Evaluation of equation as a classifier for kidney function in domestic cats: a proof-of-concept study.

IF 13 Q2 GERIATRICS & GERONTOLOGY
Qinghong Li, Linxing Yao
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Abstract

In human medicine, estimated glomerular filtration rate (eGFR) is routinely used to assess renal function. In cats, reliable eGFR formulas are not yet available. To test the hypothesis that a human eGFR equation with four metabolites can effectively distinguish cats with different renal functions, two cohorts of cats were retrospectively enrolled. Cohort 1 included 34 colony cats and cohort 2 had 29 client-owned cats. The metabolite markers were quantified in cat serum and renal function was estimated using the adapted equation (eRFfel). Receiver Operating Characteristic Area Under the Curve for eRFfel as a binary classifier were 0.9714 and 0.9958, and 0.9731 and 0.9643 as a ternary classifier for cohort 1 and cohort 2, respectively. In cohort 1, eRFfel was 1.30 ± 0.04 (Mean ± SEM, mL/min/kg), 0.78 ± 0.06, and 0.36 ± 0.05 for healthy control, IRIS Chronic Kidney Disease (CKD) stages 1 and 2 (CKD1/2), and stages 3 and 4 (CKD3/4), respectively, and 1.30 ± 0.06, 0.72 ± 0.05, and 0.47 ± 0.04 for healthy control, CKD stage 2, and CKD stage 3 in cohort 2, respectively (both P < 0.0001). Although the original equation was trained on human data, eRFfel was associated positively with urine specific gravity, but negatively with serum symmetric dimethylarginine and creatinine in cats (all P < 0.0001). The preliminary results demonstrated the effectiveness of eRFfel as a classifier for feline renal function.

评估方程作为一个分类器的肾功能在家猫:一个概念验证研究。
在人类医学中,估计肾小球滤过率(eGFR)通常用于评估肾功能。对于猫,目前还没有可靠的eGFR配方。为了验证包含四种代谢物的人eGFR方程可以有效区分不同肾功能的猫的假设,我们回顾性地招募了两组猫。队列1包括34只群体猫,队列2有29只客户养的猫。对猫血清中的代谢物标记物进行量化,并使用适应方程(eRFfel)估计肾功能。对于队列1和队列2,eRFfel作为二元分类器的受试者工作特征曲线下面积分别为0.9714和0.9958,作为三元分类器的受试者工作特征曲线下面积分别为0.9731和0.9643。在队列1中,健康对照组、IRIS CKD1期和2期(CKD1/2)、3期和4期(CKD3/4)的eRFfel分别为1.30±0.04 (Mean±SEM, mL/min/kg)、0.78±0.06和0.36±0.05,队列2中健康对照组、CKD 2期和CKD3期的eRFfel分别为1.30±0.06、0.72±0.05和0.47±0.04 (P fel与尿比重均呈正相关)。与猫血清对称二甲基精氨酸和肌酐呈负相关(P可作为猫肾功能的分类指标)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.90
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0.00%
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