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Kozakowski, Nicolas

https://orcid.org/0000-0001-9180-620X

Mayo Clinic

Vienna General Hospital

Citations 3

Drivers of Diagnostic Variation in a Digital Global Kidney Transplant Reader Study
Hofstraat-Boersma, Rianne, Long, Romy du , Buzzanca, Giorgio , Abiola, Adeyemi A., Albadri, Sam, Ali, Zahabia, Altaleb, Ahmed, Banu, Sultana G., Barry, Marc , Bhalodia, Ami , Bianco, Paola, Broecker, Verena , Buelow, Roman, Cheunsuchon, Boonyarit , Crisi, Giovanna M., Daneshvar, Simin, Dokouhaki, Pouneh, Drachenberg, C., Florquin, Sandrine, Gibson, Ian W., Gujarathi, Saurabh, Hendricks, Allen R. , Islam, Jaynul, Ismail, Wesam, Jagannathan, Geetha , Kläger, Johannes, Krizova, Adriana , Kurien, Anila A., Kwon, Boomi , Ledesma, Felipe L., Martin, Jonne, Mehta, Shweta S., Messias, Nidia , Mignano, Salvatore , Miranda, Monik E., Moeckel, Gilbert, Pala, Chiara, Ranson, Marc A., Rodriguez, A Castell, Rosenberg, Avi, Setty, Suman , Sheaff, M., Soares, Maria F.S., Surintrspanont, Jerasit , Terinte-Balcan, George, Testa, Francesca , Ticas, David O. Hendriquez, Toniolo, Maria F., Midden, Dominique van, Velagapudi, R, Viswanathan, Seethalakshmi , Stillfried, Saskia von, Kalverboer, Nienke , Bruns, Imke B. , Callegaro, Giulia , Vries, A A F De, Peters-Sengers, Hessel, Kers, Jesper, Hofstraat, Rianne , Adefidipe, Adeyemi Abiola, Albadri, Sam , Angioi, Andrea , Banu, Sultana Gulshana, Bianco, Paola, Buelow, Roman David, Chauveau, Bertrand , Chen, Guoli , Crisi, Giovanna Maria, Dendooven, Amélie , Drachenberg, Cinthia Beskow , Farris, Alton B. , Ferlicot, Sophie , Florquin, Sandrine , Fontana, Francesco , Gibier, Jean‐Baptiste , Gibson, Ian W. , Husain, Sufia , Ismail, Wesam, Kläger, Johannes Philipp , Kozakowski, Nicolas , Kurien, Anila Abraham , L’Imperio, Vincenzo , Ledesma, Felipe L , Low, Julia P. , Miranda, Monik Ediana , Price, Brendon , Ranson, Marc Andres, Roelofs, Joris J. T. H. , Sadeghipour, Alireza , Sekulic, Miroslav , Setty, Suman , Soares, Maria Fernanda , Terinte‐Balcan, George , Ticas, David Henriquez, Toniolo, María Fernanda , Midden, Dominique van , Velagapudi, Ramya Krishna , Stillfried, Saskia Freifrau von , Wu, Chih‐Ying , Water, Bob van de , Helm, Danny van der , Sengers, Hessel Peters , Kers, Jesper

No container title available | July 13, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.07.09.26357318 Get It

