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本文引用的文献

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Machine Learning in Medicine.医学中的机器学习
N Engl J Med. 2019 Apr 4;380(14):1347-1358. doi: 10.1056/NEJMra1814259.
2
Management of Stroke in Neonates and Children: A Scientific Statement From the American Heart Association/American Stroke Association.新生儿和儿童脑卒中的管理:美国心脏协会/美国卒中协会的科学声明。
Stroke. 2019 Mar;50(3):e51-e96. doi: 10.1161/STR.0000000000000183.
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Magnetic resonance spectroscopy assessment of brain injury after moderate hypothermia in neonatal encephalopathy: a prospective multicentre cohort study.磁共振波谱评估中低温治疗新生儿脑病后脑损伤:一项前瞻性多中心队列研究。
Lancet Neurol. 2019 Jan;18(1):35-45. doi: 10.1016/S1474-4422(18)30325-9. Epub 2018 Nov 15.
4
Proton magnetic resonance spectroscopy lactate/N-acetylaspartate within 2 weeks of birth accurately predicts 2-year motor, cognitive and language outcomes in neonatal encephalopathy after therapeutic hypothermia.新生儿脑病亚低温治疗后 2 周内质子磁共振波谱乳酸/N-乙酰天门冬氨酸能准确预测 2 年的运动、认知和语言结局。
Arch Dis Child Fetal Neonatal Ed. 2019 Jul;104(4):F424-F432. doi: 10.1136/archdischild-2018-315478. Epub 2018 Oct 15.
5
Prognostic value of early, conventional proton magnetic resonance spectroscopy in cooled asphyxiated infants.早期常规质子磁共振波谱对低温窒息婴儿的预后价值。
BMC Pediatr. 2018 Sep 15;18(1):302. doi: 10.1186/s12887-018-1269-6.
6
A Novel Magnetic Resonance Imaging Score Predicts Neurodevelopmental Outcome After Perinatal Asphyxia and Therapeutic Hypothermia.一种新型磁共振成像评分可预测围产期窒息和治疗性低温后的神经发育结局。
J Pediatr. 2018 Jan;192:33-40.e2. doi: 10.1016/j.jpeds.2017.09.043.
7
Effect of Therapeutic Hypothermia Initiated After 6 Hours of Age on Death or Disability Among Newborns With Hypoxic-Ischemic Encephalopathy: A Randomized Clinical Trial.6小时龄后开始治疗性低温对缺氧缺血性脑病新生儿死亡或残疾的影响:一项随机临床试验
JAMA. 2017 Oct 24;318(16):1550-1560. doi: 10.1001/jama.2017.14972.
8
A validated clinical MRI injury scoring system in neonatal hypoxic-ischemic encephalopathy.一种经过验证的新生儿缺氧缺血性脑病临床MRI损伤评分系统。
Pediatr Radiol. 2017 Oct;47(11):1491-1499. doi: 10.1007/s00247-017-3893-y. Epub 2017 Jun 16.
9
Epidemiology and Outcomes of Arterial Ischemic Stroke in Children: The Canadian Pediatric Ischemic Stroke Registry.儿童动脉缺血性卒中的流行病学与转归:加拿大儿科缺血性卒中登记研究
Pediatr Neurol. 2017 Apr;69:58-70. doi: 10.1016/j.pediatrneurol.2017.01.016. Epub 2017 Jan 26.
10
Acute Perinatal Sentinel Events, Neonatal Brain Injury Pattern, and Outcome of Infants Undergoing a Trial of Hypothermia for Neonatal Hypoxic-Ischemic Encephalopathy.急性围产期哨兵事件、新生儿脑损伤模式以及接受新生儿缺氧缺血性脑病低温治疗试验的婴儿的结局
J Pediatr. 2017 Jan;180:275-278.e2. doi: 10.1016/j.jpeds.2016.09.026. Epub 2016 Oct 21.

