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Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database
BACKGROUND: Fabry disease (FD) is an X-linked lysosomal storage disorder caused by deficient α-galactosidase A activity. The spectrum of disease includes phenotypes ranging from “classic” to “later-onset,” with varying kidney disease progression. Identifying patterns of declining kidney function and...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10539200/ https://www.ncbi.nlm.nih.gov/pubmed/37061786 http://dx.doi.org/10.1093/ndt/gfad071 |
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author | Chiorean, Alexandra Lyn, Nicole Kabadi, Shaum Blanchon, Margot Hayat, Paul Loustalot, Paul Maski, Manish Montmerle, Martin Ponce, Elvira |
author_facet | Chiorean, Alexandra Lyn, Nicole Kabadi, Shaum Blanchon, Margot Hayat, Paul Loustalot, Paul Maski, Manish Montmerle, Martin Ponce, Elvira |
author_sort | Chiorean, Alexandra |
collection | PubMed |
description | BACKGROUND: Fabry disease (FD) is an X-linked lysosomal storage disorder caused by deficient α-galactosidase A activity. The spectrum of disease includes phenotypes ranging from “classic” to “later-onset,” with varying kidney disease progression. Identifying patterns of declining kidney function and involvement of other major organs in patients with FD is important to guide therapy decisions. METHODS: Clusters of patients with FD and similar estimated glomerular filtration rate (eGFR) decline and age were created using agglomerative clustering of data captured between 2007 and 2020 in the United States Optum Market Clarity database. Male patients with a diagnosis of FD and two or more eGFR values ≥6 months apart were included. Disease progression was compared with a control cohort of patients without an FD diagnosis. RESULTS: eGFR values from 234 male patients with FD were analysed, yielding seven clusters. Five clusters demonstrated disease progression from “natural” eGFR decline, with a slight decrease in kidney function and eGFR usually within the normal range, to rapid, early decline in eGFR and cardiac complications. When compared with the control cohort, a more rapid decline and a higher percentage of cardiac hypertrophy, heart failure, arrhythmias and stroke were noted in the study group. An inflection point was observed in each cluster when deterioration of kidney function accelerated. CONCLUSIONS: Clustering of male patients with FD by decline in kidney function, organ involvement and phenotype through analysis of real-world data provides a reference that could help determine the optimal time for initiation of FD-specific treatment and facilitate management decisions made by healthcare professionals. |
format | Online Article Text |
id | pubmed-10539200 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-105392002023-09-30 Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database Chiorean, Alexandra Lyn, Nicole Kabadi, Shaum Blanchon, Margot Hayat, Paul Loustalot, Paul Maski, Manish Montmerle, Martin Ponce, Elvira Nephrol Dial Transplant Original Article BACKGROUND: Fabry disease (FD) is an X-linked lysosomal storage disorder caused by deficient α-galactosidase A activity. The spectrum of disease includes phenotypes ranging from “classic” to “later-onset,” with varying kidney disease progression. Identifying patterns of declining kidney function and involvement of other major organs in patients with FD is important to guide therapy decisions. METHODS: Clusters of patients with FD and similar estimated glomerular filtration rate (eGFR) decline and age were created using agglomerative clustering of data captured between 2007 and 2020 in the United States Optum Market Clarity database. Male patients with a diagnosis of FD and two or more eGFR values ≥6 months apart were included. Disease progression was compared with a control cohort of patients without an FD diagnosis. RESULTS: eGFR values from 234 male patients with FD were analysed, yielding seven clusters. Five clusters demonstrated disease progression from “natural” eGFR decline, with a slight decrease in kidney function and eGFR usually within the normal range, to rapid, early decline in eGFR and cardiac complications. When compared with the control cohort, a more rapid decline and a higher percentage of cardiac hypertrophy, heart failure, arrhythmias and stroke were noted in the study group. An inflection point was observed in each cluster when deterioration of kidney function accelerated. CONCLUSIONS: Clustering of male patients with FD by decline in kidney function, organ involvement and phenotype through analysis of real-world data provides a reference that could help determine the optimal time for initiation of FD-specific treatment and facilitate management decisions made by healthcare professionals. Oxford University Press 2023-04-14 /pmc/articles/PMC10539200/ /pubmed/37061786 http://dx.doi.org/10.1093/ndt/gfad071 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of the ERA. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Original Article Chiorean, Alexandra Lyn, Nicole Kabadi, Shaum Blanchon, Margot Hayat, Paul Loustalot, Paul Maski, Manish Montmerle, Martin Ponce, Elvira Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database |
title | Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database |
title_full | Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database |
title_fullStr | Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database |
title_full_unstemmed | Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database |
title_short | Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database |
title_sort | cluster analysis of kidney function decline among males with fabry disease in a large united states electronic health records database |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10539200/ https://www.ncbi.nlm.nih.gov/pubmed/37061786 http://dx.doi.org/10.1093/ndt/gfad071 |
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