Prostate Biopsy Pathology
Prostate core biopsy read: cancer per core, Gleason and ISUP grade, % pattern 4, tumour length.
Pap test read: adequacy, Bethesda 2014 category and a ranked gallery of abnormal cells.
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Cervical Cytology reads a whole scanned Pap slide, liquid-based (ThinPrep or SurePath) or conventional. A screening slide holds tens of thousands of cells, and the abnormal ones can be a handful; the run searches the whole slide and brings the most abnormal cells to the top.
The result gives specimen adequacy, the Bethesda 2014 interpretation (NILM, ASC-US, LSIL, ASC-H, HSIL, squamous cell carcinoma or atypical glandular cells), notes on organisms and reactive changes, and a gallery of the top-ranked abnormal cells, each linked to its position on the slide. Guidance takes an HPV co-test result into account when one is supplied.
Decision support for primary screening and rescreening: the cytotechnologist or cytopathologist reviews the gallery first and the slide second. Glandular lesions, rare abnormal cells on a crowded slide and poorly focused preparations are the known difficulties.
Cytotechnologists, cytopathologists and screening laboratories, including small labs that lack a second screener. Developers use the run to add Bethesda-coded results and cell galleries to a cytology LIS or screening registry.
| Requirement | Why |
|---|---|
| Pap stain recorded in the slide metadata or upload | Routes the slide to cytology rather than histology reading |
| Pixel spacing in µm/px | Cell and nuclear size are compared in micrometres |
| Sharp focus across the cell layer (z-stack where available) | Cell groups are three-dimensional; blurred groups are listed in quality flags |
| Preparation type (ThinPrep, SurePath, conventional) | Cell distribution and background differ between preparations |
The HPV test result and the clinical setting (routine screening or follow-up of a prior abnormality) can be passed
in clinical_context; the guidance uses them.
| Section | Content |
|---|---|
| Bethesda category | Adequacy, Bethesda 2014 category, organisms and reactive changes, and the ranked abnormal-cell gallery with slide coordinates |
| 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 |
The gallery and the category arrive in one JSON result; each gallery cell keeps its coordinates so a viewer can jump to it on the slide.
DiagnosticReport and Observation, SNOMED CT coding.The run reports these Bethesda 2014 interpretations: negative for intraepithelial lesion or malignancy (NILM); the squamous categories ASC-US, LSIL, ASC-H, HSIL and squamous cell carcinoma; and atypical glandular cells (AGC). Adequacy (satisfactory or unsatisfactory for evaluation) is reported before the interpretation.
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.