Literature DB >> 34295017

Diagnosis of Alzheimer's disease using laser-induced breakdown spectroscopy and machine learning.

Rosalba Gaudiuso1,2, Ebo Ewusi-Annan1, Weiming Xia2,3, Noureddine Melikechi1,2.   

Abstract

Alzheimer's disease (AD) is a progressive incurable neurodegenerative disease and a major health problem in aging population. We show that the combined use of Laser-Induced Breakdown Spectroscopy (LIBS) and machine learning applied for the analysis of micro-drops of plasma samples of AD and healthy controls (HC) yields robust classification. Following the acquisition of LIBS spectra of 67 plasma samples from a cohort of 31 AD patients and 36 healthy controls (HC), we successfully diagnose late-onset AD (> 65 years old), with a total classification accuracy of 80%, a specificity of 75% and a sensitivity of 85%.

Entities:  

Year:  2020        PMID: 34295017      PMCID: PMC8293921          DOI: 10.1016/j.sab.2020.105931

Source DB:  PubMed          Journal:  Spectrochim Acta Part B At Spectrosc        ISSN: 0584-8547            Impact factor:   3.662


  10 in total

Review 1.  Metals and neurodegenerative diseases. A systematic review.

Authors:  Calogero Edoardo Cicero; Giovanni Mostile; Rosario Vasta; Venerando Rapisarda; Salvatore Santo Signorelli; Margherita Ferrante; Mario Zappia; Alessandra Nicoletti
Journal:  Environ Res       Date:  2017-08-01       Impact factor: 6.498

2.  Automatic classification of laser-induced breakdown spectroscopy (LIBS) data of protein biomarker solutions.

Authors:  David Pokrajac; Aleksandar Lazarevic; Vojislav Kecman; Aristides Marcano; Yuri Markushin; Tia Vance; Natasa Reljin; Samantha McDaniel; Noureddine Melikechi
Journal:  Appl Spectrosc       Date:  2014       Impact factor: 2.388

3.  Detection and classification of live and dead Escherichia coli by laser-induced breakdown spectroscopy.

Authors:  P Sivakumar; A Fernández-Bravo; L Taleh; J F Biddle; N Melikechi
Journal:  Astrobiology       Date:  2015-02       Impact factor: 4.335

Review 4.  Raman Spectrometric Detection Methods for Early and Non-Invasive Diagnosis of Alzheimer's Disease.

Authors:  Chia-Chi Huang; Ciro Isidoro
Journal:  J Alzheimers Dis       Date:  2017       Impact factor: 4.472

5.  Tag-femtosecond laser-induced breakdown spectroscopy for the sensitive detection of cancer antigen 125 in blood plasma.

Authors:  Yuri Markushin; Poopalasingam Sivakumar; Denise Connolly; Noureddine Melikechi
Journal:  Anal Bioanal Chem       Date:  2015-01-11       Impact factor: 4.142

6.  Discrimination of lymphoma using laser-induced breakdown spectroscopy conducted on whole blood samples.

Authors:  Xue Chen; Xiaohui Li; Sibo Yang; Xin Yu; Aichun Liu
Journal:  Biomed Opt Express       Date:  2018-02-07       Impact factor: 3.732

Review 7.  CSF and blood biomarkers for the diagnosis of Alzheimer's disease: a systematic review and meta-analysis.

Authors:  Bob Olsson; Ronald Lautner; Ulf Andreasson; Annika Öhrfelt; Erik Portelius; Maria Bjerke; Mikko Hölttä; Christoffer Rosén; Caroline Olsson; Gabrielle Strobel; Elizabeth Wu; Kelly Dakin; Max Petzold; Kaj Blennow; Henrik Zetterberg
Journal:  Lancet Neurol       Date:  2016-04-08       Impact factor: 44.182

8.  Rapid induction of Alzheimer A beta amyloid formation by zinc.

Authors:  A I Bush; W H Pettingell; G Multhaup; M d Paradis; J P Vonsattel; J F Gusella; K Beyreuther; C L Masters; R E Tanzi
Journal:  Science       Date:  1994-09-02       Impact factor: 47.728

Review 9.  Metals and Alzheimer's Disease: How Far Have We Come in the Clinic?

Authors:  Paul A Adlard; Ashley I Bush
Journal:  J Alzheimers Dis       Date:  2018       Impact factor: 4.472

Review 10.  A/T/N: An unbiased descriptive classification scheme for Alzheimer disease biomarkers.

Authors:  Clifford R Jack; David A Bennett; Kaj Blennow; Maria C Carrillo; Howard H Feldman; Giovanni B Frisoni; Harald Hampel; William J Jagust; Keith A Johnson; David S Knopman; Ronald C Petersen; Philip Scheltens; Reisa A Sperling; Bruno Dubois
Journal:  Neurology       Date:  2016-07-01       Impact factor: 9.910

  10 in total
  1 in total

1.  Laser induced breakdown spectroscopy for the rapid detection of SARS-CoV-2 immune response in plasma.

Authors:  K Berlo; W Xia; F Zwillich; E Gibbons; R Gaudiuso; E Ewusi-Annan; G R Chiklis; N Melikechi
Journal:  Sci Rep       Date:  2022-01-31       Impact factor: 4.379

  1 in total

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