糖尿病胰岛素抵抗分级与基于磁共振IDEAL-IQ技术的肾皮质脂肪浸润分数的定量关联及肾小管损伤的中介作用
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1南京医科大学第一附属医院放射科,江苏 南京 210029 ; 2. 南京医科大学医学影像学院,江苏 南京 211166 ; 3. 南京大学电子科学与工程学院,江苏 南京 210023 ; 4. 南京医科大学附属克孜勒苏柯尔克孜自治州人民医院放射科,新疆 阿图什 845350

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国家自然科学基金(U25B2046)


Quantitative correlation between insulin resistance grading and renal cortical fat infiltration assessed by MRI IDEAL-IQ and the mediating mechanism of renal tubular injury in type 2 diabetes mellitus
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1Department of Radiology, the First Affiliated Hospital of Nanjing Medical University, Nanjing 210029 ; 2. School of Medical Imaging, Nanjing Medical University, Nanjing 211166 ; 3. School of Electronic Science and Engineering, Nanjing University, Nanjing 210023 ; 4. Departnent of Radiology, the Affiliated Kizilsu Kirghiz Autonomous Prefecture People's Hospital of Nanjing Medical University, Artux 845350 , China

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    摘要:

    目的:采用磁共振最小二乘法估计和不对称回波迭代分解水和脂肪的脂肪成像(iterative decomposition of water and fat with echo asymmetry and least squares estimation quantification sequence, IDEAL-IQ)技术定量评估2型糖尿病(type 2 diabetes mellitus,T2DM)患者肾皮质脂肪浸润程度,分析其与胰岛素抵抗(insulin resistance,IR)不同分级的定量关联,并探讨肾小管损伤在二者间的中介作用。方法:前瞻性纳入2022年7月—2025年10月确诊的124例T2DM患者为研究对象,依据稳态模型胰岛素抵抗指数(homeostasis model assessment of insulin resistance,HOMA-IR)分为轻度IR组(HOMA-IR 2.5~5.0,42例)、中度IR组(HOMA-IR 5.1~10.0,40例)、重度IR组(HOMA-IR>10.0,42例)。所有研究对象均行肾脏3.0T MRI-IDEAL-IQ检查,定量测量肾皮质脂肪分数(fat fraction,FF);检测空腹血糖(fasting plasma glucose,FPG)、糖化血红蛋白(hemoglobin A1c,HbA1c)等糖代谢指标,血肌酐(serum creatinine,Scr)、估算肾小球滤过率(estimated glomerular filtration rate,eGFR)等肾功能指标,尿中性粒细胞明胶酶相关脂质运载蛋白(neutrophil gelatinase-associated lipocalin,NGAL)、肾损伤分子-1(kidney injury molecule-1,KIM-1)、尿白蛋白/肌酐比值(urine albumin-to-creatinine ratio,UACR)等肾小管损伤标志物,计算HOMA-IR。比较不同IR分级组肾皮质FF、肾小管损伤标志物及肾功能指标的差异;采用Pearson相关性分析探讨肾皮质FF与各指标的相关性;通过多元线性回归分析验证IR对肾皮质FF的独立影响;采用中介效应分析探讨肾小管损伤在IR与肾皮质脂肪浸润间的中介作用。结果:随IR分级加重,患者肾皮质FF、NGAL、KIM-1、UACR、Scr呈逐渐升高趋势,eGFR呈逐渐降低趋势,各分级组间比较差异均有统计学意义(P<0.05)。Pearson相关性分析显示,肾皮质FF与HOMA-IR、KIM-1、UACR和肾小管损伤综合评分呈高度正相关(r=0.834,P<0.001;r=0.810,P<0.001;r=0.834,P<0.001;r=0.831,P<0.001),与NGAL、Scr和BUN呈中度正相关(r=0.673~0.772,均P<0.001),与eGFR呈高度负相关(r=-0.817,P<0.001)。多元线性回归分析显示,校正年龄、性别、体重指数(body mass index,BMI)、HbA1c后,HOMA-IR仍是T2DM患者肾皮质FF升高的独立危险因素(β=0.419,P<0.001)。中介效应分析显示,肾小管损伤(NGAL+KIM-1+UACR综合评分)在IR与肾皮质脂肪浸润间存在部分中介效应,中介效应占总效应的45.98%。结论:T2DM患者肾皮质脂肪浸润程度与IR分级呈明显剂量反应关系,IR可直接促进肾皮质脂肪沉积,也可通过诱导肾小管损伤间接介导肾皮质脂肪浸润的发生发展;IDEAL-IQ技术定量检测的肾皮质FF可作为反映T2DM患者IR程度及早期肾小管损伤的无创影像学指标,为糖尿病肾脏并发症的早期评估提供新视角。

