Liana Musat • Ionut Dragostin • Anamaria Ciubara

2024Vol. 15, Issue 3pp. 167–179

The review evaluates AI applications in ESCC diagnosis and treatment, including AI-assisted endoscopy, imaging, molecular/genomic analysis and radiotherapy.

Open article page

About this interactive

The medical-looking visuals in this package were generated specifically for this academic application. They resemble endoscopic, radiologic and histologic teaching material but do not represent a real patient.

Important: lesion markers, AI attention regions and segmentation contours are explanatory visualizations. They are not clinical predictions and are not intended for diagnosis.

02 • AI Clinical Explorer

Explore an ESCC case with interactive controls

Sliders • buttons • AI overlay
SIMULATED CASE

Endoscopy — Human view

AI overlay off
Interactive ESCC teaching image
Human view
LIVE CONTROLS

Adjust the analysis

INTERPRETIVE READOUT Subtle mucosal abnormality

Move the sliders and switch modalities to see how the simulated AI support changes the visual emphasis.

03 • Human vs AI

Find the suspicious region

3 different endoscopic cases
CASE 1/3Click where you suspect the lesion
High-resolution endoscopic teaching view
Realistic-looking generated esophageal endoscopy challenge image
YOUR SESSION
0/ 3 located

First inspect the endoscopic image without assistance. Then reveal the AI region and compare it with your own selection.

Try first without the overlay; then compare your selection with the simulated AI attention region.
04 • Imaging & Segmentation

CT, PET-CT and automated tumor contouring

Clear educational visuals
Educational CT-style image of the thorax and esophageal region
CT-style teaching image: examine the esophageal region before activating the AI-assisted segmentation overlay.

Why segmentation matters

The review describes the challenge of manually delineating gross tumor volume and discusses computer-aided automatic segmentation, including GloD-LoATUNet and 3D Res-UNet. The images in this section are kept intentionally clean and text-free for easier viewing.

Educational H&E-style histology imageClose-up educational H&E-style histology image
FROM IMAGE TO DATA

Pathology, radiomics and genomics

The article also discusses CNN-based pathology analysis, radiomics and immunogenomic profiling as routes toward more objective characterization and personalized treatment.