Cluster analysis of kidney function decline among males with Fabry disease in a large United States electronic health records database

被引:2
作者
Chiorean, Alexandra [1 ]
Lyn, Nicole [2 ]
Kabadi, Shaum [3 ]
Blanchon, Margot [1 ]
Hayat, Paul [1 ]
Loustalot, Paul [1 ]
Maski, Manish
Montmerle, Martin [1 ]
Ponce, Elvira [4 ]
机构
[1] Quinten Hlth, Paris, France
[2] Sanofi, Hlth Econ & Value Assessment, Cambridge, MA USA
[3] Sanofi, Real World Evidence Team, Bridgewater, NJ USA
[4] Sanofi, Global Med Affairs Rare Nephrol, Cambridge, MA 02139 USA
关键词
cluster analysis; Fabry disease; GFR; kidney function decline; real-world evidence; NATURAL-HISTORY DATA; RENAL-FUNCTION; CREATININE;
D O I
10.1093/ndt/gfad071
中图分类号
R3 [基础医学]; R4 [临床医学];
学科分类号
1001 ; 1002 ; 100602 ;
摘要
Background Fabry disease (FD) is an X-linked lysosomal storage disorder caused by deficient alpha-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.
引用
收藏
页码:2350 / 2357
页数:8
相关论文
共 21 条
[1]  
[Anonymous], 2022, NAT DRUG COD DIR
[2]  
[Anonymous], 2022, GAL PRESCR INF
[3]  
[Anonymous], 2022, Online Mendelian Inheritance in Man
[4]  
[Anonymous], 2022, CURR PROC TERM COD
[5]  
[Anonymous], 2022, FABR PRESCR INF
[6]  
[Anonymous], 2022, HEALTHC COMM PROC CO
[7]   Characterization of Classical and Nonclassical Fabry Disease: A Multicenter Study [J].
Arends, Maarten ;
Wanner, Christoph ;
Hughes, Derralynn ;
Mehta, Atul ;
Oder, Daniel ;
Watkinson, Oliver T. ;
Elliott, Perry M. ;
Linthorst, Gabor E. ;
Wijburg, Frits A. ;
Biegstraaten, Marieke ;
Hollak, Carla E. .
JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2017, 28 (05) :1631-1641
[8]   Phenotypic characteristics of the p.Asn215Ser (p.N215S) GLA mutation in male and female patients with Fabry disease: A multicenter Fabry Registry study [J].
Germain, Dominique P. ;
Brand, Eva ;
Burlina, Alessandro ;
Cecchi, Franco ;
Garman, Scott C. ;
Kempf, Judy ;
Laney, Dawn A. ;
Linhart, Ales ;
Marodi, Laszlo ;
Nicholls, Kathy ;
Ortiz, Alberto ;
Pieruzzi, Federico ;
Shankar, Suma P. ;
Waldek, Stephen ;
Wanner, Christoph ;
Jovanovic, Ana .
MOLECULAR GENETICS & GENOMIC MEDICINE, 2018, 6 (04) :492-503
[9]  
Hastie T., 2009, The elements of statistical learning: data mining, inference, and prediction: with 200 full-color illustrations (Springer series in statistics)
[10]   Biomarkers for Diagnosing and Staging of Fabry Disease [J].
Kraemer, Johannes ;
Weidemann, Frank .
CURRENT MEDICINAL CHEMISTRY, 2018, 25 (13) :1530-1537