ABSTRACT Background Diagnostic interpretation of kidney allograft biopsies using the Banff classification remains variable, but the determinants of this variability are not fully defined. We performed a global, fully digital multi-reader study to identify the principal drivers of disagreement in Banff-based assessment. Methods Thirty-six kidney transplant biopsies were independently scored by 67 renal pathologists on a standardized digital platform. Readers assessed Banff lesions on hematoxylin and eosin, periodic acid–Schiff, and Jones’ silver stains; final diagnostic categories were assigned using prespecified Banff-based decision rules. Interobserver agreement was quantified with Gwet’s agreement coefficient (AC) statistics. Determinants of diagnostic agreement were evaluated using pairwise mixed-effects logistic regression, and reader similarity was examined by principal component analysis (PCA) with post hoc molecular annotation. Results Agreement for final diagnostic categories was moderate (Gwet’s AC1, 0.55; 95% CI, 0.47–0.63). Lesion-level agreement varied substantially, with lowest agreement for selected threshold-dependent inflammatory or semi-quantitative lesions, including interstitial inflammation in areas of IFTA, peritubular capillaritis and arteriolar hyalinosis. Diagnostic concordance differed markedly across biopsies, indicating strong case-level heterogeneity. In pairwise models, differences in active inflammatory and vascular lesion scoring were the strongest correlates of diagnostic disagreement; reader experience and geography contributed minimally. Principal component analysis showed reader variation was organized along two dominant axes: a rejection-calling threshold axis linked mainly to tubulointerstitial inflammatory injury, and a T cell-mediated (TCMR/TI) and antibody-mediated/microvascular (AMR/MVI) inflammation-oriented phenotypic classification axis. Conclusion Interobserver variation in Banff-based kidney transplant biopsy assessment is structured rather than random and driven mainly by how readers threshold and integrate key inflammatory lesion compartments rather than experience or geographic location.
Banff 2022 Kidney Commentary: Reflections and Future Directions
Böhmig, Georg A. , Van-Groningen, Marian Clahsen, Cornell, Lynn D. , Vries, Aiko P. J. de , Huang, Edmund , Kozakowski, Nicolas , Perkowska‐Ptasińska, Agnieszka , Riella, Leonardo V. , Rosales, Ivy A. , Schinstock, Carrie, Simmonds, Naomi, Groningen, Marian C. Clahsen‐van , Riella, Leonardo V , Clahsen-van Groningen, Marian C , Cornell, Lynn , de Vries, Aiko P J , Rabant, Marion , Adam, Benjamin , Aubert, Olivier, Thaunat, Olivier , Willicombe, Michelle Kay

Transplantation | June 18, 2024 | Volume: 109 | Issue: 2 | Pages: 292-299

10.1097/tp.0000000000005112 Get It

In September 2022, in Banff, Alberta, Canada, the XVIth Banff meeting, corresponding to the 30th anniversary of the Banff classification, was held, leading to 2 recent publications. Discussions at the Banff meeting focused on proposing improvements to the Banff process as a whole. In line with this, a unique opportunity was offered to a selected group of 16 representatives from the pathology and transplant nephrology community, experts in the field of kidney transplantation, to review these 2 Banff manuscripts. The aim was to provide an insightful commentary, to gauge any prospective influence the proposed changes may have, and to identify any potential areas for future enhancement within the Banff classification. The group expressed its satisfaction with the incorporation of 2 new entities, namely “microvascular inflammation/injury donor-specific antibodies–negative and C4d negative” and “probable antibody-mediated rejection,” into category 2. These changes expand the classification, facilitating the capture of more biopsies and providing an opportunity to explore the clinical implications of these lesions further. However, we found that the Banff classification remains complex, potentially hindering its widespread utilization, even if a degree of complexity may be unavoidable given the intricate pathophysiology of kidney allograft pathology. Addressing the histomorphologic diagnosis of chronic active T cell–mediated rejection (CA TCMR), potentially reconsidering a diagnostic-agnostic approach, as for category 2, to inflammation in interstitial fibrosis and tubular atrophy and chronic active T cell–mediated rejection was also an important objective. Furthermore, we felt a need for more evidence before molecular diagnostics could be routinely integrated and emphasized the need for clinical and histologic context determination and the substantiation of its clinical impact through rigorous clinical trials. Finally, our discussions stressed the ongoing necessity for multidisciplinary decision-making regarding patient care.
A case of protocadherin FAT1-positive membranous nephropathy secondary to hematopoietic stem-cell transplantation
Mongera, Nicola , Passler, Werner, Sethi, Sanjeev , Kozakowski, Nicolas , Tabbì, Maria Grazia

Journal of Nephrology | October 10, 2023 | Volume: 37 | Issue: 4 | Pages: 1153-1156

10.1007/s40620-023-01786-7 Get It