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基于逻辑方程的细胞存活统一多激活(UMA)模型的理论推导与临床剂量反应量化

Theoretical derivation and clinical dose-response quantification of a unified multi-activation (UMA) model of cell survival from a logistic equation.

作者信息

Li Shidong

机构信息

Department of Radiation Oncology, Temple University Hospital, Philadelphia, PA, USA.

出版信息

BJR Open. 2021 Nov 24;3(1):20210040. doi: 10.1259/bjro.20210040. eCollection 2021.

Abstract

OBJECTIVE

To theoretically derive a unified multiactivation (UMA) model of cell survival after ionising radiation that can accurately assess doses and responses in radiotherapy and X-ray imaging.

METHODS

A unified formula with only two parameters in fitting of a cell survival curve (CSC) is first derived from an assumption that radiation-activated cell death pathways compose the first- and second-order reaction kinetics. A logit linear regression of CSC data is used for precise determination of the two model parameters. Intrinsic radiosensitivity, biologically effective dose (BED), equivalent dose to the traditional 2 Gy fractions (EQD2), tumour control probability, normal-tissue complication probability, BED and steepness (Γ50) at 50% of tumour control probability (or normal-tissue complication probability) are analytical functions of the model and treatment (or imaging) parameters.

RESULTS

The UMA model has almost perfectly fit typical CSCs over the entire dose range with R≥0.99. Estimated quantities for stereotactic body radiotherapy of early stage lung cancer and the skin reactions from X-ray imaging agree with clinical results.

CONCLUSION

The proposed UMA model has theoretically resolved the catastrophes of the zero slope at zero dose for multiple target model and the bending curve at high dose for the linear quadratic model. More importantly, it analytically predicts dose-responses to various dose-fraction schemes in radiotherapy and to low dose X-ray imaging based on these preclinical CSCs.

ADVANCES IN KNOWLEDGE

The discovery of a unified formula of CSC over the entire dose range may reveal a common mechanism of the first- and second-order reaction kinetics among multiple CD pathways activated by ionising radiation at various dose levels.

摘要

目的

从理论上推导电离辐射后细胞存活的统一多激活(UMA)模型,该模型能够准确评估放射治疗和X射线成像中的剂量与反应。

方法

首先从辐射激活的细胞死亡途径构成一级和二级反应动力学这一假设出发,推导出一个在拟合细胞存活曲线(CSC)时仅含两个参数的统一公式。使用CSC数据的对数线性回归来精确确定这两个模型参数。内在放射敏感性、生物等效剂量(BED)、与传统2 Gy分次剂量等效的剂量(EQD2)、肿瘤控制概率、正常组织并发症概率、在50%肿瘤控制概率(或正常组织并发症概率)时的BED和陡度(Γ50)是模型和治疗(或成像)参数的解析函数。

结果

UMA模型在整个剂量范围内几乎完美拟合了典型的CSC,R≥0.99。早期肺癌立体定向体部放射治疗的估计量以及X射线成像引起的皮肤反应与临床结果相符。

结论

所提出的UMA模型在理论上解决了多靶模型在零剂量时零斜率以及线性二次模型在高剂量时曲线弯曲的难题。更重要的是,它基于这些临床前CSC解析预测了放射治疗中各种剂量分割方案以及低剂量X射线成像的剂量反应。

知识进展

在整个剂量范围内发现CSC的统一公式可能揭示了在不同剂量水平下由电离辐射激活的多种细胞死亡途径之间一级和二级反应动力学的共同机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7bd4/8611684/488beed0850d/bjro.20210040.g001.jpg

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