• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于深度学习稳定剂的超快无标记血清代谢物冠心病诊断方法

Ultra-Fast Label-Free Serum Metabolic Diagnosis of Coronary Heart Disease via a Deep Stabilizer.

机构信息

State Key Laboratory for Oncogenes and Related Genes, School of Biomedical Engineering, Institute of Medical Robotics and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P. R. China.

State Key Laboratory for Oncogenes and Related Genes, Division of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, 160 Pujian Road, Shanghai, 200127, P. R. China.

出版信息

Adv Sci (Weinh). 2021 Sep;8(18):e2101333. doi: 10.1002/advs.202101333. Epub 2021 Jul 29.

DOI:10.1002/advs.202101333
PMID:34323397
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8456274/
Abstract

Although mass spectrometry (MS) of metabolites has the potential to provide real-time monitoring of patient status for diagnostic purposes, the diagnostic application of MS is limited due to sample treatment and data quality/reproducibility. Here, the generation of a deep stabilizer for ultra-fast, label-free MS detection and the application of this method for serum metabolic diagnosis of coronary heart disease (CHD) are reported. Nanoparticle-assisted laser desorption/ionization-MS is used to achieve direct metabolic analysis of trace unprocessed serum in seconds. Furthermore, a deep stabilizer is constructed to map native MS results to high-quality results obtained by established methods. Finally, using the newly developed protocol and diagnosis variation characteristic surface to characterize sensitivity/specificity and variation, CHD is diagnosed with advanced accuracy in a high-throughput/speed manner. This work advances design of metabolic analysis tools for disease detection as it provides a direct label-free, ultra-fast, and stabilized platform for future protocol development in clinics.

摘要

尽管代谢物的质谱(MS)有可能实时监测患者的病情以用于诊断,但由于样品处理和数据质量/可重复性的原因,MS 的诊断应用受到限制。在此,报道了一种超快速、无标记 MS 检测的深稳定剂的生成及其在冠状动脉疾病(CHD)血清代谢诊断中的应用。利用纳米粒子辅助激光解吸/电离-MS 实现了在几秒钟内对未经处理的痕量血清进行直接代谢分析。此外,构建了一个深稳定剂,将原始 MS 结果映射到通过既定方法获得的高质量结果。最后,使用新开发的方案和诊断变化特征曲面来表征敏感性/特异性和变化,以高通量/高速的方式实现 CHD 的高级准确性诊断。这项工作推进了代谢分析工具的设计用于疾病检测,因为它为未来在临床中开发协议提供了一个直接无标记、超快速和稳定的平台。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/485069d42db1/ADVS-8-2101333-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/ec26af84714f/ADVS-8-2101333-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/511bf45e5df1/ADVS-8-2101333-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/170ff1789019/ADVS-8-2101333-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/485069d42db1/ADVS-8-2101333-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/ec26af84714f/ADVS-8-2101333-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/511bf45e5df1/ADVS-8-2101333-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/170ff1789019/ADVS-8-2101333-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b9cb/8456274/485069d42db1/ADVS-8-2101333-g002.jpg

