Multispectral Fingerprinting Resolves Dynamics of Nanomaterial Trafficking in Primary Endothelial Cells

被引:27
作者
Gravely, Mitchell [1 ]
Roxbury, Daniel [1 ]
机构
[1] Univ Rhode Isl, Dept Chem Engn, Kingston, RI 02881 USA
基金
美国国家科学基金会;
关键词
intracellular trafficking; endosomal maturation; confocal Raman microscopy; hyperspectral imaging; near-infrared fluorescence; machine learning; immunofluorescence colocalization; WALLED CARBON NANOTUBES; RAMAN-SPECTROSCOPY; INTRACELLULAR TRAFFICKING; CELLULAR UPTAKE; FLUORESCENCE; PHOTOLUMINESCENCE; DYSFUNCTION; AGGREGATION; BIOGENESIS; DEPENDENCE;
D O I
10.1021/acsnano.1c04500
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Intracellular vesicle trafficking involves a complex series of biological pathways used to sort, recycle, and degrade extracellular components, including engineered nanomaterials (ENMs) which gain cellular entry via active endocytic processes. A recent emphasis on routes of ENM uptake has established key physicochemical properties which direct certain mechanisms, yet relatively few studies have identified their effect on intracellular trafficking processes past entry and initial subcellular localization. Here, we developed and applied an approach where single-walled carbon nanotubes (SWCNTs) play a dual role.that of an ENM undergoing intracellular processing, in addition to functioning as the signal transduction element reporting these events in individual cells with single organelle resolution. We used the exceptional optical properties exhibited by noncovalent hybrids of single-stranded DNA and SWCNTs (DNA-SWCNTs) to report the progression of intracellular processing events via two orthogonal hyperspectral imaging approaches of near-infrared (NIR) fluorescence and resonance Raman scattering. A positive correlation between fluorescence and G-band intensities was uncovered within single cells, while exciton energy transfer and eventual aggregation of DNA-SWCNTs were observed to scale with increasing time after internalization. An analysis pipeline was developed to colocalize and deconvolute the fluorescence and Raman spectra of subcellular regions of interest (ROIs), allowing for single-chirality component spectra to be obtained with submicron spatial resolution. This approach uncovered correlations between DNA-SWCNT concentration, dielectric modulation, and irreversible aggregation within single intracellular vesicles. An immunofluorescence assay was designed to directly observe the DNA-SWCNTs in labeled endosomal vesicles, revealing a distinct relationship between the physical state of organelle-bound DNA-SWCNTs and the dynamic luminal conditions during endosomal maturation processes. Finally, we trained a machine learning algorithm to predict endosome type using the Raman spectra of the vesicle-bound DNA-SWCNTs, enabling major components in the endocytic pathway to be simultaneously visualized using a single intracellular reporter.
引用
收藏
页码:12388 / 12404
页数:17
相关论文
共 69 条
[1]   State-of-the-art in artificial neural network applications: A survey [J].
Abiodun, Oludare Isaac ;
Jantan, Aman ;
Omolara, Abiodun Esther ;
Dada, Kemi Victoria ;
Mohamed, Nachaat AbdElatif ;
Arshad, Humaira .
HELIYON, 2018, 4 (11)
[2]   Resonance Raman spectroscopy of the radial breathing modes in carbon nanotubes [J].
Araujo, P. T. ;
Pesce, P. B. C. ;
Dresselhaus, M. S. ;
Sato, K. ;
Saito, R. ;
Jorio, A. .
PHYSICA E-LOW-DIMENSIONAL SYSTEMS & NANOSTRUCTURES, 2010, 42 (05) :1251-1261
[3]   Structure-assigned optical spectra of single-walled carbon nanotubes [J].
Bachilo, SM ;
Strano, MS ;
Kittrell, C ;
Hauge, RH ;
Smalley, RE ;
Weisman, RB .
SCIENCE, 2002, 298 (5602) :2361-2366
[4]   Reversible control of carbon nanotube aggregation for a glucose affinity sensor [J].
Barone, Paul W. ;
Strano, Michael S. .
ANGEWANDTE CHEMIE-INTERNATIONAL EDITION, 2006, 45 (48) :8138-8141
[5]   Effect of bafilomycin A1 and nocodazole on endocytic transport in HeLa cells: Implications for viral uncoating and infection [J].
Bayer, N ;
Schober, D ;
Prchla, E ;
Murphy, RF ;
Blaas, D ;
Fuchs, R .
JOURNAL OF VIROLOGY, 1998, 72 (12) :9645-9655
[6]   Near-Infrared Fluorescent Sensors based on Single-Walled Carbon Nanotubes for Life Sciences Applications [J].
Boghossian, Ardemis A. ;
Zhang, Jingqing ;
Barone, Paul W. ;
Reuel, Nigel F. ;
Kim, Jong-Ho ;
Heller, Daniel A. ;
Ahn, Jin-Ho ;
Hilmer, Andrew J. ;
Rwei, Alina ;
Arkalgud, Jyoti R. ;
Zhang, Cathy T. ;
Strano, Michael S. .
CHEMSUSCHEM, 2011, 4 (07) :848-863
[7]   A guided tour into subcellular colocalization analysis in light microscopy [J].
Bolte, S. ;
Cordelieres, F. P. .
JOURNAL OF MICROSCOPY, 2006, 224 (213-232) :213-232
[8]   Rab4 and Rab7 define distinct nonoverlapping endosomal compartments [J].
Bottger, G ;
Nagelkerken, B ;
vanderSluijs, P .
JOURNAL OF BIOLOGICAL CHEMISTRY, 1996, 271 (46) :29191-29197
[9]   Observations of the D-band feature in the Raman spectra of carbon nanotubes -: art. no. 073403 [J].
Brown, SDM ;
Jorio, A ;
Dresselhaus, MS ;
Dresselhaus, G .
PHYSICAL REVIEW B, 2001, 64 (07)
[10]   Helical Polycarbodiimide Cloaking of Carbon Nanotubes Enables Inter-Nanotube Exciton Energy Transfer Modulation [J].
Budhathoki-Uprety, Januka ;
Jena, Prakrit V. ;
Roxbury, Daniel ;
Heller, Daniel A. .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2014, 136 (44) :15545-15550