Cerebrospinal fluid transcripts may predict shunt surgery responses in normal pressure hydrocephalus

被引:9
作者
Levin, Zachary [1 ,2 ]
Leary, Owen P. [3 ]
Mora, Victor [1 ,2 ]
Kant, Shawn [3 ]
Brown, Sarah [3 ]
Svokos, Konstantina [3 ]
Akbar, Umer [4 ]
Serre, Thomas [2 ]
Klinge, Petra [3 ]
Fleischmann, Alexander [1 ,2 ]
Ruocco, Maria Grazia [2 ,5 ,6 ,7 ]
机构
[1] Brown Univ, Dept Neurosci, Providence, RI 02912 USA
[2] Brown Univ, Carney Inst Brain Sci, Providence, RI 02912 USA
[3] Brown Univ, Rhode Isl Hosp, Warren Alpert Med Sch, Dept Neurosurg, Providence, RI 02903 USA
[4] Brown Univ, Rhode Isl Hosp, Warren Alpert Med Sch, Dept Neurol, Providence, RI 02903 USA
[5] Brown Univ, Dept Cognit Linguist & Psychol Sci, Providence, RI 02912 USA
[6] Brown Univ, Dept Cognit Linguist & Psychol Sci, 190 Thayer St,164 Angel St, Providence, RI 02912 USA
[7] Brown Univ, Carney Inst Brain Sci, 164 Angel St, Providence, RI 02912 USA
关键词
normal pressure hydrocephalus; CSF transcriptomics; shunt surgery response; machine learning; PARKINSONS-DISEASE; BIOMARKERS; DIAGNOSIS; ALZHEIMERS; SCLEROSIS; STRINGTIE; HISAT;
D O I
10.1093/brain/awad109
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Molecular biomarkers for neurodegenerative diseases are critical for advancing diagnosis and therapy. Normal pressure hydrocephalus (NPH) is a neurological disorder characterized by progressive neurodegeneration, gait impairment, urinary incontinence and cognitive decline. In contrast to most other neurodegenerative disorders, NPH symptoms can be improved by the placement of a ventricular shunt that drains excess CSF. A major challenge in NPH management is the identification of patients who benefit from shunt surgery. Here, we perform genome-wide RNA sequencing of extracellular vesicles in CSF of 42 NPH patients, and we identify genes and pathways whose expression levels correlate with gait, urinary or cognitive symptom improvement after shunt surgery. We describe a machine learning algorithm trained on these gene expression profiles to predict shunt surgery response with high accuracy. The transcriptomic signatures we identified may have important implications for improving NPH diagnosis and treatment and for understanding disease aetiology. Normal pressure hydrocephalus is a neurodegenerative disorder treatable by shunt surgery, but identifying patients who could benefit from surgery is a major challenge. Using genome-wide RNA sequencing of CSF, Levin et al. identify genes that predict shunt surgery responses with high accuracy.
引用
收藏
页码:3747 / 3759
页数:13
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