Combining random forest and 2D correlation analysis to identify serum spectral signatures for neuro-oncology-Reference-Cited by-同舟云学术

Combining random forest and 2D correlation analysis to identify serum spectral signatures for neuro-oncology

Published:2016 Issue:12 Volume:141 Page:3668-3678
ISSN:0003-2654
Container-title:The Analyst
language:en
Short-container-title:Analyst

Author:

Smith Benjamin R.¹²³⁴⁵,Ashton Katherine M.⁶⁷⁸⁹¹⁰,Brodbelt Andrew¹¹¹²¹³¹⁰,Dawson Timothy⁶⁷⁸⁹¹⁰,Jenkinson Michael D.¹¹¹²¹³¹⁰,Hunt Neil T.¹⁴¹⁵³⁵¹⁰,Palmer David S.¹²³⁴⁵,Baker Matthew J.¹²³¹⁶¹⁷

Affiliation:

1. WestCHEM

2. Department of Pure and Applied Chemistry

3. University of Strathclyde

4. Thomas Graham Building

5. Glasgow

6. Neuropathology

7. Lancashire Teaching Hospitals NHS Trust

8. Royal Preston Hospital

9. Preston, PR2 9HT

10. UK

11. Neurosurgery

12. The Walton Centre NHS Foundation Trust

13. Liverpool

14. SUPA

15. Department of Physics

16. Technology and Innovation Centre

17. Glasgow G1 1RD

Abstract

Fourier transform infrared (FTIR) spectroscopy has long been established as an analytical technique for the measurement of vibrational modes of molecular systems.

Funder

University of Strathclyde

Publisher

Royal Society of Chemistry (RSC)

Subject

Electrochemistry,Spectroscopy,Environmental Chemistry,Biochemistry,Analytical Chemistry

Link

http://pubs.rsc.org/en/content/articlepdf/2016/AN/C5AN02452H

Reference42 articles.

1. ONS , Cancer Statistics Registrations, England, http://www.ons.gov.uk/ons/rel/vsob1/cancer-statistics-registrations–england–series-mb1-/no–41–2010/cancer-statistics-registrations–england–series-mb1––no–41–2010–statistical-bulletin.html, 2010, Accessed: 23-09-2015

2. Epidemiology of primary brain tumors: Current concepts and review of the literature

3. Years of life lost (YLL) from cancer is an important measure of population burden — and should be considered when allocating research funds

4. C. R. UK , Statistics and outlook for brain tumours, http://www.cancerresearchuk.org/about-cancer/type/brain-tumour/treatment/statistics-and-outlook-for-brain-tumours, 2015, Accessed: 23-09-2015

5. Attenuated Total Reflection Fourier Transform Infrared (ATR-FTIR) spectral discrimination of brain tumour severity from serum samples

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