常规磁共振成像作为预测新生儿缺氧缺血性脑病低温治疗后死亡或残疾的局限性:晚期低温治疗试验。

Limitations of Conventional Magnetic Resonance Imaging as a Predictor of Death or Disability Following Neonatal Hypoxic-Ischemic Encephalopathy in the Late Hypothermia Trial.

机构信息

Department of Pediatrics, Women and Infants Hospital, Brown University, Providence, RI.

Department of Pediatrics, Wayne State University, Detroit, MI.

出版信息

J Pediatr. 2021 Mar;230:106-111.e6. doi: 10.1016/j.jpeds.2020.11.015. Epub 2020 Nov 13.

DOI:10.1016/j.jpeds.2020.11.015
PMID:33189747
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7914162/
Abstract

OBJECTIVE

To investigate if magnetic resonance imaging (MRI) is an accurate predictor for death or moderate-severe disability at 18-22 months of age among infants with neonatal encephalopathy in a trial of cooling initiated at 6-24 hours.

STUDY DESIGN

Subgroup analysis of infants ≥36 weeks of gestation with moderate-severe neonatal encephalopathy randomized at 6-24 postnatal hours to hypothermia or usual care in a multicenter trial of late hypothermia. MRI scans were performed per each center's practice and interpreted by 2 central readers using the Eunice Kennedy Shriver National Institute of Child Health and Human Development injury score (6 levels, normal to hemispheric devastation). Neurodevelopmental outcomes were assessed at 18-22 months of age.

RESULTS

Of 168 enrollees, 128 had an interpretable MRI and were seen in follow-up (n = 119) or died (n = 9). MRI findings were predominantly acute injury and did not differ by cooling treatment. At 18-22 months, death or severe disability occurred in 20.3%. No infant had moderate disability. Agreement between central readers was moderate (weighted kappa 0.56, 95% CI 0.45-0.67). The adjusted odds of death or severe disability increased 3.7-fold (95% CI 1.8-7.9) for each increment of injury score. The area under the curve for severe MRI patterns to predict death or severe disability was 0.77 and the positive and negative predictive values were 36% and 100%, respectively.

CONCLUSIONS

MRI injury scores were associated with neurodevelopmental outcome at 18-22 months among infants in the Late Hypothermia Trial. However, the results suggest caution when using qualitative interpretations of MRI images to provide prognostic information to families following perinatal hypoxia-ischemia.

TRIAL REGISTRATION

Clinicaltrials.gov: NCT00614744.

摘要

目的

探讨在 6-24 小时新生儿脑病试验中启动冷却治疗的情况下,磁共振成像(MRI)是否能准确预测 18-22 个月时婴儿的死亡或中重度残疾。

研究设计

对≥36 周胎龄、中度至重度新生儿脑病的婴儿进行亚组分析,在多中心晚期低温试验中,于出生后 6-24 小时随机分为低温组或常规治疗组。MRI 扫描根据每个中心的实践进行,并由 2 位中心读者使用 Eunice Kennedy Shriver 国立儿童健康与人类发育研究所损伤评分(6 级,从半球破坏到正常)进行解读。在 18-22 个月时进行神经发育结局评估。

结果

168 名入组者中,128 名有可解读的 MRI 且完成随访(n=119)或死亡(n=9)。MRI 表现主要为急性损伤,与冷却治疗无差异。在 18-22 个月时,死亡或严重残疾发生率为 20.3%。无中度残疾患儿。中心读者的一致性为中度(加权 κ 值 0.56,95%CI 0.45-0.67)。损伤评分每增加 1 分,死亡或严重残疾的调整后比值比增加 3.7 倍(95%CI 1.8-7.9)。严重 MRI 模式预测死亡或严重残疾的曲线下面积为 0.77,阳性预测值和阴性预测值分别为 36%和 100%。

结论

在 Late Hypothermia Trial 中,MRI 损伤评分与 18-22 个月婴儿的神经发育结局相关。然而,结果提示,在为围产期缺氧缺血后家庭提供预后信息时,应谨慎使用 MRI 图像的定性解读。

试验注册

Clinicaltrials.gov:NCT00614744。