Prostate Biopsy Pathology
Prostate core biopsy read: cancer per core, Gleason and ISUP grade, % pattern 4, tumour length.
Urine cytology read: Paris System 2.0 category, N/C ratio per cell and a gallery of atypical cells.
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Urine Cytology reads a scanned liquid-based slide from a voided or instrumented urine sample. It targets high-grade urothelial carcinoma, the lesion that urine cytology is designed to detect, in the haematuria work-up and in bladder cancer surveillance.
The Paris System is built on measurable nuclear features, above all the nuclear-to-cytoplasmic (N/C) ratio, nuclear hyperchromasia, chromatin and nuclear membrane irregularity. The run measures the N/C ratio of each urothelial cell, assigns the specimen to a Paris System 2.0 category and presents the most atypical cells in a gallery, each linked to its position on the slide.
Decision support for the cytopathologist and cytotechnologist: a consistent, measured basis for separating negative specimens from atypical ones and suspicious from high-grade. Each category comes with its cell-level evidence.
Cytopathologists, cytotechnologists, general pathologists who sign out urine cytology, and urologists who follow patients under surveillance. Developers use the run to send Paris-coded results with cell measurements to a LIS or a bladder-cancer registry.
| Requirement | Why |
|---|---|
| Collection type (voided or instrumented) | Cellularity and expected background differ between the two |
| Pap stain recorded with the slide | Hyperchromasia and chromatin are judged on Papanicolaou staining |
| Pixel spacing in µm/px | The N/C ratio is computed from calibrated nuclear and cell areas |
| Focused cell layer | Nuclear membrane and chromatin features need sharp nuclei |
Haematuria, a history of urothelial carcinoma, recent instrumentation or intravesical therapy can be passed in
clinical_context; the guidance takes them into account.
| Section | Content |
|---|---|
| Paris System category | Adequacy, Paris System 2.0 category, per-cell N/C ratio and a gallery of the most atypical cells |
| 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 |
Every cell in the gallery carries its N/C ratio, so the category can be traced to the cells behind it.
DiagnosticReport and Observation, SNOMED CT for the diagnostic category.| Category | What it means for the specimen |
|---|---|
| Negative for high-grade urothelial carcinoma (NHGUC) | No urothelial cells with significant atypia |
| Atypical urothelial cells (AUC) | Increased N/C ratio with nuclear atypia short of the suspicious category |
| Suspicious for high-grade urothelial carcinoma (SHGUC) | Features of high-grade carcinoma in too few cells |
| High-grade urothelial carcinoma (HGUC) | Enough cells with the full set of high-grade features |
| Low-grade urothelial neoplasm (LGUN) | Low-grade papillary neoplasia rather than high-grade carcinoma |
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.