Cai Jiali, Chen Yurong, Zhou Liying, Yang Xiaolian, Pan Luxiang, Liu Lanlan, Liu Zhenfang, Ren Jianzhi, Jiang Xiaoming
Reproductive Medicine Center, Xiamen University Affiliated Chenggong Hospital, Xiamen, Fujian, 361003, China.
School of Medicine, Xiamen University, Xiamen, Fujian, 361005, China.
J Assist Reprod Genet. 2025 May 22. doi: 10.1007/s10815-025-03507-4.
To evaluate the value of mtDNA copy number measurement in spent culture medium of blastocysts for predicting the chance of implantation following single blastocyst transfer (SBT).
Copy numbers of mtDNA and genomic DNA (gDNA) were determined using multiplex PCR and NGS and modeled to predict implantation following SBT using a generalized linear model (GLM), generalized additive model (GAM), and extreme gradient boosting (XGBoost). The predictive power of the models was demonstrated and compared with the area under the receiver operating characteristic curve (AUC-ROC).
Neither the mtDNA copy number nor the mtDNA/gDNA provided meaningful discriminatory power for prediction in GLM and GAM models. However, higher gDNA quartiles were associated with a negative correlation with pregnancy (OR 0.92, 95% CI 0.85, 1) and an interaction with mtDNA, suggesting that gDNA should not be used to normalize mtDNA copy number. An XGBoost model, which considered both mtDNA and gDNA values, demonstrated an AUC of 0.837 (95% CI 0.800, 0.874).
The mtDNA copy number in spent medium alone may not be a reliable predictor of pregnancy, and dividing mtDNA by gDNA could distort the outcome. Alternatively, a model that makes full use of the interaction of the values may improve the prediction power.
评估囊胚培养液中线粒体DNA(mtDNA)拷贝数测量对于预测单囊胚移植(SBT)后着床几率的价值。
采用多重聚合酶链反应(PCR)和二代测序(NGS)测定mtDNA和基因组DNA(gDNA)的拷贝数,并使用广义线性模型(GLM)、广义相加模型(GAM)和极端梯度提升(XGBoost)对SBT后的着床情况进行建模预测。通过受试者工作特征曲线下面积(AUC-ROC)展示并比较各模型的预测能力。
在GLM和GAM模型中,mtDNA拷贝数及mtDNA/gDNA均未提供有意义的预测判别能力。然而,较高的gDNA四分位数与妊娠呈负相关(比值比0.92,95%置信区间0.85,1),且与mtDNA存在相互作用,这表明gDNA不应被用于标准化mtDNA拷贝数。一个同时考虑mtDNA和gDNA值的XGBoost模型显示AUC为0.837(95%置信区间0.800,0.874)。
仅囊胚培养液中的mtDNA拷贝数可能不是妊娠的可靠预测指标,用gDNA除mtDNA可能会歪曲结果。另外,一个充分利用各值之间相互作用的模型可能会提高预测能力。