相似文献

1
Ultra-Fast Label-Free Serum Metabolic Diagnosis of Coronary Heart Disease via a Deep Stabilizer.基于深度学习稳定剂的超快无标记血清代谢物冠心病诊断方法
Adv Sci (Weinh). 2021 Sep;8(18):e2101333. doi: 10.1002/advs.202101333. Epub 2021 Jul 29.
2
Nanoparticle-based laser desorption/ionization mass spectrometric analysis of drugs and metabolites.基于纳米颗粒的激光解吸/电离质谱分析药物及其代谢物。
J Food Drug Anal. 2018 Oct;26(4):1215-1228. doi: 10.1016/j.jfda.2018.07.001. Epub 2018 Aug 14.
3
SiO@Au nanoshell-assisted laser desorption/ionization mass spectrometry for coronary heart disease diagnosis.用于冠心病诊断的二氧化硅@金纳米壳辅助激光解吸/电离质谱分析
J Mater Chem B. 2023 Mar 30;11(13):2862-2871. doi: 10.1039/d2tb02733j.
4
Diagnosis of epilepsy by machine learning of high-performance plasma metabolic fingerprinting.通过高性能血浆代谢指纹图谱的机器学习进行癫痫诊断。
Talanta. 2024 Sep 1;277:126328. doi: 10.1016/j.talanta.2024.126328. Epub 2024 May 28.
5
Self-Assembled Hyperbranched Gold Nanoarrays Decode Serum United Urine Metabolic Fingerprints for Kidney Tumor Diagnosis.自组装超支化金纳米阵列解码血清联合尿液代谢指纹图谱用于肾肿瘤诊断。
ACS Nano. 2024 Jan 23;18(3):2409-2420. doi: 10.1021/acsnano.3c10717. Epub 2024 Jan 8.
6
Reproducibility of serum protein profiling by systematic assessment using solid-phase extraction and matrix-assisted laser desorption/ionization mass spectrometry.通过使用固相萃取和基质辅助激光解吸/电离质谱法进行系统评估来实现血清蛋白谱的重现性。
Rapid Commun Mass Spectrom. 2008;22(3):291-300. doi: 10.1002/rcm.3364.
7
Maltose-functional metal-organic framework assisted laser desorption/ionization mass spectrometry for small biomolecule determination.麦芽糖功能化金属有机骨架辅助激光解吸/电离质谱法用于小分子生物测定。
Mikrochim Acta. 2022 Jun 11;189(7):253. doi: 10.1007/s00604-022-05338-x.
8
Surface-assisted laser desorption ionization mass spectrometry techniques for application in forensics.用于法医学的表面辅助激光解吸电离质谱技术。
Mass Spectrom Rev. 2015 Nov-Dec;34(6):627-40. doi: 10.1002/mas.21431. Epub 2014 Jun 11.
9
Bare silica nanoparticles as concentrating and affinity probes for rapid analysis of aminothiols, lysozyme and peptide mixtures using atmospheric-pressure matrix-assisted laser desorption/ionization ion trap and matrix-assisted laser desorption/ionization time-of-flight mass spectrometry.裸硅纳米颗粒作为浓缩和亲和探针,用于使用大气压基质辅助激光解吸/电离离子阱和基质辅助激光解吸/电离飞行时间质谱快速分析氨基硫醇、溶菌酶和肽混合物。
Rapid Commun Mass Spectrom. 2008;22(3):283-90. doi: 10.1002/rcm.3363.
10
High-throughput genetic screening using matrix-assisted laser desorption/ionization mass spectrometry.使用基质辅助激光解吸/电离质谱法进行高通量基因筛选。
Psychiatr Genet. 2002 Jun;12(2):109-17. doi: 10.1097/00041444-200206000-00008.

引用本文的文献

1
Injured Myocardium-Targeted Theranostic Nanoplatform for Multi-Dimensional Immune-Inflammation Regulation in Acute Myocardial Infarction.用于急性心肌梗死中多维免疫炎症调节的损伤心肌靶向治疗诊断纳米平台
Adv Sci (Weinh). 2025 Mar;12(10):e2414740. doi: 10.1002/advs.202414740. Epub 2025 Jan 21.
2
Non-Invasive Diagnosis of Moyamoya Disease Using Serum Metabolic Fingerprints and Machine Learning.利用血清代谢指纹图谱和机器学习对烟雾病进行无创诊断
Adv Sci (Weinh). 2025 Feb;12(8):e2405580. doi: 10.1002/advs.202405580. Epub 2024 Dec 31.
3
Automated Diagnosis and Phenotyping of Tuberculosis Using Serum Metabolic Fingerprints.

