Using AI analytics as imaging biomarkers to predict invasive upgrade of ductal carcinoma in situ

This study aimed to evaluate the effectiveness of AI-based computer-aided detection/diagnosis (AI-CAD) scores in predicting invasive upgrade in ductal carcinoma in situ (DCIS) diagnosed on percutaneous biopsy. The authors included 440 DCIS cases from 420 women diagnosed via percutaneous biopsy between 2015 and 2019.

The results of the study showed that 26.6% of DCIS cases were upgraded to invasive cancer. Significant independent predictors of invasive upgrade included combined mammographic features, BI-RADS assessments of 4c or 5, and higher AI-CAD scores ≥ 50%. In cases where DCIS was detected on mammography, higher AI-CAD scores and combined features were also strong predictors.

The study concluded that the AI-CAD score is an independent predictor of invasive upgrade for DCIS. A higher AI-CAD score, especially above 75%, may serve as an objective imaging biomarker for predicting invasive cancer in DCIS diagnosed with percutaneous biopsy.

Key points:

  • Predicting ductal carcinoma in situ upgrade is important, yet there is a lack of conclusive non-invasive biomarkers.
  • AI-CAD scores—raw numbers, ≥ 50%, and ≥ 75%—predicted ductal carcinoma in situ upgrade independently.
  • Quantitative AI-CAD results may help predict ductal carcinoma in situ upgrade and guide patient management.

Article: AI analytics can be used as imaging biomarkers for predicting invasive upgrade of ductal carcinoma in situ

Authors: Jiyoung Yoon, Juyeon Yang, Hye Sun Lee, Min Jung Kim, Vivian Youngjean Park, Miribi Rho & Jung Hyun Yoon

WRITTEN BY

Latest posts

Become A Member Today!

You will have access to a wide range of benefits that can help you advance your career and stay up-to-date with the latest developments in the field of radiology. These benefits include access to educational resources, networking opportunities with other professionals in the field, opportunities to participate in research projects and clinical trials, and access to the latest technologies and techniques. 

Check out our different membership options.

If you don’t find a fitting membership send us an email here.

Membership

for radiologists, radiology residents, professionals of allied sciences (including radiographers/radiological technologists, nuclear medicine physicians, medical physicists, and data scientists) & professionals of allied sciences in training residing within the boundaries of Europe

  • Reduced registration fees for ECR 1
  • Reduced fees for the European School of Radiology (ESOR) 2
  • Option to participate in the European Diploma. 3
  • Free electronic access to the journal European Radiology 
  • Content e-mails for all ESR journals4
  • Updates on offers & events through our newsletters
  • Exclusive access to the ESR feed in Juisci

€ 11 /year

Yes! That is less than €1 per month.

Free membership

for radiologists, radiology residents or professionals of allied sciences engaged in practice, teaching or research residing outside Europe as well as individual qualified professionals with an interest in radiology and medical imaging who do not fulfil individual or all requirements for any other ESR membership category & former full members who have retired from all clinical practice
  • Reduced registration fees for ECR 1
  • Option to participate in the European Diploma. 3
  • Free electronic access to the journal European Radiology
  • Content e-mails for all ESR journals 4
  • Updates on offers & events through our newsletters
  • Exclusive access to the ESR feed in Juisci

€ 0

The best things in life are free.

ESR Friends

For students, company representatives or hospital managers etc.

  • Content e-mails for all 3 ESR journals 4
  • Updates on offers & events through our newsletters

€ 0

Friendship doesn’t cost a thing.

The membership type best fitting for you will be selected automatically during the application process.

Footnotes:

01

Reduced registration fees for ECR 2025:
Provided that ESR 2024 membership is activated and approved by August 31, 2024.

Reduced registration fees for ECR 2026:
Provided that ESR 2025 membership is activated and approved by August 31, 2025.

02
Not all activities included
03
Examination based on the ESR European Training Curriculum (radiologists or radiology residents).
04
European Radiology, Insights into Imaging, European Radiology Experimental.