Focus on pre-processing step to ensure the clinical transferability of Raman data acquired on lymphocytes in different experimental and instrumental conditions

•Transferability of models.•Bench-to-bedside.•Pre-processing by EMSC allows multicentric data to be homogenized. The efficiency of Raman spectroscopy for the analysis of biomedical samples has been largely demonstrated at the proof-of-concept stage during one-off measurement campaigns. However, brin...

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Vydané v:Vibrational spectroscopy Ročník 103; s. 102931
Hlavní autori: Féré, M., Piot, O., Liu, L.H, Beljebbar, A., Untereiner, V., Gheldof, D., Chollat, M., Klossa, J., Chatelain, B., Gobinet, C.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier B.V 01.07.2019
Elsevier
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ISSN:0924-2031, 1873-3697
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Abstract •Transferability of models.•Bench-to-bedside.•Pre-processing by EMSC allows multicentric data to be homogenized. The efficiency of Raman spectroscopy for the analysis of biomedical samples has been largely demonstrated at the proof-of-concept stage during one-off measurement campaigns. However, bringing these results to the patient bedside requires to fill the gap for transferability of Raman data acquired in different experimental and instrumental conditions during multicentric measurement campaigns. In this study, we propose to evaluate a solution consisting in the application of Raman data preprocessing specifically developed to remove the spectral variability induced by such different conditions. For this purpose, we compared Raman data of lymphocytes acquired during two independent measurement campaigns from fresh unstained glass blood smears originating from healthy individuals and patients with a B-cell chronic lymphocytic leukemia (CLL) at an advanced stage. The differences between these campaigns were i) the instrumental configuration of the Raman devices, ii) the hospital partner, iii) the smear preparation method. A preprocessing developed previously and efficient for a specific measurement campaign is shown obsolete for these multicentric data. A second preprocessing based on Extended Multiplicative Signal Correction is able to homogenize the data by neutralizing the signal variability between the two measurement campaigns. These conclusions are drawn from the analysis of the data by Principal Component Analysis to study the source of variability between the two campaigns and by Partial Least Squares – Discriminant Analysis to assess the separability between healthy and CLL patients.
AbstractList •Transferability of models.•Bench-to-bedside.•Pre-processing by EMSC allows multicentric data to be homogenized. The efficiency of Raman spectroscopy for the analysis of biomedical samples has been largely demonstrated at the proof-of-concept stage during one-off measurement campaigns. However, bringing these results to the patient bedside requires to fill the gap for transferability of Raman data acquired in different experimental and instrumental conditions during multicentric measurement campaigns. In this study, we propose to evaluate a solution consisting in the application of Raman data preprocessing specifically developed to remove the spectral variability induced by such different conditions. For this purpose, we compared Raman data of lymphocytes acquired during two independent measurement campaigns from fresh unstained glass blood smears originating from healthy individuals and patients with a B-cell chronic lymphocytic leukemia (CLL) at an advanced stage. The differences between these campaigns were i) the instrumental configuration of the Raman devices, ii) the hospital partner, iii) the smear preparation method. A preprocessing developed previously and efficient for a specific measurement campaign is shown obsolete for these multicentric data. A second preprocessing based on Extended Multiplicative Signal Correction is able to homogenize the data by neutralizing the signal variability between the two measurement campaigns. These conclusions are drawn from the analysis of the data by Principal Component Analysis to study the source of variability between the two campaigns and by Partial Least Squares – Discriminant Analysis to assess the separability between healthy and CLL patients.
ArticleNumber 102931
Author Liu, L.H
Untereiner, V.
Féré, M.
Klossa, J.
Chollat, M.
Chatelain, B.
Piot, O.
Gheldof, D.
Gobinet, C.
Beljebbar, A.
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  surname: Untereiner
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  givenname: D.
  surname: Gheldof
  fullname: Gheldof, D.
  organization: Catholic University of Louvain, CHU UCL Namur, Namur Thrombosis and Hemostasis Center, Hematology Laboratory, Yvoir, Belgium
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  organization: TRIBVN, Châtillon, France
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  givenname: B.
  surname: Chatelain
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  organization: Catholic University of Louvain, CHU UCL Namur, Namur Thrombosis and Hemostasis Center, Hematology Laboratory, Yvoir, Belgium
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  givenname: C.
  surname: Gobinet
  fullname: Gobinet, C.
  organization: University of Reims Champagne-Ardenne, BioSpecT EA 7506, Faculty of Pharmacy, Reims, France
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Keywords Data transferability
Chronic lymphocytic leukemia
Raman spectroscopy
Clinical practice
Pre-processing
Language English
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Snippet •Transferability of models.•Bench-to-bedside.•Pre-processing by EMSC allows multicentric data to be homogenized. The efficiency of Raman spectroscopy for the...
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SubjectTerms Chemical Sciences
Chronic lymphocytic leukemia
Clinical practice
Data transferability
Pre-processing
Raman spectroscopy
Title Focus on pre-processing step to ensure the clinical transferability of Raman data acquired on lymphocytes in different experimental and instrumental conditions
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