Preoperative prediction of extensive intraductal component in invasive breast cancer based on intra- and peri-tumoral heterogeneity in high-resolution ultrafast DCE-MRI
Preoperatively predicting extensive intraductal component in invasive breast cancer through imaging is crucial for informed decision-making, guiding surgical planning to mitigate risks of incomplete resection or re-operation for positive margins in breast-conserving surgery. This study aimed to char...
Gespeichert in:
Veröffentlicht in: | Scientific reports 2024-07, Vol.14 (1), p.17396-13, Article 17396 |
---|---|
Hauptverfasser: | , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | Preoperatively predicting extensive intraductal component in invasive breast cancer through imaging is crucial for informed decision-making, guiding surgical planning to mitigate risks of incomplete resection or re-operation for positive margins in breast-conserving surgery. This study aimed to characterize intra- and peri-tumor heterogeneity using high-spatial resolution ultrafast DCE-MRI to predict the extensive intraductal component in invasive breast cancer (IBC-EIC) preoperatively. A retrospective analysis included invasive breast cancer patients who underwent preoperative high-spatial resolution ultrafast DCE-MRI, categorized based on intraductal component status (IBC-EIC vs. IBC without EIC). Propensity score matching (PSM) was employed to balance clinicopathological covariates between the groups. Personalized kinetic intra-tumor heterogeneity (ITH
kinetic
) and peri-tumor heterogeneity (PTH
kinetic
) scores were quantified using clustered voxels with similar enhancement patterns. An image combined model, incorporating MRI features, ITH
kinetic
, and PTH
kinetic
scores, was developed and assessed. Of 368 patients, 26.4% (97/368) had IBC-EIC. PSM yielded well-matched pairs of 97 patients each. After PSM, ITH
kinetic
and PTH
kinetic
scores were significantly higher in the IBC-EIC group (ITH
kinetic
: 0.68 ± 0.23; PTH
kinetic
: 0.58 ± 0.19) compared to IBC without EIC (ITH
kinetic
: 0.32 ± 0.25; PTH
kinetic
: 0.42 ± 0.18; p |
---|---|
ISSN: | 2045-2322 2045-2322 |
DOI: | 10.1038/s41598-024-68601-6 |