Prostate Biopsy Pathology
Prostate core biopsy read: cancer per core, Gleason and ISUP grade, % pattern 4, tumour length.
Marrow aspirate read: cell-by-cell myelogram, blast percentage, M:E ratio and dysplasia flags.
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Bone Marrow Aspirate reads a May-Grünwald-Giemsa-stained aspirate smear and produces the myelogram, the marrow differential that otherwise takes a trained morphologist several hundred manual cell counts. The blast percentage in that count is one of the values that decides how a myeloid neoplasm is classified.
The run finds the well-spread areas of the smear, classifies each nucleated marrow cell into one of about twenty classes across the myeloid, erythroid, lymphoid, monocytic and plasma-cell lineages and blasts, and reports the differential in percent, the myeloid-to-erythroid (M:E) ratio and the blast percentage. Cells with dysplastic features are flagged, and every class has its own cell gallery, so each number can be checked against the cells behind it.
Decision support for the haematologist or haematopathologist reporting an aspirate: a full cell-by-cell count to review, and a blast percentage set against the WHO-HAEM5 and ICC 2022 thresholds.
Haematologists, haematopathologists, haematology trainees and laboratory scientists in marrow-reporting labs. Developers use the run to add structured myelograms to a laboratory system or to a leukaemia registry.
| Requirement | Why |
|---|---|
| May-Grünwald-Giemsa stain | Cytoplasmic granules and chromatin define the marrow classes |
| Thin, well-spread areas on the smear | Cells are counted where they lie singly, not in thick particle trails |
| Pixel spacing on whole slides | Cell size separates blasts, promyelocytes and lymphocytes |
The blood count, the peripheral smear result, prior diagnosis or treatment and the clinical question can be passed
in clinical_context; the guidance uses them.
| Section | Content |
|---|---|
| Marrow differential | Class of every counted cell, differential percentages, M:E ratio, blast percentage, dysplasia flags and a cell gallery |
| Draft report | Opt-in (options.report): an English narrative that interprets the result for the reader (findings, impression, limitations); every number is checked against the findings |
DiagnosticReport with LOINC-coded Observation entries for the differential.A marrow differential is conventionally based on at least 300 to 500 nucleated cells, which is why it is slow by hand. The run classifies every countable cell in the well-spread areas, and the guidance places the blast percentage against the thresholds of both WHO-HAEM5 and ICC 2022 instead of choosing one framework.
A blast alert from Peripheral Blood Smear (path/blood-smear) is the usual reason to run this model.
One run returns every section its input supports.
Prostate Biopsy Pathology
Prostate core biopsy read: cancer per core, Gleason and ISUP grade, % pattern 4, tumour length.
Any-Organ H&E Slide Analysis
Organ-agnostic H&E read: slide QC, tumour map, nuclei and mitoses, primary-site ranking, embeddings.
Breast Pathology
Breast case read from H&E, IHC and node slides: type, grade, biomarker scores, TILs and pN.
Colorectal Pathology
Colorectal polyp and cancer read: adenoma or serrated histology, dysplasia, MSI, tissue map.
Lung Cancer Pathology
Lung biopsy and resection read: NSCLC subtype, IASLC grade, PD-L1 TPS and EGFR mutation probability.
Peripheral Blood Smear
Peripheral blood smear read: classified white cells, differential percentages and a blast alert.