本文引用的文献

1
Plasmonic Alloys Reveal a Distinct Metabolic Phenotype of Early Gastric Cancer.等离子体合金揭示了早期胃癌的独特代谢表型。
Adv Mater. 2021 Apr;33(17):e2007978. doi: 10.1002/adma.202007978. Epub 2021 Mar 20.
2
Nanoparticle-Assisted Cation Adduction and Fragmentation of Small Metabolites.纳米颗粒辅助的小代谢物阳离子加成和碎裂。
Angew Chem Int Ed Engl. 2021 May 10;60(20):11310-11317. doi: 10.1002/anie.202100734. Epub 2021 Mar 24.
3
Competitive performance of a modularized deep neural network compared to commercial algorithms for low-dose CT image reconstruction.
基于血清代谢指纹分析的结核病自动诊断和表型分型。
Adv Sci (Weinh). 2024 Oct;11(39):e2406233. doi: 10.1002/advs.202406233. Epub 2024 Aug 19.
4
Precision imaging of cardiac function and scar size in acute and chronic porcine myocardial infarction using ultrahigh-field MRI.使用超高场磁共振成像对急性和慢性猪心肌梗死的心脏功能及瘢痕大小进行精准成像。
Commun Med (Lond). 2024 Jul 18;4(1):146. doi: 10.1038/s43856-024-00559-y.
5
Fast Label-Free Metabolic Profile Recognition Identifies Phenylketonuria and Subtypes.快速无标记代谢谱识别可识别苯丙酮尿症及其亚型。
Adv Sci (Weinh). 2024 Apr;11(15):e2305701. doi: 10.1002/advs.202305701. Epub 2024 Feb 13.
6
Preoperative serum cortisone levels are associated with cognition in preschool-aged children with tetralogy of Fallot after corrective surgery: new evidence from human populations and mice.术前血清皮质醇水平与法洛四联症矫正术后学龄前儿童认知功能有关:来自人类和小鼠的新证据。
World J Pediatr. 2024 Feb;20(2):173-184. doi: 10.1007/s12519-023-00754-2. Epub 2023 Sep 22.
7
Nanomaterials-assisted metabolic analysis toward in vitro diagnostics.用于体外诊断的纳米材料辅助代谢分析。
Exploration (Beijing). 2022 Apr 16;2(3):20210222. doi: 10.1002/EXP.20210222. eCollection 2022 Jun.
8
Point-of-care applicable metabotyping using biofluid-specific electrospun MetaSAMPs directly amenable to ambient LA-REIMS.使用针对生物流体的特定电纺 MetaSAMPs 进行即时适用的代谢分型,这些 MetaSAMPs 直接适用于环境 LA-REIMS。
Sci Adv. 2023 Jun 9;9(23):eade9933. doi: 10.1126/sciadv.ade9933.
9
Artificial Neural Networks Coupled with MALDI-TOF MS Serum Fingerprinting To Classify and Diagnose Pathological Pain Subtypes in Preclinical Models.人工神经网络结合 MALDI-TOF MS 血清指纹图谱对临床前模型中的病理性疼痛亚型进行分类和诊断。
ACS Chem Neurosci. 2023 Jan 18;14(2):300-311. doi: 10.1021/acschemneuro.2c00665. Epub 2022 Dec 30.
10
Relationships Between Indicators of Metabolic Disorders and Selected Concentrations of Bioelements and Lead in Serum and Bone Tissue in Aging Men.老年男性血清和骨组织中代谢紊乱指标与生物元素及铅的选定浓度之间的关系
Diabetes Metab Syndr Obes. 2022 Dec 14;15:3901-3911. doi: 10.2147/DMSO.S387444. eCollection 2022.
与用于低剂量CT图像重建的商业算法相比,模块化深度神经网络的竞争性能。
Nat Mach Intell. 2019 Jun;1(6):269-276. doi: 10.1038/s42256-019-0057-9. Epub 2019 Jun 10.
4
Rapid Computer-Aided Diagnosis of Stroke by Serum Metabolic Fingerprint Based Multi-Modal Recognition.基于血清代谢指纹的多模态识别技术实现脑卒中的快速计算机辅助诊断
Adv Sci (Weinh). 2020 Sep 23;7(21):2002021. doi: 10.1002/advs.202002021. eCollection 2020 Nov.
5
Zirconia Hybrid Nanoshells for Nutrient and Toxin Detection.用于营养物和毒素检测的氧化锆杂化纳米壳
Small. 2020 Nov;16(46):e2003902. doi: 10.1002/smll.202003902. Epub 2020 Oct 26.
6
Self-Reporting Transposons Enable Simultaneous Readout of Gene Expression and Transcription Factor Binding in Single Cells.自我报告转座子使单细胞中基因表达和转录因子结合的同时读取成为可能。
Cell. 2020 Aug 20;182(4):992-1008.e21. doi: 10.1016/j.cell.2020.06.037. Epub 2020 Jul 24.
7
Machine learning of serum metabolic patterns encodes early-stage lung adenocarcinoma.基于血清代谢模式的机器学习可对早期肺腺癌进行编码。
Nat Commun. 2020 Jul 16;11(1):3556. doi: 10.1038/s41467-020-17347-6.
8
Behavior-dependent directional tuning in the human visual-navigation network.人类视觉导航网络中的行为依赖的方向调谐。
Nat Commun. 2020 Jun 26;11(1):3247. doi: 10.1038/s41467-020-17000-2.
9
Development of a plasma pseudotargeted metabolomics method based on ultra-high-performance liquid chromatography-mass spectrometry.基于超高效液相色谱-质谱联用技术的血浆伪靶向代谢组学方法的开发
Nat Protoc. 2020 Aug;15(8):2519-2537. doi: 10.1038/s41596-020-0341-5. Epub 2020 Jun 24.
10
A Biomimetic Plasmonic Nanoreactor for Reliable Metabolite Detection.用于可靠代谢物检测的仿生等离子体纳米反应器
Adv Sci (Weinh). 2020 Mar 11;7(10):1903730. doi: 10.1002/advs.201903730. eCollection 2020 May.