Raman and infrared spectroscopy differentiate senescent from proliferating cells in a human dermal fibroblast 3D skin model

被引:21
作者
Eberhardt, Katharina [1 ,2 ,3 ]
Matthaeus, Christian [1 ,2 ,3 ]
Winter, Doreen [4 ]
Wiegand, Cornelia [4 ]
Hipler, Uta-Christina [4 ]
Diekmann, Stephan [5 ]
Popp, Juergen [1 ,2 ,3 ]
机构
[1] Leibniz Inst Photon Technol Jena, Albert Einstein Str 9, D-07745 Jena, Germany
[2] Friedrich Schiller Univ Jena, Inst Phys Chem, Helmholtzweg 4, D-07743 Jena, Germany
[3] Friedrich Schiller Univ Jena, Abbe Ctr Photon, Helmholtzweg 4, D-07743 Jena, Germany
[4] Univ Hosp Jena, Dept Dermatol, Erfurter Str 35, D-07740 Jena, Germany
[5] Leibniz Inst Aging, Fritz Lipmann Inst, Dept Mol Biol, Beutenbergstr 11, D-07745 Jena, Germany
关键词
CELLULAR SENESCENCE; DNA-DAMAGE; CANCER; MICROSPECTROSCOPY; COLLAGEN; BIOMARKER; SPECTRA; BIOLOGY; TISSUE;
D O I
10.1039/c7an00592j
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Senescent cells contribute to tissue aging and dysfunction. Therefore, detecting senescent cells in skin is of interest for skin tumor diagnostics and therapy. Here, we studied the transition into senescence of human dermal fibroblasts (HDFs) in a three-dimensional (3D) human fibroblast-derived matrix (FDM). Senescent and proliferating cells were imaged by Raman spectroscopy (RS) and Fourier transform infrared (FTIR) spectroscopy. The obtained averaged spectra were analyzed using PLS-LDA. For these 3D cultured cells, RS and FTIR could clearly distinguish senescent from proliferating cells. For both techniques, we detected senescence-associated alterations in almost all cellular macromolecules. Furthermore, we identified different biochemical properties of 3D compared to two-dimensional (2D) cultured cells, indicating that cells in their natural, skin-like 3D environment act differently than in (2D) cell cultivations in vitro. Compared to 2D cultured cells, cells grown in 3D models displayed a sharper contrast between the proliferating and senescent state, also affecting the abundance of biomolecules including nucleic acids. The training accuracies of both vibrational spectroscopic techniques were > 96%, demonstrating the suitability of these label-free measurements for detecting these cellular states in 3D skin models.
引用
收藏
页码:4405 / 4414
页数:10
相关论文
共 55 条
[1]   Raman spectroscopic mapping for the analysis of solar radiation induced skin damage [J].
Ali, S. M. ;
Bonnier, F. ;
Ptasinski, K. ;
Lambkin, H. ;
Flynn, K. ;
Lyng, F. M. ;
Byrne, H. J. .
ANALYST, 2013, 138 (14) :3946-3956
[2]  
[Anonymous], 2015, pls: Partial Least Squares and Principal Component Regression
[3]   Clearance of p16Ink4a-positive senescent cells delays ageing-associated disorders [J].
Baker, Darren J. ;
Wijshake, Tobias ;
Tchkonia, Tamar ;
LeBrasseur, Nathan K. ;
Childs, Bennett G. ;
van de Sluis, Bart ;
Kirkland, James L. ;
van Deursen, Jan M. .
NATURE, 2011, 479 (7372) :232-U112
[4]  
Beleites C., 2016, CBMODELS COLLECTION
[5]  
Beleites C., 2015, hyperSpec: A package to handle hyperspectral data sets in R. R package version 0.98-20150304
[6]   Sample size planning for classification models [J].
Beleites, Claudia ;
Neugebauer, Ute ;
Bocklitz, Thomas ;
Krafft, Christoph ;
Popp, Juergen .
ANALYTICA CHIMICA ACTA, 2013, 760 :25-33
[7]   THE RECONSTITUTION OF LIVING SKIN [J].
BELL, E ;
SHER, S ;
HULL, B ;
MERRILL, C ;
ROSEN, S ;
CHAMSON, A ;
ASSELINEAU, D ;
DUBERTRET, L ;
COULOMB, B ;
LAPIERE, C ;
NUSGENS, B ;
NEVEUX, Y .
JOURNAL OF INVESTIGATIVE DERMATOLOGY, 1983, 81 (01) :S2-S10
[8]   Cell-cycle-dependent variations in FTIR micro-spectra of single proliferating HeLa cells: Principal component and artificial neural network analysis [J].
Boydston-White, Susie ;
Romeo, Melissa ;
Chernenko, Tatyana ;
Regina, Angela ;
Miljkovic, Milog ;
Diem, Max .
BIOCHIMICA ET BIOPHYSICA ACTA-BIOMEMBRANES, 2006, 1758 (07) :908-914
[9]   Artificial skin in perspective: concepts and applications [J].
Brohem, Carla A. ;
da Silva Cardeal, Laura B. ;
Tiago, Manoela ;
Soengas, Maria S. ;
de Moraes Barros, Silvia B. ;
Maria-Engler, Silvya S. .
PIGMENT CELL & MELANOMA RESEARCH, 2011, 24 (01) :35-50
[10]   Aging and cancer cell biology, 2008 [J].
Campisi, Judith .
AGING CELL, 2008, 7 (03) :281-284