Clinical trial · Observational
Assessment of the Breast Cosmesis Using Deep Neural Networks: an Exploratory Study (ABCD)
NCT05450016CI-TRIAL-00088410ABCDrecruitingClinicalTrials.gov clinicaltrialsProvenance
- Source
- ClinicalTrials.gov
- Retrieved
- Sep 8, 2026
- Layer
- normalized (units and labels harmonized; values unchanged)
- Run
- ING-CLINICALTRIALS-20260908-000001
Summary
Brief summary (as posted)
Surgery and radiotherapy in breast cancer patients can cause treatment changes and may affect the final breast appearance. In this study, we are trying to evaluate the post treatment breast photographs of the patients and subject these to Artificial Intelligence based program so as to classify into appropriate categories based upon changes from baseline. This automated solution will help in decreasing the time required to achieve this task by physicians in the clinic.
Conditions
Conditions (1)
Free-text conditions as registered, with the CancerIndex entity they were reconciled to and the match type.
| Condition (as posted) | Mapped entity | Match | Confidence |
|---|---|---|---|
| Breast Cancer | Malignant Breast Neoplasm | CURATED_EXACT | 0.92 |
Interventions
Interventions (0)
Data not yet available
No intervention recorded.
Design
Arms and outcomes
Arms (0)
[]Primary outcomes (1)
- measure
- Proportion of patients with excellent/good cosmesis
- timeFrame
- 3 years
- description
- The patient photographs will be processed for artificial intelligence based analysis of prediction of breast cosmesis
Secondary outcomes (1)
- measure
- Kappa statistic between different deep neural networks
- timeFrame
- 3 years
- description
- Concordance of various deep neural networks in prediction of breast cosmesis
Eligibility
Eligibility (as posted)
- Sex
- Female
- Minimum age
- 19 Years
- Maximum age
- 80 Years
Show eligibility criteria text
Inclusion Criteria: * Confirmed diagnosis of primary breast cancer (invasive or in situ) * Patient undergone breast conservation / Whole breast reconstruction * Patient received breast RT * Already provided written informed consent on earlier projects * Patient provided photographs of both breasts * Non-metastatic disease or oligometastatic * Age \> 18 years * Reconsent given Exclusion Criteria: * Mastectomy without whole breast reconstruction * Bilateral breast cancer * Partial breast irradiation * Male patient * Limited life expectancy due to co-morbidity * Patients undergoing brachy boost
References
Publications (21)
- RESULTHill-Kayser CE, Vachani C, Hampshire MK, Di Lullo GA, Metz JM. Cosmetic outcomes and complications reported by patients having undergone breast-conserving treatment. Int J Radiat Oncol Biol Phys. 2012 Jul 1;83(3):839-44. doi: 10.1016/j.ijrobp.2011.08.013. Epub 2011 Dec 2. PMID 22137022
- RESULTCardoso JS, Silva W, Cardoso MJ. Evolution, current challenges, and future possibilities in the objective assessment of aesthetic outcome of breast cancer locoregional treatment. Breast. 2020 Feb;49:123-130. doi: 10.1016/j.breast.2019.11.006. Epub 2019 Nov 21. PMID 31790958
- RESULTVrieling C, Collette L, Bartelink E, Borger JH, Brenninkmeyer SJ, Horiot JC, Pierart M, Poortmans PM, Struikmans H, Van der Schueren E, Van Dongen JA, Van Limbergen E, Bartelink H. Validation of the methods of cosmetic assessment after breast-conserving therapy in the EORTC "boost versus no boost" trial. EORTC Radiotherapy and Breast Cancer Cooperative Groups. European Organization for Research and Treatment of Cancer. Int J Radiat Oncol Biol Phys. 1999 Oct 1;45(3):667-76. doi: 10.1016/s0360-3016(99)00215-1. PMID 10524421
- RESULTKim MS, Reece GP, Beahm EK, Miller MJ, Atkinson EN, Markey MK. Objective assessment of aesthetic outcomes of breast cancer treatment: measuring ptosis from clinical photographs. Comput Biol Med. 2007 Jan;37(1):49-59. doi: 10.1016/j.compbiomed.2005.10.007. Epub 2006 Jan 24. PMID 16438948
- RESULTPezner RD, Patterson MP, Hill LR, Vora N, Desai KR, Archambeau JO, Lipsett JA. Breast retraction assessment: an objective evaluation of cosmetic results of patients treated conservatively for breast cancer. Int J Radiat Oncol Biol Phys. 1985 Mar;11(3):575-8. doi: 10.1016/0360-3016(85)90190-7. PMID 3972667
- RESULTPezner RD, Lipsett JA, Vora NL, Desai KR. Limited usefulness of observer-based cosmesis scales employed to evaluate patients treated conservatively for breast cancer. Int J Radiat Oncol Biol Phys. 1985 Jun;11(6):1117-9. doi: 10.1016/0360-3016(85)90058-6.