Magnetic resonance imaging derived biomarkers for the diagnosis of type 2 diabetes with insulin resistance: A pilot study.

IF 4.6 3区 医学 Q1 ENDOCRINOLOGY & METABOLISM
Bo-Wen Hou, Zheng Ran, Yi-Tong Li, Jing Zhang, Yong-Qiang Chu, Nadeer M Gharaibeh, Xiao-Ming Li
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引用次数: 0

Abstract

Background: Insulin resistance (IR) plays a critical role in the musculoskeletal metabolic disorders associated with type 2 diabetes mellitus (T2DM).

Aim: To develop multiparametric magnetic resonance imaging (MRI)-derived biomarkers and diagnostic models for non-invasive identification and stratification of IR.

Methods: Parameters of paravertebral muscles and vertebra were evaluated using quantitative chemical shift-encoded MRI and diffusion tensor imaging protocols. Tripartite cohort analyses were conducted through Kruskal-Wallis H tests with post hoc Dunn-Bonferroni correction for MRI-derived metrics. Diagnostic performance for T2DM-IR was assessed after selecting the most significant features through Z-score standardization and multinomial logistic regression models.

Results: This study evaluated 97 subjects (control: 39 subjects, T2DM-IR: 18 subjects, T2DM patients without IR: 40 subjects) using multiparametric MRI protocols. Significant intergroup differences were observed in the cross-sectional area (P = 0.047) and apparent diffusion coefficient (P = 0.027) of the psoas, and the cross-sectional area (P = 0.042) of the erector. More intramyocellular lipid (IMCL) in the psoas (P = 0.001) and erector (P = 0.004) were found in the T2DM-IR group. Multinomial receiver operating characteristic curve analysis demonstrated that IMCL of the erector performed better (area under the curve = 0.838, sensitivity: 0.800, specificity: 0.938) in the diagnosis of T2DM-IR.

Conclusion: IMCL in erector emerges as a highly discriminative metric for T2DM-IR diagnosis. Multiparametric MRI enables non-invasive quantification of early musculoskeletal metabolic injury, providing reliable biomarkers for IR identification and stratification.

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磁共振成像衍生的生物标志物诊断2型糖尿病伴胰岛素抵抗:一项初步研究。
背景:胰岛素抵抗(IR)在2型糖尿病(T2DM)相关的肌肉骨骼代谢紊乱中起着关键作用。目的:建立多参数磁共振成像(MRI)衍生的生物标志物和诊断模型,用于IR的无创识别和分层。方法:采用定量化学移位编码MRI和弥散张量成像技术评估椎旁肌肉和椎体的参数。通过Kruskal-Wallis H检验进行三方队列分析,并对mri衍生指标进行事后Dunn-Bonferroni校正。通过Z-score标准化和多项逻辑回归模型选择最显著的特征后,评估T2DM-IR的诊断性能。结果:本研究使用多参数MRI方案评估了97例受试者(对照组39例,T2DM-IR 18例,T2DM无IR患者40例)。腰肌横截面积(P = 0.047)、表观扩散系数(P = 0.027)、竖肌横截面积(P = 0.042)组间差异有统计学意义。T2DM-IR组腰肌(P = 0.001)和勃起肌(P = 0.004)的细胞内脂质(IMCL)增加。多项受试者工作特征曲线分析显示,竖片IMCL对T2DM-IR的诊断效果较好(曲线下面积= 0.838,敏感性0.800,特异性0.938)。结论:勃起者IMCL可作为T2DM-IR诊断的高度鉴别指标。多参数MRI能够对早期肌肉骨骼代谢损伤进行无创量化,为IR识别和分层提供可靠的生物标志物。
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来源期刊
World Journal of Diabetes
World Journal of Diabetes ENDOCRINOLOGY & METABOLISM-
自引率
2.40%
发文量
909
期刊介绍: The WJD is a high-quality, peer reviewed, open-access journal. The primary task of WJD is to rapidly publish high-quality original articles, reviews, editorials, and case reports in the field of diabetes. In order to promote productive academic communication, the peer review process for the WJD is transparent; to this end, all published manuscripts are accompanied by the anonymized reviewers’ comments as well as the authors’ responses. The primary aims of the WJD are to improve diagnostic, therapeutic and preventive modalities and the skills of clinicians and to guide clinical practice in diabetes. Scope: Diabetes Complications, Experimental Diabetes Mellitus, Type 1 Diabetes Mellitus, Type 2 Diabetes Mellitus, Diabetes, Gestational, Diabetic Angiopathies, Diabetic Cardiomyopathies, Diabetic Coma, Diabetic Ketoacidosis, Diabetic Nephropathies, Diabetic Neuropathies, Donohue Syndrome, Fetal Macrosomia, and Prediabetic State.
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