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基于血清 miRNA 的特征可指示人类的辐射暴露和剂量:一项多中心诊断生物标志物研究。

Serum miRNA-based signature indicates radiation exposure and dose in humans: A multicenter diagnostic biomarker study.

机构信息

Department of Biostatistics and Translational Medicine, Medical University of Lodz, Poland.

Department of Biostatistics and Translational Medicine, Medical University of Lodz, Poland; Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Radiotherapy Department, Maria Skłodowska-Curie National Research Institute of Oncology, Gliwice Branch, Gliwice, Poland.

出版信息

Radiother Oncol. 2023 Aug;185:109731. doi: 10.1016/j.radonc.2023.109731. Epub 2023 Jun 8.

Abstract

PURPOSE

Mouse and non-human primate models showed that serum miRNAs may be used to predict the biological impact of radiation doses. We hypothesized that these results can be translated to humans treated with total body irradiation (TBI), and that miRNAs may be used as clinically feasible biodosimeters.

METHODS

To test this hypothesis, serial serum samples were obtained from 25 patients (pediatric and adults) who underwent allogeneic stem-cell transplantation and profiled for miRNA expression using next-generation sequencing. miRNAs with diagnostic potential were quantified with qPCR and used to build logistic regression models with lasso penalty to reduce overfitting, identifying samples drawn from patients who underwent total body irradiation to a potentially lethal dose.

RESULTS

Differential expression results were consistent with previous studies in mice and non-human primates. miRNAs with detectable expression in this and two prior animal sets allowed for distinction of the irradiated from non-irradiated samples in mice, macaques and humans, validating the miRNAs as radiation-responsive through evolutionarily conserved transcriptional regulation mechanisms. Finally, we created a model based on the expression of miR-150-5p, miR-30b-5p and miR-320c normalized to two references and adjusted for patient age with an AUC of 0.9 (95%CI:0.83-0.97) for identifying samples drawn after irradiation; a separate model differentiating between high and low radiation dose achieved AUC of 0.85 (95%CI: 0.74-0.96).

CONCLUSIONS

We conclude that serum miRNAs reflect radiation exposure and dose for humans undergoing TBI and may be used as functional biodosimeters for precise identification of people exposed to clinically significant radiation doses.

摘要

目的

小鼠和非人类灵长类动物模型表明,血清 microRNA 可用于预测辐射剂量的生物学影响。我们假设这些结果可以转化为接受全身照射(TBI)治疗的人类,并且 microRNA 可用作临床可行的生物剂量计。

方法

为了验证这一假设,对 25 名接受同种异体干细胞移植的患者(儿科和成人)进行了连续的血清样本采集,并使用下一代测序进行 microRNA 表达谱分析。使用 qPCR 对具有诊断潜力的 microRNA 进行定量,并使用套索惩罚构建逻辑回归模型,以减少过拟合,从而识别出接受全身照射至潜在致死剂量的患者样本。

结果

差异表达结果与小鼠和非人类灵长类动物的先前研究一致。在本研究和另外两个动物研究中具有可检测表达的 microRNA 允许区分小鼠、猕猴和人类中的照射和未照射样本,从而验证了 microRNA 作为通过进化保守的转录调节机制对辐射有反应的。最后,我们创建了一个基于 miR-150-5p、miR-30b-5p 和 miR-320c 的表达模型,该模型以两个参考物标准化并根据患者年龄进行调整,AUC 为 0.9(95%CI:0.83-0.97),用于识别照射后采集的样本;另一个区分高剂量和低剂量的模型,AUC 为 0.85(95%CI:0.74-0.96)。

结论

我们得出结论,接受 TBI 的人类血清 microRNA 反映了辐射暴露和剂量,并且可以用作精确识别暴露于临床显著辐射剂量的人的功能生物剂量计。

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