Literature DB >> 22099648

Laser-induced breakdown spectroscopy-based investigation and classification of pharmaceutical tablets using multivariate chemometric analysis.

Ashwin Kumar Myakalwar1, S Sreedhar, Ishan Barman, Narahara Chari Dingari, S Venugopal Rao, P Prem Kiran, Surya P Tewari, G Manoj Kumar.   

Abstract

We report the effectiveness of laser-induced breakdown spectroscopy (LIBS) in probing the content of pharmaceutical tablets and also investigate its feasibility for routine classification. This method is particularly beneficial in applications where its exquisite chemical specificity and suitability for remote and on site characterization significantly improves the speed and accuracy of quality control and assurance process. Our experiments reveal that in addition to the presence of carbon, hydrogen, nitrogen and oxygen, which can be primarily attributed to the active pharmaceutical ingredients, specific inorganic atoms were also present in all the tablets. Initial attempts at classification by a ratiometric approach using oxygen (∼777 nm) to nitrogen (742.36 nm, 744.23 nm and 746.83 nm) compositional values yielded an optimal value at 746.83 nm with the least relative standard deviation but nevertheless failed to provide an acceptable classification. To overcome this bottleneck in the detection process, two chemometric algorithms, i.e. principal component analysis (PCA) and soft independent modeling of class analogy (SIMCA), were implemented to exploit the multivariate nature of the LIBS data demonstrating that LIBS has the potential to differentiate and discriminate among pharmaceutical tablets. We report excellent prospective classification accuracy using supervised classification via the SIMCA algorithm, demonstrating its potential for future applications in process analytical technology, especially for fast on-line process control monitoring applications in the pharmaceutical industry.
Copyright © 2011 Elsevier B.V. All rights reserved.

Entities:  

Mesh:

Substances:

Year:  2011        PMID: 22099648      PMCID: PMC3418677          DOI: 10.1016/j.talanta.2011.09.040

Source DB:  PubMed          Journal:  Talanta        ISSN: 0039-9140            Impact factor:   6.057


  11 in total

1.  Rapid at-line analysis of coating thickness and uniformity on tablets using laser induced breakdown spectroscopy.

Authors:  Mark D Mowery; Robert Sing; John Kirsch; Amir Razaghi; Simon Béchard; Robert A Reed
Journal:  J Pharm Biomed Anal       Date:  2002-06-01       Impact factor: 3.935

2.  Laser-induced breakdown spectroscopy detection and classification of biological aerosols.

Authors:  John D Hybl; Gregg A Lithgow; Steven G Buckley
Journal:  Appl Spectrosc       Date:  2003-10       Impact factor: 2.388

3.  Laser-induced breakdown spectroscopy of bacterial spores, molds, pollens, and protein: initial studies of discrimination potential.

Authors:  Alan C Samuels; Frank C DeLucia; Kevin L McNesby; Andrzej W Miziolek
Journal:  Appl Opt       Date:  2003-10-20       Impact factor: 1.980

4.  Chemical concentration measurement in blood serum and urine samples using liquid-core optical fiber Raman spectroscopy.

Authors:  Dahu Qi; Andrew J Berger
Journal:  Appl Opt       Date:  2007-04-01       Impact factor: 1.980

5.  Qualitative and quantitative investigation of chromium-polluted soils by laser-induced breakdown spectroscopy combined with neural networks analysis.

Authors:  J-B Sirven; B Bousquet; L Canioni; L Sarger; S Tellier; M Potin-Gautier; I Le Hecho
Journal:  Anal Bioanal Chem       Date:  2006-03-15       Impact factor: 4.142

6.  Wavelength selection-based nonlinear calibration for transcutaneous blood glucose sensing using Raman spectroscopy.

Authors:  Narahara Chari Dingari; Ishan Barman; Jeon Woong Kang; Chae-Ryon Kong; Ramachandra R Dasari; Michael S Feld
Journal:  J Biomed Opt       Date:  2011-08       Impact factor: 3.170

7.  Classification of fungi by means of pyrolysis-gas chromatography-pattern recognition.

Authors:  G Blomquist; E Johansson; B Söderström; S Wold
Journal:  J Chromatogr       Date:  1979-05-11

8.  Nd:YAG-CO(2) double-pulse laser induced breakdown spectroscopy of organic films.

Authors:  Matthew Weidman; Matthieu Baudelet; Santiago Palanco; Michael Sigman; Paul J Dagdigian; Martin Richardson
Journal:  Opt Express       Date:  2010-01-04       Impact factor: 3.894

9.  Evaluation of the effects of Candidatus Liberibacter asiaticus on inoculated citrus plants using laser-induced breakdown spectroscopy (LIBS) and chemometrics tools.