    Abstract:

    Objective: To quantitatively evaluate the degree of renal cortical fat infiltration in patients with type 2 diabetes mellitus (T2DM) using magnetic resonance iterative decomposition of water and fat with echo asymmetry and least-squares estimation-iron quantification (IDEAL-IQ) technology, analyze its quantitative correlation with different grades of insulin resistance (IR), and explore the mediating effect of renal tubular injury between them. Methods: A total of 124 patients diagnosed with T2DM from July 2022 to October 2025 were prospectively enrolled. According to the homeostasis model assessment of insulin resistance (HOMA-IR), the patients were divided into the mild IR group (HOMA-IR 2.5-5.0, n=42), moderate IR group (HOMA-IR 5.1~10.0, n=40) and severe IR group (HOMA-IR>10.0, n=42). All subjects underwent renal 3.0T MRI-IDEAL-IQ examination to quantitatively measure the renal cortical fat fraction (FF). Glycometabolic indicators including fasting plasma glucose (FPG) and glycosylated hemoglobin (HbA1c), renal function indicators including serum creatinine (Scr) and estimated glomerular filtration rate (eGFR), and renal tubular injury markers including urine neutrophil gelatinase-associated lipocalin (NGAL), kidney injury molecule-1 (KIM-1) and urine albumin/creatinine ratio (UACR) were detected, and HOMA-IR was calculated. The differences in renal cortical FF, renal tubular injury markers and renal function indicators among different IR grade groups were compared. Pearson correlation analysis was used to explore the correlation between renal cortical FF and various indicators. Multiple linear regression analysis was performed to verify the independent effect of IR on renal cortical FF. Mediation effect analysis was adopted to investigate the mediating role of renal tubular injury between IR and renal cortical fat infiltration. Results: With the aggravation of IR grading, renal cortical FF, NGAL, KIM-1, UACR and Scr in patients showed a gradual increasing trend, while eGFR showed a gradual decreasing trend, with statistically significant differences among all grade groups (P < 0.05). Pearson correlation analysis revealed that renal cortical FF was highly positively correlated with HOMA-IR, KIM-1, UACR, and the comprehensive score of renal tubular injury (r=0.834, P<0.001; r=0.810, P < 0.001; r=0.834, P < 0.001; r=0.831, P < 0.001), moderately positively correlated with NGAL, Scr, and BUN (r=0.673-0.772, all P < 0.001), and highly negatively correlated with eGFR (r=-0.817, P < 0.001). Multiple linear regression analysis indicated that after adjusting for age, gender, body mass index (BMI), and HbA1c, HOMA-IR was still an independent risk factor for the increase of renal cortical FF in T2DM patients (β=0.419, P < 0.001). Mediation effect analysis showed that renal tubular injury (comprehensive score of NGAL+KIM-1+UACR) had a partial mediation effect between IR and cortical fat infiltration, accounting for 45.98% of the total effect. Conclusion: The degree of renal cortical fat infiltration in T2DM patients has a significant dose-effect relationship with IR grade. IR directly promotes renal cortical fat deposition, and also indirectly mediates the occurrence and development of renal cortical fat infiltration by inducing renal tubular injury. Renal cortical FF quantitatively detected by IDEAL-IQ technology can be used as a non-invasive imaging indicator to reflect the degree of IR and early renal tubular injury in T2DM patients, providing a new perspective for the early assessment of diabetic renal complications.

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周洁,乔瑞洁,章忆惠,洪昱奇,秦朗.糖尿病胰岛素抵抗分级与基于磁共振IDEAL-IQ技术的肾皮质脂肪浸润分数的定量关联及肾小管损伤的中介作用[J].南京医科大学学报(自然科学版),2026,(5):700-707

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  • 收稿日期:2026-03-31
  • 最后修改日期:2026-04-17
  • 录用日期:2026-04-20
  • 在线发布日期: 2026-05-18
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