What did the biopsy sample?

Estimate likely target sampling along a biopsy to assess targeting and give downstream tissue measurements anatomical context.

Tissue-class probabilities along a core, with a local lesion-sampling peak and transitions to surrounding tissue.

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Tissue-class probabilities along a core, with a local lesion-sampling peak and transitions to surrounding tissue.

A core can cross several tissue regions.

Sampling probabilities retain those transitions along the specimen, including where it was most likely to intersect an MRI-defined lesion.

Interpretation. These probabilities describe sampling of imaging-defined structures, not the probability of cancer.

Test plausible locations, not just one path.

Shift the reconstructed core within its assumed location uncertainty, then count how often each position falls inside the lesion or surrounding tissue. Repeating this produces the sampling-probability profile.

Simulated biopsy positions around a blue lesion boundary, with green positions inside the lesion and red positions outside it.

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Simulated biopsy positions around a blue lesion boundary, with green positions inside the lesion and red positions outside it.

Reconstruct the sample. Test plausible positions.

The study linked 51 biopsy tracks from 15 patients to MRI anatomy containing 26 lesions. Ten thousand simulated shifts per track estimated sampling probabilities along the core.

Transverse, sagittal and coronal ultrasound views locating the reconstructed biopsy in purple.

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Transverse, sagittal and coronal ultrasound views locating the reconstructed biopsy in purple.

Keep the context along the tissue.

A whole-core label can hide a target-enriched segment or a transition into surrounding tissue. Position-specific probabilities retain that context for pathology and molecular measurements.

Laboratory sampling sites positioned along an oriented biopsy specimen.

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Laboratory sampling sites positioned along an oriented biopsy specimen.

Sampling varies within each core.

The median core-average lesion-sampling probability was 0.24; the median peak was 0.46. Local peaks reveal likely target sampling that a whole-core average can obscure.

From targeting QA to tissue analysis.

Use sampling profiles to assess acquired cores, compare candidate paths and give laboratory measurements anatomical context. Larger prospective studies with reliable specimen matching are needed to test these applications.

Study resources

Physics in Medicine & Biology · 2026 · Published

A probabilistic tissue classification metric for MR-US guided prostate core-needle biopsies with explicit modeling of localization uncertainty

M. Muscat, J. Crook, A. Jirasek, J. Andrews, N. BeckerDOI: 10.1088/1361-6560/ae3cf6

Research software

BiopsyContext localization and tissue-classification methods.

Historical study releases. Exact version coverage of the final paper has not been verified.

The current BiopsyContext platform is developed privately, separate from these public research archives.