Authors:  Fabíola Manhas Verbi Pereira; Débora Marcondes Bastos Pereira Milori; André Leonardo Venâncio; Mariana de Sá Tavares Russo; Polyana Kelly Martins; Juliana Freitas-Astúa
Journal:  Talanta       Date:  2010-09-24       Impact factor: 6.057

10.  The effects of physical parameters on laser-induced breakdown spectroscopy analysis of intact tablets.

Authors:  Jean-Francois Archambault; Anda Vintiloìu; Elizabeth Kwong
Journal:  AAPS PharmSciTech       Date:  2005-10-06       Impact factor: 3.246

View more
  15 in total

1.  Application of laser-induced breakdown spectroscopy (LIBS) coupled with PCA for rapid classification of soil samples in geothermal areas.

Authors:  Sitangshu Chatterjee; Manjeet Singh; Bishnu Prasad Biswal; Uday Kumar Sinha; Suraj Patbhaje; Arnab Sarkar
Journal:  Anal Bioanal Chem       Date:  2019-03-16       Impact factor: 4.142

2.  Rapid analysis of pharmaceutical drugs using LIBS coupled with multivariate analysis.

Authors:  P K Tiwari; S Awasthi; R Kumar; R K Anand; P K Rai; A K Rai
Journal:  Lasers Med Sci       Date:  2017-10-27       Impact factor: 3.161

3.  Incorporation of support vector machines in the LIBS toolbox for sensitive and robust classification amidst unexpected sample and system variability.

Authors:  Narahara Chari Dingari; Ishan Barman; Ashwin Kumar Myakalwar; Surya P Tewari; Manoj Kumar Gundawar
Journal:  Anal Chem       Date:  2012-03-02       Impact factor: 6.986

4.  Laser induced breakdown spectroscopy for bone and cartilage differentiation - ex vivo study as a prospect for a laser surgery feedback mechanism.

Authors:  Fanuel Mehari; Maximilian Rohde; Christian Knipfer; Rajesh Kanawade; Florian Klämpfl; Werner Adler; Florian Stelzle; Michael Schmidt
Journal:  Biomed Opt Express       Date:  2014-10-21       Impact factor: 3.732

5.  Raman spectroscopy-based sensitive and specific detection of glycated hemoglobin.

Authors:  Ishan Barman; Narahara Chari Dingari; Jeon Woong Kang; Gary L Horowitz; Ramachandra R Dasari; Michael S Feld
Journal:  Anal Chem       Date:  2012-02-23       Impact factor: 6.986

6.  Raman spectroscopy provides a powerful, rapid diagnostic tool for the detection of tuberculous meningitis in ex vivo cerebrospinal fluid samples.

Authors:  R Sathyavathi; Narahara Chari Dingari; Ishan Barman; P S R Prasad; Subhashini Prabhakar; D Narayana Rao; Ramachandra R Dasari; Jayanthi Undamatla
Journal:  J Biophotonics       Date:  2012-08-06       Impact factor: 3.207

7.  Investigation of noise-induced instabilities in quantitative biological spectroscopy and its implications for noninvasive glucose monitoring.

Authors:  Ishan Barman; Narahara Chari Dingari; Gajendra Pratap Singh; Jaqueline S Soares; Ramachandra R Dasari; Janusz M Smulko
Journal:  Anal Chem       Date:  2012-09-19       Impact factor: 6.986

8.  Evaluation of Na and K in anti-diabetic ayurvedic medicine using LIBS.

Authors:  Reshu Kumari; Rohit Kumar; Apeksha Rai; Awadhesh Kumar Rai
Journal:  Lasers Med Sci       Date:  2021-03-23       Impact factor: 3.161

9.  Qualitative tissue differentiation by analysing the intensity ratios of atomic emission lines using laser induced breakdown spectroscopy (LIBS): prospects for a feedback mechanism for surgical laser systems.

Authors:  Rajesh Kanawade; Fanuel Mahari; Florian Klämpfl; Maximilian Rohde; Christian Knipfer; Katja Tangermann-Gerk; Werner Adler; Michael Schmidt; Florian Stelzle
Journal:  J Biophotonics       Date:  2013-12-23       Impact factor: 3.207

10.  Less is more: Avoiding the LIBS dimensionality curse through judicious feature selection for explosive detection.

Authors:  Ashwin Kumar Myakalwar; Nicolas Spegazzini; Chi Zhang; Siva Kumar Anubham; Ramachandra R Dasari; Ishan Barman; Manoj Kumar Gundawar
Journal:  Sci Rep       Date:  2015-08-19       Impact factor: 4.379

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.