Back

Quantitative Susceptibility Mapping for Differentiating Hydroxyapatite and Calcium Oxalate Breast Calcifications at 3T: A Phantom Study

Misak, K.; De Vita, E.; Clark, C. A.; Cashmore, M. T.; Walker-Samuel, S.

2026-07-17 biophysics
10.64898/2026.07.15.738683 bioRxiv
Show abstract

PurposeBreast microcalcifications trigger 70-80% of unnecessary biopsies because current imaging cannot distinguish malignancy-associated hydroxyapatite (HA) from benign-associated calcium oxalate (CaOx). Quantitative susceptibility mapping (QSM) could exploit the susceptibility contrast between these minerals (HA: {Delta}{chi} {approx} -7 ppm; CaOx: {Delta}{chi} {approx} -1 ppm relative to water), but no study has demonstrated compositional differentiation at clinical field strength. This work assessed susceptibility and R2* relaxation rate maps for microcalcification differentiation at 3 T using tissue-mimicking phantoms. MethodsA phantom comprising 12 tubes, each containing co-embedded HA and CaOx particles in BaCl2-crosslinked alginate gels (pure alginate, adipose-mimicking, and fibroglandular tissue-mimicking relaxation properties; n = 4 per type), were scanned at 0.70 mm and 0.86 mm isotropic resolution using a multi-echo gradient echo sequence. A consensus-aligned QSM pipeline and mono-exponential R2* fitting was developed. A digital twin phantom simulation quantified the contributions of partial volume effects and Total Variation (TV) regularisation to susceptibility underestimation. ResultsQSM detected HA in 18/24 measurements ({Delta}{chi}peak = -0.37 {+/-} 0.07 ppm in alginate at 0.70 mm) and CaOx in 0/24. R2* mapping detected HA in 23/24 and CaOx in 22/24. The digital twin identified TV regularisation as the dominant signal loss mechanism (57.5% loss), exceeding partial volume effects (24.3% loss). Combined parameters yielded three classification categories: QSM-positive with elevated R2* (HA), QSM-negative with moderate R2* (CaOx), and neither elevated (no calcification). ConclusionQSM at 3 T enables categorical HA detection while R2* provides complementary CaOx sensitivity, together enabling two-parameter microcalcification classification from a single multi-echo acquisition.

Matching journals

The top 2 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.