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Identification of genetic profile and biomarkers involved in acute respiratory distress syndrome

急性呼吸窘迫综合征 医学 孟德尔随机化 列线图 全基因组关联研究 败血症 生物信息学 内科学 免疫学 基因 生物 遗传学 遗传变异 基因型 单核苷酸多态性
作者
Shurui Cao,Huiqin Li,Junyi Xin,Zhenghao Jin,Zhengyu Zhang,Jiawei Li,Yukun Zhu,Li Su,Peipei Huang,Lei Jiang,Mulong Du,David C. Christiani
出处
期刊:Intensive Care Medicine [Springer Science+Business Media]
卷期号:50 (1): 46-55 被引量:14
标识
DOI:10.1007/s00134-023-07248-9
摘要

The purpose of this study was to profile genetic causal factors of acute respiratory distress syndrome (ARDS) and early predict patients at high ARDS risk. We performed a phenome-wide Mendelian Randomization analysis through summary statistics of an ARDS genome-wide association study (1250 cases and 1583 controls of European ancestry) and 33,150 traits. Transcriptomic data from human blood and lung tissues of a preclinical mouse model were used to validate biomarkers, which were further used to construct a prediction model and nomogram. A total of 1736 traits, including 1223 blood RNA, 159 plasma proteins, and 354 non-gene phenotypes (classified by Biochemistry, Anthropometry, Disease, Nutrition and Habit, Immunology, and Treatment), exhibited a potentially causal relationship with ARDS development, which were accessible through a user-friendly interface platform called CARDS (Causal traits for Acute Respiratory Distress Syndrome). Regarding candidate blood RNA, four genes were validated, namely TMEM176B, SLC2A5, CDC45, and VSIG8, showing differential expression in blood of ARDS patients compared to controls, as well as dynamic expression in mouse lung tissues. Importantly, the addition of four blood genes and five immune cell proportions significantly improved the prediction performance of ARDS development, with 0.791 of the area under the curve from receiver-operator characteristic, compared to 0.725 for the basic model consisting of Acute Physiology and Chronic Health Evaluation (APACHE) III Score, sex, body mass index, bacteremia, and sepsis. A model-based nomogram was also developed for the clinical practice. This study identifies a wide range of ARDS relevant factors and develops a promising prediction model, enhancing early clinical management and intervention for ARDS development.
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