Algorithms push forward the application of MALDI-TOF mass fingerprinting in rapid precise diagnosis

被引:9
作者
Zhu, Yingdi [1 ,2 ]
Girault, Hubert H. [2 ]
机构
[1] Univ Chinese Acad Sci, Zhejiang Canc Hosp, Inst Basic Med & Canc IBMC, Chinese Acad Sci,Canc Hosp, Hangzhou, Peoples R China
[2] Ecole Polytech Fed Lausanne, Inst Chem Sci & Engn, Sch Basic Sci, Lausanne, Switzerland
关键词
antimicrobial susceptibility testing; biomarker discovery; MALDI-TOF mass fingerprinting; microbial identification; rapid precise diagnosis; LASER-DESORPTION IONIZATION; BACTERIAL IDENTIFICATION; SPECIES IDENTIFICATION; BIOMARKER DISCOVERY; PROTEIN PROFILES; SPECTROMETRY; TIME; DESORPTION/IONIZATION; NORMALIZATION; PHOTOCATALYSIS;
D O I
10.1002/VIW.20220042
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Macromolecular mass fingerprinting using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry is a quick tool for biochemical analysis. In combination with algorithms for automated data analysis and interpretation, it has wide application potentials in life science, especially for diagnostic purposes. This review aims to illustrate recent advances of this analytical tool, focusing on the improvement of the experimental techniques, the data analysis algorithms, and more importantly the applications in rapid precise diagnosis.
引用
收藏
页数:10
相关论文
共 96 条
[21]  
Ellerbrok H, 2002, FEMS MICROBIOL LETT, V214, P51, DOI 10.1016/S0378-1097(02)00837-6
[22]  
Emerson RW, 2017, J VISUAL IMPAIR BLIN, V111, P193
[23]  
Fan RE, 2008, J MACH LEARN RES, V9, P1871
[24]   MALDI-TOF MS Applications to the Detection of Antifungal Resistance: State of the Art and Future Perspectives [J].
Florio, Walter ;
Tavanti, Arianna ;
Ghelardi, Emilia ;
Lupetti, Antonella .
FRONTIERS IN MICROBIOLOGY, 2018, 9
[25]   Robust Data Processing and Normalization Strategy for MALDI Mass Spectrometric Imaging [J].
Fonville, Judith M. ;
Carter, Claire ;
Cloarec, Olivier ;
Nicholson, Jeremy K. ;
Lindon, John C. ;
Bunch, Josephine ;
Holmes, Elaine .
ANALYTICAL CHEMISTRY, 2012, 84 (03) :1310-1319
[26]   PCR-based identification of bacteria associated with endodontic infections [J].
Fouad, AF ;
Barry, J ;
Caimano, M ;
Clawson, M ;
Zhu, Q ;
Carver, R ;
Hazlett, K ;
Radolf, JD .
JOURNAL OF CLINICAL MICROBIOLOGY, 2002, 40 (09) :3223-3231
[27]  
Frank E., 2009, DATA MIN KNOWL DISC
[28]   Machine learning approaches in MALDI-MSI: clinical applications [J].
Galli, Manuel ;
Zoppis, Italo ;
Smith, Andrew ;
Magni, Fulvio ;
Mauri, Giancarlo .
EXPERT REVIEW OF PROTEOMICS, 2016, 13 (07) :685-696
[29]   MALDI Profiling of Human Lung Cancer Subtypes [J].
Gamez-Pozo, Angelo ;
Sanchez-Navarro, Iker ;
Nistal, Manuel ;
Calvo, Enrique ;
Madero, Rosario ;
Diaz, Esther ;
Camafeita, Emilio ;
de Castro, Javier ;
Antonio Lopez, Juan ;
Gonzalez-Baron, Manuel ;
Espinosa, Enrique ;
Fresno Vara, Juan Angel .
PLOS ONE, 2009, 4 (11)
[30]   MALDIquant: a versatile R package for the analysis of mass spectrometry data [J].
Gibb, Sebastian ;
Strimmer, Korbinian .
BIOINFORMATICS, 2012, 28 (17) :2270-2271