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DOI 10.1002/rmb2.70094

Медицинская библиотека · Reproductive medicine and biology · 2026

Plasma Cell Counting Methodology Determines Chronic Endometritis Prevalence.

Gruszczyński Jan, Trębacz Kacper, Kubiaczyk-Paluch Beata, Dworacki Grzegorz, Dopierała Michał J, Kolecka-Bednarczyk Agata, Frankowski Andrzej, Kadziński Miłosz, Żak Tomasz

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Аннотация

PURPOSE: Histopathological assessment of plasma cells (PCs) via CD138 immunohistochemistry, the diagnostic gold standard for chronic endometritis (CE), is methodologically heterogeneous. Does reported variation in CE prevalence reflect underlying pathobiology, or is it primarily an artifact of counting methodology? We quantified how HPF selection strategy, field count, and magnification influence observed prevalence.

METHODS

We retrospectively studied 886 treatment-naïve patients suspected of CE. CD138-stained biopsies were digitized; a three-pathologist consensus reference validated an AI pipeline for PC detection. Four counting methods were applied across two magnifications (200× vs. 400×) and multiple thresholds.

RESULTS

Inter-observer reliability was higher for digital (ICC = 0.99) than microscopy-based assessment (ICC = 0.73). The AI pipeline (F1: 0.89-0.97) outperformed manual microscopy (F1: 0.67-0.89) and matched digital assessment (F1: 0.81-1.00). At a fixed threshold and field count (≥ 5 PCs, ×400, 10 HPFs), field-selection strategy alone shifted prevalence from 3.1% (Random Sampling) to 69.5% (Independent Hotspot), p < 0.001. Magnification also significantly altered CE classification (p < 0.001).

CONCLUSIONS

Diagnostic threshold alone does not fully specify a CE criterion; field-selection strategy, field count, and magnification must also be reported for prevalence estimates to be comparable. Hotspot-based and AI-assisted counting are recommended over random field selection for reproducibility and sensitivity.

Для цитирования: Gruszczyński Jan, Trębacz Kacper, Kubiaczyk-Paluch Beata, Dworacki Grzegorz, Dopierała Michał J, Kolecka-Bednarczyk Agata, Frankowski Andrzej, Kadziński Miłosz, Żak Tomasz. Plasma Cell Counting Methodology Determines Chronic Endometritis Prevalence.. Reproductive medicine and biology. 2026. DOI: 10.1002/rmb2.70094.
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