A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease Progression

Background/Aims: Cross-classification analyses are rarely reported. We investigated the prognostic factors for chronic kidney disease (CKD) progression using a body mass index (BMI)-based cross-classification approach. Methods: Patients’ renal outcome (≥50% decline in the estimated glomerular filtra...

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Main Authors: Hiroshi Kataoka, Kota Ono, Toshio Mochizuki, Norio Hanafusa, Enyu Imai, Akira Hishida, Kosaku Nitta
Format: Article
Language:English
Published: Karger Publishers 2019-06-01
Series:Kidney & Blood Pressure Research
Subjects:
Online Access:https://www.karger.com/Article/FullText/501021
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spelling doaj-a882037067a549669717aaf4624ea57c2020-11-25T02:10:11ZengKarger PublishersKidney & Blood Pressure Research1420-40961423-01432019-06-0144336238310.1159/000501021501021A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease ProgressionHiroshi KataokaKota OnoToshio MochizukiNorio HanafusaEnyu ImaiAkira HishidaKosaku NittaBackground/Aims: Cross-classification analyses are rarely reported. We investigated the prognostic factors for chronic kidney disease (CKD) progression using a body mass index (BMI)-based cross-classification approach. Methods: Patients’ renal outcome (≥50% decline in the estimated glomerular filtration rate or end-stage renal disease) in each subcohort was examined. Results: The number of prognostic factors identified in the multivariate Cox analysis was smaller in the “BMI ≥25, female” and CKD stage 3 subcohorts than in other subcohorts. Prognostic factors identified in the “BMI ≥25, CKD stage 3” subcohort only comprised albuminuria and male sex, and those in the “BMI ≥25, female” subcohort only comprised albuminuria, hyperphosphatemia, and anemia. Albuminuria, kidney impairment, male sex, hyperphosphatemia, anemia, and increased pulse pressure × heart rate product (PP × HR; pulsatile stress) were stable renal prognostic factors in almost all subcohorts. On the other hand, the prognostic value of increased BMI, younger age, hypoalbuminemia, increased intact parathyroid hormone, and decreased estimated 24-h urinary potassium excretion (e24hUK) differed according to subcohort. BMI was positively associated with CKD progression in the “BMI ≥25, age ≥65 years” and “BMI ≥25, CKD stages 4–5” subcohorts, whereas it was negatively associated with CKD progression in the “BMI <25, diabetes mellitus” subcohort. PP × HR was independently associated with CKD progression in the “BMI <25, CKD stage 3” subcohort, which had relatively few identified renal prognostic factors. Decreased e24hUK was a renal prognostic factor for CKD progression in the “BMI <25, CKD stages 4–5” subcohort, while no significant factors were observed in the “BMI ≥25, CKD stages 4–5” subcohort. Conclusion: A BMI-based cross-classification approach, which provides more comprehensive findings than that in previous approaches, is expected to be an effective method for evaluating renal prognostic factors in patients with CKD who are affected by multiple risk factors.https://www.karger.com/Article/FullText/501021Cross classificationData disaggregationBody mass indexChronic kidney diseasePulsatile stressCKD-JACSubgroup analysis
collection DOAJ
language English
format Article
sources DOAJ
author Hiroshi Kataoka
Kota Ono
Toshio Mochizuki
Norio Hanafusa
Enyu Imai
Akira Hishida
Kosaku Nitta
spellingShingle Hiroshi Kataoka
Kota Ono
Toshio Mochizuki
Norio Hanafusa
Enyu Imai
Akira Hishida
Kosaku Nitta
A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease Progression
Kidney & Blood Pressure Research
Cross classification
Data disaggregation
Body mass index
Chronic kidney disease
Pulsatile stress
CKD-JAC
Subgroup analysis
author_facet Hiroshi Kataoka
Kota Ono
Toshio Mochizuki
Norio Hanafusa
Enyu Imai
Akira Hishida
Kosaku Nitta
author_sort Hiroshi Kataoka
title A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease Progression
title_short A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease Progression
title_full A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease Progression
title_fullStr A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease Progression
title_full_unstemmed A Body Mass Index-Based Cross-Classification Approach for the Assessment of Prognostic Factors in Chronic Kidney Disease Progression
title_sort body mass index-based cross-classification approach for the assessment of prognostic factors in chronic kidney disease progression
publisher Karger Publishers
series Kidney & Blood Pressure Research
issn 1420-4096
1423-0143
publishDate 2019-06-01
description Background/Aims: Cross-classification analyses are rarely reported. We investigated the prognostic factors for chronic kidney disease (CKD) progression using a body mass index (BMI)-based cross-classification approach. Methods: Patients’ renal outcome (≥50% decline in the estimated glomerular filtration rate or end-stage renal disease) in each subcohort was examined. Results: The number of prognostic factors identified in the multivariate Cox analysis was smaller in the “BMI ≥25, female” and CKD stage 3 subcohorts than in other subcohorts. Prognostic factors identified in the “BMI ≥25, CKD stage 3” subcohort only comprised albuminuria and male sex, and those in the “BMI ≥25, female” subcohort only comprised albuminuria, hyperphosphatemia, and anemia. Albuminuria, kidney impairment, male sex, hyperphosphatemia, anemia, and increased pulse pressure × heart rate product (PP × HR; pulsatile stress) were stable renal prognostic factors in almost all subcohorts. On the other hand, the prognostic value of increased BMI, younger age, hypoalbuminemia, increased intact parathyroid hormone, and decreased estimated 24-h urinary potassium excretion (e24hUK) differed according to subcohort. BMI was positively associated with CKD progression in the “BMI ≥25, age ≥65 years” and “BMI ≥25, CKD stages 4–5” subcohorts, whereas it was negatively associated with CKD progression in the “BMI <25, diabetes mellitus” subcohort. PP × HR was independently associated with CKD progression in the “BMI <25, CKD stage 3” subcohort, which had relatively few identified renal prognostic factors. Decreased e24hUK was a renal prognostic factor for CKD progression in the “BMI <25, CKD stages 4–5” subcohort, while no significant factors were observed in the “BMI ≥25, CKD stages 4–5” subcohort. Conclusion: A BMI-based cross-classification approach, which provides more comprehensive findings than that in previous approaches, is expected to be an effective method for evaluating renal prognostic factors in patients with CKD who are affected by multiple risk factors.
topic Cross classification
Data disaggregation
Body mass index
Chronic kidney disease
Pulsatile stress
CKD-JAC
Subgroup analysis
url https://www.karger.com/Article/FullText/501021
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