基于简单血液指标的新公式,用于区分地中海贫血特质和缺铁性贫血

Parviz Shahmirzalou, Morteza Seyyed Hamze, H. Sadagheyani
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摘要

背景介绍地中海贫血症是一种遗传性血液疾病,患者体内血红蛋白的生成不足。我们的目的是研究β地中海贫血特质(BTT)和缺铁性贫血(IDA)患者的简单血液指数,并提出一种新的逻辑回归公式,用于区分这两种特征。研究方法在 BTT 咨询中心(伊朗 Khoy,2022 年)的 702 份记录中,有 292 例(219 例缺铁性贫血(IDA)和 73 例 BTT)符合研究条件。血液指标,如红细胞、血红蛋白、血红蛋白A2,用于诊断两种类型的参与者。血液指标的多重共线性较高,需要进行修正。拟合了血液指标的逻辑回归,并估算了 ROC 曲线下面积(AUC)的拟合优度指标。结果参与者的平均年龄为 24.56 岁。模型中使用了 HGB、MCV、HbA2 和 HbA 变量,只有 HbA2 状态具有显著性(P<0.001)。根据模型输出结果,HbA2 每增加一个单位,发生 BTT 的几率大约是 IDA 的 8.5 倍。据估计,最终模型的灵敏度、特异度、AUC 曲线和准确度分别为 97%、72%、84% 和 93%。提出了区分 BTT 和 IDA 的回归公式。结论在区分 BTT 和 IDA 的相关研究中,在模型和预测中加入 HbA2 指数是非常必要的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A New Formula Based on Simple Blood Indices to Differentiate Beta Thalassemia Trait from Iron Deficiency Anemia
Background: Thalassemia is an inherited blood disorder with a defect in the sufficient production of a protein called hemoglobin. We aimed to investigate the simple blood indices of patients with Beta Thalassemia Trait (BTT) and Iron Deficiency Anemia (IDA) to propose a new formula using logistic regression for differentiate two characteristics from each other. Methods: Among the 702 records of the BTT Counseling Center (Khoy, Iran-2022), 292 cases (219 iron deficiency anemia (IDA) and 73 BTT) were eligible for the study. Blood indices such as RBC, HGB, HbA2 described and used to diagnose two types of participants. Blood indices had high multicollinearity that was modified. Logistic regression for blood indices fitted and goodness of fit indices with Area Under ROC curve (AUC) estimated. Results: The average age of the participants was 24.56 yr. The status of Multicollinearity between independent variables was modified. The HGB, MCV, HbA2, and HbA variables were used in the model and only HbA2 status was significant (P<0.001). According to the output of the model, for each unit increase in HbA2, the chance of having BTT was about 8.5 times higher than IDA. The sensitivity, specificity, AUC curve, and accuracy of the final model were estimated to be 97, 72, 84, and 93%, respectively. A regression formula to differentiate BTT from IDA proposed. Conclusion: In studies related to the differentiation of the BTT from IDA, the presence of the HbA2 index in the model and prediction is very necessary.  
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