A multivariate analysis of Multiple Myeloma subtype plasma cells

被引:10
作者
Bonsignore, Martina [1 ]
Trusso, Sebastiano [2 ]
De Pasquale, Claudia [3 ]
Ferlazzo, Guido [3 ]
Allegra, Alessandro [4 ]
Innao, Vanessa [4 ]
Musolino, Caterina [4 ]
Franco, Domenico [5 ]
De Plano, Laura Maria [5 ]
Guglielmino, Salvatore Pietro Paolo [5 ]
Neri, Fortunato [1 ]
Fazio, Enza [1 ]
机构
[1] Univ Messina, Dept Math & Computat Sci, Phys Sci & Earth Sci, Messina, Italy
[2] CNR, Inst Chem Proc IPCF, Messina, Italy
[3] Univ Messina, Dept Human Pathol, Lab Immunol & Biotherapy, Messina, Italy
[4] Univ Messina, Dept Human Pathol Adulthood & Childhood Gaetano B, Div Hematol, Messina, Italy
[5] Univ Messina, Dept Chem Sci Biol Pharmaceut & Environm, Messina, Italy
关键词
Raman spectroscopy; PCA; Multiple Myeloma; Cell sorting; RAMAN-SPECTROSCOPY;
D O I
10.1016/j.saa.2021.119813
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Trusted methods for identifying different Multiple Myeloma (MM) cells and their biological diversity due to their immunophenotypic variety are often little detailed and difficult to find in literature. In this work, we show that micro-Raman spectroscopy can be used to highlight if there is a certain degree of distinction or correlation between the MM subtype plasmacells in relation to the cluster of differentiation (CD45 +/CD38+/CD138-) and (CD45-/CD38+/CD138+). After taking samples from the bone marrow of patients with Multiple Myeloma, the PCs were sorted by flow cytometry, selecting the most common CD of the disease, i.e. CD 45, CD38 and CD138. Some spectral differences are observed comparing the Raman spectra of the two set of samples investigated. To better define in which spectral regions there are greater differences and, therefore, to which biological contributions the changes refers, we also explored the principal component analysis (PCA) of the collected Raman data. The spectral variations between the different sorted cells have been highlighted by plotting loading vectors PC1 and PC2, which shows a net differentiation between the two set of cells. Ultimately, the differences shown by PCA have been associated with the spectral variations observed and explained in terms of changes of proteins and lipid contributions. Thus, the differentiation of Multiple Myeloma subtype plasma cells by confocal micro-Raman spectroscopy can be proposed as a diagnostic tool in the speeding up of cell identification, assessing the intracellular biochemical changes that take place in cancer cells. (c) 2021 Published by Elsevier B.V.
引用
收藏
页数:10
相关论文
共 20 条
[1]  
[Anonymous], ACTA A, V258
[2]   Identification of Raman spectroscopic markers for the characterization of normal and adenocarcinomatous colonic tissues [J].
Beljebbar, A. ;
Bouche, O. ;
Diebold, M. D. ;
Guillou, P. J. ;
Palot, J. P. ;
Eudes, D. ;
Manfait, M. .
CRITICAL REVIEWS IN ONCOLOGY HEMATOLOGY, 2009, 72 (03) :255-264
[3]   Micro-Raman spectroscopy detects individual neoplastic and normal hematopoietic cells [J].
Chan, JW ;
Taylor, DS ;
Zwerdling, T ;
Lane, SM ;
Ihara, K ;
Huser, T .
BIOPHYSICAL JOURNAL, 2006, 90 (02) :648-656
[4]   A micro-Raman spectroscopic investigation of leukemic U-937 cells in aged cultures [J].
Fazio, Enza ;
Trusso, Sebastiano ;
Franco, Domenico ;
Nicolo, Marco Sebastiano ;
Allegra, Alessandro ;
Neri, Fortunato ;
Musolino, Caterina ;
Guglielmino, Salvatore P. P. .
SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2016, 159 :21-29
[5]   Minimal residual disease testing in multiple myeloma by flow cytometry: major heterogeneity [J].
Flanders, Aaron ;
Stetler-Stevenson, Maryalice ;
Landgren, Ola .
BLOOD, 2013, 122 (06) :1088-1089
[6]   Immunophenotype of Normal vs. Myeloma Plasma Cells: Toward Antibody Panel Specifications for MRD Detection in Multiple Myeloma [J].
Flores-Montero, Juan ;
de Tute, Ruth ;
Paiva, Bruno ;
Juan Perez, Jose ;
Boettcher, Sebastian ;
Wind, Henk ;
Sanoja, Luzalba ;
Puig, Noemi ;
Lecrevisse, Quentin ;
Belen Vidriales, Maria ;
van Dongen, Jacques J. M. ;
Orfao, Alberto .
CYTOMETRY PART B-CLINICAL CYTOMETRY, 2016, 90 (01) :61-72
[7]   Raman spectroscopy differentiates between sensitive and resistant multiple myeloma cell lines [J].
Franco, Domenico ;
Trusso, Sebastiano ;
Fazio, Enza ;
Allegra, Alessandro ;
Musolino, Caterina ;
Speciale, Antonio ;
Cimino, Francesco ;
Saija, Antonella ;
Neri, Fortunato ;
Nicolo, Marco S. ;
Guglielmino, Salvatore P. P. .
SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2017, 187 :15-22
[8]   Investigating Effects of Proteasome Inhibitor on Multiple Myeloma Cells Using Confocal Raman Microscopy [J].
Kang, Jeon Woong ;
Singh, Surya P. ;
Nguyen, Freddy T. ;
Lue, Niyom ;
Sung, Yongjin ;
So, Peter T. C. ;
Dasari, Ramachandra R. .
SENSORS, 2016, 16 (12)
[9]   Raman spectroscopy can differentiate malignant tumors from normal breast tissue and detect early neoplastic changes in a mouse model [J].
Kast, Rachel E. ;
Serhatkulu, Gulay K. ;
Cao, Alex ;
Pandya, Abhilash K. ;
Dai, Houbei ;
Thakur, Jagdish S. ;
Naik, Vaman M. ;
Naik, Ratna ;
Klein, Michael D. ;
Auner, Gregory W. ;
Rabah, Raja .
BIOPOLYMERS, 2008, 89 (03) :235-241
[10]   Criteria for diagnosis, staging, risk stratification and response assessment of multiple myeloma [J].
Kyle, R. A. ;
Rajkumar, S. V. .
LEUKEMIA, 2009, 23 (01) :3-9