Machine perfusion distribution across clinical phenotypes in kidney transplantation: A national cohort study using unsupervised clustering

doi:10.5500/wjt.121821

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World Journal of Transplantation

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2220-3230

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

Observational Study

Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Transplant. Sep 18, 2026; 16(3): 121821
Published online Sep 18, 2026. doi: 10.5500/wjt.121821

Table 5 Clusters’ stability comparison (full cohort vs machine perfusion subgroup)

Cluster	Mean MPP (full cohort)	Median MPP (full cohort)	Mean entropy (full cohort)	Mean MPP (MP subgroup)	Median MPP (MP subgroup)	Mean entropy (MP subgroup)
1	0.678	0.685	0.839	0.607	0.555	1.046
2	0.715	0.723	0.724	0.701	0.699	0.765
3	0.726	0.723	0.664	0.671	0.646	0.759
4	0.756	0.802	0.644	0.723	0.743	0.725
5	0.666	0.658	0.828	0.674	0.689	0.796
6	0.663	0.666	0.903	0.685	0.689	0.831

MPP: Maximum posterior probability; MP: Machine perfusion.

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Citation: Castellanos De Brigard J, Rangganata E, Papalois VE. Machine perfusion distribution across clinical phenotypes in kidney transplantation: A national cohort study using unsupervised clustering. World J Transplant 2026; 16(3): 121821
URL: https://www.wjgnet.com/2220-3230/full/v16/i3/121821.htm
DOI: https://dx.doi.org/10.5500/wjt.121821

Castellanos De Brigard J, Rangganata E, Papalois VE. Machine perfusion distribution across clinical phenotypes in kidney transplantation: A national cohort study using unsupervised clustering. World J Transplant 2026; 16(3): 121821 [DOI: 10.5500/wjt.121821]

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