请检查下面这段话的检查语法错误进行修改和润色修改部分要标注出来：Therefore we conducted a population-based birth cohort study to investigate the associations between systemic inflammation markers including SII NLR and PLR during diff

Therefore, we conducted a population-based birth cohort study to investigate the associations between systemic inflammation markers (including SII, NLR, and PLR) during different trimesters and GDM. We also applied prognostic regression models to identify high-risk pregnant women by considering circulating inflammation markers and fasting glucose levels during trimester 1. Additionally, we used the area under the receiver operating characteristic curve to evaluate the predictive effect of these inflammatory markers.

修改说明：

1. 在“pregnancy women”前添加了“pregnant”，使语法更加准确。
2. 在“with considering”前添加了“by”，使语法更加准确。
3. 去掉了最后一句话中的“also”，使语法更加简洁。